import deepxde as dde
from deepxde.backend import pytorch
import torch
import matplotlib.pyplot as plt
import numpy as np
from SIRD_deepxde_DiseaseModel import SIRD_deepxde_net
from DiseaseModel import SIR,SIRD,SIRDIm,SIRDImRel, SIRDImRelSimple, SIRD2Var, SIRD2VarRelSimple, GeneralModelSolver
from Plot import Plot
# %matplotlib widget
seed = 2
np.random.seed(seed)
dde.config.set_random_seed(seed)
Using backend: pytorch
default Torch device: cpu
time_delta = [0,365] # use three values here for intro time of second variant
# initial_conditions = {
# "S": 1000000,
# "I": 1,
# "R": 0,
# }
# static_parameters = {
# "alpha": (0.15),
# "beta": (0.07),
# }
# sird_model = SIR(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 1,
# "R": 0,
# "D": 0,
# }
# static_parameters = {
# "alpha": (0.2),
# "beta": (0.05),
# "gamma": (0.001),
# }
# sird_model = SIRD(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 15,
# "R": 0,
# "D": 0,
# "Im": 0, # should be between 0 and 1
# }
# static_parameters = {
# "alpha": 0.12,
# "beta": 0.07,
# "gamma": 0.02,
# "kappa": 0.2,
# }
# sird_model = SIRDIm(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 15,
# "R": 0,
# "D": 0,
# "Im": 0, # should be between 0 and 1
# }
# static_parameters = {
# "lambda_": 1.5,
# "gamma": 0.000,
# "kappa": 0.2,
# }
# sird_model = SIRDImRel(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "I": 15,
# "R": 0,
# "Im": 0, # should be between 0 and 1
# }
# static_parameters = {
# "lambda_": 1.5,
# "kappa": 0.2,
# }
# sird_model = SIRDImRelSimple(initial_conditions, static_parameters, time_delta)
# initial_conditions = {
# "S": 1000000,
# "Ia": 1,
# "Ib": 0,
# "Ra": 0,
# "Rb": 0,
# "D": 0,
# "Im_a": 0, # should be between 0 and 1
# "Im_b": 0, # should be between 0 and 1
# }
# static_parameters = {
# "alpha_a": 0.23 ,
# "alpha_b": 0.18,
# "beta_a": 0.1,
# "beta_b": 0.08,
# "gamma_a": 0.00,
# "gamma_b": 0.00,
# "kappa_a": 0.8,
# "kappa_b": 0.5,
# }
# static_parameters = {
# "alpha_a": 0.11,
# "alpha_b": 0.12,
# "beta_a": 0.08,
# "beta_b": 0.08,
# "gamma_a": 0.00,
# "gamma_b": 0.00,
# "kappa_a": 0.1,
# "kappa_b": 0.2,
# }
# sird_model = SIRD2Var(initial_conditions, static_parameters, time_delta)
initial_conditions = {
"S": 1000000,
"Ia": 1,
"Ib": 0,
"Ra": 0,
"Rb": 0,
"Im_a": 0,
"Im_b": 0,
}
static_parameters = {
"lambda_a": 2.2 ,
"lambda_b": 1.9,
"kappa_a": 0.8, # should be between 0 and 1
"kappa_b": 0.5,
}
sird_model = SIRD2VarRelSimple(initial_conditions, static_parameters, time_delta)
t_synth, solution_synth_full = sird_model.simulate()
t_synth, solution_synth = sird_model.get_solution_as_sird()
sird_model.plot_solution()
sird_model.plot_sird()
print(sird_model)
A Disease Model with description: 'A model that simulates two concurrent diseases and natural herd immunity as a factor of the amount of recovered for each variant': Parameters: lambda_a = 2.2 lambda_b = 1.9 kappa_a = 0.8 kappa_b = 0.5 PDE groups and initial conditions: S = 1000000 Ia = 1 Ib = 0 Ra = 0 Rb = 0 Im_a = 0 Im_b = 0 PDE equations: dS/dt = -(0.1*lambda_a/N)*Ia*S - (0.1*lambda_b/N)*Ib*S dIa/dt = (0.1*lambda_a/N)*S*Ia + (0.1*lambda_a/N)*(1 - Im_a)*(Ra + Rb)*Ia - 0.1*Ia dIb/dt = (0.1*lambda_b/N)*S*Ib + (0.1*lambda_b/N)*(1 - Im_b)*(Ra + Rb)*Ib - 0.1*Ib dRa/dt = 0.1*Ia - (0.1*lambda_a/N)*(1 - (Im_a))*(Ra)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Ra)*(Ib) dRb/dt = 0.1*Ib - (0.1*lambda_a/N)*(1 - (Im_a))*(Rb)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Rb)*(Ib) dIm_a/dt = kappa_a*0.1*Ia/N dIm_b/dt = kappa_b*0.1*Ib/N PINN PDE loss equations: dS_t - (-(0.1*lambda_a/N)*Ia*S - (0.1*lambda_b/N)*Ib*S) dIa_t - ((0.1*lambda_a/N)*S*Ia + (0.1*lambda_a/N)*(1 - Im_a)*(Ra + Rb)*Ia - 0.1*Ia) dIb_t - ((0.1*lambda_b/N)*S*Ib + (0.1*lambda_b/N)*(1 - Im_b)*(Ra + Rb)*Ib - 0.1*Ib ) dRa_t - (0.1*Ia - (0.1*lambda_a/N)*(1 - (Im_a))*(Ra)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Ra)*(Ib)) dRb_t - (0.1*Ib - (0.1*lambda_a/N)*(1 - (Im_a))*(Rb)*(Ia) - (0.1*lambda_b/N)*(1 - (Im_b))*(Rb)*(Ib)) dIm_a_t - (kappa_a*0.1*Ia/N) dIm_b_t - (kappa_b*0.1*Ib/N)
# keep this even if not subsetting
t = t_synth
wsol = solution_synth
solver = GeneralModelSolver(sird_model)
# subset
# max_timestep = 300
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = wsol_synth[t_bool]
model = SIRD_deepxde_net(t, wsol,disease_model=sird_model, with_neumann=False, model_name="diseasemodel_test", with_softadapt=False)
print(model)
hyper_print_every = 2000
static_loss_weights = []
for key in (model.PDE_names + list(model.loss_points_dict.keys())):
if "d" in key and "_t" in key:
w = 2
else:
w = 0.2
static_loss_weights.append(w)
model.init_model(lr=0.01, print_every=hyper_print_every, activation="tanh", loss="MSE", nn_layers=2, nn_layer_width=32, loss_weights=static_loss_weights)
PINN model: Parameters: ['lambda_a', 'lambda_b', 'kappa_a', 'kappa_b'] Loss measures: ['dS_t', 'dIa_t', 'dIb_t', 'dRa_t', 'dRb_t', 'dIm_a_t', 'dIm_b_t', 'ic_Im_a', 'ic_Im_b', 'ic_S', 'observe_S', 'observe_I', 'observe_R', 'observe_SUM', 'sign_Ia', 'sign_Ib', 'sign_Ra', 'sign_Rb', 'sign_Im_a', 'sign_Im_b', 'L1_norm_init_Im_a', 'L1_norm_init_Im_b'] Compiling model... 'compile' took 0.000069 s
# prev_best_step = 0
# iters = 0
def intermediate_train(plot_every=hyper_print_every):
TOTAL_ITER = 100_000
iters = 0
if not hasattr(intermediate_train, "prev_best_step"):
setattr(intermediate_train, "prev_best_step", 0)
try:
while True:
iters += plot_every
# for n in range(TOTAL_ITER//plot_every):
model.train_model(iterations=plot_every, print_every=hyper_print_every, use_LBFGSB=False)
params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
if best_step > intermediate_train.prev_best_step:
setattr(intermediate_train, "prev_best_step", best_step)
break
elif iters >= TOTAL_ITER:
break
except KeyboardInterrupt:
print("Training ended prematurely")
params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
# params_nn= tuple(np.exp([*params_nn]))
# print(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full)
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
plot.show_known_and_prediction()
# plot.plot_param_history()
# plot.plot_loss_history()
intermediate_train()
Training model...
Step Train loss Test loss Test metric
0 [5.65e-04, 4.42e-03, 2.74e-01, 1.47e-01, 9.55e-03, 4.11e-03, 1.98e-02, 0.00e+00, 0.00e+00, 2.00e-01, 4.83e-02, 1.23e-01, 3.96e-01, 1.35e-01, 1.02e-02, 0.00e+00, 1.49e-01, 3.55e-04, 0.00e+00, 1.04e-01, 3.35e-02, 4.24e-02] [5.65e-04, 4.42e-03, 2.74e-01, 1.47e-01, 9.55e-03, 4.11e-03, 1.98e-02, 0.00e+00, 0.00e+00, 2.00e-01, 4.83e-02, 1.23e-01, 3.96e-01, 1.35e-01, 1.02e-02, 0.00e+00, 1.49e-01, 3.55e-04, 0.00e+00, 1.04e-01, 3.35e-02, 4.24e-02] []
100 [2.09e-04, 2.06e-05, 1.19e-04, 1.55e-04, 6.83e-05, 6.11e-05, 7.64e-05, 4.31e-05, 3.01e-07, 5.28e-05, 6.07e-03, 2.40e-03, 3.48e-03, 1.74e-03, 3.91e-05, 1.19e-04, 1.66e-05, 2.70e-04, 1.53e-09, 2.77e-05, 3.88e-04, 1.48e-04] [2.09e-04, 2.06e-05, 1.19e-04, 1.55e-04, 6.83e-05, 6.11e-05, 7.64e-05, 4.31e-05, 3.01e-07, 5.28e-05, 6.07e-03, 2.40e-03, 3.48e-03, 1.74e-03, 3.91e-05, 1.19e-04, 1.66e-05, 2.70e-04, 1.53e-09, 2.77e-05, 3.88e-04, 1.48e-04] []
200 [6.02e-05, 1.18e-05, 1.48e-05, 1.95e-05, 1.74e-05, 4.44e-06, 1.72e-05, 7.51e-10, 9.24e-09, 6.23e-07, 2.90e-03, 9.99e-04, 1.41e-03, 7.22e-05, 3.77e-06, 5.45e-06, 3.63e-05, 3.91e-05, 1.50e-09, 2.79e-06, 1.08e-05, 1.97e-05] [6.02e-05, 1.18e-05, 1.48e-05, 1.95e-05, 1.74e-05, 4.44e-06, 1.72e-05, 7.51e-10, 9.24e-09, 6.23e-07, 2.90e-03, 9.99e-04, 1.41e-03, 7.22e-05, 3.77e-06, 5.45e-06, 3.63e-05, 3.91e-05, 1.50e-09, 2.79e-06, 1.08e-05, 1.97e-05] []
300 [3.18e-05, 1.11e-05, 1.36e-05, 1.03e-05, 1.02e-05, 6.26e-06, 1.23e-05, 2.69e-09, 6.62e-10, 9.87e-08, 2.22e-03, 9.16e-04, 1.07e-03, 5.48e-05, 4.55e-06, 4.93e-06, 1.52e-05, 1.13e-05, 3.96e-08, 6.02e-08, 5.92e-06, 2.01e-06] [3.18e-05, 1.11e-05, 1.36e-05, 1.03e-05, 1.02e-05, 6.26e-06, 1.23e-05, 2.69e-09, 6.62e-10, 9.87e-08, 2.22e-03, 9.16e-04, 1.07e-03, 5.48e-05, 4.55e-06, 4.93e-06, 1.52e-05, 1.13e-05, 3.96e-08, 6.02e-08, 5.92e-06, 2.01e-06] []
400 [2.17e-05, 1.22e-05, 1.24e-05, 1.37e-05, 8.11e-06, 6.71e-06, 1.06e-05, 1.55e-07, 2.30e-07, 6.00e-08, 1.82e-03, 7.73e-04, 9.38e-04, 9.77e-05, 7.60e-06, 1.01e-05, 1.29e-05, 1.28e-05, 1.60e-06, 2.21e-07, 1.35e-05, 1.25e-06] [2.17e-05, 1.22e-05, 1.24e-05, 1.37e-05, 8.11e-06, 6.71e-06, 1.06e-05, 1.55e-07, 2.30e-07, 6.00e-08, 1.82e-03, 7.73e-04, 9.38e-04, 9.77e-05, 7.60e-06, 1.01e-05, 1.29e-05, 1.28e-05, 1.60e-06, 2.21e-07, 1.35e-05, 1.25e-06] []
500 [2.96e-05, 2.03e-05, 1.56e-05, 1.75e-05, 1.27e-05, 1.53e-05, 1.96e-05, 1.61e-07, 1.83e-07, 1.05e-07, 1.43e-03, 6.90e-04, 8.55e-04, 1.03e-04, 1.56e-06, 6.05e-07, 1.29e-05, 1.13e-05, 1.31e-06, 6.53e-08, 1.06e-05, 1.02e-06] [2.96e-05, 2.03e-05, 1.56e-05, 1.75e-05, 1.27e-05, 1.53e-05, 1.96e-05, 1.61e-07, 1.83e-07, 1.05e-07, 1.43e-03, 6.90e-04, 8.55e-04, 1.03e-04, 1.56e-06, 6.05e-07, 1.29e-05, 1.13e-05, 1.31e-06, 6.53e-08, 1.06e-05, 1.02e-06] []
600 [1.36e-05, 1.10e-05, 8.34e-06, 1.37e-05, 7.75e-06, 5.16e-06, 4.75e-06, 8.16e-07, 2.34e-08, 4.01e-08, 1.24e-03, 8.78e-04, 7.85e-04, 2.78e-05, 1.31e-05, 2.26e-05, 1.43e-05, 1.98e-05, 2.14e-07, 1.38e-07, 1.36e-05, 6.12e-07] [1.36e-05, 1.10e-05, 8.34e-06, 1.37e-05, 7.75e-06, 5.16e-06, 4.75e-06, 8.16e-07, 2.34e-08, 4.01e-08, 1.24e-03, 8.78e-04, 7.85e-04, 2.78e-05, 1.31e-05, 2.26e-05, 1.43e-05, 1.98e-05, 2.14e-07, 1.38e-07, 1.36e-05, 6.12e-07] []
700 [7.06e-06, 9.49e-06, 8.61e-06, 1.23e-05, 7.39e-06, 5.35e-06, 7.46e-06, 1.80e-06, 1.11e-07, 2.00e-08, 9.19e-04, 5.36e-04, 7.21e-04, 2.61e-05, 3.49e-06, 1.33e-05, 1.39e-05, 1.57e-05, 2.48e-06, 1.22e-08, 1.40e-05, 4.91e-06] [7.06e-06, 9.49e-06, 8.61e-06, 1.23e-05, 7.39e-06, 5.35e-06, 7.46e-06, 1.80e-06, 1.11e-07, 2.00e-08, 9.19e-04, 5.36e-04, 7.21e-04, 2.61e-05, 3.49e-06, 1.33e-05, 1.39e-05, 1.57e-05, 2.48e-06, 1.22e-08, 1.40e-05, 4.91e-06] []
800 [4.24e-05, 5.69e-06, 3.33e-05, 3.93e-05, 1.34e-05, 5.17e-06, 3.03e-05, 6.09e-06, 5.34e-08, 1.02e-06, 7.61e-04, 6.81e-04, 1.10e-03, 1.19e-03, 6.39e-07, 8.43e-08, 1.18e-06, 7.98e-08, 0.00e+00, 0.00e+00, 4.85e-05, 4.40e-05] [4.24e-05, 5.69e-06, 3.33e-05, 3.93e-05, 1.34e-05, 5.17e-06, 3.03e-05, 6.09e-06, 5.34e-08, 1.02e-06, 7.61e-04, 6.81e-04, 1.10e-03, 1.19e-03, 6.39e-07, 8.43e-08, 1.18e-06, 7.98e-08, 0.00e+00, 0.00e+00, 4.85e-05, 4.40e-05] []
900 [2.70e-05, 8.92e-06, 1.01e-05, 1.08e-05, 8.72e-06, 1.10e-05, 1.23e-05, 2.77e-07, 2.70e-08, 2.83e-07, 6.24e-04, 5.88e-04, 7.25e-04, 4.21e-04, 2.72e-09, 5.23e-07, 2.18e-06, 2.79e-06, 2.57e-07, 3.28e-09, 7.24e-06, 2.49e-06] [2.70e-05, 8.92e-06, 1.01e-05, 1.08e-05, 8.72e-06, 1.10e-05, 1.23e-05, 2.77e-07, 2.70e-08, 2.83e-07, 6.24e-04, 5.88e-04, 7.25e-04, 4.21e-04, 2.72e-09, 5.23e-07, 2.18e-06, 2.79e-06, 2.57e-07, 3.28e-09, 7.24e-06, 2.49e-06] []
1000 [8.04e-06, 3.99e-06, 3.44e-06, 4.84e-06, 5.86e-06, 4.58e-06, 4.77e-06, 4.07e-07, 1.05e-10, 3.33e-07, 4.99e-04, 3.95e-04, 6.20e-04, 8.75e-05, 3.09e-06, 8.09e-06, 1.31e-05, 1.51e-05, 1.40e-06, 2.21e-07, 7.49e-06, 9.24e-07] [8.04e-06, 3.99e-06, 3.44e-06, 4.84e-06, 5.86e-06, 4.58e-06, 4.77e-06, 4.07e-07, 1.05e-10, 3.33e-07, 4.99e-04, 3.95e-04, 6.20e-04, 8.75e-05, 3.09e-06, 8.09e-06, 1.31e-05, 1.51e-05, 1.40e-06, 2.21e-07, 7.49e-06, 9.24e-07] []
1100 [7.59e-05, 4.72e-06, 5.44e-06, 8.72e-06, 1.34e-05, 5.58e-06, 4.09e-06, 1.63e-06, 7.41e-08, 1.43e-07, 4.31e-04, 9.60e-04, 7.06e-04, 1.58e-03, 3.99e-05, 7.28e-05, 1.72e-05, 2.10e-05, 7.72e-06, 1.75e-07, 4.53e-05, 1.11e-06] [7.59e-05, 4.72e-06, 5.44e-06, 8.72e-06, 1.34e-05, 5.58e-06, 4.09e-06, 1.63e-06, 7.41e-08, 1.43e-07, 4.31e-04, 9.60e-04, 7.06e-04, 1.58e-03, 3.99e-05, 7.28e-05, 1.72e-05, 2.10e-05, 7.72e-06, 1.75e-07, 4.53e-05, 1.11e-06] []
1200 [5.29e-06, 2.56e-06, 2.14e-06, 3.39e-06, 3.83e-06, 4.21e-06, 3.47e-06, 3.55e-09, 9.99e-09, 1.94e-09, 3.40e-04, 3.61e-04, 5.33e-04, 2.97e-05, 1.39e-06, 2.54e-06, 5.36e-06, 5.66e-06, 1.34e-07, 7.61e-08, 2.76e-06, 8.58e-07] [5.29e-06, 2.56e-06, 2.14e-06, 3.39e-06, 3.83e-06, 4.21e-06, 3.47e-06, 3.55e-09, 9.99e-09, 1.94e-09, 3.40e-04, 3.61e-04, 5.33e-04, 2.97e-05, 1.39e-06, 2.54e-06, 5.36e-06, 5.66e-06, 1.34e-07, 7.61e-08, 2.76e-06, 8.58e-07] []
1300 [3.95e-06, 3.17e-06, 1.80e-06, 2.13e-06, 3.82e-06, 3.61e-06, 3.70e-06, 3.29e-07, 2.79e-07, 3.44e-07, 2.95e-04, 3.66e-04, 5.11e-04, 3.73e-06, 7.89e-08, 3.89e-07, 8.43e-06, 3.94e-06, 9.41e-07, 1.41e-07, 4.70e-06, 9.64e-07] [3.95e-06, 3.17e-06, 1.80e-06, 2.13e-06, 3.82e-06, 3.61e-06, 3.70e-06, 3.29e-07, 2.79e-07, 3.44e-07, 2.95e-04, 3.66e-04, 5.11e-04, 3.73e-06, 7.89e-08, 3.89e-07, 8.43e-06, 3.94e-06, 9.41e-07, 1.41e-07, 4.70e-06, 9.64e-07] []
1400 [1.33e-05, 2.47e-06, 2.93e-06, 2.05e-06, 3.99e-06, 4.04e-06, 3.47e-06, 1.54e-08, 4.94e-08, 5.48e-09, 2.76e-04, 4.26e-04, 4.90e-04, 2.91e-04, 7.59e-10, 1.63e-09, 1.03e-06, 4.74e-06, 5.29e-08, 2.27e-07, 1.78e-06, 8.43e-07] [1.33e-05, 2.47e-06, 2.93e-06, 2.05e-06, 3.99e-06, 4.04e-06, 3.47e-06, 1.54e-08, 4.94e-08, 5.48e-09, 2.76e-04, 4.26e-04, 4.90e-04, 2.91e-04, 7.59e-10, 1.63e-09, 1.03e-06, 4.74e-06, 5.29e-08, 2.27e-07, 1.78e-06, 8.43e-07] []
1500 [4.74e-06, 1.17e-06, 2.53e-06, 3.65e-06, 2.25e-06, 3.65e-06, 3.12e-06, 1.19e-06, 2.05e-06, 6.76e-07, 2.11e-04, 3.74e-04, 5.58e-04, 1.23e-05, 2.92e-06, 1.05e-06, 5.82e-07, 1.46e-06, 1.03e-07, 8.14e-07, 3.86e-06, 1.50e-06] [4.74e-06, 1.17e-06, 2.53e-06, 3.65e-06, 2.25e-06, 3.65e-06, 3.12e-06, 1.19e-06, 2.05e-06, 6.76e-07, 2.11e-04, 3.74e-04, 5.58e-04, 1.23e-05, 2.92e-06, 1.05e-06, 5.82e-07, 1.46e-06, 1.03e-07, 8.14e-07, 3.86e-06, 1.50e-06] []
1600 [2.75e-06, 6.54e-07, 1.52e-06, 2.31e-06, 1.29e-06, 4.11e-06, 3.76e-06, 4.88e-10, 3.17e-07, 6.05e-07, 2.55e-04, 3.81e-04, 5.00e-04, 1.59e-05, 5.87e-08, 3.14e-07, 1.50e-06, 9.30e-09, 8.37e-09, 4.52e-11, 3.91e-06, 1.05e-05] [2.75e-06, 6.54e-07, 1.52e-06, 2.31e-06, 1.29e-06, 4.11e-06, 3.76e-06, 4.88e-10, 3.17e-07, 6.05e-07, 2.55e-04, 3.81e-04, 5.00e-04, 1.59e-05, 5.87e-08, 3.14e-07, 1.50e-06, 9.30e-09, 8.37e-09, 4.52e-11, 3.91e-06, 1.05e-05] []
1700 [2.14e-06, 2.17e-06, 2.49e-06, 2.56e-06, 9.45e-06, 4.39e-06, 6.16e-06, 6.54e-05, 1.35e-05, 1.49e-06, 2.06e-04, 3.83e-04, 4.81e-04, 1.34e-04, 5.35e-07, 6.79e-06, 2.15e-09, 1.90e-06, 0.00e+00, 0.00e+00, 2.63e-04, 1.32e-04] [2.14e-06, 2.17e-06, 2.49e-06, 2.56e-06, 9.45e-06, 4.39e-06, 6.16e-06, 6.54e-05, 1.35e-05, 1.49e-06, 2.06e-04, 3.83e-04, 4.81e-04, 1.34e-04, 5.35e-07, 6.79e-06, 2.15e-09, 1.90e-06, 0.00e+00, 0.00e+00, 2.63e-04, 1.32e-04] []
1800 [2.32e-06, 4.55e-07, 7.63e-07, 2.48e-06, 1.94e-06, 3.58e-06, 3.85e-06, 9.30e-08, 1.06e-08, 8.44e-12, 8.33e-05, 3.54e-04, 3.77e-04, 3.32e-06, 9.06e-09, 7.73e-07, 1.03e-06, 1.30e-06, 1.80e-07, 1.52e-06, 2.33e-06, 1.06e-06] [2.32e-06, 4.55e-07, 7.63e-07, 2.48e-06, 1.94e-06, 3.58e-06, 3.85e-06, 9.30e-08, 1.06e-08, 8.44e-12, 8.33e-05, 3.54e-04, 3.77e-04, 3.32e-06, 9.06e-09, 7.73e-07, 1.03e-06, 1.30e-06, 1.80e-07, 1.52e-06, 2.33e-06, 1.06e-06] []
1900 [1.31e-06, 6.67e-07, 1.32e-06, 4.10e-06, 2.11e-06, 4.72e-06, 3.28e-06, 2.25e-07, 2.43e-07, 4.90e-07, 9.46e-05, 3.72e-04, 3.94e-04, 3.35e-06, 3.68e-06, 1.47e-07, 5.65e-06, 3.08e-07, 1.23e-09, 1.37e-06, 4.79e-05, 3.06e-06] [1.31e-06, 6.67e-07, 1.32e-06, 4.10e-06, 2.11e-06, 4.72e-06, 3.28e-06, 2.25e-07, 2.43e-07, 4.90e-07, 9.46e-05, 3.72e-04, 3.94e-04, 3.35e-06, 3.68e-06, 1.47e-07, 5.65e-06, 3.08e-07, 1.23e-09, 1.37e-06, 4.79e-05, 3.06e-06] []
2000 [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06] [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06] []
Best model at step 1952:
train loss: 7.56e-04
test loss: 7.56e-04
test metric: []
'train' took 43.226836 s
Best train step: 1952
lambda_a: 6.527816620207465
lambda_b: 6.151777773451638
kappa_a: 1.4564913024963801
kappa_b: 1.3889117219209661
Best train step: 1952
lambda_a: 1.876072526
lambda_b: 1.8167411089
kappa_a: 0.37603032589
kappa_b: 0.32852050662
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
2000 [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06] [2.22e-06, 3.97e-07, 7.72e-07, 2.31e-06, 2.28e-06, 3.62e-06, 3.74e-06, 2.00e-06, 5.04e-09, 4.15e-08, 6.41e-05, 3.51e-04, 3.21e-04, 2.93e-05, 0.00e+00, 1.35e-07, 1.18e-06, 2.07e-06, 1.15e-06, 8.05e-07, 5.41e-06, 1.49e-06] []
2100 [5.78e-06, 4.26e-07, 9.73e-07, 1.78e-06, 2.77e-06, 2.58e-06, 3.45e-06, 6.68e-07, 9.36e-07, 1.96e-08, 5.40e-05, 3.88e-04, 3.12e-04, 5.39e-05, 2.16e-12, 0.00e+00, 5.42e-06, 4.96e-07, 1.32e-07, 2.65e-06, 1.33e-06, 5.82e-06] [5.78e-06, 4.26e-07, 9.73e-07, 1.78e-06, 2.77e-06, 2.58e-06, 3.45e-06, 6.68e-07, 9.36e-07, 1.96e-08, 5.40e-05, 3.88e-04, 3.12e-04, 5.39e-05, 2.16e-12, 0.00e+00, 5.42e-06, 4.96e-07, 1.32e-07, 2.65e-06, 1.33e-06, 5.82e-06] []
2200 [8.05e-06, 5.71e-07, 6.13e-07, 2.74e-06, 2.69e-06, 3.85e-06, 4.39e-06, 1.97e-09, 2.37e-08, 5.00e-07, 4.06e-05, 3.75e-04, 3.04e-04, 1.15e-04, 1.59e-06, 4.47e-06, 6.92e-06, 3.60e-06, 6.68e-08, 1.56e-06, 1.17e-06, 3.33e-06] [8.05e-06, 5.71e-07, 6.13e-07, 2.74e-06, 2.69e-06, 3.85e-06, 4.39e-06, 1.97e-09, 2.37e-08, 5.00e-07, 4.06e-05, 3.75e-04, 3.04e-04, 1.15e-04, 1.59e-06, 4.47e-06, 6.92e-06, 3.60e-06, 6.68e-08, 1.56e-06, 1.17e-06, 3.33e-06] []
2300 [2.24e-05, 2.00e-06, 1.30e-06, 3.74e-06, 7.49e-06, 3.62e-06, 6.30e-06, 5.74e-08, 4.72e-07, 1.99e-07, 1.38e-04, 5.41e-04, 6.91e-04, 1.26e-05, 1.01e-05, 1.30e-05, 3.94e-13, 1.10e-06, 1.19e-07, 2.57e-09, 2.17e-06, 1.42e-05] [2.24e-05, 2.00e-06, 1.30e-06, 3.74e-06, 7.49e-06, 3.62e-06, 6.30e-06, 5.74e-08, 4.72e-07, 1.99e-07, 1.38e-04, 5.41e-04, 6.91e-04, 1.26e-05, 1.01e-05, 1.30e-05, 3.94e-13, 1.10e-06, 1.19e-07, 2.57e-09, 2.17e-06, 1.42e-05] []
2400 [3.13e-05, 9.41e-06, 1.23e-05, 2.18e-05, 1.14e-05, 4.72e-06, 9.12e-06, 2.85e-06, 1.70e-06, 2.82e-06, 9.23e-04, 1.59e-03, 9.26e-04, 2.81e-05, 2.45e-06, 9.46e-07, 4.47e-05, 1.53e-05, 1.14e-06, 3.79e-06, 1.86e-05, 7.50e-06] [3.13e-05, 9.41e-06, 1.23e-05, 2.18e-05, 1.14e-05, 4.72e-06, 9.12e-06, 2.85e-06, 1.70e-06, 2.82e-06, 9.23e-04, 1.59e-03, 9.26e-04, 2.81e-05, 2.45e-06, 9.46e-07, 4.47e-05, 1.53e-05, 1.14e-06, 3.79e-06, 1.86e-05, 7.50e-06] []
2500 [1.93e-05, 7.77e-06, 8.98e-06, 1.29e-05, 1.43e-05, 2.52e-06, 2.60e-06, 1.09e-10, 6.94e-09, 1.69e-08, 6.40e-04, 1.31e-03, 7.06e-04, 1.67e-05, 3.06e-06, 2.54e-06, 7.17e-06, 8.82e-06, 5.84e-08, 1.93e-06, 3.03e-06, 3.35e-06] [1.93e-05, 7.77e-06, 8.98e-06, 1.29e-05, 1.43e-05, 2.52e-06, 2.60e-06, 1.09e-10, 6.94e-09, 1.69e-08, 6.40e-04, 1.31e-03, 7.06e-04, 1.67e-05, 3.06e-06, 2.54e-06, 7.17e-06, 8.82e-06, 5.84e-08, 1.93e-06, 3.03e-06, 3.35e-06] []
2600 [1.34e-05, 7.05e-06, 7.33e-06, 9.74e-06, 1.45e-05, 1.68e-06, 2.03e-06, 2.29e-09, 3.58e-10, 6.79e-09, 5.27e-04, 1.06e-03, 6.30e-04, 1.48e-05, 1.41e-06, 1.77e-06, 5.54e-06, 7.63e-06, 6.85e-08, 1.04e-06, 2.96e-06, 1.94e-06] [1.34e-05, 7.05e-06, 7.33e-06, 9.74e-06, 1.45e-05, 1.68e-06, 2.03e-06, 2.29e-09, 3.58e-10, 6.79e-09, 5.27e-04, 1.06e-03, 6.30e-04, 1.48e-05, 1.41e-06, 1.77e-06, 5.54e-06, 7.63e-06, 6.85e-08, 1.04e-06, 2.96e-06, 1.94e-06] []
2700 [9.43e-06, 6.87e-06, 6.42e-06, 8.26e-06, 1.32e-05, 1.22e-06, 1.16e-06, 8.98e-10, 4.82e-10, 6.39e-11, 4.02e-04, 7.67e-04, 5.71e-04, 1.32e-05, 6.69e-07, 1.33e-06, 5.61e-06, 6.04e-06, 6.11e-08, 5.23e-07, 2.13e-06, 1.56e-06] [9.43e-06, 6.87e-06, 6.42e-06, 8.26e-06, 1.32e-05, 1.22e-06, 1.16e-06, 8.98e-10, 4.82e-10, 6.39e-11, 4.02e-04, 7.67e-04, 5.71e-04, 1.32e-05, 6.69e-07, 1.33e-06, 5.61e-06, 6.04e-06, 6.11e-08, 5.23e-07, 2.13e-06, 1.56e-06] []
2800 [6.13e-06, 5.68e-06, 5.19e-06, 6.88e-06, 1.04e-05, 1.09e-06, 8.73e-07, 2.37e-09, 1.82e-09, 4.43e-12, 2.66e-04, 5.94e-04, 5.43e-04, 6.85e-06, 8.10e-07, 1.33e-06, 4.48e-06, 4.16e-06, 8.39e-08, 2.19e-07, 2.10e-06, 1.40e-06] [6.13e-06, 5.68e-06, 5.19e-06, 6.88e-06, 1.04e-05, 1.09e-06, 8.73e-07, 2.37e-09, 1.82e-09, 4.43e-12, 2.66e-04, 5.94e-04, 5.43e-04, 6.85e-06, 8.10e-07, 1.33e-06, 4.48e-06, 4.16e-06, 8.39e-08, 2.19e-07, 2.10e-06, 1.40e-06] []
2900 [4.69e-06, 4.23e-06, 3.80e-06, 5.12e-06, 8.02e-06, 1.15e-06, 1.02e-06, 6.56e-10, 3.37e-10, 1.32e-10, 1.72e-04, 5.32e-04, 5.30e-04, 3.10e-06, 8.95e-07, 1.18e-06, 3.54e-06, 3.00e-06, 9.25e-08, 7.21e-08, 2.04e-06, 9.37e-07] [4.69e-06, 4.23e-06, 3.80e-06, 5.12e-06, 8.02e-06, 1.15e-06, 1.02e-06, 6.56e-10, 3.37e-10, 1.32e-10, 1.72e-04, 5.32e-04, 5.30e-04, 3.10e-06, 8.95e-07, 1.18e-06, 3.54e-06, 3.00e-06, 9.25e-08, 7.21e-08, 2.04e-06, 9.37e-07] []
3000 [4.32e-06, 3.18e-06, 2.67e-06, 3.77e-06, 6.69e-06, 1.38e-06, 1.33e-06, 1.59e-08, 1.19e-08, 8.72e-10, 1.26e-04, 5.15e-04, 5.22e-04, 1.77e-06, 8.51e-07, 9.61e-07, 2.77e-06, 2.43e-06, 8.11e-08, 7.05e-08, 2.21e-06, 9.14e-07] [4.32e-06, 3.18e-06, 2.67e-06, 3.77e-06, 6.69e-06, 1.38e-06, 1.33e-06, 1.59e-08, 1.19e-08, 8.72e-10, 1.26e-04, 5.15e-04, 5.22e-04, 1.77e-06, 8.51e-07, 9.61e-07, 2.77e-06, 2.43e-06, 8.11e-08, 7.05e-08, 2.21e-06, 9.14e-07] []
3100 [4.86e-06, 2.58e-06, 2.07e-06, 2.94e-06, 6.52e-06, 1.74e-06, 1.55e-06, 2.64e-08, 1.23e-08, 6.43e-10, 1.06e-04, 5.11e-04, 5.25e-04, 1.58e-06, 1.39e-06, 7.52e-07, 7.57e-07, 1.89e-06, 1.10e-07, 1.68e-07, 2.51e-06, 1.06e-06] [4.86e-06, 2.58e-06, 2.07e-06, 2.94e-06, 6.52e-06, 1.74e-06, 1.55e-06, 2.64e-08, 1.23e-08, 6.43e-10, 1.06e-04, 5.11e-04, 5.25e-04, 1.58e-06, 1.39e-06, 7.52e-07, 7.57e-07, 1.89e-06, 1.10e-07, 1.68e-07, 2.51e-06, 1.06e-06] []
3200 [4.29e-06, 1.99e-06, 1.31e-06, 2.62e-06, 4.67e-06, 1.64e-06, 2.03e-06, 7.87e-09, 1.61e-08, 2.83e-10, 1.01e-04, 5.14e-04, 5.15e-04, 1.79e-06, 2.63e-07, 7.28e-07, 2.37e-06, 2.66e-06, 8.55e-08, 8.71e-09, 1.85e-06, 6.33e-07] [4.29e-06, 1.99e-06, 1.31e-06, 2.62e-06, 4.67e-06, 1.64e-06, 2.03e-06, 7.87e-09, 1.61e-08, 2.83e-10, 1.01e-04, 5.14e-04, 5.15e-04, 1.79e-06, 2.63e-07, 7.28e-07, 2.37e-06, 2.66e-06, 8.55e-08, 8.71e-09, 1.85e-06, 6.33e-07] []
3300 [4.24e-06, 1.61e-06, 1.07e-06, 2.32e-06, 4.01e-06, 1.73e-06, 2.31e-06, 4.82e-07, 4.18e-08, 3.22e-08, 9.56e-05, 5.13e-04, 5.11e-04, 2.59e-06, 1.90e-07, 8.16e-07, 2.67e-06, 2.37e-06, 4.34e-08, 2.43e-07, 1.49e-06, 1.35e-06] [4.24e-06, 1.61e-06, 1.07e-06, 2.32e-06, 4.01e-06, 1.73e-06, 2.31e-06, 4.82e-07, 4.18e-08, 3.22e-08, 9.56e-05, 5.13e-04, 5.11e-04, 2.59e-06, 1.90e-07, 8.16e-07, 2.67e-06, 2.37e-06, 4.34e-08, 2.43e-07, 1.49e-06, 1.35e-06] []
3400 [4.32e-06, 1.47e-06, 1.15e-06, 2.26e-06, 4.15e-06, 2.13e-06, 1.97e-06, 1.15e-10, 1.63e-09, 9.21e-13, 8.59e-05, 5.06e-04, 5.13e-04, 1.57e-06, 8.12e-07, 5.64e-07, 1.27e-06, 1.19e-06, 1.02e-07, 4.08e-08, 1.88e-06, 6.84e-07] [4.32e-06, 1.47e-06, 1.15e-06, 2.26e-06, 4.15e-06, 2.13e-06, 1.97e-06, 1.15e-10, 1.63e-09, 9.21e-13, 8.59e-05, 5.06e-04, 5.13e-04, 1.57e-06, 8.12e-07, 5.64e-07, 1.27e-06, 1.19e-06, 1.02e-07, 4.08e-08, 1.88e-06, 6.84e-07] []
3500 [4.14e-06, 1.18e-06, 5.85e-07, 2.09e-06, 3.10e-06, 1.83e-06, 2.17e-06, 5.62e-09, 1.30e-08, 3.94e-10, 8.48e-05, 5.09e-04, 5.07e-04, 1.73e-06, 4.34e-07, 3.98e-07, 1.87e-06, 1.79e-06, 3.60e-08, 1.09e-07, 7.05e-07, 8.22e-07] [4.14e-06, 1.18e-06, 5.85e-07, 2.09e-06, 3.10e-06, 1.83e-06, 2.17e-06, 5.62e-09, 1.30e-08, 3.94e-10, 8.48e-05, 5.09e-04, 5.07e-04, 1.73e-06, 4.34e-07, 3.98e-07, 1.87e-06, 1.79e-06, 3.60e-08, 1.09e-07, 7.05e-07, 8.22e-07] []
3600 [4.32e-06, 9.14e-07, 6.52e-07, 2.52e-06, 2.37e-06, 1.76e-06, 2.27e-06, 1.49e-07, 7.23e-08, 1.25e-07, 1.11e-04, 5.13e-04, 5.35e-04, 3.62e-06, 4.61e-07, 6.19e-07, 3.08e-06, 2.36e-06, 8.81e-08, 6.33e-08, 5.70e-07, 2.33e-07] [4.32e-06, 9.14e-07, 6.52e-07, 2.52e-06, 2.37e-06, 1.76e-06, 2.27e-06, 1.49e-07, 7.23e-08, 1.25e-07, 1.11e-04, 5.13e-04, 5.35e-04, 3.62e-06, 4.61e-07, 6.19e-07, 3.08e-06, 2.36e-06, 8.81e-08, 6.33e-08, 5.70e-07, 2.33e-07] []
3700 [4.24e-06, 8.61e-07, 4.44e-07, 2.27e-06, 2.05e-06, 1.99e-06, 2.23e-06, 1.22e-09, 4.14e-10, 2.69e-10, 7.26e-05, 5.03e-04, 5.03e-04, 1.17e-06, 4.30e-07, 3.88e-07, 1.15e-06, 1.05e-06, 3.28e-08, 3.15e-08, 4.83e-07, 1.88e-07] [4.24e-06, 8.61e-07, 4.44e-07, 2.27e-06, 2.05e-06, 1.99e-06, 2.23e-06, 1.22e-09, 4.14e-10, 2.69e-10, 7.26e-05, 5.03e-04, 5.03e-04, 1.17e-06, 4.30e-07, 3.88e-07, 1.15e-06, 1.05e-06, 3.28e-08, 3.15e-08, 4.83e-07, 1.88e-07] []
3800 [4.92e-04, 1.83e-04, 2.69e-04, 3.22e-03, 2.92e-03, 2.46e-04, 1.95e-04, 2.22e-04, 1.26e-04, 2.99e-04, 3.17e-02, 2.61e-03, 5.18e-02, 2.19e-02, 4.25e-06, 2.59e-02, 3.22e-04, 1.18e-04, 1.21e-06, 6.85e-07, 9.81e-03, 7.61e-03] [4.92e-04, 1.83e-04, 2.69e-04, 3.22e-03, 2.92e-03, 2.46e-04, 1.95e-04, 2.22e-04, 1.26e-04, 2.99e-04, 3.17e-02, 2.61e-03, 5.18e-02, 2.19e-02, 4.25e-06, 2.59e-02, 3.22e-04, 1.18e-04, 1.21e-06, 6.85e-07, 9.81e-03, 7.61e-03] []
3900 [2.62e-04, 9.52e-06, 3.51e-05, 1.22e-04, 6.94e-05, 9.14e-06, 3.98e-05, 3.79e-04, 1.27e-05, 1.25e-06, 2.77e-02, 1.80e-03, 2.69e-02, 9.59e-05, 2.99e-06, 1.47e-05, 1.11e-06, 3.52e-06, 1.19e-07, 1.07e-06, 6.97e-05, 5.14e-04] [2.62e-04, 9.52e-06, 3.51e-05, 1.22e-04, 6.94e-05, 9.14e-06, 3.98e-05, 3.79e-04, 1.27e-05, 1.25e-06, 2.77e-02, 1.80e-03, 2.69e-02, 9.59e-05, 2.99e-06, 1.47e-05, 1.11e-06, 3.52e-06, 1.19e-07, 1.07e-06, 6.97e-05, 5.14e-04] []
4000 [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06] [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06] []
Best model at step 2279:
train loss: 6.65e-04
test loss: 6.65e-04
test metric: []
'train' took 43.618621 s
Best train step: 2279
lambda_a: 6.5161559581574435
lambda_b: 6.126451771111417
kappa_a: 1.4165919271632907
kappa_b: 1.4302492129243434
Best train step: 2279
lambda_a: 1.8742846251
lambda_b: 1.8126157522
kappa_a: 0.34825393558
kappa_b: 0.35784870386
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
4000 [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06] [4.54e-05, 1.22e-05, 4.22e-06, 2.41e-05, 1.24e-05, 1.12e-06, 8.74e-06, 3.41e-07, 7.24e-07, 1.35e-07, 1.76e-04, 1.36e-03, 9.10e-04, 5.76e-06, 1.21e-06, 6.28e-07, 4.51e-06, 4.07e-06, 5.84e-07, 5.59e-06, 3.13e-06, 2.44e-06] []
4100 [1.72e-05, 8.16e-06, 3.26e-06, 9.20e-06, 9.32e-06, 2.07e-06, 5.09e-06, 5.58e-10, 3.65e-10, 1.96e-08, 1.39e-04, 9.13e-04, 6.09e-04, 1.61e-05, 4.87e-07, 8.29e-07, 9.93e-07, 7.21e-07, 4.06e-07, 2.05e-06, 5.13e-07, 1.57e-06] [1.72e-05, 8.16e-06, 3.26e-06, 9.20e-06, 9.32e-06, 2.07e-06, 5.09e-06, 5.58e-10, 3.65e-10, 1.96e-08, 1.39e-04, 9.13e-04, 6.09e-04, 1.61e-05, 4.87e-07, 8.29e-07, 9.93e-07, 7.21e-07, 4.06e-07, 2.05e-06, 5.13e-07, 1.57e-06] []
4200 [1.05e-05, 4.96e-06, 3.61e-06, 6.15e-06, 6.60e-06, 2.23e-06, 2.28e-06, 5.42e-09, 1.11e-09, 8.12e-10, 1.17e-04, 6.62e-04, 5.71e-04, 8.37e-07, 1.14e-06, 9.84e-07, 6.00e-07, 5.50e-07, 7.33e-08, 9.74e-07, 4.24e-07, 1.20e-06] [1.05e-05, 4.96e-06, 3.61e-06, 6.15e-06, 6.60e-06, 2.23e-06, 2.28e-06, 5.42e-09, 1.11e-09, 8.12e-10, 1.17e-04, 6.62e-04, 5.71e-04, 8.37e-07, 1.14e-06, 9.84e-07, 6.00e-07, 5.50e-07, 7.33e-08, 9.74e-07, 4.24e-07, 1.20e-06] []
4300 [9.41e-06, 4.54e-06, 3.60e-06, 5.68e-06, 5.32e-06, 1.80e-06, 1.12e-06, 1.11e-09, 1.40e-09, 7.88e-10, 8.63e-05, 6.08e-04, 5.68e-04, 9.33e-07, 1.56e-06, 1.03e-06, 3.65e-07, 3.93e-07, 5.53e-08, 4.93e-07, 3.16e-07, 1.02e-06] [9.41e-06, 4.54e-06, 3.60e-06, 5.68e-06, 5.32e-06, 1.80e-06, 1.12e-06, 1.11e-09, 1.40e-09, 7.88e-10, 8.63e-05, 6.08e-04, 5.68e-04, 9.33e-07, 1.56e-06, 1.03e-06, 3.65e-07, 3.93e-07, 5.53e-08, 4.93e-07, 3.16e-07, 1.02e-06] []
4400 [9.27e-06, 4.18e-06, 3.48e-06, 4.90e-06, 4.61e-06, 1.46e-06, 6.19e-07, 7.08e-10, 2.33e-10, 3.20e-10, 6.68e-05, 5.87e-04, 5.66e-04, 8.58e-07, 1.34e-06, 8.84e-07, 2.36e-07, 2.88e-07, 4.52e-08, 2.63e-07, 2.48e-07, 9.22e-07] [9.27e-06, 4.18e-06, 3.48e-06, 4.90e-06, 4.61e-06, 1.46e-06, 6.19e-07, 7.08e-10, 2.33e-10, 3.20e-10, 6.68e-05, 5.87e-04, 5.66e-04, 8.58e-07, 1.34e-06, 8.84e-07, 2.36e-07, 2.88e-07, 4.52e-08, 2.63e-07, 2.48e-07, 9.22e-07] []
4500 [9.66e-06, 3.83e-06, 3.39e-06, 4.14e-06, 4.04e-06, 1.27e-06, 4.25e-07, 2.63e-10, 7.96e-12, 1.77e-10, 5.53e-05, 5.75e-04, 5.63e-04, 7.83e-07, 1.10e-06, 6.94e-07, 1.66e-07, 2.20e-07, 3.78e-08, 1.61e-07, 2.32e-07, 7.95e-07] [9.66e-06, 3.83e-06, 3.39e-06, 4.14e-06, 4.04e-06, 1.27e-06, 4.25e-07, 2.63e-10, 7.96e-12, 1.77e-10, 5.53e-05, 5.75e-04, 5.63e-04, 7.83e-07, 1.10e-06, 6.94e-07, 1.66e-07, 2.20e-07, 3.78e-08, 1.61e-07, 2.32e-07, 7.95e-07] []
4600 [1.02e-05, 3.56e-06, 3.32e-06, 3.58e-06, 3.53e-06, 1.12e-06, 3.33e-07, 2.23e-12, 2.77e-11, 5.30e-11, 4.83e-05, 5.68e-04, 5.61e-04, 7.39e-07, 9.17e-07, 5.60e-07, 1.34e-07, 1.80e-07, 4.03e-08, 1.19e-07, 2.38e-07, 7.46e-07] [1.02e-05, 3.56e-06, 3.32e-06, 3.58e-06, 3.53e-06, 1.12e-06, 3.33e-07, 2.23e-12, 2.77e-11, 5.30e-11, 4.83e-05, 5.68e-04, 5.61e-04, 7.39e-07, 9.17e-07, 5.60e-07, 1.34e-07, 1.80e-07, 4.03e-08, 1.19e-07, 2.38e-07, 7.46e-07] []
4700 [1.07e-05, 3.37e-06, 3.26e-06, 3.19e-06, 3.10e-06, 1.02e-06, 2.91e-07, 4.78e-10, 1.56e-11, 6.12e-10, 4.40e-05, 5.63e-04, 5.58e-04, 7.29e-07, 8.01e-07, 4.91e-07, 1.17e-07, 1.47e-07, 4.48e-08, 8.53e-08, 2.59e-07, 6.52e-07] [1.07e-05, 3.37e-06, 3.26e-06, 3.19e-06, 3.10e-06, 1.02e-06, 2.91e-07, 4.78e-10, 1.56e-11, 6.12e-10, 4.40e-05, 5.63e-04, 5.58e-04, 7.29e-07, 8.01e-07, 4.91e-07, 1.17e-07, 1.47e-07, 4.48e-08, 8.53e-08, 2.59e-07, 6.52e-07] []
4800 [1.10e-05, 3.22e-06, 3.20e-06, 2.95e-06, 2.74e-06, 9.50e-07, 2.80e-07, 1.39e-10, 1.23e-09, 8.41e-11, 4.11e-05, 5.60e-04, 5.54e-04, 7.55e-07, 7.07e-07, 4.47e-07, 1.13e-07, 1.30e-07, 5.27e-08, 7.63e-08, 2.89e-07, 5.68e-07] [1.10e-05, 3.22e-06, 3.20e-06, 2.95e-06, 2.74e-06, 9.50e-07, 2.80e-07, 1.39e-10, 1.23e-09, 8.41e-11, 4.11e-05, 5.60e-04, 5.54e-04, 7.55e-07, 7.07e-07, 4.47e-07, 1.13e-07, 1.30e-07, 5.27e-08, 7.63e-08, 2.89e-07, 5.68e-07] []
4900 [1.12e-05, 3.12e-06, 3.11e-06, 2.75e-06, 2.48e-06, 9.02e-07, 2.86e-07, 7.37e-10, 3.11e-10, 1.48e-10, 3.89e-05, 5.56e-04, 5.50e-04, 8.26e-07, 6.10e-07, 4.17e-07, 1.17e-07, 1.27e-07, 5.72e-08, 5.62e-08, 3.01e-07, 4.51e-07] [1.12e-05, 3.12e-06, 3.11e-06, 2.75e-06, 2.48e-06, 9.02e-07, 2.86e-07, 7.37e-10, 3.11e-10, 1.48e-10, 3.89e-05, 5.56e-04, 5.50e-04, 8.26e-07, 6.10e-07, 4.17e-07, 1.17e-07, 1.27e-07, 5.72e-08, 5.62e-08, 3.01e-07, 4.51e-07] []
5000 [1.11e-05, 3.02e-06, 3.01e-06, 2.57e-06, 2.28e-06, 8.62e-07, 3.03e-07, 5.26e-10, 5.89e-09, 2.82e-12, 3.72e-05, 5.51e-04, 5.45e-04, 8.72e-07, 4.86e-07, 3.63e-07, 1.53e-07, 1.47e-07, 5.77e-08, 6.24e-08, 3.23e-07, 3.88e-07] [1.11e-05, 3.02e-06, 3.01e-06, 2.57e-06, 2.28e-06, 8.62e-07, 3.03e-07, 5.26e-10, 5.89e-09, 2.82e-12, 3.72e-05, 5.51e-04, 5.45e-04, 8.72e-07, 4.86e-07, 3.63e-07, 1.53e-07, 1.47e-07, 5.77e-08, 6.24e-08, 3.23e-07, 3.88e-07] []
5100 [8.68e-06, 3.14e-06, 2.76e-06, 2.07e-06, 3.05e-06, 7.39e-07, 3.37e-07, 1.86e-09, 1.03e-09, 8.78e-09, 4.32e-05, 5.20e-04, 5.18e-04, 3.64e-06, 8.17e-07, 3.77e-07, 6.97e-08, 2.69e-07, 9.72e-08, 9.47e-08, 3.32e-07, 7.58e-07] [8.68e-06, 3.14e-06, 2.76e-06, 2.07e-06, 3.05e-06, 7.39e-07, 3.37e-07, 1.86e-09, 1.03e-09, 8.78e-09, 4.32e-05, 5.20e-04, 5.18e-04, 3.64e-06, 8.17e-07, 3.77e-07, 6.97e-08, 2.69e-07, 9.72e-08, 9.47e-08, 3.32e-07, 7.58e-07] []
5200 [1.10e-05, 2.67e-06, 2.70e-06, 2.55e-06, 2.08e-06, 7.82e-07, 4.22e-07, 2.91e-08, 5.65e-11, 6.11e-10, 3.95e-05, 5.45e-04, 5.32e-04, 6.00e-07, 7.41e-07, 4.05e-07, 3.61e-08, 6.56e-08, 4.55e-08, 3.36e-08, 4.46e-07, 3.64e-07] [1.10e-05, 2.67e-06, 2.70e-06, 2.55e-06, 2.08e-06, 7.82e-07, 4.22e-07, 2.91e-08, 5.65e-11, 6.11e-10, 3.95e-05, 5.45e-04, 5.32e-04, 6.00e-07, 7.41e-07, 4.05e-07, 3.61e-08, 6.56e-08, 4.55e-08, 3.36e-08, 4.46e-07, 3.64e-07] []
5300 [1.06e-05, 2.54e-06, 2.62e-06, 2.38e-06, 1.98e-06, 7.53e-07, 4.16e-07, 1.01e-07, 4.56e-11, 1.84e-10, 3.85e-05, 5.39e-04, 5.26e-04, 6.77e-07, 5.24e-07, 3.26e-07, 5.44e-08, 7.30e-08, 3.82e-08, 3.41e-08, 6.35e-07, 3.00e-07] [1.06e-05, 2.54e-06, 2.62e-06, 2.38e-06, 1.98e-06, 7.53e-07, 4.16e-07, 1.01e-07, 4.56e-11, 1.84e-10, 3.85e-05, 5.39e-04, 5.26e-04, 6.77e-07, 5.24e-07, 3.26e-07, 5.44e-08, 7.30e-08, 3.82e-08, 3.41e-08, 6.35e-07, 3.00e-07] []
5400 [1.19e-05, 2.36e-06, 3.29e-06, 3.92e-06, 1.41e-06, 1.03e-06, 8.93e-07, 3.48e-07, 3.03e-06, 4.14e-07, 4.96e-05, 5.41e-04, 5.18e-04, 1.56e-06, 1.11e-06, 6.15e-07, 3.63e-07, 7.89e-07, 1.46e-07, 8.44e-08, 5.23e-06, 1.51e-06] [1.19e-05, 2.36e-06, 3.29e-06, 3.92e-06, 1.41e-06, 1.03e-06, 8.93e-07, 3.48e-07, 3.03e-06, 4.14e-07, 4.96e-05, 5.41e-04, 5.18e-04, 1.56e-06, 1.11e-06, 6.15e-07, 3.63e-07, 7.89e-07, 1.46e-07, 8.44e-08, 5.23e-06, 1.51e-06] []
5500 [1.02e-05, 2.09e-06, 2.54e-06, 2.60e-06, 2.01e-06, 7.72e-07, 7.06e-07, 7.62e-10, 6.94e-09, 4.40e-10, 4.24e-05, 5.34e-04, 5.09e-04, 4.49e-07, 6.63e-07, 3.55e-07, 2.99e-07, 2.64e-07, 1.26e-07, 7.97e-08, 4.05e-07, 9.45e-07] [1.02e-05, 2.09e-06, 2.54e-06, 2.60e-06, 2.01e-06, 7.72e-07, 7.06e-07, 7.62e-10, 6.94e-09, 4.40e-10, 4.24e-05, 5.34e-04, 5.09e-04, 4.49e-07, 6.63e-07, 3.55e-07, 2.99e-07, 2.64e-07, 1.26e-07, 7.97e-08, 4.05e-07, 9.45e-07] []
5600 [1.01e-05, 2.04e-06, 2.34e-06, 2.37e-06, 1.96e-06, 6.80e-07, 6.40e-07, 8.17e-08, 6.45e-09, 8.75e-11, 4.22e-05, 5.27e-04, 5.00e-04, 3.99e-07, 5.39e-07, 3.75e-07, 1.58e-07, 1.66e-07, 1.29e-07, 4.80e-08, 5.39e-07, 7.19e-07] [1.01e-05, 2.04e-06, 2.34e-06, 2.37e-06, 1.96e-06, 6.80e-07, 6.40e-07, 8.17e-08, 6.45e-09, 8.75e-11, 4.22e-05, 5.27e-04, 5.00e-04, 3.99e-07, 5.39e-07, 3.75e-07, 1.58e-07, 1.66e-07, 1.29e-07, 4.80e-08, 5.39e-07, 7.19e-07] []
5700 [1.02e-05, 2.04e-06, 2.26e-06, 2.23e-06, 1.92e-06, 6.69e-07, 6.33e-07, 8.02e-07, 3.03e-08, 1.58e-09, 6.04e-05, 5.26e-04, 5.15e-04, 4.16e-06, 2.48e-07, 8.95e-07, 4.80e-07, 8.55e-07, 9.26e-07, 1.27e-08, 5.79e-06, 5.91e-07] [1.02e-05, 2.04e-06, 2.26e-06, 2.23e-06, 1.92e-06, 6.69e-07, 6.33e-07, 8.02e-07, 3.03e-08, 1.58e-09, 6.04e-05, 5.26e-04, 5.15e-04, 4.16e-06, 2.48e-07, 8.95e-07, 4.80e-07, 8.55e-07, 9.26e-07, 1.27e-08, 5.79e-06, 5.91e-07] []
5800 [1.11e-05, 2.07e-06, 2.20e-06, 2.38e-06, 1.61e-06, 6.01e-07, 7.07e-07, 1.93e-06, 9.11e-08, 3.51e-07, 6.24e-05, 5.20e-04, 4.96e-04, 7.76e-06, 1.93e-07, 7.19e-07, 2.25e-06, 1.13e-06, 6.51e-07, 3.85e-08, 3.85e-06, 3.10e-07] [1.11e-05, 2.07e-06, 2.20e-06, 2.38e-06, 1.61e-06, 6.01e-07, 7.07e-07, 1.93e-06, 9.11e-08, 3.51e-07, 6.24e-05, 5.20e-04, 4.96e-04, 7.76e-06, 1.93e-07, 7.19e-07, 2.25e-06, 1.13e-06, 6.51e-07, 3.85e-08, 3.85e-06, 3.10e-07] []
5900 [9.61e-06, 1.86e-06, 2.05e-06, 1.93e-06, 1.56e-06, 5.63e-07, 6.77e-07, 1.26e-07, 1.33e-09, 7.51e-10, 6.70e-05, 5.14e-04, 4.87e-04, 2.22e-06, 1.56e-07, 4.47e-07, 1.00e-06, 6.28e-07, 2.02e-07, 3.30e-08, 9.88e-07, 2.45e-07] [9.61e-06, 1.86e-06, 2.05e-06, 1.93e-06, 1.56e-06, 5.63e-07, 6.77e-07, 1.26e-07, 1.33e-09, 7.51e-10, 6.70e-05, 5.14e-04, 4.87e-04, 2.22e-06, 1.56e-07, 4.47e-07, 1.00e-06, 6.28e-07, 2.02e-07, 3.30e-08, 9.88e-07, 2.45e-07] []
6000 [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07] [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07] []
Best model at step 2279:
train loss: 6.65e-04
test loss: 6.65e-04
test metric: []
'train' took 43.977391 s
Best train step: 2279
lambda_a: 6.5161559581574435
lambda_b: 6.126451771111417
kappa_a: 1.4165919271632907
kappa_b: 1.4302492129243434
Training model...
Step Train loss Test loss Test metric
6000 [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07] [1.22e-05, 1.86e-06, 1.97e-06, 2.84e-06, 1.70e-06, 6.79e-07, 7.36e-07, 3.10e-06, 1.57e-08, 7.51e-08, 1.68e-04, 5.21e-04, 7.88e-04, 5.38e-05, 1.27e-06, 2.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-08, 1.95e-05, 2.09e-07] []
6100 [8.43e-06, 1.69e-06, 1.99e-06, 1.62e-06, 1.72e-06, 6.29e-07, 7.07e-07, 6.63e-06, 8.08e-08, 5.07e-08, 2.51e-04, 5.25e-04, 8.35e-04, 1.29e-04, 2.02e-08, 1.69e-06, 7.23e-06, 9.46e-06, 3.61e-06, 5.22e-08, 2.36e-05, 1.95e-07] [8.43e-06, 1.69e-06, 1.99e-06, 1.62e-06, 1.72e-06, 6.29e-07, 7.07e-07, 6.63e-06, 8.08e-08, 5.07e-08, 2.51e-04, 5.25e-04, 8.35e-04, 1.29e-04, 2.02e-08, 1.69e-06, 7.23e-06, 9.46e-06, 3.61e-06, 5.22e-08, 2.36e-05, 1.95e-07] []
6200 [1.04e-05, 1.63e-06, 1.72e-06, 2.57e-06, 1.73e-06, 6.63e-07, 7.79e-07, 3.76e-06, 1.13e-08, 1.00e-08, 1.39e-04, 5.07e-04, 7.28e-04, 6.80e-05, 1.01e-06, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.44e-09, 1.70e-05, 1.74e-07] [1.04e-05, 1.63e-06, 1.72e-06, 2.57e-06, 1.73e-06, 6.63e-07, 7.79e-07, 3.76e-06, 1.13e-08, 1.00e-08, 1.39e-04, 5.07e-04, 7.28e-04, 6.80e-05, 1.01e-06, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.44e-09, 1.70e-05, 1.74e-07] []
6300 [1.02e-05, 1.52e-06, 1.61e-06, 2.82e-06, 1.86e-06, 7.05e-07, 8.29e-07, 4.79e-06, 9.77e-08, 1.61e-10, 2.05e-04, 5.08e-04, 8.88e-04, 1.36e-04, 9.32e-07, 4.30e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 2.25e-05, 3.37e-07] [1.02e-05, 1.52e-06, 1.61e-06, 2.82e-06, 1.86e-06, 7.05e-07, 8.29e-07, 4.79e-06, 9.77e-08, 1.61e-10, 2.05e-04, 5.08e-04, 8.88e-04, 1.36e-04, 9.32e-07, 4.30e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 2.25e-05, 3.37e-07] []
6400 [7.92e-06, 1.22e-06, 1.54e-06, 1.46e-06, 1.52e-06, 5.47e-07, 8.00e-07, 1.17e-06, 5.54e-08, 7.05e-08, 8.89e-05, 4.88e-04, 4.55e-04, 4.52e-06, 8.04e-08, 3.48e-07, 8.50e-07, 1.20e-06, 4.33e-07, 3.27e-08, 2.57e-06, 1.76e-07] [7.92e-06, 1.22e-06, 1.54e-06, 1.46e-06, 1.52e-06, 5.47e-07, 8.00e-07, 1.17e-06, 5.54e-08, 7.05e-08, 8.89e-05, 4.88e-04, 4.55e-04, 4.52e-06, 8.04e-08, 3.48e-07, 8.50e-07, 1.20e-06, 4.33e-07, 3.27e-08, 2.57e-06, 1.76e-07] []
6500 [8.55e-06, 1.16e-06, 1.51e-06, 1.54e-06, 1.44e-06, 6.17e-07, 8.37e-07, 2.51e-06, 3.56e-07, 1.88e-08, 1.54e-04, 4.88e-04, 5.49e-04, 5.47e-05, 8.39e-08, 8.92e-07, 3.02e-06, 4.01e-06, 1.09e-06, 1.05e-07, 7.00e-06, 3.82e-07] [8.55e-06, 1.16e-06, 1.51e-06, 1.54e-06, 1.44e-06, 6.17e-07, 8.37e-07, 2.51e-06, 3.56e-07, 1.88e-08, 1.54e-04, 4.88e-04, 5.49e-04, 5.47e-05, 8.39e-08, 8.92e-07, 3.02e-06, 4.01e-06, 1.09e-06, 1.05e-07, 7.00e-06, 3.82e-07] []
6600 [9.84e-06, 1.20e-06, 1.42e-06, 1.73e-06, 1.43e-06, 7.08e-07, 8.80e-07, 2.83e-07, 8.51e-08, 1.70e-07, 4.42e-05, 4.73e-04, 4.06e-04, 3.66e-06, 8.27e-07, 5.05e-07, 1.10e-08, 1.65e-07, 1.70e-09, 6.46e-08, 1.25e-06, 3.19e-07] [9.84e-06, 1.20e-06, 1.42e-06, 1.73e-06, 1.43e-06, 7.08e-07, 8.80e-07, 2.83e-07, 8.51e-08, 1.70e-07, 4.42e-05, 4.73e-04, 4.06e-04, 3.66e-06, 8.27e-07, 5.05e-07, 1.10e-08, 1.65e-07, 1.70e-09, 6.46e-08, 1.25e-06, 3.19e-07] []
6700 [7.44e-06, 7.69e-07, 1.27e-06, 1.58e-06, 1.72e-06, 6.11e-07, 8.81e-07, 4.13e-06, 4.75e-07, 3.77e-07, 1.73e-04, 4.80e-04, 4.83e-04, 7.69e-06, 2.38e-09, 4.56e-07, 2.85e-06, 2.96e-06, 1.64e-06, 6.24e-08, 1.09e-05, 2.73e-07] [7.44e-06, 7.69e-07, 1.27e-06, 1.58e-06, 1.72e-06, 6.11e-07, 8.81e-07, 4.13e-06, 4.75e-07, 3.77e-07, 1.73e-04, 4.80e-04, 4.83e-04, 7.69e-06, 2.38e-09, 4.56e-07, 2.85e-06, 2.96e-06, 1.64e-06, 6.24e-08, 1.09e-05, 2.73e-07] []
6800 [9.87e-06, 8.58e-07, 1.21e-06, 1.69e-06, 1.75e-06, 5.96e-07, 8.66e-07, 2.77e-09, 5.00e-07, 4.30e-08, 7.04e-05, 4.59e-04, 3.65e-04, 3.75e-05, 8.33e-07, 5.97e-07, 7.64e-07, 7.71e-07, 1.46e-08, 2.16e-07, 2.89e-07, 1.17e-06] [9.87e-06, 8.58e-07, 1.21e-06, 1.69e-06, 1.75e-06, 5.96e-07, 8.66e-07, 2.77e-09, 5.00e-07, 4.30e-08, 7.04e-05, 4.59e-04, 3.65e-04, 3.75e-05, 8.33e-07, 5.97e-07, 7.64e-07, 7.71e-07, 1.46e-08, 2.16e-07, 2.89e-07, 1.17e-06] []
6900 [8.69e-06, 6.25e-07, 1.16e-06, 1.84e-06, 1.74e-06, 6.92e-07, 8.77e-07, 6.64e-10, 1.31e-07, 5.41e-08, 1.50e-04, 4.59e-04, 4.06e-04, 8.16e-06, 1.90e-07, 1.76e-07, 2.87e-06, 8.83e-07, 7.16e-08, 2.17e-08, 4.20e-07, 8.35e-08] [8.69e-06, 6.25e-07, 1.16e-06, 1.84e-06, 1.74e-06, 6.92e-07, 8.77e-07, 6.64e-10, 1.31e-07, 5.41e-08, 1.50e-04, 4.59e-04, 4.06e-04, 8.16e-06, 1.90e-07, 1.76e-07, 2.87e-06, 8.83e-07, 7.16e-08, 2.17e-08, 4.20e-07, 8.35e-08] []
7000 [9.82e-06, 4.94e-07, 9.92e-07, 2.44e-06, 2.43e-06, 6.46e-07, 9.08e-07, 4.45e-07, 5.90e-07, 1.70e-08, 7.76e-05, 4.39e-04, 4.49e-04, 3.45e-05, 3.06e-07, 1.73e-07, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 1.36e-06, 9.58e-07] [9.82e-06, 4.94e-07, 9.92e-07, 2.44e-06, 2.43e-06, 6.46e-07, 9.08e-07, 4.45e-07, 5.90e-07, 1.70e-08, 7.76e-05, 4.39e-04, 4.49e-04, 3.45e-05, 3.06e-07, 1.73e-07, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 1.36e-06, 9.58e-07] []
7100 [9.64e-06, 3.64e-07, 9.57e-07, 2.29e-06, 2.41e-06, 6.45e-07, 9.30e-07, 3.76e-08, 2.77e-08, 2.23e-09, 6.09e-05, 4.28e-04, 2.78e-04, 4.04e-06, 1.69e-07, 1.60e-07, 1.17e-07, 9.93e-08, 1.85e-08, 4.26e-10, 3.10e-07, 2.35e-07] [9.64e-06, 3.64e-07, 9.57e-07, 2.29e-06, 2.41e-06, 6.45e-07, 9.30e-07, 3.76e-08, 2.77e-08, 2.23e-09, 6.09e-05, 4.28e-04, 2.78e-04, 4.04e-06, 1.69e-07, 1.60e-07, 1.17e-07, 9.93e-08, 1.85e-08, 4.26e-10, 3.10e-07, 2.35e-07] []
7200 [1.24e-05, 3.43e-07, 1.01e-06, 2.85e-06, 3.53e-06, 8.18e-07, 1.02e-06, 6.57e-07, 8.78e-08, 1.34e-07, 1.29e-04, 4.26e-04, 5.39e-04, 3.36e-05, 4.89e-07, 5.58e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 4.23e-06, 1.93e-07] [1.24e-05, 3.43e-07, 1.01e-06, 2.85e-06, 3.53e-06, 8.18e-07, 1.02e-06, 6.57e-07, 8.78e-08, 1.34e-07, 1.29e-04, 4.26e-04, 5.39e-04, 3.36e-05, 4.89e-07, 5.58e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 4.23e-06, 1.93e-07] []
7300 [1.17e-05, 2.65e-07, 9.82e-07, 2.84e-06, 3.42e-06, 6.91e-07, 9.55e-07, 2.66e-08, 1.32e-07, 5.34e-08, 6.14e-05, 4.06e-04, 2.65e-04, 7.87e-07, 4.50e-07, 4.64e-07, 9.61e-09, 1.96e-08, 7.47e-09, 7.40e-10, 3.64e-07, 3.34e-07] [1.17e-05, 2.65e-07, 9.82e-07, 2.84e-06, 3.42e-06, 6.91e-07, 9.55e-07, 2.66e-08, 1.32e-07, 5.34e-08, 6.14e-05, 4.06e-04, 2.65e-04, 7.87e-07, 4.50e-07, 4.64e-07, 9.61e-09, 1.96e-08, 7.47e-09, 7.40e-10, 3.64e-07, 3.34e-07] []
7400 [1.21e-05, 2.40e-07, 9.21e-07, 3.05e-06, 3.86e-06, 6.82e-07, 8.90e-07, 1.09e-11, 4.37e-09, 1.21e-08, 6.40e-05, 3.96e-04, 2.45e-04, 9.51e-07, 6.12e-07, 3.92e-07, 5.02e-09, 2.02e-08, 6.13e-09, 2.63e-08, 3.41e-07, 1.20e-07] [1.21e-05, 2.40e-07, 9.21e-07, 3.05e-06, 3.86e-06, 6.82e-07, 8.90e-07, 1.09e-11, 4.37e-09, 1.21e-08, 6.40e-05, 3.96e-04, 2.45e-04, 9.51e-07, 6.12e-07, 3.92e-07, 5.02e-09, 2.02e-08, 6.13e-09, 2.63e-08, 3.41e-07, 1.20e-07] []
7500 [1.52e-05, 5.51e-07, 9.74e-07, 4.29e-06, 3.93e-06, 9.26e-07, 9.68e-07, 2.35e-07, 3.41e-06, 4.97e-07, 6.87e-05, 4.01e-04, 2.08e-04, 3.60e-05, 2.95e-06, 4.86e-07, 3.51e-08, 1.84e-07, 2.00e-10, 1.16e-06, 2.09e-06, 7.16e-06] [1.52e-05, 5.51e-07, 9.74e-07, 4.29e-06, 3.93e-06, 9.26e-07, 9.68e-07, 2.35e-07, 3.41e-06, 4.97e-07, 6.87e-05, 4.01e-04, 2.08e-04, 3.60e-05, 2.95e-06, 4.86e-07, 3.51e-08, 1.84e-07, 2.00e-10, 1.16e-06, 2.09e-06, 7.16e-06] []
7600 [1.32e-05, 2.23e-07, 1.04e-06, 3.79e-06, 4.68e-06, 6.77e-07, 8.78e-07, 3.20e-06, 6.00e-08, 4.16e-08, 5.66e-05, 3.78e-04, 2.00e-04, 2.67e-06, 2.92e-07, 6.38e-07, 3.87e-09, 5.34e-08, 0.00e+00, 1.39e-08, 6.78e-06, 1.88e-07] [1.32e-05, 2.23e-07, 1.04e-06, 3.79e-06, 4.68e-06, 6.77e-07, 8.78e-07, 3.20e-06, 6.00e-08, 4.16e-08, 5.66e-05, 3.78e-04, 2.00e-04, 2.67e-06, 2.92e-07, 6.38e-07, 3.87e-09, 5.34e-08, 0.00e+00, 1.39e-08, 6.78e-06, 1.88e-07] []
7700 [1.49e-05, 3.26e-07, 1.05e-06, 3.58e-06, 4.99e-06, 7.47e-07, 8.15e-07, 8.91e-07, 9.58e-07, 4.82e-07, 6.34e-05, 3.82e-04, 1.92e-04, 1.45e-05, 1.13e-06, 2.50e-06, 7.27e-09, 4.06e-08, 2.52e-07, 1.89e-10, 1.56e-06, 1.60e-06] [1.49e-05, 3.26e-07, 1.05e-06, 3.58e-06, 4.99e-06, 7.47e-07, 8.15e-07, 8.91e-07, 9.58e-07, 4.82e-07, 6.34e-05, 3.82e-04, 1.92e-04, 1.45e-05, 1.13e-06, 2.50e-06, 7.27e-09, 4.06e-08, 2.52e-07, 1.89e-10, 1.56e-06, 1.60e-06] []
7800 [1.46e-05, 2.60e-07, 1.18e-06, 4.43e-06, 5.23e-06, 7.99e-07, 9.07e-07, 7.05e-07, 2.07e-05, 3.29e-06, 1.16e-04, 3.74e-04, 3.81e-04, 1.51e-05, 4.71e-08, 2.14e-06, 0.00e+00, 0.00e+00, 6.98e-07, 0.00e+00, 4.35e-06, 2.72e-05] [1.46e-05, 2.60e-07, 1.18e-06, 4.43e-06, 5.23e-06, 7.99e-07, 9.07e-07, 7.05e-07, 2.07e-05, 3.29e-06, 1.16e-04, 3.74e-04, 3.81e-04, 1.51e-05, 4.71e-08, 2.14e-06, 0.00e+00, 0.00e+00, 6.98e-07, 0.00e+00, 4.35e-06, 2.72e-05] []
7900 [2.00e-05, 6.29e-07, 1.19e-06, 5.10e-06, 5.49e-06, 9.33e-07, 7.60e-07, 8.38e-07, 3.84e-10, 7.17e-07, 1.68e-04, 4.21e-04, 3.98e-04, 1.69e-05, 4.26e-06, 5.36e-06, 0.00e+00, 7.29e-09, 1.77e-07, 8.91e-09, 1.11e-06, 1.51e-07] [2.00e-05, 6.29e-07, 1.19e-06, 5.10e-06, 5.49e-06, 9.33e-07, 7.60e-07, 8.38e-07, 3.84e-10, 7.17e-07, 1.68e-04, 4.21e-04, 3.98e-04, 1.69e-05, 4.26e-06, 5.36e-06, 0.00e+00, 7.29e-09, 1.77e-07, 8.91e-09, 1.11e-06, 1.51e-07] []
8000 [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05] [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05] []
Best model at step 7992:
train loss: 5.85e-04
test loss: 5.85e-04
test metric: []
'train' took 43.980453 s
Best train step: 7992
lambda_a: 5.03566242264143
lambda_b: 4.33895478344625
kappa_a: 1.3076039334132739
kappa_b: 1.292558202752876
Best train step: 7992
lambda_a: 1.6165450811
lambda_b: 1.4676334858
kappa_a: 0.26819640398
kappa_b: 0.25662335753
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
8000 [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05] [1.29e-05, 2.73e-07, 9.52e-07, 4.19e-06, 4.60e-06, 6.62e-07, 6.66e-07, 1.05e-06, 3.78e-06, 3.95e-07, 1.04e-04, 3.47e-04, 1.21e-04, 5.01e-07, 2.69e-07, 1.66e-07, 4.80e-07, 5.82e-07, 0.00e+00, 0.00e+00, 1.15e-06, 1.05e-05] []
8100 [1.31e-05, 3.64e-07, 9.83e-07, 4.93e-06, 5.34e-06, 7.06e-07, 5.71e-07, 2.77e-08, 2.12e-07, 5.82e-08, 1.92e-04, 3.69e-04, 7.08e-04, 2.44e-04, 2.10e-07, 2.22e-07, 0.00e+00, 0.00e+00, 3.01e-08, 5.79e-09, 3.54e-07, 2.10e-07] [1.31e-05, 3.64e-07, 9.83e-07, 4.93e-06, 5.34e-06, 7.06e-07, 5.71e-07, 2.77e-08, 2.12e-07, 5.82e-08, 1.92e-04, 3.69e-04, 7.08e-04, 2.44e-04, 2.10e-07, 2.22e-07, 0.00e+00, 0.00e+00, 3.01e-08, 5.79e-09, 3.54e-07, 2.10e-07] []
8200 [1.31e-05, 4.08e-07, 1.01e-06, 4.16e-06, 4.56e-06, 6.49e-07, 5.15e-07, 1.98e-08, 8.34e-07, 3.69e-07, 1.84e-04, 3.27e-04, 2.21e-04, 5.62e-05, 7.59e-07, 3.50e-07, 1.73e-06, 3.44e-06, 2.87e-09, 3.79e-07, 4.75e-07, 2.36e-06] [1.31e-05, 4.08e-07, 1.01e-06, 4.16e-06, 4.56e-06, 6.49e-07, 5.15e-07, 1.98e-08, 8.34e-07, 3.69e-07, 1.84e-04, 3.27e-04, 2.21e-04, 5.62e-05, 7.59e-07, 3.50e-07, 1.73e-06, 3.44e-06, 2.87e-09, 3.79e-07, 4.75e-07, 2.36e-06] []
8300 [1.25e-05, 3.61e-07, 9.96e-07, 4.80e-06, 4.76e-06, 6.65e-07, 4.91e-07, 2.72e-06, 1.46e-07, 1.60e-08, 5.74e-05, 3.34e-04, 1.94e-04, 8.83e-05, 8.58e-08, 3.65e-07, 0.00e+00, 2.41e-08, 1.12e-06, 0.00e+00, 6.79e-06, 2.47e-06] [1.25e-05, 3.61e-07, 9.96e-07, 4.80e-06, 4.76e-06, 6.65e-07, 4.91e-07, 2.72e-06, 1.46e-07, 1.60e-08, 5.74e-05, 3.34e-04, 1.94e-04, 8.83e-05, 8.58e-08, 3.65e-07, 0.00e+00, 2.41e-08, 1.12e-06, 0.00e+00, 6.79e-06, 2.47e-06] []
8400 [1.37e-05, 3.41e-07, 9.50e-07, 4.56e-06, 4.65e-06, 5.71e-07, 4.46e-07, 6.02e-07, 1.36e-06, 5.78e-09, 9.99e-05, 3.20e-04, 1.40e-04, 2.18e-05, 9.62e-08, 3.59e-08, 1.25e-06, 2.80e-06, 7.08e-08, 6.63e-07, 4.53e-07, 4.07e-06] [1.37e-05, 3.41e-07, 9.50e-07, 4.56e-06, 4.65e-06, 5.71e-07, 4.46e-07, 6.02e-07, 1.36e-06, 5.78e-09, 9.99e-05, 3.20e-04, 1.40e-04, 2.18e-05, 9.62e-08, 3.59e-08, 1.25e-06, 2.80e-06, 7.08e-08, 6.63e-07, 4.53e-07, 4.07e-06] []
8500 [1.82e-05, 6.91e-07, 1.53e-06, 4.27e-06, 5.63e-06, 7.63e-07, 5.53e-07, 2.26e-06, 2.76e-07, 1.05e-07, 1.77e-04, 3.41e-04, 2.23e-04, 2.22e-04, 3.24e-06, 1.08e-05, 2.25e-06, 6.96e-07, 3.79e-07, 4.14e-08, 2.48e-06, 2.28e-07] [1.82e-05, 6.91e-07, 1.53e-06, 4.27e-06, 5.63e-06, 7.63e-07, 5.53e-07, 2.26e-06, 2.76e-07, 1.05e-07, 1.77e-04, 3.41e-04, 2.23e-04, 2.22e-04, 3.24e-06, 1.08e-05, 2.25e-06, 6.96e-07, 3.79e-07, 4.14e-08, 2.48e-06, 2.28e-07] []
8600 [1.27e-05, 2.91e-07, 1.14e-06, 5.16e-06, 4.70e-06, 6.18e-07, 4.25e-07, 1.42e-06, 6.84e-06, 3.83e-06, 1.30e-04, 3.01e-04, 1.10e-04, 2.02e-06, 6.32e-08, 5.87e-07, 2.48e-07, 1.84e-06, 6.09e-08, 8.39e-07, 3.76e-07, 5.02e-06] [1.27e-05, 2.91e-07, 1.14e-06, 5.16e-06, 4.70e-06, 6.18e-07, 4.25e-07, 1.42e-06, 6.84e-06, 3.83e-06, 1.30e-04, 3.01e-04, 1.10e-04, 2.02e-06, 6.32e-08, 5.87e-07, 2.48e-07, 1.84e-06, 6.09e-08, 8.39e-07, 3.76e-07, 5.02e-06] []
8700 [1.45e-05, 7.00e-07, 1.20e-06, 4.90e-06, 4.32e-06, 8.43e-07, 3.46e-07, 2.48e-05, 5.72e-08, 3.57e-07, 1.21e-04, 2.96e-04, 1.16e-04, 3.46e-05, 2.17e-06, 1.67e-06, 1.39e-06, 5.60e-08, 0.00e+00, 1.70e-08, 6.73e-05, 1.17e-07] [1.45e-05, 7.00e-07, 1.20e-06, 4.90e-06, 4.32e-06, 8.43e-07, 3.46e-07, 2.48e-05, 5.72e-08, 3.57e-07, 1.21e-04, 2.96e-04, 1.16e-04, 3.46e-05, 2.17e-06, 1.67e-06, 1.39e-06, 5.60e-08, 0.00e+00, 1.70e-08, 6.73e-05, 1.17e-07] []
8800 [1.98e-05, 8.45e-07, 1.79e-06, 4.51e-06, 6.27e-06, 1.22e-06, 5.55e-07, 5.17e-05, 7.62e-06, 5.61e-06, 1.48e-04, 3.18e-04, 1.10e-04, 1.97e-05, 3.77e-06, 1.44e-05, 4.84e-08, 3.61e-08, 1.19e-05, 4.48e-07, 7.69e-05, 1.76e-06] [1.98e-05, 8.45e-07, 1.79e-06, 4.51e-06, 6.27e-06, 1.22e-06, 5.55e-07, 5.17e-05, 7.62e-06, 5.61e-06, 1.48e-04, 3.18e-04, 1.10e-04, 1.97e-05, 3.77e-06, 1.44e-05, 4.84e-08, 3.61e-08, 1.19e-05, 4.48e-07, 7.69e-05, 1.76e-06] []
8900 [2.00e-05, 5.17e-06, 1.68e-06, 1.70e-05, 1.26e-05, 4.86e-06, 2.65e-06, 5.06e-05, 2.07e-05, 2.03e-06, 8.28e-04, 6.02e-04, 2.04e-03, 1.35e-03, 0.00e+00, 7.53e-06, 0.00e+00, 2.13e-06, 6.05e-05, 0.00e+00, 3.13e-04, 1.90e-04] [2.00e-05, 5.17e-06, 1.68e-06, 1.70e-05, 1.26e-05, 4.86e-06, 2.65e-06, 5.06e-05, 2.07e-05, 2.03e-06, 8.28e-04, 6.02e-04, 2.04e-03, 1.35e-03, 0.00e+00, 7.53e-06, 0.00e+00, 2.13e-06, 6.05e-05, 0.00e+00, 3.13e-04, 1.90e-04] []
9000 [1.42e-05, 9.26e-07, 1.51e-06, 5.45e-06, 3.98e-06, 1.13e-06, 3.02e-07, 6.98e-09, 1.51e-07, 4.98e-08, 8.32e-05, 2.76e-04, 8.31e-05, 8.18e-07, 5.18e-07, 5.43e-07, 1.90e-07, 3.35e-07, 4.00e-08, 3.90e-08, 2.19e-07, 8.17e-07] [1.42e-05, 9.26e-07, 1.51e-06, 5.45e-06, 3.98e-06, 1.13e-06, 3.02e-07, 6.98e-09, 1.51e-07, 4.98e-08, 8.32e-05, 2.76e-04, 8.31e-05, 8.18e-07, 5.18e-07, 5.43e-07, 1.90e-07, 3.35e-07, 4.00e-08, 3.90e-08, 2.19e-07, 8.17e-07] []
9100 [1.57e-05, 8.43e-07, 1.46e-06, 5.30e-06, 3.92e-06, 1.06e-06, 3.32e-07, 3.31e-09, 9.19e-08, 4.66e-07, 1.79e-04, 3.12e-04, 3.35e-04, 1.28e-06, 2.50e-07, 8.45e-07, 2.73e-12, 2.57e-08, 5.44e-10, 2.61e-08, 1.89e-07, 3.72e-07] [1.57e-05, 8.43e-07, 1.46e-06, 5.30e-06, 3.92e-06, 1.06e-06, 3.32e-07, 3.31e-09, 9.19e-08, 4.66e-07, 1.79e-04, 3.12e-04, 3.35e-04, 1.28e-06, 2.50e-07, 8.45e-07, 2.73e-12, 2.57e-08, 5.44e-10, 2.61e-08, 1.89e-07, 3.72e-07] []
9200 [1.39e-05, 8.19e-07, 1.40e-06, 5.03e-06, 3.93e-06, 1.01e-06, 3.06e-07, 3.42e-10, 1.07e-08, 1.13e-07, 7.74e-05, 2.66e-04, 1.41e-04, 7.87e-07, 3.60e-07, 4.40e-07, 3.09e-09, 4.21e-09, 1.47e-09, 1.58e-08, 9.21e-08, 2.24e-07] [1.39e-05, 8.19e-07, 1.40e-06, 5.03e-06, 3.93e-06, 1.01e-06, 3.06e-07, 3.42e-10, 1.07e-08, 1.13e-07, 7.74e-05, 2.66e-04, 1.41e-04, 7.87e-07, 3.60e-07, 4.40e-07, 3.09e-09, 4.21e-09, 1.47e-09, 1.58e-08, 9.21e-08, 2.24e-07] []
9300 [1.38e-05, 8.23e-07, 1.34e-06, 5.37e-06, 4.09e-06, 9.83e-07, 3.01e-07, 2.40e-08, 2.24e-08, 2.29e-07, 1.48e-04, 2.82e-04, 2.81e-04, 4.05e-06, 2.60e-07, 3.96e-07, 0.00e+00, 2.86e-10, 6.14e-12, 8.39e-08, 1.47e-07, 4.07e-07] [1.38e-05, 8.23e-07, 1.34e-06, 5.37e-06, 4.09e-06, 9.83e-07, 3.01e-07, 2.40e-08, 2.24e-08, 2.29e-07, 1.48e-04, 2.82e-04, 2.81e-04, 4.05e-06, 2.60e-07, 3.96e-07, 0.00e+00, 2.86e-10, 6.14e-12, 8.39e-08, 1.47e-07, 4.07e-07] []
9400 [1.08e-05, 7.85e-07, 1.19e-06, 4.89e-06, 3.68e-06, 9.46e-07, 2.74e-07, 8.00e-11, 1.29e-08, 5.85e-08, 1.70e-04, 2.20e-04, 1.19e-04, 1.68e-06, 2.24e-07, 1.35e-07, 1.05e-06, 2.90e-07, 1.08e-09, 2.14e-09, 5.87e-08, 1.84e-07] [1.08e-05, 7.85e-07, 1.19e-06, 4.89e-06, 3.68e-06, 9.46e-07, 2.74e-07, 8.00e-11, 1.29e-08, 5.85e-08, 1.70e-04, 2.20e-04, 1.19e-04, 1.68e-06, 2.24e-07, 1.35e-07, 1.05e-06, 2.90e-07, 1.08e-09, 2.14e-09, 5.87e-08, 1.84e-07] []
9500 [1.14e-05, 9.47e-07, 1.36e-06, 5.13e-06, 3.94e-06, 8.95e-07, 2.63e-07, 6.80e-09, 4.84e-07, 8.14e-08, 6.99e-05, 2.06e-04, 6.47e-05, 5.19e-07, 4.73e-07, 4.50e-07, 3.92e-07, 2.49e-08, 3.67e-09, 0.00e+00, 4.73e-08, 6.70e-07] [1.14e-05, 9.47e-07, 1.36e-06, 5.13e-06, 3.94e-06, 8.95e-07, 2.63e-07, 6.80e-09, 4.84e-07, 8.14e-08, 6.99e-05, 2.06e-04, 6.47e-05, 5.19e-07, 4.73e-07, 4.50e-07, 3.92e-07, 2.49e-08, 3.67e-09, 0.00e+00, 4.73e-08, 6.70e-07] []
9600 [1.01e-05, 7.94e-07, 1.23e-06, 5.14e-06, 4.12e-06, 8.60e-07, 3.56e-07, 4.12e-07, 1.19e-05, 1.54e-06, 5.86e-05, 2.08e-04, 7.34e-05, 3.17e-05, 4.38e-09, 1.04e-08, 2.00e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-07, 3.54e-05] [1.01e-05, 7.94e-07, 1.23e-06, 5.14e-06, 4.12e-06, 8.60e-07, 3.56e-07, 4.12e-07, 1.19e-05, 1.54e-06, 5.86e-05, 2.08e-04, 7.34e-05, 3.17e-05, 4.38e-09, 1.04e-08, 2.00e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-07, 3.54e-05] []
9700 [9.46e-06, 8.54e-07, 1.32e-06, 5.13e-06, 4.08e-06, 7.88e-07, 3.31e-07, 1.62e-08, 4.17e-06, 1.22e-06, 9.36e-05, 1.67e-04, 5.66e-05, 4.26e-06, 3.01e-07, 1.11e-07, 1.51e-07, 7.00e-08, 3.81e-09, 1.07e-06, 3.23e-08, 7.26e-06] [9.46e-06, 8.54e-07, 1.32e-06, 5.13e-06, 4.08e-06, 7.88e-07, 3.31e-07, 1.62e-08, 4.17e-06, 1.22e-06, 9.36e-05, 1.67e-04, 5.66e-05, 4.26e-06, 3.01e-07, 1.11e-07, 1.51e-07, 7.00e-08, 3.81e-09, 1.07e-06, 3.23e-08, 7.26e-06] []
9800 [9.62e-06, 9.30e-07, 1.45e-06, 5.02e-06, 4.24e-06, 7.27e-07, 4.12e-07, 6.64e-08, 2.13e-06, 6.02e-07, 5.05e-05, 1.57e-04, 6.39e-05, 1.01e-06, 1.60e-07, 2.53e-07, 4.93e-08, 2.24e-09, 0.00e+00, 0.00e+00, 1.19e-07, 6.46e-06] [9.62e-06, 9.30e-07, 1.45e-06, 5.02e-06, 4.24e-06, 7.27e-07, 4.12e-07, 6.64e-08, 2.13e-06, 6.02e-07, 5.05e-05, 1.57e-04, 6.39e-05, 1.01e-06, 1.60e-07, 2.53e-07, 4.93e-08, 2.24e-09, 0.00e+00, 0.00e+00, 1.19e-07, 6.46e-06] []
9900 [8.77e-06, 1.06e-06, 1.53e-06, 5.58e-06, 4.41e-06, 6.65e-07, 3.72e-07, 3.36e-07, 3.18e-06, 4.16e-07, 5.07e-05, 1.48e-04, 1.30e-04, 4.09e-05, 5.07e-09, 7.48e-09, 1.87e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 8.33e-06] [8.77e-06, 1.06e-06, 1.53e-06, 5.58e-06, 4.41e-06, 6.65e-07, 3.72e-07, 3.36e-07, 3.18e-06, 4.16e-07, 5.07e-05, 1.48e-04, 1.30e-04, 4.09e-05, 5.07e-09, 7.48e-09, 1.87e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 8.33e-06] []
10000 [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06] [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06] []
Best model at step 9996:
train loss: 2.19e-04
test loss: 2.19e-04
test metric: []
'train' took 42.579022 s
Best train step: 9996
lambda_a: 4.702764556957238
lambda_b: 4.668697309256421
kappa_a: 1.341710406903822
kappa_b: 1.2868367858234908
Best train step: 9996
lambda_a: 1.5481505394
lambda_b: 1.540880084
kappa_a: 0.29394522309
kappa_b: 0.25218710303
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
10000 [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06] [6.89e-06, 1.29e-06, 1.78e-06, 5.25e-06, 4.25e-06, 7.57e-07, 4.17e-07, 3.92e-07, 4.85e-06, 4.59e-07, 7.63e-05, 1.18e-04, 7.66e-05, 3.84e-07, 2.23e-08, 8.63e-10, 1.29e-06, 1.51e-07, 3.64e-08, 1.31e-06, 2.26e-07, 8.75e-06] []
10100 [7.38e-06, 1.62e-06, 2.25e-06, 5.81e-06, 4.45e-06, 6.27e-07, 4.72e-07, 1.25e-08, 6.82e-07, 1.85e-07, 3.78e-05, 8.12e-05, 3.83e-05, 3.92e-07, 2.50e-08, 2.14e-09, 2.65e-07, 2.28e-08, 0.00e+00, 0.00e+00, 1.39e-07, 2.67e-06] [7.38e-06, 1.62e-06, 2.25e-06, 5.81e-06, 4.45e-06, 6.27e-07, 4.72e-07, 1.25e-08, 6.82e-07, 1.85e-07, 3.78e-05, 8.12e-05, 3.83e-05, 3.92e-07, 2.50e-08, 2.14e-09, 2.65e-07, 2.28e-08, 0.00e+00, 0.00e+00, 1.39e-07, 2.67e-06] []
10200 [8.80e-06, 1.98e-06, 2.79e-06, 4.91e-06, 4.95e-06, 6.98e-07, 5.87e-07, 1.50e-07, 6.94e-07, 3.05e-07, 3.11e-05, 7.20e-05, 3.27e-05, 1.47e-05, 6.99e-07, 1.93e-06, 1.67e-07, 8.19e-08, 0.00e+00, 0.00e+00, 5.90e-07, 2.59e-06] [8.80e-06, 1.98e-06, 2.79e-06, 4.91e-06, 4.95e-06, 6.98e-07, 5.87e-07, 1.50e-07, 6.94e-07, 3.05e-07, 3.11e-05, 7.20e-05, 3.27e-05, 1.47e-05, 6.99e-07, 1.93e-06, 1.67e-07, 8.19e-08, 0.00e+00, 0.00e+00, 5.90e-07, 2.59e-06] []
10300 [1.63e-05, 2.84e-06, 4.31e-06, 7.82e-06, 7.63e-06, 6.92e-07, 8.45e-07, 1.60e-06, 1.95e-05, 9.89e-05, 1.05e-03, 2.02e-04, 2.74e-04, 6.01e-04, 1.15e-08, 7.65e-06, 4.06e-06, 3.32e-07, 2.47e-08, 0.00e+00, 3.75e-07, 2.76e-05] [1.63e-05, 2.84e-06, 4.31e-06, 7.82e-06, 7.63e-06, 6.92e-07, 8.45e-07, 1.60e-06, 1.95e-05, 9.89e-05, 1.05e-03, 2.02e-04, 2.74e-04, 6.01e-04, 1.15e-08, 7.65e-06, 4.06e-06, 3.32e-07, 2.47e-08, 0.00e+00, 3.75e-07, 2.76e-05] []
10400 [2.82e-04, 5.19e-05, 1.15e-04, 1.09e-04, 4.16e-05, 2.45e-06, 6.10e-06, 2.01e-08, 9.54e-07, 1.94e-05, 2.97e-02, 2.63e-03, 2.80e-02, 5.79e-05, 1.66e-06, 3.73e-05, 6.57e-08, 2.30e-05, 4.22e-06, 5.49e-06, 2.28e-05, 2.55e-05] [2.82e-04, 5.19e-05, 1.15e-04, 1.09e-04, 4.16e-05, 2.45e-06, 6.10e-06, 2.01e-08, 9.54e-07, 1.94e-05, 2.97e-02, 2.63e-03, 2.80e-02, 5.79e-05, 1.66e-06, 3.73e-05, 6.57e-08, 2.30e-05, 4.22e-06, 5.49e-06, 2.28e-05, 2.55e-05] []
10500 [3.09e-04, 2.90e-05, 3.68e-05, 9.73e-05, 4.68e-05, 8.86e-07, 3.62e-06, 2.76e-08, 1.30e-07, 5.16e-08, 3.03e-02, 1.77e-03, 2.86e-02, 3.57e-05, 2.97e-06, 1.83e-06, 7.45e-06, 4.80e-06, 1.63e-06, 1.44e-07, 3.87e-06, 3.98e-06] [3.09e-04, 2.90e-05, 3.68e-05, 9.73e-05, 4.68e-05, 8.86e-07, 3.62e-06, 2.76e-08, 1.30e-07, 5.16e-08, 3.03e-02, 1.77e-03, 2.86e-02, 3.57e-05, 2.97e-06, 1.83e-06, 7.45e-06, 4.80e-06, 1.63e-06, 1.44e-07, 3.87e-06, 3.98e-06] []
10600 [2.69e-05, 7.77e-06, 1.33e-05, 1.61e-05, 1.35e-05, 4.30e-07, 2.11e-06, 1.15e-08, 3.53e-08, 1.03e-06, 1.04e-04, 1.30e-03, 1.01e-03, 7.35e-06, 4.61e-07, 1.26e-06, 1.35e-06, 6.92e-06, 5.34e-07, 5.76e-08, 1.34e-06, 8.03e-07] [2.69e-05, 7.77e-06, 1.33e-05, 1.61e-05, 1.35e-05, 4.30e-07, 2.11e-06, 1.15e-08, 3.53e-08, 1.03e-06, 1.04e-04, 1.30e-03, 1.01e-03, 7.35e-06, 4.61e-07, 1.26e-06, 1.35e-06, 6.92e-06, 5.34e-07, 5.76e-08, 1.34e-06, 8.03e-07] []
10700 [1.94e-05, 1.05e-05, 1.80e-05, 7.41e-06, 9.57e-06, 2.84e-07, 2.96e-07, 6.66e-08, 5.17e-09, 5.77e-10, 1.17e-04, 7.46e-04, 7.14e-04, 7.16e-06, 1.15e-07, 4.82e-07, 5.13e-07, 4.53e-07, 1.66e-07, 1.09e-09, 8.75e-07, 2.19e-07] [1.94e-05, 1.05e-05, 1.80e-05, 7.41e-06, 9.57e-06, 2.84e-07, 2.96e-07, 6.66e-08, 5.17e-09, 5.77e-10, 1.17e-04, 7.46e-04, 7.14e-04, 7.16e-06, 1.15e-07, 4.82e-07, 5.13e-07, 4.53e-07, 1.66e-07, 1.09e-09, 8.75e-07, 2.19e-07] []
10800 [2.32e-05, 1.22e-05, 1.84e-05, 5.78e-06, 6.72e-06, 9.96e-08, 2.29e-07, 2.76e-08, 4.05e-10, 6.87e-11, 5.29e-05, 6.53e-04, 6.75e-04, 4.33e-06, 1.76e-08, 2.31e-07, 2.78e-07, 2.78e-07, 5.16e-08, 6.62e-09, 3.31e-07, 1.46e-07] [2.32e-05, 1.22e-05, 1.84e-05, 5.78e-06, 6.72e-06, 9.96e-08, 2.29e-07, 2.76e-08, 4.05e-10, 6.87e-11, 5.29e-05, 6.53e-04, 6.75e-04, 4.33e-06, 1.76e-08, 2.31e-07, 2.78e-07, 2.78e-07, 5.16e-08, 6.62e-09, 3.31e-07, 1.46e-07] []
10900 [2.64e-05, 1.19e-05, 1.56e-05, 4.59e-06, 3.65e-06, 3.74e-08, 1.83e-07, 7.31e-09, 2.77e-11, 4.48e-11, 2.51e-05, 6.07e-04, 6.39e-04, 2.57e-06, 0.00e+00, 1.12e-07, 1.95e-07, 2.24e-07, 1.75e-08, 1.82e-08, 1.26e-07, 1.17e-07] [2.64e-05, 1.19e-05, 1.56e-05, 4.59e-06, 3.65e-06, 3.74e-08, 1.83e-07, 7.31e-09, 2.77e-11, 4.48e-11, 2.51e-05, 6.07e-04, 6.39e-04, 2.57e-06, 0.00e+00, 1.12e-07, 1.95e-07, 2.24e-07, 1.75e-08, 1.82e-08, 1.26e-07, 1.17e-07] []
11000 [2.63e-05, 1.09e-05, 1.21e-05, 4.02e-06, 1.95e-06, 1.96e-08, 1.76e-07, 2.36e-11, 2.48e-10, 9.73e-13, 1.49e-05, 5.71e-04, 6.07e-04, 1.80e-06, 6.05e-09, 8.10e-08, 1.76e-07, 2.47e-07, 1.36e-08, 2.59e-08, 4.04e-08, 1.31e-07] [2.63e-05, 1.09e-05, 1.21e-05, 4.02e-06, 1.95e-06, 1.96e-08, 1.76e-07, 2.36e-11, 2.48e-10, 9.73e-13, 1.49e-05, 5.71e-04, 6.07e-04, 1.80e-06, 6.05e-09, 8.10e-08, 1.76e-07, 2.47e-07, 1.36e-08, 2.59e-08, 4.04e-08, 1.31e-07] []
11100 [2.36e-05, 9.70e-06, 9.05e-06, 3.82e-06, 1.36e-06, 1.78e-08, 1.99e-07, 5.67e-11, 1.30e-09, 5.76e-14, 1.52e-05, 5.31e-04, 5.64e-04, 1.45e-06, 5.38e-08, 1.22e-07, 2.54e-07, 3.73e-07, 7.79e-09, 3.16e-08, 3.19e-08, 1.77e-07] [2.36e-05, 9.70e-06, 9.05e-06, 3.82e-06, 1.36e-06, 1.78e-08, 1.99e-07, 5.67e-11, 1.30e-09, 5.76e-14, 1.52e-05, 5.31e-04, 5.64e-04, 1.45e-06, 5.38e-08, 1.22e-07, 2.54e-07, 3.73e-07, 7.79e-09, 3.16e-08, 3.19e-08, 1.77e-07] []
11200 [2.02e-05, 8.70e-06, 6.66e-06, 3.88e-06, 1.50e-06, 1.96e-08, 2.47e-07, 1.07e-10, 2.18e-09, 3.14e-10, 2.94e-05, 4.84e-04, 5.06e-04, 1.23e-06, 2.56e-07, 2.83e-07, 6.50e-07, 6.98e-07, 5.02e-09, 4.86e-08, 2.85e-08, 2.41e-07] [2.02e-05, 8.70e-06, 6.66e-06, 3.88e-06, 1.50e-06, 1.96e-08, 2.47e-07, 1.07e-10, 2.18e-09, 3.14e-10, 2.94e-05, 4.84e-04, 5.06e-04, 1.23e-06, 2.56e-07, 2.83e-07, 6.50e-07, 6.98e-07, 5.02e-09, 4.86e-08, 2.85e-08, 2.41e-07] []
11300 [1.84e-05, 8.13e-06, 5.24e-06, 4.09e-06, 1.89e-06, 2.82e-08, 3.32e-07, 2.31e-10, 9.55e-10, 1.20e-09, 4.89e-05, 4.43e-04, 4.50e-04, 1.04e-06, 6.55e-07, 5.36e-07, 1.23e-06, 1.05e-06, 4.08e-09, 8.04e-08, 2.80e-08, 3.94e-07] [1.84e-05, 8.13e-06, 5.24e-06, 4.09e-06, 1.89e-06, 2.82e-08, 3.32e-07, 2.31e-10, 9.55e-10, 1.20e-09, 4.89e-05, 4.43e-04, 4.50e-04, 1.04e-06, 6.55e-07, 5.36e-07, 1.23e-06, 1.05e-06, 4.08e-09, 8.04e-08, 2.80e-08, 3.94e-07] []
11400 [1.73e-05, 7.56e-06, 4.49e-06, 4.25e-06, 2.11e-06, 3.52e-08, 4.41e-07, 1.24e-10, 4.61e-09, 1.73e-10, 5.94e-05, 4.14e-04, 4.07e-04, 8.86e-07, 8.32e-07, 6.98e-07, 1.40e-06, 1.26e-06, 4.29e-09, 1.15e-07, 3.42e-08, 6.83e-07] [1.73e-05, 7.56e-06, 4.49e-06, 4.25e-06, 2.11e-06, 3.52e-08, 4.41e-07, 1.24e-10, 4.61e-09, 1.73e-10, 5.94e-05, 4.14e-04, 4.07e-04, 8.86e-07, 8.32e-07, 6.98e-07, 1.40e-06, 1.26e-06, 4.29e-09, 1.15e-07, 3.42e-08, 6.83e-07] []
11500 [1.62e-05, 6.93e-06, 3.95e-06, 4.32e-06, 2.20e-06, 3.17e-08, 5.24e-07, 1.68e-10, 3.69e-09, 4.81e-10, 6.66e-05, 3.85e-04, 3.64e-04, 8.12e-07, 8.50e-07, 6.87e-07, 1.26e-06, 1.35e-06, 3.90e-09, 1.42e-07, 3.81e-08, 9.02e-07] [1.62e-05, 6.93e-06, 3.95e-06, 4.32e-06, 2.20e-06, 3.17e-08, 5.24e-07, 1.68e-10, 3.69e-09, 4.81e-10, 6.66e-05, 3.85e-04, 3.64e-04, 8.12e-07, 8.50e-07, 6.87e-07, 1.26e-06, 1.35e-06, 3.90e-09, 1.42e-07, 3.81e-08, 9.02e-07] []
11600 [1.50e-05, 6.29e-06, 3.51e-06, 4.50e-06, 2.20e-06, 1.64e-08, 6.32e-07, 5.37e-13, 3.37e-10, 3.04e-11, 7.18e-05, 3.53e-04, 3.20e-04, 9.63e-07, 6.10e-07, 4.60e-07, 1.13e-06, 1.87e-06, 4.97e-09, 1.71e-07, 3.04e-08, 1.47e-06] [1.50e-05, 6.29e-06, 3.51e-06, 4.50e-06, 2.20e-06, 1.64e-08, 6.32e-07, 5.37e-13, 3.37e-10, 3.04e-11, 7.18e-05, 3.53e-04, 3.20e-04, 9.63e-07, 6.10e-07, 4.60e-07, 1.13e-06, 1.87e-06, 4.97e-09, 1.71e-07, 3.04e-08, 1.47e-06] []
11700 [1.40e-05, 5.56e-06, 3.21e-06, 4.59e-06, 2.16e-06, 1.49e-08, 6.95e-07, 6.87e-12, 5.25e-10, 4.58e-10, 7.79e-05, 3.17e-04, 2.74e-04, 1.11e-06, 5.26e-07, 4.29e-07, 1.28e-06, 1.47e-06, 8.94e-09, 1.05e-07, 3.14e-08, 1.06e-06] [1.40e-05, 5.56e-06, 3.21e-06, 4.59e-06, 2.16e-06, 1.49e-08, 6.95e-07, 6.87e-12, 5.25e-10, 4.58e-10, 7.79e-05, 3.17e-04, 2.74e-04, 1.11e-06, 5.26e-07, 4.29e-07, 1.28e-06, 1.47e-06, 8.94e-09, 1.05e-07, 3.14e-08, 1.06e-06] []
11800 [1.34e-05, 4.99e-06, 2.95e-06, 4.50e-06, 2.28e-06, 1.57e-08, 7.72e-07, 1.74e-10, 3.72e-09, 1.43e-10, 8.15e-05, 2.85e-04, 2.28e-04, 1.00e-06, 4.96e-07, 4.82e-07, 1.10e-06, 9.67e-07, 8.74e-09, 4.01e-08, 3.89e-08, 6.13e-07] [1.34e-05, 4.99e-06, 2.95e-06, 4.50e-06, 2.28e-06, 1.57e-08, 7.72e-07, 1.74e-10, 3.72e-09, 1.43e-10, 8.15e-05, 2.85e-04, 2.28e-04, 1.00e-06, 4.96e-07, 4.82e-07, 1.10e-06, 9.67e-07, 8.74e-09, 4.01e-08, 3.89e-08, 6.13e-07] []
11900 [1.33e-05, 4.58e-06, 2.77e-06, 4.25e-06, 2.37e-06, 1.72e-08, 8.07e-07, 5.85e-10, 3.83e-08, 5.94e-09, 8.43e-05, 2.55e-04, 1.85e-04, 9.13e-07, 5.37e-07, 5.51e-07, 7.94e-07, 4.45e-07, 6.01e-09, 1.52e-08, 3.63e-08, 5.02e-07] [1.33e-05, 4.58e-06, 2.77e-06, 4.25e-06, 2.37e-06, 1.72e-08, 8.07e-07, 5.85e-10, 3.83e-08, 5.94e-09, 8.43e-05, 2.55e-04, 1.85e-04, 9.13e-07, 5.37e-07, 5.51e-07, 7.94e-07, 4.45e-07, 6.01e-09, 1.52e-08, 3.63e-08, 5.02e-07] []
12000 [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07] [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07] []
Best model at step 10279:
train loss: 1.24e-04
test loss: 1.24e-04
test metric: []
'train' took 42.554614 s
Best train step: 10279
lambda_a: 4.889118652108943
lambda_b: 4.959925494728879
kappa_a: 1.3620741631951314
kappa_b: 1.30281125053439
Best train step: 10279
lambda_a: 1.5870120525
lambda_b: 1.6013907194
kappa_a: 0.30900865793
kappa_b: 0.26452443004
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
12000 [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07] [1.33e-05, 4.30e-06, 2.66e-06, 4.01e-06, 2.51e-06, 2.17e-08, 8.34e-07, 1.47e-10, 5.98e-08, 1.90e-08, 8.74e-05, 2.28e-04, 1.44e-04, 8.38e-07, 5.88e-07, 5.81e-07, 5.01e-07, 1.65e-07, 3.39e-09, 1.48e-08, 2.86e-08, 4.71e-07] []
12100 [1.38e-05, 4.08e-06, 2.52e-06, 3.93e-06, 3.00e-06, 3.22e-08, 8.97e-07, 4.01e-09, 3.98e-07, 4.46e-07, 9.01e-05, 2.21e-04, 1.33e-04, 2.90e-06, 5.39e-07, 4.41e-07, 2.15e-07, 4.54e-08, 5.91e-09, 1.68e-09, 2.63e-08, 1.68e-06] [1.38e-05, 4.08e-06, 2.52e-06, 3.93e-06, 3.00e-06, 3.22e-08, 8.97e-07, 4.01e-09, 3.98e-07, 4.46e-07, 9.01e-05, 2.21e-04, 1.33e-04, 2.90e-06, 5.39e-07, 4.41e-07, 2.15e-07, 4.54e-08, 5.91e-09, 1.68e-09, 2.63e-08, 1.68e-06] []
12200 [1.45e-05, 4.14e-06, 2.70e-06, 3.96e-06, 2.86e-06, 4.98e-08, 9.27e-07, 3.44e-10, 1.45e-06, 4.55e-08, 1.06e-04, 1.79e-04, 8.94e-05, 9.61e-06, 1.43e-06, 7.35e-07, 1.08e-07, 1.63e-06, 6.89e-10, 1.82e-07, 5.29e-08, 9.12e-07] [1.45e-05, 4.14e-06, 2.70e-06, 3.96e-06, 2.86e-06, 4.98e-08, 9.27e-07, 3.44e-10, 1.45e-06, 4.55e-08, 1.06e-04, 1.79e-04, 8.94e-05, 9.61e-06, 1.43e-06, 7.35e-07, 1.08e-07, 1.63e-06, 6.89e-10, 1.82e-07, 5.29e-08, 9.12e-07] []
12300 [1.45e-05, 3.69e-06, 2.54e-06, 4.65e-06, 3.96e-06, 5.26e-08, 9.93e-07, 1.04e-08, 4.49e-09, 5.62e-08, 1.43e-04, 2.41e-04, 2.76e-04, 4.92e-05, 4.12e-07, 1.40e-07, 0.00e+00, 0.00e+00, 3.01e-09, 2.30e-08, 3.33e-08, 5.63e-07] [1.45e-05, 3.69e-06, 2.54e-06, 4.65e-06, 3.96e-06, 5.26e-08, 9.93e-07, 1.04e-08, 4.49e-09, 5.62e-08, 1.43e-04, 2.41e-04, 2.76e-04, 4.92e-05, 4.12e-07, 1.40e-07, 0.00e+00, 0.00e+00, 3.01e-09, 2.30e-08, 3.33e-08, 5.63e-07] []
12400 [1.55e-05, 3.91e-06, 2.73e-06, 4.50e-06, 3.56e-06, 6.82e-08, 1.04e-06, 1.06e-09, 2.41e-06, 5.60e-06, 1.43e-04, 1.48e-04, 1.14e-04, 9.15e-05, 2.61e-06, 1.44e-06, 7.98e-07, 2.83e-06, 1.72e-10, 0.00e+00, 8.59e-08, 4.62e-06] [1.55e-05, 3.91e-06, 2.73e-06, 4.50e-06, 3.56e-06, 6.82e-08, 1.04e-06, 1.06e-09, 2.41e-06, 5.60e-06, 1.43e-04, 1.48e-04, 1.14e-04, 9.15e-05, 2.61e-06, 1.44e-06, 7.98e-07, 2.83e-06, 1.72e-10, 0.00e+00, 8.59e-08, 4.62e-06] []
12500 [1.69e-05, 3.87e-06, 2.89e-06, 4.88e-06, 3.72e-06, 7.35e-08, 1.08e-06, 1.20e-08, 3.02e-09, 5.31e-06, 2.02e-04, 1.39e-04, 2.13e-04, 1.67e-04, 3.43e-06, 2.37e-06, 3.27e-06, 3.41e-06, 7.46e-10, 2.14e-08, 3.77e-08, 1.58e-07] [1.69e-05, 3.87e-06, 2.89e-06, 4.88e-06, 3.72e-06, 7.35e-08, 1.08e-06, 1.20e-08, 3.02e-09, 5.31e-06, 2.02e-04, 1.39e-04, 2.13e-04, 1.67e-04, 3.43e-06, 2.37e-06, 3.27e-06, 3.41e-06, 7.46e-10, 2.14e-08, 3.77e-08, 1.58e-07] []
12600 [1.19e-05, 3.62e-06, 2.56e-06, 5.50e-06, 4.11e-06, 8.45e-08, 1.03e-06, 2.17e-09, 5.69e-08, 1.67e-06, 1.27e-04, 1.31e-04, 4.16e-05, 1.78e-05, 4.26e-07, 4.16e-08, 2.43e-07, 3.23e-07, 7.75e-09, 1.21e-07, 4.06e-08, 5.77e-07] [1.19e-05, 3.62e-06, 2.56e-06, 5.50e-06, 4.11e-06, 8.45e-08, 1.03e-06, 2.17e-09, 5.69e-08, 1.67e-06, 1.27e-04, 1.31e-04, 4.16e-05, 1.78e-05, 4.26e-07, 4.16e-08, 2.43e-07, 3.23e-07, 7.75e-09, 1.21e-07, 4.06e-08, 5.77e-07] []
12700 [1.22e-05, 3.41e-06, 2.41e-06, 6.35e-06, 4.86e-06, 9.12e-08, 9.30e-07, 9.89e-10, 2.84e-08, 6.00e-06, 8.87e-05, 1.92e-04, 2.04e-04, 2.21e-04, 6.29e-09, 2.45e-09, 0.00e+00, 0.00e+00, 7.69e-09, 3.54e-08, 3.77e-08, 3.13e-07] [1.22e-05, 3.41e-06, 2.41e-06, 6.35e-06, 4.86e-06, 9.12e-08, 9.30e-07, 9.89e-10, 2.84e-08, 6.00e-06, 8.87e-05, 1.92e-04, 2.04e-04, 2.21e-04, 6.29e-09, 2.45e-09, 0.00e+00, 0.00e+00, 7.69e-09, 3.54e-08, 3.77e-08, 3.13e-07] []
12800 [1.39e-05, 3.72e-06, 2.78e-06, 5.63e-06, 4.15e-06, 1.22e-07, 1.07e-06, 1.40e-09, 8.80e-08, 1.04e-06, 1.21e-04, 1.05e-04, 6.67e-05, 4.16e-05, 1.69e-06, 9.36e-07, 1.42e-06, 7.13e-07, 5.14e-09, 3.36e-08, 2.74e-08, 8.19e-07] [1.39e-05, 3.72e-06, 2.78e-06, 5.63e-06, 4.15e-06, 1.22e-07, 1.07e-06, 1.40e-09, 8.80e-08, 1.04e-06, 1.21e-04, 1.05e-04, 6.67e-05, 4.16e-05, 1.69e-06, 9.36e-07, 1.42e-06, 7.13e-07, 5.14e-09, 3.36e-08, 2.74e-08, 8.19e-07] []
12900 [1.12e-05, 3.64e-06, 2.58e-06, 6.06e-06, 4.36e-06, 1.27e-07, 8.69e-07, 1.37e-09, 1.84e-08, 5.36e-07, 9.58e-05, 1.04e-04, 2.91e-05, 8.51e-06, 4.92e-07, 1.15e-07, 5.21e-08, 1.53e-07, 7.26e-09, 7.29e-08, 3.10e-08, 3.06e-07] [1.12e-05, 3.64e-06, 2.58e-06, 6.06e-06, 4.36e-06, 1.27e-07, 8.69e-07, 1.37e-09, 1.84e-08, 5.36e-07, 9.58e-05, 1.04e-04, 2.91e-05, 8.51e-06, 4.92e-07, 1.15e-07, 5.21e-08, 1.53e-07, 7.26e-09, 7.29e-08, 3.10e-08, 3.06e-07] []
13000 [2.38e-05, 4.71e-06, 3.77e-06, 6.91e-06, 5.16e-06, 1.92e-07, 9.02e-07, 4.10e-08, 1.79e-09, 2.45e-05, 2.64e-04, 1.66e-04, 6.90e-04, 1.04e-03, 1.17e-05, 9.56e-06, 1.21e-05, 1.39e-05, 1.09e-09, 3.74e-08, 1.45e-07, 1.86e-07] [2.38e-05, 4.71e-06, 3.77e-06, 6.91e-06, 5.16e-06, 1.92e-07, 9.02e-07, 4.10e-08, 1.79e-09, 2.45e-05, 2.64e-04, 1.66e-04, 6.90e-04, 1.04e-03, 1.17e-05, 9.56e-06, 1.21e-05, 1.39e-05, 1.09e-09, 3.74e-08, 1.45e-07, 1.86e-07] []
13100 [1.18e-05, 3.97e-06, 2.93e-06, 6.29e-06, 4.30e-06, 1.75e-07, 8.56e-07, 1.86e-08, 4.13e-06, 5.25e-07, 1.70e-04, 7.59e-05, 1.86e-04, 8.40e-05, 1.76e-06, 7.20e-07, 3.18e-06, 2.59e-06, 5.68e-09, 1.77e-06, 3.77e-08, 1.14e-05] [1.18e-05, 3.97e-06, 2.93e-06, 6.29e-06, 4.30e-06, 1.75e-07, 8.56e-07, 1.86e-08, 4.13e-06, 5.25e-07, 1.70e-04, 7.59e-05, 1.86e-04, 8.40e-05, 1.76e-06, 7.20e-07, 3.18e-06, 2.59e-06, 5.68e-09, 1.77e-06, 3.77e-08, 1.14e-05] []
13200 [2.52e-05, 5.31e-06, 4.41e-06, 1.22e-05, 8.33e-06, 3.17e-07, 1.04e-06, 3.29e-07, 4.88e-07, 7.54e-05, 1.26e-04, 5.28e-04, 7.70e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-07, 3.33e-07, 1.25e-06, 2.06e-06] [2.52e-05, 5.31e-06, 4.41e-06, 1.22e-05, 8.33e-06, 3.17e-07, 1.04e-06, 3.29e-07, 4.88e-07, 7.54e-05, 1.26e-04, 5.28e-04, 7.70e-04, 2.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-07, 3.33e-07, 1.25e-06, 2.06e-06] []
13300 [9.58e-06, 3.98e-06, 2.78e-06, 7.12e-06, 4.74e-06, 2.19e-07, 8.69e-07, 7.99e-07, 2.45e-05, 7.87e-06, 8.11e-05, 1.20e-04, 5.55e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 2.58e-07, 0.00e+00, 1.52e-06, 4.50e-05] [9.58e-06, 3.98e-06, 2.78e-06, 7.12e-06, 4.74e-06, 2.19e-07, 8.69e-07, 7.99e-07, 2.45e-05, 7.87e-06, 8.11e-05, 1.20e-04, 5.55e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 2.58e-07, 0.00e+00, 1.52e-06, 4.50e-05] []
13400 [1.07e-05, 3.80e-06, 2.91e-06, 7.06e-06, 5.63e-06, 2.68e-07, 7.73e-07, 6.65e-08, 4.77e-07, 3.99e-06, 9.91e-05, 1.51e-04, 4.18e-04, 3.24e-04, 1.21e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 1.86e-09, 1.02e-06, 1.30e-06] [1.07e-05, 3.80e-06, 2.91e-06, 7.06e-06, 5.63e-06, 2.68e-07, 7.73e-07, 6.65e-08, 4.77e-07, 3.99e-06, 9.91e-05, 1.51e-04, 4.18e-04, 3.24e-04, 1.21e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 1.86e-09, 1.02e-06, 1.30e-06] []
13500 [8.15e-06, 4.15e-06, 3.13e-06, 7.75e-06, 5.17e-06, 2.36e-07, 7.07e-07, 2.53e-07, 1.15e-07, 3.35e-06, 5.84e-05, 1.13e-04, 9.71e-05, 2.08e-04, 7.78e-10, 0.00e+00, 0.00e+00, 1.96e-10, 1.16e-07, 9.69e-09, 6.20e-07, 4.27e-07] [8.15e-06, 4.15e-06, 3.13e-06, 7.75e-06, 5.17e-06, 2.36e-07, 7.07e-07, 2.53e-07, 1.15e-07, 3.35e-06, 5.84e-05, 1.13e-04, 9.71e-05, 2.08e-04, 7.78e-10, 0.00e+00, 0.00e+00, 1.96e-10, 1.16e-07, 9.69e-09, 6.20e-07, 4.27e-07] []
13600 [4.73e-05, 4.76e-06, 5.75e-06, 8.20e-06, 1.04e-05, 6.68e-07, 1.43e-06, 2.43e-07, 1.93e-06, 8.89e-05, 1.75e-04, 5.76e-04, 1.24e-04, 1.76e-03, 4.38e-05, 6.77e-05, 4.33e-06, 2.83e-05, 1.81e-08, 9.19e-07, 1.06e-07, 6.00e-06] [4.73e-05, 4.76e-06, 5.75e-06, 8.20e-06, 1.04e-05, 6.68e-07, 1.43e-06, 2.43e-07, 1.93e-06, 8.89e-05, 1.75e-04, 5.76e-04, 1.24e-04, 1.76e-03, 4.38e-05, 6.77e-05, 4.33e-06, 2.83e-05, 1.81e-08, 9.19e-07, 1.06e-07, 6.00e-06] []
13700 [7.84e-06, 4.09e-06, 3.42e-06, 7.79e-06, 5.51e-06, 3.56e-07, 8.87e-07, 1.06e-06, 4.70e-06, 6.16e-06, 5.39e-05, 1.19e-04, 8.23e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-07, 0.00e+00, 8.62e-07, 1.42e-05] [7.84e-06, 4.09e-06, 3.42e-06, 7.79e-06, 5.51e-06, 3.56e-07, 8.87e-07, 1.06e-06, 4.70e-06, 6.16e-06, 5.39e-05, 1.19e-04, 8.23e-05, 3.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-07, 0.00e+00, 8.62e-07, 1.42e-05] []
13800 [1.64e-05, 5.14e-06, 3.69e-06, 6.20e-06, 5.76e-06, 6.58e-07, 1.45e-06, 9.31e-11, 1.66e-07, 1.38e-06, 1.04e-04, 1.20e-04, 6.05e-05, 5.61e-05, 6.95e-07, 2.43e-06, 3.27e-11, 1.22e-08, 1.93e-08, 7.82e-09, 7.26e-08, 2.42e-07] [1.64e-05, 5.14e-06, 3.69e-06, 6.20e-06, 5.76e-06, 6.58e-07, 1.45e-06, 9.31e-11, 1.66e-07, 1.38e-06, 1.04e-04, 1.20e-04, 6.05e-05, 5.61e-05, 6.95e-07, 2.43e-06, 3.27e-11, 1.22e-08, 1.93e-08, 7.82e-09, 7.26e-08, 2.42e-07] []
13900 [7.85e-05, 1.17e-05, 9.85e-06, 1.35e-05, 1.21e-05, 1.91e-06, 3.04e-06, 1.38e-05, 1.68e-05, 1.13e-04, 3.24e-04, 8.39e-04, 9.77e-04, 5.52e-03, 8.20e-05, 9.02e-05, 2.40e-05, 6.52e-05, 0.00e+00, 0.00e+00, 6.07e-05, 8.19e-05] [7.85e-05, 1.17e-05, 9.85e-06, 1.35e-05, 1.21e-05, 1.91e-06, 3.04e-06, 1.38e-05, 1.68e-05, 1.13e-04, 3.24e-04, 8.39e-04, 9.77e-04, 5.52e-03, 8.20e-05, 9.02e-05, 2.40e-05, 6.52e-05, 0.00e+00, 0.00e+00, 6.07e-05, 8.19e-05] []
14000 [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06] [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06] []
Best model at step 10279:
train loss: 1.24e-04
test loss: 1.24e-04
test metric: []
'train' took 42.743209 s
Best train step: 10279
lambda_a: 4.889118652108943
lambda_b: 4.959925494728879
kappa_a: 1.3620741631951314
kappa_b: 1.30281125053439
Training model...
Step Train loss Test loss Test metric
14000 [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06] [7.10e-06, 4.26e-06, 3.88e-06, 6.59e-06, 4.77e-06, 4.27e-07, 6.86e-07, 5.31e-07, 4.45e-07, 7.16e-08, 3.74e-05, 3.49e-05, 2.16e-05, 4.99e-07, 1.30e-07, 5.44e-08, 1.87e-07, 2.10e-07, 0.00e+00, 2.43e-07, 3.51e-06, 1.51e-06] []
14100 [1.16e-05, 5.55e-06, 4.10e-06, 7.62e-06, 5.06e-06, 5.60e-07, 8.65e-07, 1.10e-08, 2.47e-07, 4.75e-06, 5.85e-05, 5.37e-05, 3.17e-05, 5.54e-05, 4.27e-06, 2.22e-06, 3.24e-06, 3.27e-09, 3.82e-09, 2.37e-07, 2.48e-07, 1.47e-06] [1.16e-05, 5.55e-06, 4.10e-06, 7.62e-06, 5.06e-06, 5.60e-07, 8.65e-07, 1.10e-08, 2.47e-07, 4.75e-06, 5.85e-05, 5.37e-05, 3.17e-05, 5.54e-05, 4.27e-06, 2.22e-06, 3.24e-06, 3.27e-09, 3.82e-09, 2.37e-07, 2.48e-07, 1.47e-06] []
14200 [6.20e-06, 4.63e-06, 4.20e-06, 6.53e-06, 5.18e-06, 4.28e-07, 8.18e-07, 2.21e-06, 8.66e-08, 1.71e-08, 2.84e-05, 3.15e-05, 3.28e-05, 1.09e-05, 2.39e-08, 1.25e-08, 1.60e-07, 2.69e-09, 9.59e-07, 5.10e-09, 6.09e-06, 6.69e-07] [6.20e-06, 4.63e-06, 4.20e-06, 6.53e-06, 5.18e-06, 4.28e-07, 8.18e-07, 2.21e-06, 8.66e-08, 1.71e-08, 2.84e-05, 3.15e-05, 3.28e-05, 1.09e-05, 2.39e-08, 1.25e-08, 1.60e-07, 2.69e-09, 9.59e-07, 5.10e-09, 6.09e-06, 6.69e-07] []
14300 [1.74e-05, 4.64e-06, 5.57e-06, 8.41e-06, 7.70e-06, 8.32e-07, 1.21e-06, 1.36e-06, 5.98e-07, 2.50e-05, 2.62e-04, 2.96e-04, 5.14e-05, 8.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.41e-06, 1.18e-06, 2.65e-09, 7.20e-06, 1.16e-06] [1.74e-05, 4.64e-06, 5.57e-06, 8.41e-06, 7.70e-06, 8.32e-07, 1.21e-06, 1.36e-06, 5.98e-07, 2.50e-05, 2.62e-04, 2.96e-04, 5.14e-05, 8.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.41e-06, 1.18e-06, 2.65e-09, 7.20e-06, 1.16e-06] []
14400 [5.68e-06, 4.45e-06, 4.30e-06, 6.04e-06, 4.97e-06, 7.35e-07, 7.88e-07, 4.98e-06, 1.99e-07, 2.84e-07, 2.20e-05, 2.24e-05, 2.14e-05, 2.24e-06, 5.61e-09, 3.90e-08, 9.35e-08, 1.35e-07, 0.00e+00, 1.63e-09, 1.99e-05, 1.09e-06] [5.68e-06, 4.45e-06, 4.30e-06, 6.04e-06, 4.97e-06, 7.35e-07, 7.88e-07, 4.98e-06, 1.99e-07, 2.84e-07, 2.20e-05, 2.24e-05, 2.14e-05, 2.24e-06, 5.61e-09, 3.90e-08, 9.35e-08, 1.35e-07, 0.00e+00, 1.63e-09, 1.99e-05, 1.09e-06] []
14500 [5.41e-06, 4.58e-06, 4.47e-06, 6.00e-06, 5.17e-06, 5.37e-07, 8.39e-07, 8.85e-08, 8.52e-07, 1.34e-08, 1.83e-05, 1.93e-05, 2.18e-05, 2.21e-06, 9.43e-09, 4.87e-08, 7.71e-08, 5.25e-08, 8.18e-08, 0.00e+00, 3.53e-07, 3.65e-06] [5.41e-06, 4.58e-06, 4.47e-06, 6.00e-06, 5.17e-06, 5.37e-07, 8.39e-07, 8.85e-08, 8.52e-07, 1.34e-08, 1.83e-05, 1.93e-05, 2.18e-05, 2.21e-06, 9.43e-09, 4.87e-08, 7.71e-08, 5.25e-08, 8.18e-08, 0.00e+00, 3.53e-07, 3.65e-06] []
14600 [9.46e-06, 4.87e-06, 4.90e-06, 5.75e-06, 5.19e-06, 6.54e-07, 9.83e-07, 1.01e-07, 3.97e-06, 3.49e-06, 2.32e-05, 3.01e-05, 2.25e-05, 7.06e-05, 1.52e-06, 1.67e-06, 4.80e-07, 1.20e-06, 5.86e-08, 1.75e-06, 1.70e-07, 1.06e-05] [9.46e-06, 4.87e-06, 4.90e-06, 5.75e-06, 5.19e-06, 6.54e-07, 9.83e-07, 1.01e-07, 3.97e-06, 3.49e-06, 2.32e-05, 3.01e-05, 2.25e-05, 7.06e-05, 1.52e-06, 1.67e-06, 4.80e-07, 1.20e-06, 5.86e-08, 1.75e-06, 1.70e-07, 1.06e-05] []
14700 [3.28e-05, 7.43e-06, 7.74e-06, 1.27e-05, 1.06e-05, 1.76e-06, 1.71e-06, 6.62e-06, 1.89e-06, 1.12e-05, 1.07e-04, 6.32e-04, 2.28e-04, 2.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-07, 5.21e-06, 1.57e-08, 3.17e-05, 2.86e-07] [3.28e-05, 7.43e-06, 7.74e-06, 1.27e-05, 1.06e-05, 1.76e-06, 1.71e-06, 6.62e-06, 1.89e-06, 1.12e-05, 1.07e-04, 6.32e-04, 2.28e-04, 2.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-07, 5.21e-06, 1.57e-08, 3.17e-05, 2.86e-07] []
14800 [2.81e-05, 6.29e-06, 7.37e-06, 1.21e-05, 1.07e-05, 1.43e-06, 1.77e-06, 1.02e-07, 1.35e-07, 4.57e-06, 9.38e-05, 5.84e-04, 5.10e-05, 1.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 6.79e-07, 1.36e-06, 4.00e-06] [2.81e-05, 6.29e-06, 7.37e-06, 1.21e-05, 1.07e-05, 1.43e-06, 1.77e-06, 1.02e-07, 1.35e-07, 4.57e-06, 9.38e-05, 5.84e-04, 5.10e-05, 1.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 6.79e-07, 1.36e-06, 4.00e-06] []
14900 [5.84e-06, 6.00e-06, 5.13e-06, 6.60e-06, 5.81e-06, 8.27e-07, 1.27e-06, 6.44e-07, 3.60e-06, 2.06e-07, 2.10e-05, 1.04e-04, 2.37e-05, 2.34e-04, 0.00e+00, 1.71e-09, 0.00e+00, 6.00e-08, 2.44e-12, 0.00e+00, 2.49e-06, 2.61e-06] [5.84e-06, 6.00e-06, 5.13e-06, 6.60e-06, 5.81e-06, 8.27e-07, 1.27e-06, 6.44e-07, 3.60e-06, 2.06e-07, 2.10e-05, 1.04e-04, 2.37e-05, 2.34e-04, 0.00e+00, 1.71e-09, 0.00e+00, 6.00e-08, 2.44e-12, 0.00e+00, 2.49e-06, 2.61e-06] []
15000 [5.37e-06, 4.72e-06, 5.14e-06, 5.39e-06, 5.18e-06, 9.24e-07, 1.13e-06, 5.49e-06, 3.86e-08, 1.60e-06, 2.18e-05, 1.00e-05, 5.64e-05, 4.24e-05, 1.32e-07, 3.53e-07, 2.12e-06, 4.49e-07, 2.60e-06, 6.55e-09, 1.62e-05, 6.12e-07] [5.37e-06, 4.72e-06, 5.14e-06, 5.39e-06, 5.18e-06, 9.24e-07, 1.13e-06, 5.49e-06, 3.86e-08, 1.60e-06, 2.18e-05, 1.00e-05, 5.64e-05, 4.24e-05, 1.32e-07, 3.53e-07, 2.12e-06, 4.49e-07, 2.60e-06, 6.55e-09, 1.62e-05, 6.12e-07] []
15100 [5.82e-06, 4.60e-06, 5.14e-06, 6.02e-06, 5.90e-06, 1.24e-06, 1.46e-06, 6.03e-06, 1.43e-06, 5.49e-08, 1.71e-05, 2.53e-05, 1.52e-04, 2.11e-04, 2.56e-09, 1.62e-08, 1.60e-08, 1.23e-08, 3.95e-06, 4.13e-07, 2.47e-05, 1.49e-06] [5.82e-06, 4.60e-06, 5.14e-06, 6.02e-06, 5.90e-06, 1.24e-06, 1.46e-06, 6.03e-06, 1.43e-06, 5.49e-08, 1.71e-05, 2.53e-05, 1.52e-04, 2.11e-04, 2.56e-09, 1.62e-08, 1.60e-08, 1.23e-08, 3.95e-06, 4.13e-07, 2.47e-05, 1.49e-06] []
15200 [4.93e-06, 4.84e-06, 4.78e-06, 5.30e-06, 5.02e-06, 1.10e-06, 1.82e-06, 1.21e-05, 2.44e-06, 3.53e-07, 2.22e-05, 1.12e-05, 1.98e-05, 1.36e-05, 9.88e-08, 4.80e-08, 1.01e-08, 3.44e-07, 8.65e-06, 0.00e+00, 5.14e-05, 7.84e-05] [4.93e-06, 4.84e-06, 4.78e-06, 5.30e-06, 5.02e-06, 1.10e-06, 1.82e-06, 1.21e-05, 2.44e-06, 3.53e-07, 2.22e-05, 1.12e-05, 1.98e-05, 1.36e-05, 9.88e-08, 4.80e-08, 1.01e-08, 3.44e-07, 8.65e-06, 0.00e+00, 5.14e-05, 7.84e-05] []
15300 [2.00e-05, 7.21e-06, 6.38e-06, 9.71e-06, 7.71e-06, 1.73e-06, 1.86e-06, 2.62e-10, 1.87e-06, 2.84e-06, 2.16e-04, 5.06e-04, 7.60e-05, 9.18e-04, 0.00e+00, 0.00e+00, 3.99e-07, 0.00e+00, 1.38e-06, 2.23e-08, 8.54e-06, 4.42e-07] [2.00e-05, 7.21e-06, 6.38e-06, 9.71e-06, 7.71e-06, 1.73e-06, 1.86e-06, 2.62e-10, 1.87e-06, 2.84e-06, 2.16e-04, 5.06e-04, 7.60e-05, 9.18e-04, 0.00e+00, 0.00e+00, 3.99e-07, 0.00e+00, 1.38e-06, 2.23e-08, 8.54e-06, 4.42e-07] []
15400 [4.14e-06, 4.33e-06, 5.14e-06, 5.58e-06, 4.98e-06, 9.72e-07, 1.12e-06, 6.16e-09, 2.89e-07, 1.68e-07, 6.65e-06, 6.10e-06, 1.27e-05, 2.55e-07, 9.42e-08, 8.62e-08, 1.15e-07, 1.22e-07, 2.62e-08, 2.41e-09, 1.64e-07, 6.32e-07] [4.14e-06, 4.33e-06, 5.14e-06, 5.58e-06, 4.98e-06, 9.72e-07, 1.12e-06, 6.16e-09, 2.89e-07, 1.68e-07, 6.65e-06, 6.10e-06, 1.27e-05, 2.55e-07, 9.42e-08, 8.62e-08, 1.15e-07, 1.22e-07, 2.62e-08, 2.41e-09, 1.64e-07, 6.32e-07] []
15500 [2.73e-06, 4.37e-06, 5.21e-06, 5.40e-06, 5.14e-06, 1.18e-06, 1.32e-06, 5.16e-07, 1.54e-08, 4.83e-08, 1.17e-04, 5.65e-05, 2.09e-04, 8.63e-06, 2.01e-09, 1.19e-08, 1.31e-06, 2.00e-06, 6.75e-07, 1.45e-07, 4.23e-06, 7.30e-07] [2.73e-06, 4.37e-06, 5.21e-06, 5.40e-06, 5.14e-06, 1.18e-06, 1.32e-06, 5.16e-07, 1.54e-08, 4.83e-08, 1.17e-04, 5.65e-05, 2.09e-04, 8.63e-06, 2.01e-09, 1.19e-08, 1.31e-06, 2.00e-06, 6.75e-07, 1.45e-07, 4.23e-06, 7.30e-07] []
15600 [2.74e-05, 6.07e-06, 6.82e-06, 6.70e-06, 6.64e-06, 1.87e-06, 1.92e-06, 3.31e-07, 1.04e-06, 1.53e-06, 7.30e-05, 1.95e-04, 2.59e-04, 1.12e-03, 1.75e-05, 1.80e-05, 6.14e-06, 7.48e-06, 7.17e-07, 1.13e-07, 4.53e-06, 9.52e-07] [2.74e-05, 6.07e-06, 6.82e-06, 6.70e-06, 6.64e-06, 1.87e-06, 1.92e-06, 3.31e-07, 1.04e-06, 1.53e-06, 7.30e-05, 1.95e-04, 2.59e-04, 1.12e-03, 1.75e-05, 1.80e-05, 6.14e-06, 7.48e-06, 7.17e-07, 1.13e-07, 4.53e-06, 9.52e-07] []
15700 [8.71e-06, 4.55e-06, 5.81e-06, 5.19e-06, 6.75e-06, 1.44e-06, 1.58e-06, 1.29e-06, 4.99e-07, 9.89e-09, 1.60e-04, 7.79e-05, 4.52e-04, 3.81e-04, 8.12e-07, 2.70e-06, 6.33e-06, 5.83e-06, 5.31e-07, 0.00e+00, 3.52e-06, 1.66e-05] [8.71e-06, 4.55e-06, 5.81e-06, 5.19e-06, 6.75e-06, 1.44e-06, 1.58e-06, 1.29e-06, 4.99e-07, 9.89e-09, 1.60e-04, 7.79e-05, 4.52e-04, 3.81e-04, 8.12e-07, 2.70e-06, 6.33e-06, 5.83e-06, 5.31e-07, 0.00e+00, 3.52e-06, 1.66e-05] []
15800 [4.82e-06, 4.85e-06, 5.15e-06, 7.70e-06, 8.19e-06, 1.99e-06, 1.46e-06, 1.16e-05, 6.11e-06, 6.12e-06, 1.72e-04, 1.17e-04, 6.09e-04, 2.57e-04, 3.62e-07, 1.26e-06, 0.00e+00, 7.92e-08, 1.29e-05, 0.00e+00, 8.05e-05, 5.94e-05] [4.82e-06, 4.85e-06, 5.15e-06, 7.70e-06, 8.19e-06, 1.99e-06, 1.46e-06, 1.16e-05, 6.11e-06, 6.12e-06, 1.72e-04, 1.17e-04, 6.09e-04, 2.57e-04, 3.62e-07, 1.26e-06, 0.00e+00, 7.92e-08, 1.29e-05, 0.00e+00, 8.05e-05, 5.94e-05] []
15900 [3.33e-06, 4.19e-06, 5.05e-06, 5.11e-06, 5.01e-06, 1.31e-06, 1.23e-06, 1.13e-09, 7.81e-08, 2.14e-08, 4.49e-06, 4.60e-06, 9.37e-06, 1.51e-06, 5.55e-08, 3.38e-08, 4.07e-08, 3.09e-08, 1.47e-08, 1.38e-07, 1.01e-07, 7.96e-07] [3.33e-06, 4.19e-06, 5.05e-06, 5.11e-06, 5.01e-06, 1.31e-06, 1.23e-06, 1.13e-09, 7.81e-08, 2.14e-08, 4.49e-06, 4.60e-06, 9.37e-06, 1.51e-06, 5.55e-08, 3.38e-08, 4.07e-08, 3.09e-08, 1.47e-08, 1.38e-07, 1.01e-07, 7.96e-07] []
16000 [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07] [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07] []
Best model at step 16000:
train loss: 4.36e-05
test loss: 4.36e-05
test metric: []
'train' took 42.826419 s
Best train step: 16000
lambda_a: 5.494671166204551
lambda_b: 5.672029928217783
kappa_a: 1.4114822229308661
kappa_b: 1.3396819282242671
Best train step: 16000
lambda_a: 1.7037787437
lambda_b: 1.7355470657
kappa_a: 0.34464037418
kappa_b: 0.29243221879
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
16000 [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07] [3.45e-06, 4.06e-06, 5.07e-06, 5.18e-06, 4.85e-06, 1.33e-06, 1.17e-06, 4.28e-08, 2.58e-09, 3.10e-10, 4.54e-06, 4.05e-06, 8.78e-06, 3.60e-07, 3.75e-08, 6.00e-08, 3.11e-08, 1.07e-07, 2.18e-08, 6.59e-09, 1.51e-07, 2.81e-07] []
16100 [7.37e-06, 4.35e-06, 5.25e-06, 4.99e-06, 5.01e-06, 1.57e-06, 1.35e-06, 2.63e-07, 4.60e-08, 1.66e-07, 1.17e-05, 2.40e-05, 2.04e-05, 1.14e-04, 2.19e-06, 2.05e-06, 7.41e-07, 7.29e-07, 2.86e-09, 2.51e-10, 4.07e-07, 1.15e-06] [7.37e-06, 4.35e-06, 5.25e-06, 4.99e-06, 5.01e-06, 1.57e-06, 1.35e-06, 2.63e-07, 4.60e-08, 1.66e-07, 1.17e-05, 2.40e-05, 2.04e-05, 1.14e-04, 2.19e-06, 2.05e-06, 7.41e-07, 7.29e-07, 2.86e-09, 2.51e-10, 4.07e-07, 1.15e-06] []
16200 [3.41e-06, 4.08e-06, 4.97e-06, 5.02e-06, 4.92e-06, 1.47e-06, 1.22e-06, 1.00e-07, 1.29e-07, 4.03e-08, 4.30e-06, 3.62e-06, 7.56e-06, 6.90e-07, 1.26e-07, 3.52e-08, 7.05e-08, 2.95e-08, 1.22e-08, 8.42e-09, 2.58e-07, 2.21e-07] [3.41e-06, 4.08e-06, 4.97e-06, 5.02e-06, 4.92e-06, 1.47e-06, 1.22e-06, 1.00e-07, 1.29e-07, 4.03e-08, 4.30e-06, 3.62e-06, 7.56e-06, 6.90e-07, 1.26e-07, 3.52e-08, 7.05e-08, 2.95e-08, 1.22e-08, 8.42e-09, 2.58e-07, 2.21e-07] []
16300 [4.01e-06, 4.01e-06, 5.00e-06, 4.96e-06, 4.85e-06, 1.53e-06, 1.17e-06, 3.00e-08, 3.00e-08, 9.58e-08, 4.03e-06, 4.67e-06, 9.10e-06, 4.43e-07, 3.19e-07, 1.82e-07, 2.49e-08, 4.14e-09, 2.13e-08, 0.00e+00, 1.48e-07, 4.81e-07] [4.01e-06, 4.01e-06, 5.00e-06, 4.96e-06, 4.85e-06, 1.53e-06, 1.17e-06, 3.00e-08, 3.00e-08, 9.58e-08, 4.03e-06, 4.67e-06, 9.10e-06, 4.43e-07, 3.19e-07, 1.82e-07, 2.49e-08, 4.14e-09, 2.13e-08, 0.00e+00, 1.48e-07, 4.81e-07] []
16400 [2.83e-06, 3.97e-06, 4.96e-06, 5.17e-06, 5.21e-06, 1.56e-06, 1.18e-06, 1.36e-08, 1.96e-07, 9.41e-11, 1.42e-05, 1.47e-05, 6.61e-05, 7.06e-05, 1.10e-08, 6.63e-11, 2.57e-09, 0.00e+00, 4.60e-09, 8.13e-08, 7.15e-08, 4.89e-07] [2.83e-06, 3.97e-06, 4.96e-06, 5.17e-06, 5.21e-06, 1.56e-06, 1.18e-06, 1.36e-08, 1.96e-07, 9.41e-11, 1.42e-05, 1.47e-05, 6.61e-05, 7.06e-05, 1.10e-08, 6.63e-11, 2.57e-09, 0.00e+00, 4.60e-09, 8.13e-08, 7.15e-08, 4.89e-07] []
16500 [3.08e-06, 3.94e-06, 5.05e-06, 5.26e-06, 5.13e-06, 1.85e-06, 1.39e-06, 5.12e-06, 4.93e-06, 4.15e-06, 1.13e-05, 8.32e-06, 5.98e-05, 1.29e-04, 1.85e-07, 1.16e-08, 0.00e+00, 0.00e+00, 1.44e-06, 1.91e-06, 9.41e-06, 1.17e-05] [3.08e-06, 3.94e-06, 5.05e-06, 5.26e-06, 5.13e-06, 1.85e-06, 1.39e-06, 5.12e-06, 4.93e-06, 4.15e-06, 1.13e-05, 8.32e-06, 5.98e-05, 1.29e-04, 1.85e-07, 1.16e-08, 0.00e+00, 0.00e+00, 1.44e-06, 1.91e-06, 9.41e-06, 1.17e-05] []
16600 [1.37e-05, 5.37e-06, 4.71e-06, 5.71e-06, 6.61e-06, 2.31e-06, 2.09e-06, 6.05e-07, 1.24e-05, 1.18e-04, 4.08e-05, 2.64e-05, 1.44e-04, 2.38e-04, 2.29e-06, 4.30e-07, 9.20e-07, 1.45e-08, 3.61e-07, 7.32e-08, 2.16e-06, 7.62e-05] [1.37e-05, 5.37e-06, 4.71e-06, 5.71e-06, 6.61e-06, 2.31e-06, 2.09e-06, 6.05e-07, 1.24e-05, 1.18e-04, 4.08e-05, 2.64e-05, 1.44e-04, 2.38e-04, 2.29e-06, 4.30e-07, 9.20e-07, 1.45e-08, 3.61e-07, 7.32e-08, 2.16e-06, 7.62e-05] []
16700 [3.06e-06, 4.01e-06, 4.81e-06, 4.86e-06, 4.97e-06, 1.61e-06, 1.04e-06, 8.46e-09, 1.49e-07, 1.65e-07, 1.07e-05, 1.02e-05, 3.20e-05, 1.66e-05, 5.49e-08, 8.26e-09, 1.33e-08, 2.38e-10, 1.41e-09, 4.00e-08, 7.26e-08, 2.31e-07] [3.06e-06, 4.01e-06, 4.81e-06, 4.86e-06, 4.97e-06, 1.61e-06, 1.04e-06, 8.46e-09, 1.49e-07, 1.65e-07, 1.07e-05, 1.02e-05, 3.20e-05, 1.66e-05, 5.49e-08, 8.26e-09, 1.33e-08, 2.38e-10, 1.41e-09, 4.00e-08, 7.26e-08, 2.31e-07] []
16800 [4.63e-06, 4.14e-06, 4.97e-06, 4.35e-06, 5.00e-06, 1.84e-06, 1.20e-06, 6.50e-08, 2.15e-07, 6.62e-07, 2.58e-05, 1.41e-05, 8.93e-05, 1.02e-04, 6.36e-07, 4.66e-07, 1.32e-06, 1.09e-06, 0.00e+00, 0.00e+00, 6.61e-07, 2.40e-07] [4.63e-06, 4.14e-06, 4.97e-06, 4.35e-06, 5.00e-06, 1.84e-06, 1.20e-06, 6.50e-08, 2.15e-07, 6.62e-07, 2.58e-05, 1.41e-05, 8.93e-05, 1.02e-04, 6.36e-07, 4.66e-07, 1.32e-06, 1.09e-06, 0.00e+00, 0.00e+00, 6.61e-07, 2.40e-07] []
16900 [2.42e-06, 3.85e-06, 4.77e-06, 4.78e-06, 4.85e-06, 1.75e-06, 1.08e-06, 6.14e-09, 5.80e-08, 1.09e-07, 4.60e-06, 7.90e-06, 2.33e-05, 3.12e-05, 3.40e-09, 0.00e+00, 2.35e-09, 1.70e-09, 3.73e-10, 7.36e-10, 9.18e-08, 1.16e-07] [2.42e-06, 3.85e-06, 4.77e-06, 4.78e-06, 4.85e-06, 1.75e-06, 1.08e-06, 6.14e-09, 5.80e-08, 1.09e-07, 4.60e-06, 7.90e-06, 2.33e-05, 3.12e-05, 3.40e-09, 0.00e+00, 2.35e-09, 1.70e-09, 3.73e-10, 7.36e-10, 9.18e-08, 1.16e-07] []
17000 [5.65e-06, 4.18e-06, 5.22e-06, 4.47e-06, 5.17e-06, 1.93e-06, 1.24e-06, 7.28e-07, 2.94e-10, 1.28e-06, 9.32e-05, 4.87e-05, 3.36e-04, 3.00e-04, 5.01e-07, 8.84e-07, 4.53e-06, 4.07e-06, 7.84e-08, 3.23e-08, 4.88e-07, 1.85e-07] [5.65e-06, 4.18e-06, 5.22e-06, 4.47e-06, 5.17e-06, 1.93e-06, 1.24e-06, 7.28e-07, 2.94e-10, 1.28e-06, 9.32e-05, 4.87e-05, 3.36e-04, 3.00e-04, 5.01e-07, 8.84e-07, 4.53e-06, 4.07e-06, 7.84e-08, 3.23e-08, 4.88e-07, 1.85e-07] []
17100 [7.71e-06, 4.16e-06, 5.63e-06, 3.89e-06, 5.94e-06, 2.04e-06, 1.63e-06, 6.16e-06, 1.12e-06, 2.74e-09, 5.51e-05, 4.04e-05, 1.13e-04, 1.05e-04, 7.72e-07, 4.86e-06, 1.09e-06, 2.06e-07, 5.50e-08, 6.13e-09, 2.55e-06, 1.21e-05] [7.71e-06, 4.16e-06, 5.63e-06, 3.89e-06, 5.94e-06, 2.04e-06, 1.63e-06, 6.16e-06, 1.12e-06, 2.74e-09, 5.51e-05, 4.04e-05, 1.13e-04, 1.05e-04, 7.72e-07, 4.86e-06, 1.09e-06, 2.06e-07, 5.50e-08, 6.13e-09, 2.55e-06, 1.21e-05] []
17200 [6.09e-06, 5.37e-06, 5.41e-06, 5.65e-06, 5.83e-06, 2.14e-06, 1.42e-06, 3.25e-07, 2.19e-06, 4.82e-05, 1.17e-05, 1.27e-05, 1.51e-05, 2.06e-05, 8.16e-07, 2.65e-07, 8.15e-06, 5.08e-07, 4.71e-07, 1.20e-08, 2.87e-06, 1.20e-05] [6.09e-06, 5.37e-06, 5.41e-06, 5.65e-06, 5.83e-06, 2.14e-06, 1.42e-06, 3.25e-07, 2.19e-06, 4.82e-05, 1.17e-05, 1.27e-05, 1.51e-05, 2.06e-05, 8.16e-07, 2.65e-07, 8.15e-06, 5.08e-07, 4.71e-07, 1.20e-08, 2.87e-06, 1.20e-05] []
17300 [2.29e-06, 3.83e-06, 4.84e-06, 4.39e-06, 5.02e-06, 1.80e-06, 1.07e-06, 6.16e-07, 6.16e-08, 2.39e-07, 1.36e-05, 6.45e-06, 2.11e-05, 9.06e-07, 3.18e-09, 2.05e-08, 1.88e-07, 8.33e-08, 6.74e-10, 4.74e-09, 2.82e-07, 9.24e-08] [2.29e-06, 3.83e-06, 4.84e-06, 4.39e-06, 5.02e-06, 1.80e-06, 1.07e-06, 6.16e-07, 6.16e-08, 2.39e-07, 1.36e-05, 6.45e-06, 2.11e-05, 9.06e-07, 3.18e-09, 2.05e-08, 1.88e-07, 8.33e-08, 6.74e-10, 4.74e-09, 2.82e-07, 9.24e-08] []
17400 [2.38e-06, 3.91e-06, 5.00e-06, 4.46e-06, 5.03e-06, 1.99e-06, 1.38e-06, 1.94e-06, 6.11e-06, 4.10e-08, 1.52e-05, 6.08e-06, 1.63e-05, 3.04e-07, 1.88e-08, 8.38e-08, 2.34e-07, 1.04e-08, 6.92e-07, 3.22e-06, 4.55e-06, 2.02e-05] [2.38e-06, 3.91e-06, 5.00e-06, 4.46e-06, 5.03e-06, 1.99e-06, 1.38e-06, 1.94e-06, 6.11e-06, 4.10e-08, 1.52e-05, 6.08e-06, 1.63e-05, 3.04e-07, 1.88e-08, 8.38e-08, 2.34e-07, 1.04e-08, 6.92e-07, 3.22e-06, 4.55e-06, 2.02e-05] []
17500 [2.20e-06, 3.87e-06, 5.02e-06, 4.53e-06, 5.11e-06, 1.92e-06, 1.12e-06, 2.97e-06, 8.26e-08, 1.00e-06, 3.90e-06, 3.44e-06, 4.71e-06, 1.41e-05, 8.12e-09, 4.26e-10, 6.32e-10, 0.00e+00, 1.80e-09, 2.97e-07, 3.73e-07, 1.88e-06] [2.20e-06, 3.87e-06, 5.02e-06, 4.53e-06, 5.11e-06, 1.92e-06, 1.12e-06, 2.97e-06, 8.26e-08, 1.00e-06, 3.90e-06, 3.44e-06, 4.71e-06, 1.41e-05, 8.12e-09, 4.26e-10, 6.32e-10, 0.00e+00, 1.80e-09, 2.97e-07, 3.73e-07, 1.88e-06] []
17600 [1.87e-06, 3.88e-06, 5.08e-06, 4.37e-06, 5.07e-06, 1.98e-06, 1.07e-06, 6.92e-07, 1.65e-07, 5.29e-07, 5.07e-06, 9.31e-06, 5.80e-06, 8.15e-06, 3.56e-09, 1.29e-10, 3.85e-08, 3.22e-08, 0.00e+00, 1.58e-07, 2.26e-06, 1.02e-06] [1.87e-06, 3.88e-06, 5.08e-06, 4.37e-06, 5.07e-06, 1.98e-06, 1.07e-06, 6.92e-07, 1.65e-07, 5.29e-07, 5.07e-06, 9.31e-06, 5.80e-06, 8.15e-06, 3.56e-09, 1.29e-10, 3.85e-08, 3.22e-08, 0.00e+00, 1.58e-07, 2.26e-06, 1.02e-06] []
17700 [3.34e-06, 3.68e-06, 5.09e-06, 4.62e-06, 5.22e-06, 1.99e-06, 9.51e-07, 4.91e-06, 2.57e-07, 2.91e-08, 4.70e-05, 3.10e-05, 1.36e-04, 3.96e-05, 2.86e-07, 2.63e-07, 0.00e+00, 3.65e-12, 0.00e+00, 0.00e+00, 9.20e-06, 6.72e-07] [3.34e-06, 3.68e-06, 5.09e-06, 4.62e-06, 5.22e-06, 1.99e-06, 9.51e-07, 4.91e-06, 2.57e-07, 2.91e-08, 4.70e-05, 3.10e-05, 1.36e-04, 3.96e-05, 2.86e-07, 2.63e-07, 0.00e+00, 3.65e-12, 0.00e+00, 0.00e+00, 9.20e-06, 6.72e-07] []
17800 [2.57e-06, 3.73e-06, 5.07e-06, 4.31e-06, 4.97e-06, 2.00e-06, 1.00e-06, 9.47e-08, 4.19e-07, 8.15e-08, 1.41e-05, 7.04e-06, 3.68e-05, 1.26e-05, 2.08e-08, 9.00e-08, 3.18e-07, 5.69e-07, 1.62e-07, 0.00e+00, 9.72e-07, 4.44e-06] [2.57e-06, 3.73e-06, 5.07e-06, 4.31e-06, 4.97e-06, 2.00e-06, 1.00e-06, 9.47e-08, 4.19e-07, 8.15e-08, 1.41e-05, 7.04e-06, 3.68e-05, 1.26e-05, 2.08e-08, 9.00e-08, 3.18e-07, 5.69e-07, 1.62e-07, 0.00e+00, 9.72e-07, 4.44e-06] []
17900 [4.11e-06, 3.81e-06, 5.06e-06, 3.91e-06, 4.93e-06, 2.07e-06, 1.04e-06, 7.07e-07, 1.35e-08, 3.50e-07, 4.41e-05, 2.30e-05, 1.59e-04, 1.47e-04, 3.47e-07, 3.77e-07, 2.31e-06, 1.87e-06, 8.27e-09, 5.41e-08, 1.06e-07, 3.41e-07] [4.11e-06, 3.81e-06, 5.06e-06, 3.91e-06, 4.93e-06, 2.07e-06, 1.04e-06, 7.07e-07, 1.35e-08, 3.50e-07, 4.41e-05, 2.30e-05, 1.59e-04, 1.47e-04, 3.47e-07, 3.77e-07, 2.31e-06, 1.87e-06, 8.27e-09, 5.41e-08, 1.06e-07, 3.41e-07] []
18000 [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07] [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07] []
Best model at step 17304:
train loss: 3.23e-05
test loss: 3.23e-05
test metric: []
'train' took 44.262129 s
Best train step: 17304
lambda_a: 6.064589577166606
lambda_b: 5.745071033338507
kappa_a: 1.4747413234060918
kappa_b: 1.3330609068324915
Best train step: 17304
lambda_a: 1.8024668694
lambda_b: 1.7483422756
kappa_a: 0.38848260045
kappa_b: 0.2874777317
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
18000 [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07] [4.21e-06, 3.94e-06, 5.12e-06, 4.47e-06, 4.75e-06, 2.07e-06, 9.76e-07, 3.51e-06, 3.92e-07, 2.60e-07, 4.60e-06, 6.17e-06, 8.63e-06, 4.10e-05, 5.98e-07, 4.92e-07, 1.74e-07, 7.31e-07, 1.02e-07, 0.00e+00, 6.09e-07, 6.58e-07] []
18100 [2.71e-06, 3.73e-06, 5.03e-06, 4.47e-06, 4.94e-06, 1.98e-06, 9.06e-07, 4.30e-07, 1.22e-08, 3.69e-07, 1.34e-05, 1.31e-05, 5.28e-05, 4.50e-05, 1.29e-08, 0.00e+00, 3.86e-09, 6.40e-09, 1.27e-07, 6.87e-09, 7.71e-07, 9.89e-08] [2.71e-06, 3.73e-06, 5.03e-06, 4.47e-06, 4.94e-06, 1.98e-06, 9.06e-07, 4.30e-07, 1.22e-08, 3.69e-07, 1.34e-05, 1.31e-05, 5.28e-05, 4.50e-05, 1.29e-08, 0.00e+00, 3.86e-09, 6.40e-09, 1.27e-07, 6.87e-09, 7.71e-07, 9.89e-08] []
18200 [2.21e-06, 3.75e-06, 4.88e-06, 4.33e-06, 4.71e-06, 1.97e-06, 9.10e-07, 7.78e-08, 2.60e-07, 5.45e-07, 3.04e-06, 2.76e-06, 2.74e-06, 4.10e-06, 8.21e-09, 5.79e-10, 2.44e-08, 1.20e-08, 1.41e-07, 5.60e-08, 8.58e-07, 3.48e-07] [2.21e-06, 3.75e-06, 4.88e-06, 4.33e-06, 4.71e-06, 1.97e-06, 9.10e-07, 7.78e-08, 2.60e-07, 5.45e-07, 3.04e-06, 2.76e-06, 2.74e-06, 4.10e-06, 8.21e-09, 5.79e-10, 2.44e-08, 1.20e-08, 1.41e-07, 5.60e-08, 8.58e-07, 3.48e-07] []
18300 [2.07e-06, 3.86e-06, 4.98e-06, 4.56e-06, 4.94e-06, 2.02e-06, 8.97e-07, 7.93e-08, 1.01e-06, 5.65e-07, 3.49e-06, 1.54e-05, 1.77e-05, 7.13e-05, 1.11e-09, 0.00e+00, 3.22e-09, 2.92e-12, 4.24e-08, 3.94e-07, 2.57e-07, 2.60e-06] [2.07e-06, 3.86e-06, 4.98e-06, 4.56e-06, 4.94e-06, 2.02e-06, 8.97e-07, 7.93e-08, 1.01e-06, 5.65e-07, 3.49e-06, 1.54e-05, 1.77e-05, 7.13e-05, 1.11e-09, 0.00e+00, 3.22e-09, 2.92e-12, 4.24e-08, 3.94e-07, 2.57e-07, 2.60e-06] []
18400 [2.48e-06, 3.77e-06, 4.91e-06, 4.29e-06, 4.69e-06, 1.93e-06, 7.67e-07, 9.46e-07, 2.33e-08, 2.08e-09, 1.08e-06, 1.65e-06, 2.88e-06, 1.40e-06, 3.93e-08, 2.83e-08, 1.07e-09, 1.70e-07, 6.27e-09, 8.55e-10, 2.41e-06, 5.16e-08] [2.48e-06, 3.77e-06, 4.91e-06, 4.29e-06, 4.69e-06, 1.93e-06, 7.67e-07, 9.46e-07, 2.33e-08, 2.08e-09, 1.08e-06, 1.65e-06, 2.88e-06, 1.40e-06, 3.93e-08, 2.83e-08, 1.07e-09, 1.70e-07, 6.27e-09, 8.55e-10, 2.41e-06, 5.16e-08] []
18500 [3.55e-06, 3.69e-06, 4.91e-06, 4.48e-06, 4.82e-06, 1.92e-06, 8.68e-07, 5.45e-07, 2.05e-07, 1.11e-08, 1.91e-05, 1.85e-05, 4.21e-05, 1.18e-06, 6.39e-07, 2.98e-07, 2.83e-10, 2.13e-09, 1.16e-08, 1.03e-07, 1.25e-07, 6.54e-07] [3.55e-06, 3.69e-06, 4.91e-06, 4.48e-06, 4.82e-06, 1.92e-06, 8.68e-07, 5.45e-07, 2.05e-07, 1.11e-08, 1.91e-05, 1.85e-05, 4.21e-05, 1.18e-06, 6.39e-07, 2.98e-07, 2.83e-10, 2.13e-09, 1.16e-08, 1.03e-07, 1.25e-07, 6.54e-07] []
18600 [1.88e-06, 4.03e-06, 4.80e-06, 4.61e-06, 5.04e-06, 2.05e-06, 1.43e-06, 4.76e-06, 1.64e-06, 1.19e-07, 9.00e-05, 1.17e-04, 2.30e-04, 4.24e-06, 3.74e-09, 3.88e-08, 3.63e-06, 8.14e-07, 5.22e-08, 0.00e+00, 3.36e-06, 1.37e-04] [1.88e-06, 4.03e-06, 4.80e-06, 4.61e-06, 5.04e-06, 2.05e-06, 1.43e-06, 4.76e-06, 1.64e-06, 1.19e-07, 9.00e-05, 1.17e-04, 2.30e-04, 4.24e-06, 3.74e-09, 3.88e-08, 3.63e-06, 8.14e-07, 5.22e-08, 0.00e+00, 3.36e-06, 1.37e-04] []
18700 [3.69e-06, 3.71e-06, 4.87e-06, 4.21e-06, 4.69e-06, 1.98e-06, 9.68e-07, 5.91e-08, 7.85e-08, 1.83e-07, 4.47e-06, 1.15e-05, 7.54e-06, 5.47e-06, 9.22e-07, 3.45e-07, 1.44e-08, 1.74e-08, 3.22e-10, 3.89e-08, 1.24e-06, 2.39e-07] [3.69e-06, 3.71e-06, 4.87e-06, 4.21e-06, 4.69e-06, 1.98e-06, 9.68e-07, 5.91e-08, 7.85e-08, 1.83e-07, 4.47e-06, 1.15e-05, 7.54e-06, 5.47e-06, 9.22e-07, 3.45e-07, 1.44e-08, 1.74e-08, 3.22e-10, 3.89e-08, 1.24e-06, 2.39e-07] []
18800 [1.70e-03, 2.53e-04, 5.65e-04, 1.20e-03, 4.48e-04, 1.92e-05, 3.90e-05, 3.77e-04, 3.29e-03, 4.87e-03, 3.62e-02, 1.21e-02, 7.07e-02, 3.82e-02, 5.21e-03, 4.25e-05, 3.29e-03, 2.89e-03, 8.22e-05, 6.66e-05, 3.62e-04, 3.03e-04] [1.70e-03, 2.53e-04, 5.65e-04, 1.20e-03, 4.48e-04, 1.92e-05, 3.90e-05, 3.77e-04, 3.29e-03, 4.87e-03, 3.62e-02, 1.21e-02, 7.07e-02, 3.82e-02, 5.21e-03, 4.25e-05, 3.29e-03, 2.89e-03, 8.22e-05, 6.66e-05, 3.62e-04, 3.03e-04] []
18900 [7.09e-05, 3.23e-05, 2.50e-05, 2.08e-05, 8.66e-05, 2.68e-06, 2.05e-06, 2.88e-05, 1.20e-05, 3.07e-05, 8.46e-04, 1.38e-03, 4.05e-03, 1.41e-03, 5.08e-05, 4.78e-06, 4.21e-06, 1.08e-06, 2.13e-07, 1.40e-07, 2.09e-05, 4.28e-06] [7.09e-05, 3.23e-05, 2.50e-05, 2.08e-05, 8.66e-05, 2.68e-06, 2.05e-06, 2.88e-05, 1.20e-05, 3.07e-05, 8.46e-04, 1.38e-03, 4.05e-03, 1.41e-03, 5.08e-05, 4.78e-06, 4.21e-06, 1.08e-06, 2.13e-07, 1.40e-07, 2.09e-05, 4.28e-06] []
19000 [2.12e-05, 1.09e-05, 1.23e-05, 7.85e-06, 8.17e-06, 6.87e-07, 1.77e-06, 3.61e-08, 2.13e-08, 5.37e-11, 5.63e-05, 6.25e-04, 7.45e-04, 1.30e-05, 1.43e-06, 2.28e-06, 2.16e-06, 3.35e-06, 6.23e-09, 3.68e-07, 2.82e-07, 2.46e-06] [2.12e-05, 1.09e-05, 1.23e-05, 7.85e-06, 8.17e-06, 6.87e-07, 1.77e-06, 3.61e-08, 2.13e-08, 5.37e-11, 5.63e-05, 6.25e-04, 7.45e-04, 1.30e-05, 1.43e-06, 2.28e-06, 2.16e-06, 3.35e-06, 6.23e-09, 3.68e-07, 2.82e-07, 2.46e-06] []
19100 [1.66e-05, 8.64e-06, 1.10e-05, 6.99e-06, 5.44e-06, 5.72e-07, 1.08e-06, 1.54e-09, 1.27e-09, 5.18e-10, 3.40e-05, 6.10e-04, 7.27e-04, 9.22e-06, 1.05e-06, 9.90e-07, 1.31e-06, 2.01e-06, 7.46e-09, 1.38e-07, 1.73e-07, 5.72e-07] [1.66e-05, 8.64e-06, 1.10e-05, 6.99e-06, 5.44e-06, 5.72e-07, 1.08e-06, 1.54e-09, 1.27e-09, 5.18e-10, 3.40e-05, 6.10e-04, 7.27e-04, 9.22e-06, 1.05e-06, 9.90e-07, 1.31e-06, 2.01e-06, 7.46e-09, 1.38e-07, 1.73e-07, 5.72e-07] []
19200 [1.49e-05, 7.45e-06, 1.00e-05, 6.93e-06, 4.75e-06, 5.41e-07, 7.27e-07, 3.80e-09, 1.62e-09, 8.29e-10, 2.63e-05, 6.04e-04, 7.14e-04, 7.05e-06, 8.68e-07, 5.25e-07, 9.58e-07, 1.55e-06, 5.14e-09, 6.61e-08, 1.33e-07, 2.14e-07] [1.49e-05, 7.45e-06, 1.00e-05, 6.93e-06, 4.75e-06, 5.41e-07, 7.27e-07, 3.80e-09, 1.62e-09, 8.29e-10, 2.63e-05, 6.04e-04, 7.14e-04, 7.05e-06, 8.68e-07, 5.25e-07, 9.58e-07, 1.55e-06, 5.14e-09, 6.61e-08, 1.33e-07, 2.14e-07] []
19300 [1.38e-05, 6.63e-06, 9.24e-06, 6.75e-06, 4.27e-06, 5.35e-07, 5.41e-07, 3.82e-08, 2.89e-09, 1.19e-09, 2.28e-05, 6.00e-04, 7.03e-04, 5.88e-06, 6.81e-07, 3.13e-07, 7.77e-07, 1.31e-06, 1.18e-08, 3.48e-08, 1.06e-07, 1.44e-07] [1.38e-05, 6.63e-06, 9.24e-06, 6.75e-06, 4.27e-06, 5.35e-07, 5.41e-07, 3.82e-08, 2.89e-09, 1.19e-09, 2.28e-05, 6.00e-04, 7.03e-04, 5.88e-06, 6.81e-07, 3.13e-07, 7.77e-07, 1.31e-06, 1.18e-08, 3.48e-08, 1.06e-07, 1.44e-07] []
19400 [1.29e-05, 5.96e-06, 8.55e-06, 6.41e-06, 3.84e-06, 5.64e-07, 4.80e-07, 1.38e-10, 1.48e-09, 8.98e-10, 2.09e-05, 5.97e-04, 6.92e-04, 5.18e-06, 5.49e-07, 1.88e-07, 6.45e-07, 1.13e-06, 4.11e-09, 2.63e-08, 8.90e-08, 1.03e-07] [1.29e-05, 5.96e-06, 8.55e-06, 6.41e-06, 3.84e-06, 5.64e-07, 4.80e-07, 1.38e-10, 1.48e-09, 8.98e-10, 2.09e-05, 5.97e-04, 6.92e-04, 5.18e-06, 5.49e-07, 1.88e-07, 6.45e-07, 1.13e-06, 4.11e-09, 2.63e-08, 8.90e-08, 1.03e-07] []
19500 [1.22e-05, 5.36e-06, 7.95e-06, 6.00e-06, 3.46e-06, 6.69e-07, 5.00e-07, 3.25e-09, 2.05e-09, 8.60e-10, 1.95e-05, 5.93e-04, 6.82e-04, 4.67e-06, 4.59e-07, 1.23e-07, 5.37e-07, 9.60e-07, 5.21e-09, 2.04e-08, 5.61e-08, 8.14e-08] [1.22e-05, 5.36e-06, 7.95e-06, 6.00e-06, 3.46e-06, 6.69e-07, 5.00e-07, 3.25e-09, 2.05e-09, 8.60e-10, 1.95e-05, 5.93e-04, 6.82e-04, 4.67e-06, 4.59e-07, 1.23e-07, 5.37e-07, 9.60e-07, 5.21e-09, 2.04e-08, 5.61e-08, 8.14e-08] []
19600 [1.15e-05, 4.83e-06, 7.42e-06, 5.61e-06, 3.13e-06, 8.36e-07, 5.80e-07, 1.26e-09, 2.68e-10, 6.32e-10, 1.83e-05, 5.88e-04, 6.72e-04, 4.15e-06, 3.98e-07, 1.06e-07, 4.29e-07, 7.73e-07, 5.29e-09, 1.88e-08, 4.30e-08, 6.53e-08] [1.15e-05, 4.83e-06, 7.42e-06, 5.61e-06, 3.13e-06, 8.36e-07, 5.80e-07, 1.26e-09, 2.68e-10, 6.32e-10, 1.83e-05, 5.88e-04, 6.72e-04, 4.15e-06, 3.98e-07, 1.06e-07, 4.29e-07, 7.73e-07, 5.29e-09, 1.88e-08, 4.30e-08, 6.53e-08] []
19700 [9.93e-06, 4.37e-06, 7.17e-06, 5.35e-06, 2.67e-06, 1.12e-06, 7.36e-07, 1.06e-08, 7.26e-10, 2.96e-10, 2.08e-05, 5.87e-04, 6.70e-04, 3.85e-06, 3.88e-07, 6.09e-08, 4.76e-07, 8.75e-07, 5.67e-09, 1.28e-08, 4.01e-08, 6.25e-08] [9.93e-06, 4.37e-06, 7.17e-06, 5.35e-06, 2.67e-06, 1.12e-06, 7.36e-07, 1.06e-08, 7.26e-10, 2.96e-10, 2.08e-05, 5.87e-04, 6.70e-04, 3.85e-06, 3.88e-07, 6.09e-08, 4.76e-07, 8.75e-07, 5.67e-09, 1.28e-08, 4.01e-08, 6.25e-08] []
19800 [1.01e-05, 3.85e-06, 6.51e-06, 4.87e-06, 2.55e-06, 1.44e-06, 9.65e-07, 4.37e-10, 5.57e-12, 2.74e-10, 1.64e-05, 5.80e-04, 6.55e-04, 3.43e-06, 3.41e-07, 1.21e-07, 2.89e-07, 5.25e-07, 5.25e-09, 6.17e-09, 2.67e-08, 5.90e-08] [1.01e-05, 3.85e-06, 6.51e-06, 4.87e-06, 2.55e-06, 1.44e-06, 9.65e-07, 4.37e-10, 5.57e-12, 2.74e-10, 1.64e-05, 5.80e-04, 6.55e-04, 3.43e-06, 3.41e-07, 1.21e-07, 2.89e-07, 5.25e-07, 5.25e-09, 6.17e-09, 2.67e-08, 5.90e-08] []
19900 [1.13e-05, 3.61e-06, 6.58e-06, 4.62e-06, 2.53e-06, 1.84e-06, 1.32e-06, 2.32e-09, 2.89e-09, 2.14e-08, 1.38e-05, 5.79e-04, 6.51e-04, 2.91e-06, 3.61e-07, 1.70e-07, 1.35e-07, 3.75e-07, 9.40e-09, 4.32e-09, 3.42e-08, 7.40e-08] [1.13e-05, 3.61e-06, 6.58e-06, 4.62e-06, 2.53e-06, 1.84e-06, 1.32e-06, 2.32e-09, 2.89e-09, 2.14e-08, 1.38e-05, 5.79e-04, 6.51e-04, 2.91e-06, 3.61e-07, 1.70e-07, 1.35e-07, 3.75e-07, 9.40e-09, 4.32e-09, 3.42e-08, 7.40e-08] []
20000 [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07] [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07] []
Best model at step 18406:
train loss: 2.93e-05
test loss: 2.93e-05
test metric: []
'train' took 44.485493 s
Best train step: 18406
lambda_a: 6.2917086745854975
lambda_b: 5.710669534078695
kappa_a: 1.5348937101350875
kappa_b: 1.3525917226155442
Best train step: 18406
lambda_a: 1.8392326832
lambda_b: 1.7423362732
kappa_a: 0.42846113443
kappa_b: 0.30202254653
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
20000 [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07] [1.34e-05, 3.42e-06, 6.41e-06, 5.80e-06, 2.14e-06, 2.29e-06, 1.75e-06, 1.81e-08, 6.41e-07, 3.22e-07, 5.44e-05, 5.93e-04, 7.28e-04, 5.05e-06, 2.94e-06, 2.96e-08, 1.06e-07, 2.45e-09, 4.81e-09, 4.50e-10, 1.14e-07, 3.44e-07] []
20100 [9.17e-06, 2.64e-06, 5.64e-06, 3.98e-06, 1.93e-06, 2.82e-06, 2.18e-06, 1.16e-08, 7.50e-08, 1.43e-09, 1.36e-05, 5.66e-04, 6.29e-04, 2.35e-06, 2.64e-07, 1.13e-07, 4.99e-08, 1.97e-07, 2.37e-09, 4.87e-09, 7.60e-08, 1.39e-07] [9.17e-06, 2.64e-06, 5.64e-06, 3.98e-06, 1.93e-06, 2.82e-06, 2.18e-06, 1.16e-08, 7.50e-08, 1.43e-09, 1.36e-05, 5.66e-04, 6.29e-04, 2.35e-06, 2.64e-07, 1.13e-07, 4.99e-08, 1.97e-07, 2.37e-09, 4.87e-09, 7.60e-08, 1.39e-07] []
20200 [2.31e-05, 2.13e-06, 9.68e-06, 7.12e-06, 2.44e-06, 4.32e-06, 3.81e-06, 3.67e-07, 3.56e-07, 5.51e-08, 1.14e-04, 6.06e-04, 7.11e-04, 3.00e-05, 4.82e-07, 1.88e-06, 4.75e-07, 1.23e-06, 1.19e-07, 1.94e-09, 3.22e-06, 3.59e-06] [2.31e-05, 2.13e-06, 9.68e-06, 7.12e-06, 2.44e-06, 4.32e-06, 3.81e-06, 3.67e-07, 3.56e-07, 5.51e-08, 1.14e-04, 6.06e-04, 7.11e-04, 3.00e-05, 4.82e-07, 1.88e-06, 4.75e-07, 1.23e-06, 1.19e-07, 1.94e-09, 3.22e-06, 3.59e-06] []
20300 [1.01e-05, 1.91e-06, 7.94e-06, 4.48e-06, 2.14e-06, 3.88e-06, 3.84e-06, 8.64e-11, 3.78e-10, 3.92e-10, 1.26e-05, 5.39e-04, 5.85e-04, 1.92e-06, 4.49e-07, 2.18e-07, 2.25e-07, 2.10e-07, 1.47e-09, 4.91e-09, 3.01e-08, 7.92e-08] [1.01e-05, 1.91e-06, 7.94e-06, 4.48e-06, 2.14e-06, 3.88e-06, 3.84e-06, 8.64e-11, 3.78e-10, 3.92e-10, 1.26e-05, 5.39e-04, 5.85e-04, 1.92e-06, 4.49e-07, 2.18e-07, 2.25e-07, 2.10e-07, 1.47e-09, 4.91e-09, 3.01e-08, 7.92e-08] []
20400 [1.07e-05, 1.57e-06, 7.57e-06, 4.42e-06, 2.01e-06, 4.13e-06, 4.18e-06, 1.69e-08, 5.23e-09, 2.01e-11, 1.42e-05, 5.06e-04, 5.44e-04, 1.29e-06, 4.03e-07, 2.87e-07, 1.17e-07, 1.19e-07, 3.70e-10, 2.90e-09, 3.03e-08, 6.10e-08] [1.07e-05, 1.57e-06, 7.57e-06, 4.42e-06, 2.01e-06, 4.13e-06, 4.18e-06, 1.69e-08, 5.23e-09, 2.01e-11, 1.42e-05, 5.06e-04, 5.44e-04, 1.29e-06, 4.03e-07, 2.87e-07, 1.17e-07, 1.19e-07, 3.70e-10, 2.90e-09, 3.03e-08, 6.10e-08] []
20500 [2.87e-05, 3.20e-06, 9.89e-06, 1.14e-05, 4.44e-06, 4.29e-06, 4.63e-06, 2.35e-08, 1.07e-06, 1.97e-07, 6.81e-05, 1.63e-04, 1.79e-04, 4.42e-05, 1.30e-06, 1.36e-06, 5.16e-10, 8.38e-08, 6.91e-08, 0.00e+00, 3.56e-07, 1.23e-06] [2.87e-05, 3.20e-06, 9.89e-06, 1.14e-05, 4.44e-06, 4.29e-06, 4.63e-06, 2.35e-08, 1.07e-06, 1.97e-07, 6.81e-05, 1.63e-04, 1.79e-04, 4.42e-05, 1.30e-06, 1.36e-06, 5.16e-10, 8.38e-08, 6.91e-08, 0.00e+00, 3.56e-07, 1.23e-06] []
20600 [2.04e-05, 2.39e-06, 5.64e-06, 6.92e-06, 4.13e-06, 3.11e-06, 3.56e-06, 1.52e-06, 2.86e-06, 1.50e-07, 2.20e-05, 2.24e-04, 2.43e-04, 7.48e-07, 3.87e-06, 2.34e-06, 0.00e+00, 3.84e-08, 0.00e+00, 8.92e-08, 6.76e-07, 6.30e-07] [2.04e-05, 2.39e-06, 5.64e-06, 6.92e-06, 4.13e-06, 3.11e-06, 3.56e-06, 1.52e-06, 2.86e-06, 1.50e-07, 2.20e-05, 2.24e-04, 2.43e-04, 7.48e-07, 3.87e-06, 2.34e-06, 0.00e+00, 3.84e-08, 0.00e+00, 8.92e-08, 6.76e-07, 6.30e-07] []
20700 [1.16e-05, 1.80e-06, 5.13e-06, 5.47e-06, 2.36e-06, 3.57e-06, 2.97e-06, 5.66e-10, 4.60e-07, 5.84e-08, 1.63e-05, 1.66e-04, 1.49e-04, 9.52e-05, 1.70e-10, 1.76e-07, 5.77e-11, 0.00e+00, 5.89e-10, 0.00e+00, 1.35e-07, 3.85e-07] [1.16e-05, 1.80e-06, 5.13e-06, 5.47e-06, 2.36e-06, 3.57e-06, 2.97e-06, 5.66e-10, 4.60e-07, 5.84e-08, 1.63e-05, 1.66e-04, 1.49e-04, 9.52e-05, 1.70e-10, 1.76e-07, 5.77e-11, 0.00e+00, 5.89e-10, 0.00e+00, 1.35e-07, 3.85e-07] []
20800 [1.84e-05, 1.89e-06, 4.89e-06, 3.97e-06, 2.73e-06, 3.58e-06, 2.93e-06, 1.84e-06, 3.59e-08, 6.01e-08, 2.77e-05, 1.98e-04, 2.06e-04, 4.05e-04, 6.84e-06, 8.13e-06, 4.05e-06, 2.70e-06, 1.26e-07, 1.39e-07, 6.06e-07, 6.93e-07] [1.84e-05, 1.89e-06, 4.89e-06, 3.97e-06, 2.73e-06, 3.58e-06, 2.93e-06, 1.84e-06, 3.59e-08, 6.01e-08, 2.77e-05, 1.98e-04, 2.06e-04, 4.05e-04, 6.84e-06, 8.13e-06, 4.05e-06, 2.70e-06, 1.26e-07, 1.39e-07, 6.06e-07, 6.93e-07] []
20900 [8.43e-06, 1.89e-06, 4.38e-06, 4.32e-06, 2.29e-06, 4.04e-06, 2.61e-06, 9.49e-09, 1.36e-06, 2.73e-09, 1.35e-05, 1.74e-04, 1.65e-04, 2.15e-04, 0.00e+00, 1.01e-08, 4.49e-10, 0.00e+00, 2.62e-09, 0.00e+00, 3.28e-08, 7.12e-07] [8.43e-06, 1.89e-06, 4.38e-06, 4.32e-06, 2.29e-06, 4.04e-06, 2.61e-06, 9.49e-09, 1.36e-06, 2.73e-09, 1.35e-05, 1.74e-04, 1.65e-04, 2.15e-04, 0.00e+00, 1.01e-08, 4.49e-10, 0.00e+00, 2.62e-09, 0.00e+00, 3.28e-08, 7.12e-07] []
21000 [8.63e-06, 1.62e-06, 4.24e-06, 2.92e-06, 2.25e-06, 3.96e-06, 2.56e-06, 3.34e-07, 7.11e-09, 7.88e-10, 4.35e-06, 1.32e-04, 1.25e-04, 1.33e-05, 8.44e-07, 1.46e-06, 1.41e-07, 1.62e-07, 1.23e-08, 1.18e-08, 1.06e-07, 1.20e-07] [8.63e-06, 1.62e-06, 4.24e-06, 2.92e-06, 2.25e-06, 3.96e-06, 2.56e-06, 3.34e-07, 7.11e-09, 7.88e-10, 4.35e-06, 1.32e-04, 1.25e-04, 1.33e-05, 8.44e-07, 1.46e-06, 1.41e-07, 1.62e-07, 1.23e-08, 1.18e-08, 1.06e-07, 1.20e-07] []
21100 [8.45e-06, 1.58e-06, 4.23e-06, 2.72e-06, 2.66e-06, 4.34e-06, 2.54e-06, 5.17e-06, 3.48e-06, 7.09e-09, 3.75e-06, 1.20e-04, 1.16e-04, 8.40e-06, 1.02e-06, 1.44e-06, 9.38e-08, 1.00e-08, 0.00e+00, 0.00e+00, 3.07e-06, 2.13e-06] [8.45e-06, 1.58e-06, 4.23e-06, 2.72e-06, 2.66e-06, 4.34e-06, 2.54e-06, 5.17e-06, 3.48e-06, 7.09e-09, 3.75e-06, 1.20e-04, 1.16e-04, 8.40e-06, 1.02e-06, 1.44e-06, 9.38e-08, 1.00e-08, 0.00e+00, 0.00e+00, 3.07e-06, 2.13e-06] []
21200 [6.72e-06, 1.88e-06, 4.61e-06, 2.64e-06, 2.88e-06, 4.57e-06, 2.45e-06, 1.91e-07, 2.84e-11, 3.53e-11, 5.20e-06, 9.29e-05, 1.02e-04, 1.22e-06, 4.95e-07, 6.19e-07, 3.68e-08, 2.47e-08, 1.08e-12, 5.61e-10, 1.10e-07, 1.52e-07] [6.72e-06, 1.88e-06, 4.61e-06, 2.64e-06, 2.88e-06, 4.57e-06, 2.45e-06, 1.91e-07, 2.84e-11, 3.53e-11, 5.20e-06, 9.29e-05, 1.02e-04, 1.22e-06, 4.95e-07, 6.19e-07, 3.68e-08, 2.47e-08, 1.08e-12, 5.61e-10, 1.10e-07, 1.52e-07] []
21300 [5.58e-06, 2.58e-06, 5.15e-06, 3.16e-06, 4.15e-06, 4.57e-06, 2.33e-06, 5.57e-06, 2.87e-06, 3.23e-08, 1.06e-05, 7.98e-05, 1.01e-04, 1.10e-04, 6.15e-09, 1.97e-08, 9.95e-09, 4.90e-11, 3.70e-07, 0.00e+00, 2.34e-06, 1.03e-06] [5.58e-06, 2.58e-06, 5.15e-06, 3.16e-06, 4.15e-06, 4.57e-06, 2.33e-06, 5.57e-06, 2.87e-06, 3.23e-08, 1.06e-05, 7.98e-05, 1.01e-04, 1.10e-04, 6.15e-09, 1.97e-08, 9.95e-09, 4.90e-11, 3.70e-07, 0.00e+00, 2.34e-06, 1.03e-06] []
21400 [1.06e-05, 4.60e-06, 5.73e-06, 5.17e-06, 6.29e-06, 4.94e-06, 2.53e-06, 1.12e-05, 1.92e-05, 3.60e-07, 2.58e-05, 1.55e-04, 1.45e-04, 5.83e-04, 0.00e+00, 8.59e-08, 0.00e+00, 0.00e+00, 8.34e-08, 0.00e+00, 1.89e-06, 8.86e-06] [1.06e-05, 4.60e-06, 5.73e-06, 5.17e-06, 6.29e-06, 4.94e-06, 2.53e-06, 1.12e-05, 1.92e-05, 3.60e-07, 2.58e-05, 1.55e-04, 1.45e-04, 5.83e-04, 0.00e+00, 8.59e-08, 0.00e+00, 0.00e+00, 8.34e-08, 0.00e+00, 1.89e-06, 8.86e-06] []
21500 [2.09e-05, 4.26e-06, 6.41e-06, 6.95e-06, 5.25e-06, 4.27e-06, 2.14e-06, 3.05e-07, 1.59e-10, 1.19e-07, 3.56e-05, 1.80e-04, 8.16e-05, 5.88e-04, 1.54e-05, 1.22e-05, 2.45e-06, 2.09e-06, 0.00e+00, 1.81e-08, 4.42e-07, 1.03e-07] [2.09e-05, 4.26e-06, 6.41e-06, 6.95e-06, 5.25e-06, 4.27e-06, 2.14e-06, 3.05e-07, 1.59e-10, 1.19e-07, 3.56e-05, 1.80e-04, 8.16e-05, 5.88e-04, 1.54e-05, 1.22e-05, 2.45e-06, 2.09e-06, 0.00e+00, 1.81e-08, 4.42e-07, 1.03e-07] []
21600 [5.59e-06, 3.88e-06, 5.32e-06, 5.94e-06, 5.46e-06, 3.24e-06, 1.79e-06, 2.61e-07, 6.30e-07, 1.49e-10, 6.29e-06, 1.75e-05, 2.18e-05, 1.07e-06, 2.20e-07, 5.42e-08, 1.84e-08, 3.48e-08, 9.74e-11, 1.01e-09, 1.92e-07, 1.98e-07] [5.59e-06, 3.88e-06, 5.32e-06, 5.94e-06, 5.46e-06, 3.24e-06, 1.79e-06, 2.61e-07, 6.30e-07, 1.49e-10, 6.29e-06, 1.75e-05, 2.18e-05, 1.07e-06, 2.20e-07, 5.42e-08, 1.84e-08, 3.48e-08, 9.74e-11, 1.01e-09, 1.92e-07, 1.98e-07] []
21700 [6.19e-06, 4.37e-06, 5.12e-06, 5.88e-06, 6.20e-06, 2.75e-06, 1.67e-06, 7.58e-07, 3.25e-07, 1.11e-08, 4.86e-06, 1.33e-05, 2.16e-05, 1.13e-06, 8.65e-07, 1.42e-07, 1.78e-08, 5.66e-08, 8.33e-08, 1.70e-09, 5.05e-07, 2.04e-07] [6.19e-06, 4.37e-06, 5.12e-06, 5.88e-06, 6.20e-06, 2.75e-06, 1.67e-06, 7.58e-07, 3.25e-07, 1.11e-08, 4.86e-06, 1.33e-05, 2.16e-05, 1.13e-06, 8.65e-07, 1.42e-07, 1.78e-08, 5.66e-08, 8.33e-08, 1.70e-09, 5.05e-07, 2.04e-07] []
21800 [1.44e-05, 4.91e-06, 5.68e-06, 6.09e-06, 7.17e-06, 2.56e-06, 2.13e-06, 2.29e-05, 4.66e-07, 9.12e-07, 2.05e-05, 4.70e-05, 1.91e-04, 5.33e-04, 5.20e-06, 1.35e-06, 4.58e-06, 5.53e-06, 0.00e+00, 9.32e-08, 1.12e-05, 5.14e-07] [1.44e-05, 4.91e-06, 5.68e-06, 6.09e-06, 7.17e-06, 2.56e-06, 2.13e-06, 2.29e-05, 4.66e-07, 9.12e-07, 2.05e-05, 4.70e-05, 1.91e-04, 5.33e-04, 5.20e-06, 1.35e-06, 4.58e-06, 5.53e-06, 0.00e+00, 9.32e-08, 1.12e-05, 5.14e-07] []
21900 [4.40e-06, 4.44e-06, 4.84e-06, 5.53e-06, 6.13e-06, 1.94e-06, 1.55e-06, 1.56e-09, 1.76e-08, 4.31e-10, 4.02e-06, 9.38e-06, 1.19e-05, 3.64e-07, 5.55e-09, 6.53e-09, 1.64e-08, 5.40e-08, 1.63e-08, 3.79e-08, 1.07e-07, 1.94e-07] [4.40e-06, 4.44e-06, 4.84e-06, 5.53e-06, 6.13e-06, 1.94e-06, 1.55e-06, 1.56e-09, 1.76e-08, 4.31e-10, 4.02e-06, 9.38e-06, 1.19e-05, 3.64e-07, 5.55e-09, 6.53e-09, 1.64e-08, 5.40e-08, 1.63e-08, 3.79e-08, 1.07e-07, 1.94e-07] []
22000 [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06] [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06] []
Best model at step 18406:
train loss: 2.93e-05
test loss: 2.93e-05
test metric: []
'train' took 44.169631 s
Best train step: 18406
lambda_a: 6.2917086745854975
lambda_b: 5.710669534078695
kappa_a: 1.5348937101350875
kappa_b: 1.3525917226155442
Training model...
Step Train loss Test loss Test metric
22000 [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06] [2.85e-05, 5.71e-06, 6.24e-06, 6.31e-06, 7.07e-06, 2.17e-06, 2.11e-06, 2.62e-05, 1.68e-07, 7.18e-07, 8.24e-05, 2.08e-04, 3.91e-04, 1.80e-03, 2.21e-05, 1.78e-05, 1.20e-05, 9.61e-06, 0.00e+00, 6.41e-07, 1.24e-05, 3.45e-06] []
22100 [3.95e-06, 4.51e-06, 4.85e-06, 5.30e-06, 6.16e-06, 1.43e-06, 1.31e-06, 2.65e-06, 1.34e-06, 2.34e-08, 2.53e-06, 3.12e-06, 4.07e-06, 9.51e-07, 8.35e-08, 6.01e-09, 8.95e-09, 4.39e-08, 1.38e-07, 4.32e-07, 8.20e-07, 2.78e-06] [3.95e-06, 4.51e-06, 4.85e-06, 5.30e-06, 6.16e-06, 1.43e-06, 1.31e-06, 2.65e-06, 1.34e-06, 2.34e-08, 2.53e-06, 3.12e-06, 4.07e-06, 9.51e-07, 8.35e-08, 6.01e-09, 8.95e-09, 4.39e-08, 1.38e-07, 4.32e-07, 8.20e-07, 2.78e-06] []
22200 [4.17e-06, 4.27e-06, 4.67e-06, 5.11e-06, 5.98e-06, 1.31e-06, 1.29e-06, 1.94e-07, 8.01e-06, 8.40e-10, 2.43e-06, 3.61e-06, 4.34e-06, 8.45e-07, 1.61e-07, 7.62e-09, 4.05e-08, 8.58e-09, 2.44e-08, 3.59e-07, 1.57e-07, 1.48e-06] [4.17e-06, 4.27e-06, 4.67e-06, 5.11e-06, 5.98e-06, 1.31e-06, 1.29e-06, 1.94e-07, 8.01e-06, 8.40e-10, 2.43e-06, 3.61e-06, 4.34e-06, 8.45e-07, 1.61e-07, 7.62e-09, 4.05e-08, 8.58e-09, 2.44e-08, 3.59e-07, 1.57e-07, 1.48e-06] []
22300 [1.26e-05, 5.99e-06, 5.74e-06, 6.29e-06, 7.91e-06, 1.62e-06, 1.96e-06, 3.15e-08, 2.23e-06, 5.48e-07, 3.61e-05, 1.55e-04, 2.84e-04, 1.19e-03, 4.60e-10, 0.00e+00, 6.16e-10, 0.00e+00, 1.28e-08, 0.00e+00, 1.11e-07, 1.65e-06] [1.26e-05, 5.99e-06, 5.74e-06, 6.29e-06, 7.91e-06, 1.62e-06, 1.96e-06, 3.15e-08, 2.23e-06, 5.48e-07, 3.61e-05, 1.55e-04, 2.84e-04, 1.19e-03, 4.60e-10, 0.00e+00, 6.16e-10, 0.00e+00, 1.28e-08, 0.00e+00, 1.11e-07, 1.65e-06] []
22400 [3.78e-06, 4.41e-06, 4.94e-06, 5.24e-06, 5.69e-06, 1.13e-06, 1.16e-06, 1.34e-07, 5.38e-06, 8.52e-10, 1.91e-06, 2.41e-06, 3.08e-06, 4.94e-07, 7.70e-08, 4.67e-09, 6.88e-09, 1.14e-08, 6.15e-09, 1.55e-07, 5.21e-08, 1.66e-06] [3.78e-06, 4.41e-06, 4.94e-06, 5.24e-06, 5.69e-06, 1.13e-06, 1.16e-06, 1.34e-07, 5.38e-06, 8.52e-10, 1.91e-06, 2.41e-06, 3.08e-06, 4.94e-07, 7.70e-08, 4.67e-09, 6.88e-09, 1.14e-08, 6.15e-09, 1.55e-07, 5.21e-08, 1.66e-06] []
22500 [1.17e-05, 6.05e-06, 6.03e-06, 6.54e-06, 7.71e-06, 1.37e-06, 1.82e-06, 4.50e-07, 5.67e-05, 8.38e-07, 3.27e-05, 1.27e-04, 4.18e-04, 1.25e-03, 0.00e+00, 8.27e-12, 8.96e-11, 0.00e+00, 1.11e-10, 0.00e+00, 1.14e-07, 2.68e-05] [1.17e-05, 6.05e-06, 6.03e-06, 6.54e-06, 7.71e-06, 1.37e-06, 1.82e-06, 4.50e-07, 5.67e-05, 8.38e-07, 3.27e-05, 1.27e-04, 4.18e-04, 1.25e-03, 0.00e+00, 8.27e-12, 8.96e-11, 0.00e+00, 1.11e-10, 0.00e+00, 1.14e-07, 2.68e-05] []
22600 [3.32e-06, 4.36e-06, 4.95e-06, 5.20e-06, 5.63e-06, 1.10e-06, 1.13e-06, 2.13e-06, 1.75e-05, 7.10e-08, 1.67e-06, 2.57e-06, 2.44e-06, 5.23e-07, 4.48e-08, 5.74e-09, 4.43e-09, 4.58e-08, 6.46e-08, 2.11e-09, 2.30e-07, 1.46e-06] [3.32e-06, 4.36e-06, 4.95e-06, 5.20e-06, 5.63e-06, 1.10e-06, 1.13e-06, 2.13e-06, 1.75e-05, 7.10e-08, 1.67e-06, 2.57e-06, 2.44e-06, 5.23e-07, 4.48e-08, 5.74e-09, 4.43e-09, 4.58e-08, 6.46e-08, 2.11e-09, 2.30e-07, 1.46e-06] []
22700 [3.05e-06, 4.40e-06, 5.06e-06, 5.38e-06, 5.21e-06, 1.11e-06, 1.16e-06, 9.85e-09, 9.64e-09, 1.62e-11, 2.39e-06, 9.72e-06, 1.06e-05, 3.75e-07, 4.24e-09, 3.54e-09, 2.51e-08, 2.70e-08, 1.87e-09, 3.99e-09, 2.07e-08, 2.53e-08] [3.05e-06, 4.40e-06, 5.06e-06, 5.38e-06, 5.21e-06, 1.11e-06, 1.16e-06, 9.85e-09, 9.64e-09, 1.62e-11, 2.39e-06, 9.72e-06, 1.06e-05, 3.75e-07, 4.24e-09, 3.54e-09, 2.51e-08, 2.70e-08, 1.87e-09, 3.99e-09, 2.07e-08, 2.53e-08] []
22800 [2.52e-06, 4.34e-06, 5.03e-06, 5.05e-06, 5.04e-06, 1.21e-06, 1.44e-06, 1.40e-06, 3.81e-05, 2.42e-08, 7.86e-06, 3.04e-05, 4.28e-05, 2.97e-07, 3.31e-09, 6.06e-09, 1.40e-07, 1.28e-07, 1.40e-07, 1.82e-06, 9.06e-07, 8.84e-06] [2.52e-06, 4.34e-06, 5.03e-06, 5.05e-06, 5.04e-06, 1.21e-06, 1.44e-06, 1.40e-06, 3.81e-05, 2.42e-08, 7.86e-06, 3.04e-05, 4.28e-05, 2.97e-07, 3.31e-09, 6.06e-09, 1.40e-07, 1.28e-07, 1.40e-07, 1.82e-06, 9.06e-07, 8.84e-06] []
22900 [4.88e-06, 3.62e-06, 4.12e-06, 4.26e-06, 4.29e-06, 1.02e-06, 1.23e-06, 1.19e-08, 1.86e-07, 6.83e-08, 4.15e-06, 1.16e-05, 1.36e-05, 6.02e-06, 1.50e-07, 7.77e-08, 2.60e-08, 2.83e-07, 1.17e-07, 2.22e-09, 8.94e-07, 5.33e-06] [4.88e-06, 3.62e-06, 4.12e-06, 4.26e-06, 4.29e-06, 1.02e-06, 1.23e-06, 1.19e-08, 1.86e-07, 6.83e-08, 4.15e-06, 1.16e-05, 1.36e-05, 6.02e-06, 1.50e-07, 7.77e-08, 2.60e-08, 2.83e-07, 1.17e-07, 2.22e-09, 8.94e-07, 5.33e-06] []
23000 [5.94e-06, 4.36e-06, 4.89e-06, 4.72e-06, 5.72e-06, 8.35e-07, 9.55e-07, 1.13e-06, 2.66e-05, 7.84e-09, 8.31e-06, 2.11e-05, 4.36e-06, 5.20e-05, 2.12e-06, 7.41e-07, 4.87e-08, 2.36e-08, 2.36e-08, 0.00e+00, 3.58e-07, 5.61e-05] [5.94e-06, 4.36e-06, 4.89e-06, 4.72e-06, 5.72e-06, 8.35e-07, 9.55e-07, 1.13e-06, 2.66e-05, 7.84e-09, 8.31e-06, 2.11e-05, 4.36e-06, 5.20e-05, 2.12e-06, 7.41e-07, 4.87e-08, 2.36e-08, 2.36e-08, 0.00e+00, 3.58e-07, 5.61e-05] []
23100 [5.89e-06, 4.95e-06, 5.50e-06, 5.51e-06, 6.55e-06, 1.28e-06, 1.46e-06, 1.04e-05, 2.40e-07, 2.57e-07, 1.66e-05, 7.87e-05, 1.03e-04, 5.02e-04, 0.00e+00, 1.84e-09, 1.05e-09, 0.00e+00, 1.33e-07, 0.00e+00, 2.99e-06, 1.82e-07] [5.89e-06, 4.95e-06, 5.50e-06, 5.51e-06, 6.55e-06, 1.28e-06, 1.46e-06, 1.04e-05, 2.40e-07, 2.57e-07, 1.66e-05, 7.87e-05, 1.03e-04, 5.02e-04, 0.00e+00, 1.84e-09, 1.05e-09, 0.00e+00, 1.33e-07, 0.00e+00, 2.99e-06, 1.82e-07] []
23200 [2.74e-06, 4.26e-06, 5.03e-06, 4.36e-06, 5.46e-06, 9.05e-07, 1.06e-06, 3.69e-07, 1.35e-07, 6.97e-09, 5.24e-06, 1.02e-05, 3.13e-05, 5.73e-06, 3.66e-08, 1.30e-08, 1.59e-07, 1.71e-07, 3.00e-08, 1.96e-08, 1.80e-07, 1.20e-07] [2.74e-06, 4.26e-06, 5.03e-06, 4.36e-06, 5.46e-06, 9.05e-07, 1.06e-06, 3.69e-07, 1.35e-07, 6.97e-09, 5.24e-06, 1.02e-05, 3.13e-05, 5.73e-06, 3.66e-08, 1.30e-08, 1.59e-07, 1.71e-07, 3.00e-08, 1.96e-08, 1.80e-07, 1.20e-07] []
23300 [4.88e-06, 4.21e-06, 4.99e-06, 4.34e-06, 5.45e-06, 8.66e-07, 9.82e-07, 9.56e-07, 1.00e-10, 3.93e-08, 2.81e-06, 9.99e-06, 6.70e-06, 3.57e-05, 8.26e-07, 3.91e-07, 1.20e-07, 1.77e-07, 3.84e-13, 7.09e-11, 3.66e-07, 1.19e-07] [4.88e-06, 4.21e-06, 4.99e-06, 4.34e-06, 5.45e-06, 8.66e-07, 9.82e-07, 9.56e-07, 1.00e-10, 3.93e-08, 2.81e-06, 9.99e-06, 6.70e-06, 3.57e-05, 8.26e-07, 3.91e-07, 1.20e-07, 1.77e-07, 3.84e-13, 7.09e-11, 3.66e-07, 1.19e-07] []
23400 [4.01e-06, 4.11e-06, 4.93e-06, 4.44e-06, 5.46e-06, 1.01e-06, 1.13e-06, 2.57e-07, 8.99e-07, 2.00e-07, 5.85e-06, 5.74e-05, 5.23e-05, 2.21e-04, 1.70e-08, 2.43e-08, 1.15e-08, 0.00e+00, 6.72e-08, 9.66e-08, 3.80e-07, 5.97e-07] [4.01e-06, 4.11e-06, 4.93e-06, 4.44e-06, 5.46e-06, 1.01e-06, 1.13e-06, 2.57e-07, 8.99e-07, 2.00e-07, 5.85e-06, 5.74e-05, 5.23e-05, 2.21e-04, 1.70e-08, 2.43e-08, 1.15e-08, 0.00e+00, 6.72e-08, 9.66e-08, 3.80e-07, 5.97e-07] []
23500 [2.83e-06, 3.90e-06, 4.64e-06, 4.22e-06, 5.15e-06, 1.12e-06, 9.24e-07, 1.96e-05, 2.74e-07, 7.15e-09, 4.37e-06, 2.02e-05, 1.43e-05, 2.78e-05, 8.73e-09, 2.14e-09, 8.72e-08, 9.79e-08, 9.44e-07, 2.20e-08, 9.14e-06, 1.21e-07] [2.83e-06, 3.90e-06, 4.64e-06, 4.22e-06, 5.15e-06, 1.12e-06, 9.24e-07, 1.96e-05, 2.74e-07, 7.15e-09, 4.37e-06, 2.02e-05, 1.43e-05, 2.78e-05, 8.73e-09, 2.14e-09, 8.72e-08, 9.79e-08, 9.44e-07, 2.20e-08, 9.14e-06, 1.21e-07] []
23600 [2.94e-06, 4.18e-06, 5.02e-06, 4.88e-06, 5.73e-06, 8.76e-07, 8.20e-07, 8.11e-08, 6.08e-06, 2.97e-08, 3.09e-06, 5.62e-06, 2.20e-05, 1.53e-05, 6.63e-09, 1.15e-10, 1.51e-10, 5.28e-12, 1.15e-09, 0.00e+00, 4.59e-08, 4.15e-06] [2.94e-06, 4.18e-06, 5.02e-06, 4.88e-06, 5.73e-06, 8.76e-07, 8.20e-07, 8.11e-08, 6.08e-06, 2.97e-08, 3.09e-06, 5.62e-06, 2.20e-05, 1.53e-05, 6.63e-09, 1.15e-10, 1.51e-10, 5.28e-12, 1.15e-09, 0.00e+00, 4.59e-08, 4.15e-06] []
23700 [2.07e-05, 5.29e-06, 5.97e-06, 5.50e-06, 6.36e-06, 1.70e-06, 1.93e-06, 7.21e-07, 1.97e-06, 1.56e-06, 4.23e-05, 1.87e-04, 1.32e-04, 9.06e-04, 1.73e-05, 1.54e-05, 3.34e-06, 2.24e-06, 9.88e-12, 7.75e-08, 2.74e-07, 4.30e-07] [2.07e-05, 5.29e-06, 5.97e-06, 5.50e-06, 6.36e-06, 1.70e-06, 1.93e-06, 7.21e-07, 1.97e-06, 1.56e-06, 4.23e-05, 1.87e-04, 1.32e-04, 9.06e-04, 1.73e-05, 1.54e-05, 3.34e-06, 2.24e-06, 9.88e-12, 7.75e-08, 2.74e-07, 4.30e-07] []
23800 [2.69e-06, 3.93e-06, 4.85e-06, 4.40e-06, 5.18e-06, 1.00e-06, 9.10e-07, 1.32e-06, 1.25e-06, 4.59e-08, 3.91e-06, 2.03e-05, 4.33e-06, 4.15e-05, 1.35e-10, 5.69e-09, 1.58e-08, 3.96e-09, 4.35e-08, 1.35e-07, 2.48e-07, 8.32e-07] [2.69e-06, 3.93e-06, 4.85e-06, 4.40e-06, 5.18e-06, 1.00e-06, 9.10e-07, 1.32e-06, 1.25e-06, 4.59e-08, 3.91e-06, 2.03e-05, 4.33e-06, 4.15e-05, 1.35e-10, 5.69e-09, 1.58e-08, 3.96e-09, 4.35e-08, 1.35e-07, 2.48e-07, 8.32e-07] []
23900 [3.29e-06, 3.89e-06, 4.81e-06, 4.02e-06, 4.66e-06, 1.14e-06, 9.01e-07, 1.67e-04, 9.65e-07, 8.59e-07, 5.72e-05, 4.31e-05, 2.97e-04, 1.36e-04, 5.23e-07, 2.53e-07, 2.52e-06, 1.91e-06, 1.08e-05, 1.78e-07, 5.97e-05, 1.35e-06] [3.29e-06, 3.89e-06, 4.81e-06, 4.02e-06, 4.66e-06, 1.14e-06, 9.01e-07, 1.67e-04, 9.65e-07, 8.59e-07, 5.72e-05, 4.31e-05, 2.97e-04, 1.36e-04, 5.23e-07, 2.53e-07, 2.52e-06, 1.91e-06, 1.08e-05, 1.78e-07, 5.97e-05, 1.35e-06] []
24000 [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04] [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04] []
Best model at step 18406:
train loss: 2.93e-05
test loss: 2.93e-05
test metric: []
'train' took 43.742657 s
Best train step: 18406
lambda_a: 6.2917086745854975
lambda_b: 5.710669534078695
kappa_a: 1.5348937101350875
kappa_b: 1.3525917226155442
Training model...
Step Train loss Test loss Test metric
24000 [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04] [3.22e-06, 3.85e-06, 4.83e-06, 4.27e-06, 5.01e-06, 8.27e-07, 8.27e-07, 9.16e-06, 2.91e-04, 8.22e-08, 1.44e-06, 8.25e-06, 8.00e-06, 7.90e-07, 4.50e-08, 1.21e-07, 7.52e-09, 2.49e-08, 0.00e+00, 0.00e+00, 4.54e-06, 1.52e-04] []
24100 [4.21e-06, 3.89e-06, 4.83e-06, 4.10e-06, 4.36e-06, 1.10e-06, 8.25e-07, 4.56e-05, 1.50e-06, 9.96e-08, 6.80e-06, 1.31e-05, 3.88e-05, 1.31e-05, 1.48e-06, 3.44e-07, 1.20e-06, 1.11e-07, 7.10e-08, 1.15e-07, 6.65e-06, 6.19e-07] [4.21e-06, 3.89e-06, 4.83e-06, 4.10e-06, 4.36e-06, 1.10e-06, 8.25e-07, 4.56e-05, 1.50e-06, 9.96e-08, 6.80e-06, 1.31e-05, 3.88e-05, 1.31e-05, 1.48e-06, 3.44e-07, 1.20e-06, 1.11e-07, 7.10e-08, 1.15e-07, 6.65e-06, 6.19e-07] []
24200 [5.70e-06, 4.08e-06, 5.08e-06, 4.22e-06, 5.31e-06, 9.33e-07, 8.02e-07, 5.41e-08, 8.94e-06, 3.42e-08, 1.13e-05, 1.64e-05, 8.26e-05, 1.76e-04, 1.42e-06, 1.15e-06, 2.48e-06, 2.98e-07, 8.13e-14, 7.21e-07, 1.30e-07, 4.66e-06] [5.70e-06, 4.08e-06, 5.08e-06, 4.22e-06, 5.31e-06, 9.33e-07, 8.02e-07, 5.41e-08, 8.94e-06, 3.42e-08, 1.13e-05, 1.64e-05, 8.26e-05, 1.76e-04, 1.42e-06, 1.15e-06, 2.48e-06, 2.98e-07, 8.13e-14, 7.21e-07, 1.30e-07, 4.66e-06] []
24300 [2.47e-06, 4.01e-06, 4.98e-06, 4.64e-06, 5.65e-06, 9.66e-07, 7.02e-07, 6.72e-09, 1.90e-07, 3.17e-08, 1.64e-06, 4.86e-06, 1.04e-05, 2.00e-05, 0.00e+00, 0.00e+00, 6.82e-10, 5.26e-11, 2.73e-10, 5.71e-11, 5.18e-08, 1.26e-07] [2.47e-06, 4.01e-06, 4.98e-06, 4.64e-06, 5.65e-06, 9.66e-07, 7.02e-07, 6.72e-09, 1.90e-07, 3.17e-08, 1.64e-06, 4.86e-06, 1.04e-05, 2.00e-05, 0.00e+00, 0.00e+00, 6.82e-10, 5.26e-11, 2.73e-10, 5.71e-11, 5.18e-08, 1.26e-07] []
24400 [3.31e-06, 3.71e-06, 4.71e-06, 4.35e-06, 6.26e-06, 8.61e-07, 4.72e-07, 1.08e-06, 2.37e-08, 1.84e-09, 2.06e-06, 5.45e-06, 4.64e-06, 1.11e-06, 7.52e-08, 6.62e-09, 3.90e-08, 3.56e-08, 6.98e-08, 5.84e-09, 3.89e-07, 6.84e-08] [3.31e-06, 3.71e-06, 4.71e-06, 4.35e-06, 6.26e-06, 8.61e-07, 4.72e-07, 1.08e-06, 2.37e-08, 1.84e-09, 2.06e-06, 5.45e-06, 4.64e-06, 1.11e-06, 7.52e-08, 6.62e-09, 3.90e-08, 3.56e-08, 6.98e-08, 5.84e-09, 3.89e-07, 6.84e-08] []
24500 [3.05e-06, 3.93e-06, 4.94e-06, 4.23e-06, 6.32e-06, 1.02e-06, 5.86e-07, 3.77e-09, 7.14e-09, 1.66e-10, 1.01e-06, 2.40e-06, 2.29e-06, 3.99e-07, 5.90e-08, 5.61e-09, 6.64e-09, 3.55e-09, 5.21e-10, 1.71e-09, 3.08e-08, 4.53e-08] [3.05e-06, 3.93e-06, 4.94e-06, 4.23e-06, 6.32e-06, 1.02e-06, 5.86e-07, 3.77e-09, 7.14e-09, 1.66e-10, 1.01e-06, 2.40e-06, 2.29e-06, 3.99e-07, 5.90e-08, 5.61e-09, 6.64e-09, 3.55e-09, 5.21e-10, 1.71e-09, 3.08e-08, 4.53e-08] []
24600 [2.49e-06, 4.01e-06, 5.21e-06, 5.44e-06, 5.02e-06, 7.71e-07, 5.42e-07, 5.94e-07, 1.47e-08, 9.74e-10, 2.09e-06, 5.81e-06, 5.14e-06, 1.59e-05, 0.00e+00, 4.19e-09, 5.01e-09, 6.23e-10, 1.23e-07, 1.37e-10, 8.10e-07, 1.02e-07] [2.49e-06, 4.01e-06, 5.21e-06, 5.44e-06, 5.02e-06, 7.71e-07, 5.42e-07, 5.94e-07, 1.47e-08, 9.74e-10, 2.09e-06, 5.81e-06, 5.14e-06, 1.59e-05, 0.00e+00, 4.19e-09, 5.01e-09, 6.23e-10, 1.23e-07, 1.37e-10, 8.10e-07, 1.02e-07] []
24700 [2.54e-06, 3.98e-06, 5.16e-06, 4.89e-06, 5.29e-06, 9.25e-07, 6.73e-07, 1.15e-06, 3.37e-06, 8.52e-09, 1.15e-06, 3.16e-06, 5.80e-06, 8.10e-06, 3.12e-09, 1.51e-09, 9.95e-10, 5.08e-10, 7.30e-08, 0.00e+00, 3.99e-07, 2.25e-06] [2.54e-06, 3.98e-06, 5.16e-06, 4.89e-06, 5.29e-06, 9.25e-07, 6.73e-07, 1.15e-06, 3.37e-06, 8.52e-09, 1.15e-06, 3.16e-06, 5.80e-06, 8.10e-06, 3.12e-09, 1.51e-09, 9.95e-10, 5.08e-10, 7.30e-08, 0.00e+00, 3.99e-07, 2.25e-06] []
24800 [2.67e-06, 4.08e-06, 5.23e-06, 5.13e-06, 5.58e-06, 9.31e-07, 6.86e-07, 1.15e-07, 1.78e-06, 3.77e-07, 5.32e-06, 1.00e-05, 4.41e-05, 6.14e-05, 4.09e-11, 0.00e+00, 4.49e-09, 2.24e-10, 0.00e+00, 3.01e-07, 8.29e-07, 1.95e-06] [2.67e-06, 4.08e-06, 5.23e-06, 5.13e-06, 5.58e-06, 9.31e-07, 6.86e-07, 1.15e-07, 1.78e-06, 3.77e-07, 5.32e-06, 1.00e-05, 4.41e-05, 6.14e-05, 4.09e-11, 0.00e+00, 4.49e-09, 2.24e-10, 0.00e+00, 3.01e-07, 8.29e-07, 1.95e-06] []
24900 [3.09e-06, 4.06e-06, 5.17e-06, 4.52e-06, 5.32e-06, 9.79e-07, 7.13e-07, 2.14e-06, 1.46e-07, 1.97e-07, 8.28e-06, 1.51e-05, 2.72e-05, 7.94e-05, 9.09e-09, 1.69e-08, 1.05e-08, 5.74e-11, 7.44e-08, 6.44e-10, 2.33e-06, 9.74e-08] [3.09e-06, 4.06e-06, 5.17e-06, 4.52e-06, 5.32e-06, 9.79e-07, 7.13e-07, 2.14e-06, 1.46e-07, 1.97e-07, 8.28e-06, 1.51e-05, 2.72e-05, 7.94e-05, 9.09e-09, 1.69e-08, 1.05e-08, 5.74e-11, 7.44e-08, 6.44e-10, 2.33e-06, 9.74e-08] []
25000 [2.10e-06, 3.76e-06, 4.86e-06, 4.56e-06, 5.00e-06, 9.88e-07, 6.60e-07, 5.28e-08, 2.52e-07, 2.01e-07, 7.96e-06, 1.08e-05, 5.67e-06, 2.85e-05, 4.45e-08, 1.41e-08, 1.12e-08, 1.61e-08, 6.81e-11, 3.92e-09, 2.95e-06, 6.94e-08] [2.10e-06, 3.76e-06, 4.86e-06, 4.56e-06, 5.00e-06, 9.88e-07, 6.60e-07, 5.28e-08, 2.52e-07, 2.01e-07, 7.96e-06, 1.08e-05, 5.67e-06, 2.85e-05, 4.45e-08, 1.41e-08, 1.12e-08, 1.61e-08, 6.81e-11, 3.92e-09, 2.95e-06, 6.94e-08] []
25100 [2.62e-06, 4.01e-06, 5.24e-06, 5.02e-06, 5.73e-06, 9.75e-07, 5.67e-07, 1.12e-06, 3.38e-06, 1.68e-08, 5.87e-06, 9.59e-06, 3.80e-05, 5.47e-05, 0.00e+00, 7.40e-09, 1.86e-09, 0.00e+00, 1.80e-07, 0.00e+00, 1.08e-06, 2.03e-06] [2.62e-06, 4.01e-06, 5.24e-06, 5.02e-06, 5.73e-06, 9.75e-07, 5.67e-07, 1.12e-06, 3.38e-06, 1.68e-08, 5.87e-06, 9.59e-06, 3.80e-05, 5.47e-05, 0.00e+00, 7.40e-09, 1.86e-09, 0.00e+00, 1.80e-07, 0.00e+00, 1.08e-06, 2.03e-06] []
25200 [2.26e-06, 3.73e-06, 4.90e-06, 3.96e-06, 4.79e-06, 1.15e-06, 7.20e-07, 3.78e-06, 9.98e-06, 2.74e-07, 2.53e-05, 3.95e-05, 6.20e-05, 2.90e-06, 3.99e-09, 5.62e-08, 9.95e-07, 5.95e-08, 5.07e-07, 0.00e+00, 3.32e-06, 6.81e-06] [2.26e-06, 3.73e-06, 4.90e-06, 3.96e-06, 4.79e-06, 1.15e-06, 7.20e-07, 3.78e-06, 9.98e-06, 2.74e-07, 2.53e-05, 3.95e-05, 6.20e-05, 2.90e-06, 3.99e-09, 5.62e-08, 9.95e-07, 5.95e-08, 5.07e-07, 0.00e+00, 3.32e-06, 6.81e-06] []
25300 [1.33e-05, 6.34e-06, 6.43e-06, 6.91e-06, 7.52e-06, 1.48e-06, 1.01e-06, 1.32e-07, 1.11e-05, 1.67e-06, 5.08e-05, 1.41e-04, 4.79e-04, 1.16e-03, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 3.34e-08, 0.00e+00, 1.90e-07, 6.28e-06] [1.33e-05, 6.34e-06, 6.43e-06, 6.91e-06, 7.52e-06, 1.48e-06, 1.01e-06, 1.32e-07, 1.11e-05, 1.67e-06, 5.08e-05, 1.41e-04, 4.79e-04, 1.16e-03, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 3.34e-08, 0.00e+00, 1.90e-07, 6.28e-06] []
25400 [3.12e-06, 3.71e-06, 5.02e-06, 4.46e-06, 5.56e-06, 1.00e-06, 4.89e-07, 1.82e-07, 2.56e-08, 1.90e-09, 9.80e-07, 3.10e-06, 2.86e-06, 3.83e-07, 2.76e-08, 5.06e-09, 1.55e-08, 2.40e-08, 1.45e-08, 1.82e-10, 8.94e-08, 1.82e-07] [3.12e-06, 3.71e-06, 5.02e-06, 4.46e-06, 5.56e-06, 1.00e-06, 4.89e-07, 1.82e-07, 2.56e-08, 1.90e-09, 9.80e-07, 3.10e-06, 2.86e-06, 3.83e-07, 2.76e-08, 5.06e-09, 1.55e-08, 2.40e-08, 1.45e-08, 1.82e-10, 8.94e-08, 1.82e-07] []
25500 [3.09e-06, 3.86e-06, 5.19e-06, 5.16e-06, 5.01e-06, 1.01e-06, 6.62e-07, 4.68e-08, 3.89e-05, 3.11e-10, 9.29e-07, 2.23e-05, 1.47e-05, 6.55e-05, 0.00e+00, 1.03e-08, 7.58e-10, 2.59e-08, 0.00e+00, 1.62e-06, 1.34e-07, 4.92e-06] [3.09e-06, 3.86e-06, 5.19e-06, 5.16e-06, 5.01e-06, 1.01e-06, 6.62e-07, 4.68e-08, 3.89e-05, 3.11e-10, 9.29e-07, 2.23e-05, 1.47e-05, 6.55e-05, 0.00e+00, 1.03e-08, 7.58e-10, 2.59e-08, 0.00e+00, 1.62e-06, 1.34e-07, 4.92e-06] []
25600 [2.67e-06, 3.85e-06, 5.11e-06, 4.71e-06, 5.26e-06, 1.06e-06, 6.15e-07, 2.52e-10, 4.65e-09, 1.52e-09, 8.08e-07, 2.02e-06, 2.14e-06, 2.77e-07, 2.35e-08, 2.24e-09, 4.00e-09, 1.87e-09, 8.34e-10, 6.81e-10, 2.29e-08, 2.60e-08] [2.67e-06, 3.85e-06, 5.11e-06, 4.71e-06, 5.26e-06, 1.06e-06, 6.15e-07, 2.52e-10, 4.65e-09, 1.52e-09, 8.08e-07, 2.02e-06, 2.14e-06, 2.77e-07, 2.35e-08, 2.24e-09, 4.00e-09, 1.87e-09, 8.34e-10, 6.81e-10, 2.29e-08, 2.60e-08] []
25700 [2.44e-06, 3.90e-06, 5.11e-06, 4.63e-06, 5.57e-06, 1.04e-06, 5.64e-07, 2.15e-08, 3.78e-08, 6.48e-08, 1.54e-06, 5.36e-06, 9.87e-06, 2.24e-05, 6.23e-10, 1.27e-10, 1.75e-09, 4.09e-10, 8.36e-11, 2.14e-10, 6.12e-08, 7.73e-08] [2.44e-06, 3.90e-06, 5.11e-06, 4.63e-06, 5.57e-06, 1.04e-06, 5.64e-07, 2.15e-08, 3.78e-08, 6.48e-08, 1.54e-06, 5.36e-06, 9.87e-06, 2.24e-05, 6.23e-10, 1.27e-10, 1.75e-09, 4.09e-10, 8.36e-11, 2.14e-10, 6.12e-08, 7.73e-08] []
25800 [2.75e-06, 3.84e-06, 5.06e-06, 4.39e-06, 5.03e-06, 1.10e-06, 6.21e-07, 1.52e-06, 8.71e-07, 8.91e-08, 8.05e-06, 9.26e-06, 3.20e-05, 6.67e-06, 8.73e-08, 5.37e-08, 3.72e-07, 5.66e-08, 1.52e-07, 1.11e-07, 9.69e-07, 7.38e-07] [2.75e-06, 3.84e-06, 5.06e-06, 4.39e-06, 5.03e-06, 1.10e-06, 6.21e-07, 1.52e-06, 8.71e-07, 8.91e-08, 8.05e-06, 9.26e-06, 3.20e-05, 6.67e-06, 8.73e-08, 5.37e-08, 3.72e-07, 5.66e-08, 1.52e-07, 1.11e-07, 9.69e-07, 7.38e-07] []
25900 [4.15e-06, 3.78e-06, 4.93e-06, 4.24e-06, 5.29e-06, 1.11e-06, 6.47e-07, 1.56e-05, 4.98e-06, 6.37e-06, 5.27e-06, 2.45e-05, 1.68e-05, 9.24e-05, 0.00e+00, 0.00e+00, 4.54e-08, 1.90e-07, 2.73e-07, 2.57e-07, 1.79e-06, 1.15e-06] [4.15e-06, 3.78e-06, 4.93e-06, 4.24e-06, 5.29e-06, 1.11e-06, 6.47e-07, 1.56e-05, 4.98e-06, 6.37e-06, 5.27e-06, 2.45e-05, 1.68e-05, 9.24e-05, 0.00e+00, 0.00e+00, 4.54e-08, 1.90e-07, 2.73e-07, 2.57e-07, 1.79e-06, 1.15e-06] []
26000 [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05] [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 44.044922 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Best train step: 25595
lambda_a: 1.8251254559
lambda_b: 1.793595314
kappa_a: 0.39021754265
kappa_b: 0.43279775977
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
26000 [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05] [6.91e-06, 4.08e-06, 5.20e-06, 5.03e-06, 5.63e-06, 1.52e-06, 1.61e-06, 8.28e-05, 7.10e-05, 9.29e-07, 3.83e-06, 3.86e-05, 6.97e-05, 6.11e-05, 2.07e-06, 8.53e-07, 1.69e-06, 1.12e-06, 3.59e-06, 1.38e-06, 1.29e-05, 7.53e-05] []
26100 [2.90e-06, 3.79e-06, 4.96e-06, 4.44e-06, 5.27e-06, 1.24e-06, 6.28e-07, 2.93e-09, 3.70e-08, 3.97e-08, 1.33e-06, 2.07e-06, 5.34e-06, 6.08e-06, 1.61e-07, 2.39e-08, 1.18e-08, 3.07e-08, 1.44e-09, 1.34e-09, 8.69e-09, 3.99e-08] [2.90e-06, 3.79e-06, 4.96e-06, 4.44e-06, 5.27e-06, 1.24e-06, 6.28e-07, 2.93e-09, 3.70e-08, 3.97e-08, 1.33e-06, 2.07e-06, 5.34e-06, 6.08e-06, 1.61e-07, 2.39e-08, 1.18e-08, 3.07e-08, 1.44e-09, 1.34e-09, 8.69e-09, 3.99e-08] []
26200 [3.96e-06, 4.12e-06, 5.29e-06, 5.03e-06, 5.84e-06, 1.10e-06, 6.60e-07, 4.45e-08, 6.93e-07, 9.04e-10, 7.87e-06, 2.58e-05, 2.18e-05, 5.07e-06, 8.40e-07, 5.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-07, 7.07e-07] [3.96e-06, 4.12e-06, 5.29e-06, 5.03e-06, 5.84e-06, 1.10e-06, 6.60e-07, 4.45e-08, 6.93e-07, 9.04e-10, 7.87e-06, 2.58e-05, 2.18e-05, 5.07e-06, 8.40e-07, 5.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-07, 7.07e-07] []
26300 [3.06e-06, 4.09e-06, 4.94e-06, 5.46e-06, 5.63e-06, 8.29e-07, 4.36e-07, 7.17e-11, 6.74e-07, 6.81e-06, 7.60e-06, 1.96e-05, 9.80e-05, 7.45e-05, 4.60e-07, 1.82e-07, 8.27e-08, 6.35e-09, 1.44e-07, 0.00e+00, 8.21e-07, 2.30e-07] [3.06e-06, 4.09e-06, 4.94e-06, 5.46e-06, 5.63e-06, 8.29e-07, 4.36e-07, 7.17e-11, 6.74e-07, 6.81e-06, 7.60e-06, 1.96e-05, 9.80e-05, 7.45e-05, 4.60e-07, 1.82e-07, 8.27e-08, 6.35e-09, 1.44e-07, 0.00e+00, 8.21e-07, 2.30e-07] []
26400 [1.41e-05, 4.63e-06, 5.53e-06, 4.86e-06, 5.67e-06, 1.59e-06, 1.23e-06, 8.34e-07, 1.95e-06, 2.31e-06, 3.68e-05, 1.52e-04, 1.60e-04, 8.99e-04, 1.46e-05, 1.14e-05, 2.37e-06, 2.58e-06, 1.06e-07, 1.30e-07, 5.58e-07, 7.85e-07] [1.41e-05, 4.63e-06, 5.53e-06, 4.86e-06, 5.67e-06, 1.59e-06, 1.23e-06, 8.34e-07, 1.95e-06, 2.31e-06, 3.68e-05, 1.52e-04, 1.60e-04, 8.99e-04, 1.46e-05, 1.14e-05, 2.37e-06, 2.58e-06, 1.06e-07, 1.30e-07, 5.58e-07, 7.85e-07] []
26500 [1.66e-05, 5.52e-06, 6.05e-06, 6.25e-06, 8.76e-06, 1.30e-06, 1.86e-06, 7.30e-06, 1.56e-05, 4.38e-06, 4.33e-05, 3.30e-04, 1.80e-04, 1.68e-04, 5.92e-06, 1.16e-05, 9.39e-07, 6.46e-06, 0.00e+00, 0.00e+00, 2.78e-06, 9.73e-06] [1.66e-05, 5.52e-06, 6.05e-06, 6.25e-06, 8.76e-06, 1.30e-06, 1.86e-06, 7.30e-06, 1.56e-05, 4.38e-06, 4.33e-05, 3.30e-04, 1.80e-04, 1.68e-04, 5.92e-06, 1.16e-05, 9.39e-07, 6.46e-06, 0.00e+00, 0.00e+00, 2.78e-06, 9.73e-06] []
26600 [2.89e-06, 3.83e-06, 4.96e-06, 4.38e-06, 5.49e-06, 1.21e-06, 6.11e-07, 4.83e-06, 3.16e-06, 3.50e-09, 1.07e-06, 2.43e-06, 3.77e-06, 3.75e-06, 1.37e-07, 3.05e-08, 1.01e-08, 3.08e-08, 4.76e-07, 1.71e-07, 2.76e-06, 6.96e-07] [2.89e-06, 3.83e-06, 4.96e-06, 4.38e-06, 5.49e-06, 1.21e-06, 6.11e-07, 4.83e-06, 3.16e-06, 3.50e-09, 1.07e-06, 2.43e-06, 3.77e-06, 3.75e-06, 1.37e-07, 3.05e-08, 1.01e-08, 3.08e-08, 4.76e-07, 1.71e-07, 2.76e-06, 6.96e-07] []
26700 [2.42e-06, 3.88e-06, 5.10e-06, 4.79e-06, 5.08e-06, 1.18e-06, 6.21e-07, 3.54e-06, 4.58e-07, 2.00e-12, 1.13e-06, 2.72e-06, 2.31e-06, 1.21e-06, 6.67e-09, 7.37e-09, 1.89e-09, 5.08e-08, 3.51e-07, 4.37e-08, 1.72e-06, 1.09e-06] [2.42e-06, 3.88e-06, 5.10e-06, 4.79e-06, 5.08e-06, 1.18e-06, 6.21e-07, 3.54e-06, 4.58e-07, 2.00e-12, 1.13e-06, 2.72e-06, 2.31e-06, 1.21e-06, 6.67e-09, 7.37e-09, 1.89e-09, 5.08e-08, 3.51e-07, 4.37e-08, 1.72e-06, 1.09e-06] []
26800 [4.48e-06, 3.73e-06, 4.86e-06, 5.41e-06, 5.09e-06, 1.08e-06, 5.88e-07, 3.40e-05, 1.02e-05, 3.38e-07, 5.08e-06, 2.69e-05, 1.06e-05, 4.21e-05, 1.32e-06, 6.70e-07, 3.36e-07, 1.67e-06, 0.00e+00, 2.95e-07, 3.06e-05, 9.98e-07] [4.48e-06, 3.73e-06, 4.86e-06, 5.41e-06, 5.09e-06, 1.08e-06, 5.88e-07, 3.40e-05, 1.02e-05, 3.38e-07, 5.08e-06, 2.69e-05, 1.06e-05, 4.21e-05, 1.32e-06, 6.70e-07, 3.36e-07, 1.67e-06, 0.00e+00, 2.95e-07, 3.06e-05, 9.98e-07] []
26900 [2.93e-06, 4.33e-06, 5.05e-06, 4.40e-06, 4.69e-06, 1.29e-06, 7.91e-07, 1.34e-05, 8.83e-06, 1.06e-07, 3.73e-05, 9.46e-05, 7.32e-05, 2.45e-05, 3.15e-07, 6.86e-08, 5.56e-08, 1.35e-06, 9.57e-07, 1.15e-06, 5.42e-06, 6.90e-06] [2.93e-06, 4.33e-06, 5.05e-06, 4.40e-06, 4.69e-06, 1.29e-06, 7.91e-07, 1.34e-05, 8.83e-06, 1.06e-07, 3.73e-05, 9.46e-05, 7.32e-05, 2.45e-05, 3.15e-07, 6.86e-08, 5.56e-08, 1.35e-06, 9.57e-07, 1.15e-06, 5.42e-06, 6.90e-06] []
27000 [4.58e-06, 4.45e-06, 5.38e-06, 5.36e-06, 6.12e-06, 1.42e-06, 7.99e-07, 1.33e-05, 1.70e-05, 3.09e-06, 2.54e-05, 5.69e-05, 2.08e-04, 4.65e-04, 1.65e-09, 3.64e-12, 1.04e-08, 9.26e-10, 0.00e+00, 6.56e-07, 1.84e-05, 8.12e-06] [4.58e-06, 4.45e-06, 5.38e-06, 5.36e-06, 6.12e-06, 1.42e-06, 7.99e-07, 1.33e-05, 1.70e-05, 3.09e-06, 2.54e-05, 5.69e-05, 2.08e-04, 4.65e-04, 1.65e-09, 3.64e-12, 1.04e-08, 9.26e-10, 0.00e+00, 6.56e-07, 1.84e-05, 8.12e-06] []
27100 [2.97e-06, 3.74e-06, 4.97e-06, 4.52e-06, 4.99e-06, 1.15e-06, 5.63e-07, 3.16e-08, 6.32e-06, 2.17e-08, 1.28e-06, 3.63e-06, 5.48e-06, 1.12e-05, 1.34e-07, 5.86e-08, 2.97e-07, 2.22e-08, 1.23e-08, 2.84e-06, 1.41e-06, 1.33e-05] [2.97e-06, 3.74e-06, 4.97e-06, 4.52e-06, 4.99e-06, 1.15e-06, 5.63e-07, 3.16e-08, 6.32e-06, 2.17e-08, 1.28e-06, 3.63e-06, 5.48e-06, 1.12e-05, 1.34e-07, 5.86e-08, 2.97e-07, 2.22e-08, 1.23e-08, 2.84e-06, 1.41e-06, 1.33e-05] []
27200 [9.30e-05, 1.82e-05, 1.37e-05, 1.42e-05, 2.22e-05, 2.82e-06, 3.46e-06, 3.13e-07, 1.29e-05, 2.63e-05, 1.11e-04, 8.37e-04, 1.09e-03, 3.83e-04, 1.52e-07, 4.06e-05, 3.70e-05, 3.96e-11, 8.39e-08, 4.69e-06, 6.45e-07, 1.84e-05] [9.30e-05, 1.82e-05, 1.37e-05, 1.42e-05, 2.22e-05, 2.82e-06, 3.46e-06, 3.13e-07, 1.29e-05, 2.63e-05, 1.11e-04, 8.37e-04, 1.09e-03, 3.83e-04, 1.52e-07, 4.06e-05, 3.70e-05, 3.96e-11, 8.39e-08, 4.69e-06, 6.45e-07, 1.84e-05] []
27300 [3.69e-05, 1.05e-05, 1.23e-05, 1.12e-05, 4.13e-06, 2.46e-06, 1.35e-06, 2.79e-12, 3.14e-10, 5.67e-10, 2.62e-05, 6.00e-04, 7.04e-04, 1.44e-06, 9.93e-08, 5.26e-09, 1.82e-07, 1.40e-07, 1.73e-08, 3.53e-09, 8.77e-08, 1.03e-07] [3.69e-05, 1.05e-05, 1.23e-05, 1.12e-05, 4.13e-06, 2.46e-06, 1.35e-06, 2.79e-12, 3.14e-10, 5.67e-10, 2.62e-05, 6.00e-04, 7.04e-04, 1.44e-06, 9.93e-08, 5.26e-09, 1.82e-07, 1.40e-07, 1.73e-08, 3.53e-09, 8.77e-08, 1.03e-07] []
27400 [2.09e-05, 6.12e-06, 8.97e-06, 1.13e-05, 1.81e-06, 2.46e-06, 8.38e-07, 1.52e-10, 2.97e-10, 2.04e-09, 3.77e-05, 5.66e-04, 6.59e-04, 1.83e-06, 1.16e-07, 3.64e-08, 1.37e-07, 1.07e-07, 1.18e-08, 7.50e-10, 8.27e-08, 2.34e-08] [2.09e-05, 6.12e-06, 8.97e-06, 1.13e-05, 1.81e-06, 2.46e-06, 8.38e-07, 1.52e-10, 2.97e-10, 2.04e-09, 3.77e-05, 5.66e-04, 6.59e-04, 1.83e-06, 1.16e-07, 3.64e-08, 1.37e-07, 1.07e-07, 1.18e-08, 7.50e-10, 8.27e-08, 2.34e-08] []
27500 [1.43e-05, 3.98e-06, 6.07e-06, 1.04e-05, 1.03e-06, 2.52e-06, 5.27e-07, 1.48e-11, 3.94e-10, 4.87e-09, 6.70e-05, 5.24e-04, 5.82e-04, 1.39e-06, 9.67e-08, 2.05e-08, 1.82e-07, 1.43e-07, 4.90e-09, 2.34e-10, 4.35e-08, 1.37e-08] [1.43e-05, 3.98e-06, 6.07e-06, 1.04e-05, 1.03e-06, 2.52e-06, 5.27e-07, 1.48e-11, 3.94e-10, 4.87e-09, 6.70e-05, 5.24e-04, 5.82e-04, 1.39e-06, 9.67e-08, 2.05e-08, 1.82e-07, 1.43e-07, 4.90e-09, 2.34e-10, 4.35e-08, 1.37e-08] []
27600 [1.15e-05, 2.96e-06, 4.22e-06, 8.75e-06, 9.64e-07, 2.57e-06, 3.60e-07, 1.59e-12, 9.25e-11, 8.12e-09, 9.29e-05, 4.51e-04, 4.70e-04, 1.11e-06, 7.53e-08, 7.18e-09, 1.89e-07, 1.47e-07, 4.18e-09, 6.18e-10, 1.43e-08, 1.15e-08] [1.15e-05, 2.96e-06, 4.22e-06, 8.75e-06, 9.64e-07, 2.57e-06, 3.60e-07, 1.59e-12, 9.25e-11, 8.12e-09, 9.29e-05, 4.51e-04, 4.70e-04, 1.11e-06, 7.53e-08, 7.18e-09, 1.89e-07, 1.47e-07, 4.18e-09, 6.18e-10, 1.43e-08, 1.15e-08] []
27700 [9.78e-06, 2.29e-06, 2.78e-06, 6.77e-06, 1.26e-06, 2.50e-06, 3.13e-07, 7.77e-10, 1.04e-08, 7.44e-09, 1.09e-04, 3.34e-04, 3.14e-04, 1.96e-06, 6.17e-08, 4.88e-09, 2.97e-07, 2.20e-07, 1.46e-09, 4.30e-10, 1.32e-07, 4.71e-08] [9.78e-06, 2.29e-06, 2.78e-06, 6.77e-06, 1.26e-06, 2.50e-06, 3.13e-07, 7.77e-10, 1.04e-08, 7.44e-09, 1.09e-04, 3.34e-04, 3.14e-04, 1.96e-06, 6.17e-08, 4.88e-09, 2.97e-07, 2.20e-07, 1.46e-09, 4.30e-10, 1.32e-07, 4.71e-08] []
27800 [9.43e-06, 2.35e-06, 2.59e-06, 5.18e-06, 1.59e-06, 2.17e-06, 3.56e-07, 4.28e-08, 1.46e-06, 2.75e-07, 4.06e-04, 2.33e-04, 3.48e-04, 3.40e-05, 1.13e-06, 1.33e-06, 1.66e-06, 8.79e-07, 4.69e-07, 1.44e-06, 1.64e-06, 6.42e-06] [9.43e-06, 2.35e-06, 2.59e-06, 5.18e-06, 1.59e-06, 2.17e-06, 3.56e-07, 4.28e-08, 1.46e-06, 2.75e-07, 4.06e-04, 2.33e-04, 3.48e-04, 3.40e-05, 1.13e-06, 1.33e-06, 1.66e-06, 8.79e-07, 4.69e-07, 1.44e-06, 1.64e-06, 6.42e-06] []
27900 [7.44e-06, 2.41e-06, 2.80e-06, 5.00e-06, 1.62e-06, 2.04e-06, 3.24e-07, 5.09e-07, 1.07e-07, 3.03e-08, 1.76e-04, 1.51e-04, 1.81e-04, 4.84e-06, 2.96e-07, 3.85e-07, 1.17e-06, 1.13e-06, 3.85e-07, 7.25e-08, 1.27e-06, 1.93e-07] [7.44e-06, 2.41e-06, 2.80e-06, 5.00e-06, 1.62e-06, 2.04e-06, 3.24e-07, 5.09e-07, 1.07e-07, 3.03e-08, 1.76e-04, 1.51e-04, 1.81e-04, 4.84e-06, 2.96e-07, 3.85e-07, 1.17e-06, 1.13e-06, 3.85e-07, 7.25e-08, 1.27e-06, 1.93e-07] []
28000 [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06] [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 39.448058 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
28000 [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06] [6.33e-06, 2.76e-06, 3.27e-06, 5.81e-06, 2.10e-06, 1.82e-06, 2.81e-07, 2.34e-07, 1.40e-06, 2.18e-08, 9.44e-05, 1.49e-04, 1.92e-04, 2.16e-05, 6.05e-08, 0.00e+00, 1.24e-09, 1.36e-08, 8.28e-10, 0.00e+00, 6.46e-07, 3.48e-06] []
28100 [6.05e-06, 3.27e-06, 3.92e-06, 5.98e-06, 2.40e-06, 1.66e-06, 2.61e-07, 5.09e-10, 3.97e-08, 8.19e-09, 5.00e-05, 7.90e-05, 8.50e-05, 8.44e-06, 4.29e-08, 4.26e-11, 3.35e-08, 5.69e-08, 8.52e-09, 1.13e-08, 3.10e-07, 1.20e-07] [6.05e-06, 3.27e-06, 3.92e-06, 5.98e-06, 2.40e-06, 1.66e-06, 2.61e-07, 5.09e-10, 3.97e-08, 8.19e-09, 5.00e-05, 7.90e-05, 8.50e-05, 8.44e-06, 4.29e-08, 4.26e-11, 3.35e-08, 5.69e-08, 8.52e-09, 1.13e-08, 3.10e-07, 1.20e-07] []
28200 [6.14e-06, 3.72e-06, 4.46e-06, 6.46e-06, 2.74e-06, 1.57e-06, 2.34e-07, 2.61e-08, 7.26e-07, 4.20e-11, 4.10e-05, 5.03e-05, 6.19e-05, 1.73e-05, 4.71e-08, 0.00e+00, 2.09e-09, 2.63e-08, 9.83e-08, 0.00e+00, 3.39e-07, 1.30e-06] [6.14e-06, 3.72e-06, 4.46e-06, 6.46e-06, 2.74e-06, 1.57e-06, 2.34e-07, 2.61e-08, 7.26e-07, 4.20e-11, 4.10e-05, 5.03e-05, 6.19e-05, 1.73e-05, 4.71e-08, 0.00e+00, 2.09e-09, 2.63e-08, 9.83e-08, 0.00e+00, 3.39e-07, 1.30e-06] []
28300 [8.67e-06, 4.31e-06, 5.12e-06, 6.48e-06, 3.07e-06, 1.50e-06, 2.36e-07, 4.72e-08, 3.00e-06, 7.18e-08, 6.25e-05, 3.26e-05, 7.14e-05, 4.71e-05, 5.51e-07, 6.83e-07, 1.39e-06, 1.50e-06, 9.45e-08, 7.30e-07, 2.69e-07, 2.79e-06] [8.67e-06, 4.31e-06, 5.12e-06, 6.48e-06, 3.07e-06, 1.50e-06, 2.36e-07, 4.72e-08, 3.00e-06, 7.18e-08, 6.25e-05, 3.26e-05, 7.14e-05, 4.71e-05, 5.51e-07, 6.83e-07, 1.39e-06, 1.50e-06, 9.45e-08, 7.30e-07, 2.69e-07, 2.79e-06] []
28400 [8.81e-06, 4.75e-06, 5.63e-06, 8.60e-06, 3.85e-06, 1.44e-06, 2.27e-07, 2.64e-06, 1.51e-05, 7.04e-07, 1.04e-04, 1.29e-04, 3.20e-04, 4.04e-04, 2.38e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-06, 2.40e-05] [8.81e-06, 4.75e-06, 5.63e-06, 8.60e-06, 3.85e-06, 1.44e-06, 2.27e-07, 2.64e-06, 1.51e-05, 7.04e-07, 1.04e-04, 1.29e-04, 3.20e-04, 4.04e-04, 2.38e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.29e-06, 2.40e-05] []
28500 [8.32e-06, 4.86e-06, 5.85e-06, 8.53e-06, 3.85e-06, 1.37e-06, 2.33e-07, 2.82e-06, 6.02e-06, 8.29e-07, 5.00e-05, 8.95e-05, 1.79e-04, 3.24e-04, 2.89e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-06, 1.04e-05] [8.32e-06, 4.86e-06, 5.85e-06, 8.53e-06, 3.85e-06, 1.37e-06, 2.33e-07, 2.82e-06, 6.02e-06, 8.29e-07, 5.00e-05, 8.95e-05, 1.79e-04, 3.24e-04, 2.89e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-06, 1.04e-05] []
28600 [8.46e-06, 5.12e-06, 6.12e-06, 7.33e-06, 3.43e-06, 1.22e-06, 2.24e-07, 1.46e-07, 2.36e-07, 8.40e-09, 2.07e-05, 1.28e-05, 1.43e-05, 8.03e-06, 1.47e-07, 1.29e-07, 3.57e-07, 3.66e-07, 6.97e-08, 1.51e-07, 1.75e-07, 4.09e-07] [8.46e-06, 5.12e-06, 6.12e-06, 7.33e-06, 3.43e-06, 1.22e-06, 2.24e-07, 1.46e-07, 2.36e-07, 8.40e-09, 2.07e-05, 1.28e-05, 1.43e-05, 8.03e-06, 1.47e-07, 1.29e-07, 3.57e-07, 3.66e-07, 6.97e-08, 1.51e-07, 1.75e-07, 4.09e-07] []
28700 [6.89e-06, 5.12e-06, 6.15e-06, 7.79e-06, 3.58e-06, 1.12e-06, 2.21e-07, 1.06e-06, 4.15e-08, 1.26e-07, 2.05e-05, 1.83e-05, 3.40e-05, 3.10e-05, 1.91e-08, 0.00e+00, 1.30e-09, 1.36e-08, 0.00e+00, 2.15e-09, 1.20e-06, 1.59e-07] [6.89e-06, 5.12e-06, 6.15e-06, 7.79e-06, 3.58e-06, 1.12e-06, 2.21e-07, 1.06e-06, 4.15e-08, 1.26e-07, 2.05e-05, 1.83e-05, 3.40e-05, 3.10e-05, 1.91e-08, 0.00e+00, 1.30e-09, 1.36e-08, 0.00e+00, 2.15e-09, 1.20e-06, 1.59e-07] []
28800 [1.47e-05, 5.68e-06, 6.41e-06, 7.34e-06, 3.87e-06, 1.16e-06, 2.94e-07, 6.17e-06, 2.16e-06, 8.09e-07, 6.76e-05, 6.05e-05, 1.75e-04, 2.82e-04, 3.43e-06, 3.65e-06, 4.18e-06, 4.37e-06, 2.16e-06, 9.34e-07, 8.17e-06, 3.33e-06] [1.47e-05, 5.68e-06, 6.41e-06, 7.34e-06, 3.87e-06, 1.16e-06, 2.94e-07, 6.17e-06, 2.16e-06, 8.09e-07, 6.76e-05, 6.05e-05, 1.75e-04, 2.82e-04, 3.43e-06, 3.65e-06, 4.18e-06, 4.37e-06, 2.16e-06, 9.34e-07, 8.17e-06, 3.33e-06] []
28900 [1.31e-05, 5.62e-06, 6.33e-06, 7.29e-06, 3.73e-06, 1.09e-06, 2.92e-07, 6.95e-06, 5.15e-06, 5.46e-07, 6.68e-05, 4.98e-05, 1.62e-04, 2.12e-04, 2.49e-06, 2.43e-06, 3.51e-06, 3.62e-06, 2.11e-06, 1.35e-06, 8.07e-06, 5.15e-06] [1.31e-05, 5.62e-06, 6.33e-06, 7.29e-06, 3.73e-06, 1.09e-06, 2.92e-07, 6.95e-06, 5.15e-06, 5.46e-07, 6.68e-05, 4.98e-05, 1.62e-04, 2.12e-04, 2.49e-06, 2.43e-06, 3.51e-06, 3.62e-06, 2.11e-06, 1.35e-06, 8.07e-06, 5.15e-06] []
29000 [6.38e-06, 5.08e-06, 5.78e-06, 7.62e-06, 3.51e-06, 1.07e-06, 3.28e-07, 4.93e-06, 8.48e-06, 4.93e-07, 2.64e-05, 3.55e-05, 8.10e-06, 4.91e-05, 4.27e-09, 0.00e+00, 5.29e-08, 4.55e-08, 0.00e+00, 0.00e+00, 2.55e-06, 8.53e-06] [6.38e-06, 5.08e-06, 5.78e-06, 7.62e-06, 3.51e-06, 1.07e-06, 3.28e-07, 4.93e-06, 8.48e-06, 4.93e-07, 2.64e-05, 3.55e-05, 8.10e-06, 4.91e-05, 4.27e-09, 0.00e+00, 5.29e-08, 4.55e-08, 0.00e+00, 0.00e+00, 2.55e-06, 8.53e-06] []
29100 [1.60e-05, 5.69e-06, 6.17e-06, 7.27e-06, 3.93e-06, 1.13e-06, 4.52e-07, 1.89e-07, 4.84e-07, 1.16e-06, 5.50e-05, 6.80e-05, 1.62e-04, 3.93e-04, 4.15e-06, 4.63e-06, 4.14e-06, 4.43e-06, 5.74e-07, 2.08e-07, 1.75e-06, 6.48e-07] [1.60e-05, 5.69e-06, 6.17e-06, 7.27e-06, 3.93e-06, 1.13e-06, 4.52e-07, 1.89e-07, 4.84e-07, 1.16e-06, 5.50e-05, 6.80e-05, 1.62e-04, 3.93e-04, 4.15e-06, 4.63e-06, 4.14e-06, 4.43e-06, 5.74e-07, 2.08e-07, 1.75e-06, 6.48e-07] []
29200 [6.69e-06, 5.20e-06, 5.82e-06, 7.34e-06, 3.48e-06, 9.45e-07, 3.11e-07, 1.27e-06, 9.99e-07, 1.12e-08, 1.45e-05, 1.05e-05, 7.40e-06, 5.61e-06, 1.51e-08, 4.91e-10, 4.65e-08, 5.12e-08, 3.29e-07, 1.23e-11, 1.07e-06, 5.03e-07] [6.69e-06, 5.20e-06, 5.82e-06, 7.34e-06, 3.48e-06, 9.45e-07, 3.11e-07, 1.27e-06, 9.99e-07, 1.12e-08, 1.45e-05, 1.05e-05, 7.40e-06, 5.61e-06, 1.51e-08, 4.91e-10, 4.65e-08, 5.12e-08, 3.29e-07, 1.23e-11, 1.07e-06, 5.03e-07] []
29300 [1.07e-05, 5.65e-06, 6.03e-06, 8.96e-06, 4.58e-06, 8.89e-07, 3.43e-07, 1.94e-05, 6.37e-06, 1.40e-06, 1.01e-04, 1.32e-04, 4.04e-04, 6.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 1.62e-05] [1.07e-05, 5.65e-06, 6.03e-06, 8.96e-06, 4.58e-06, 8.89e-07, 3.43e-07, 1.94e-05, 6.37e-06, 1.40e-06, 1.01e-04, 1.32e-04, 4.04e-04, 6.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 1.62e-05] []
29400 [6.79e-06, 5.10e-06, 5.54e-06, 7.83e-06, 3.86e-06, 8.62e-07, 3.50e-07, 6.10e-06, 1.10e-07, 5.29e-07, 2.07e-05, 3.94e-05, 6.94e-05, 1.62e-04, 9.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-11, 5.59e-06, 1.04e-06] [6.79e-06, 5.10e-06, 5.54e-06, 7.83e-06, 3.86e-06, 8.62e-07, 3.50e-07, 6.10e-06, 1.10e-07, 5.29e-07, 2.07e-05, 3.94e-05, 6.94e-05, 1.62e-04, 9.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-11, 5.59e-06, 1.04e-06] []
29500 [6.15e-06, 5.32e-06, 5.66e-06, 7.23e-06, 3.51e-06, 9.03e-07, 3.87e-07, 3.90e-06, 8.12e-07, 2.67e-09, 1.38e-05, 1.94e-05, 9.19e-06, 2.58e-05, 1.09e-08, 0.00e+00, 6.58e-09, 2.98e-08, 0.00e+00, 1.20e-07, 4.01e-06, 3.48e-07] [6.15e-06, 5.32e-06, 5.66e-06, 7.23e-06, 3.51e-06, 9.03e-07, 3.87e-07, 3.90e-06, 8.12e-07, 2.67e-09, 1.38e-05, 1.94e-05, 9.19e-06, 2.58e-05, 1.09e-08, 0.00e+00, 6.58e-09, 2.98e-08, 0.00e+00, 1.20e-07, 4.01e-06, 3.48e-07] []
29600 [7.41e-06, 5.19e-06, 5.52e-06, 7.01e-06, 3.46e-06, 8.39e-07, 3.69e-07, 2.64e-06, 9.02e-07, 4.68e-08, 1.54e-05, 8.76e-06, 1.38e-05, 8.87e-06, 9.74e-08, 3.11e-08, 3.77e-07, 4.11e-07, 2.15e-07, 1.35e-07, 8.15e-07, 4.38e-07] [7.41e-06, 5.19e-06, 5.52e-06, 7.01e-06, 3.46e-06, 8.39e-07, 3.69e-07, 2.64e-06, 9.02e-07, 4.68e-08, 1.54e-05, 8.76e-06, 1.38e-05, 8.87e-06, 9.74e-08, 3.11e-08, 3.77e-07, 4.11e-07, 2.15e-07, 1.35e-07, 8.15e-07, 4.38e-07] []
29700 [5.78e-06, 5.11e-06, 5.42e-06, 6.99e-06, 3.46e-06, 7.76e-07, 3.77e-07, 7.74e-06, 2.23e-06, 2.09e-08, 1.14e-05, 9.26e-06, 8.84e-06, 8.38e-06, 4.30e-09, 0.00e+00, 1.06e-08, 1.43e-08, 0.00e+00, 0.00e+00, 4.65e-06, 2.29e-06] [5.78e-06, 5.11e-06, 5.42e-06, 6.99e-06, 3.46e-06, 7.76e-07, 3.77e-07, 7.74e-06, 2.23e-06, 2.09e-08, 1.14e-05, 9.26e-06, 8.84e-06, 8.38e-06, 4.30e-09, 0.00e+00, 1.06e-08, 1.43e-08, 0.00e+00, 0.00e+00, 4.65e-06, 2.29e-06] []
29800 [5.52e-06, 5.16e-06, 5.40e-06, 7.12e-06, 3.67e-06, 7.25e-07, 3.66e-07, 1.39e-07, 6.98e-07, 4.63e-08, 1.53e-05, 1.24e-05, 2.97e-05, 2.14e-05, 5.26e-09, 2.73e-09, 5.30e-10, 4.79e-10, 1.01e-09, 0.00e+00, 9.34e-07, 8.03e-07] [5.52e-06, 5.16e-06, 5.40e-06, 7.12e-06, 3.67e-06, 7.25e-07, 3.66e-07, 1.39e-07, 6.98e-07, 4.63e-08, 1.53e-05, 1.24e-05, 2.97e-05, 2.14e-05, 5.26e-09, 2.73e-09, 5.30e-10, 4.79e-10, 1.01e-09, 0.00e+00, 9.34e-07, 8.03e-07] []
29900 [3.54e-05, 7.88e-06, 6.68e-06, 1.10e-05, 7.23e-06, 1.87e-06, 1.32e-06, 1.72e-06, 3.89e-05, 8.85e-06, 7.78e-05, 5.91e-04, 4.88e-04, 2.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 0.00e+00, 9.88e-06, 4.92e-05] [3.54e-05, 7.88e-06, 6.68e-06, 1.10e-05, 7.23e-06, 1.87e-06, 1.32e-06, 1.72e-06, 3.89e-05, 8.85e-06, 7.78e-05, 5.91e-04, 4.88e-04, 2.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 0.00e+00, 9.88e-06, 4.92e-05] []
30000 [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05] [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 38.950655 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
30000 [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05] [8.47e-06, 5.39e-06, 5.51e-06, 6.74e-06, 3.52e-06, 8.07e-07, 4.96e-07, 2.44e-05, 7.05e-06, 6.50e-07, 5.56e-05, 5.78e-05, 5.84e-05, 1.30e-05, 2.30e-06, 2.16e-06, 9.62e-09, 5.34e-09, 0.00e+00, 0.00e+00, 3.27e-05, 1.87e-05] []
30100 [6.15e-06, 5.22e-06, 5.30e-06, 6.60e-06, 3.44e-06, 7.38e-07, 4.52e-07, 2.62e-06, 9.04e-08, 5.76e-08, 1.50e-05, 7.86e-06, 1.16e-05, 1.55e-06, 2.74e-08, 1.44e-08, 1.14e-07, 1.04e-07, 1.49e-07, 1.53e-07, 4.46e-07, 4.32e-07] [6.15e-06, 5.22e-06, 5.30e-06, 6.60e-06, 3.44e-06, 7.38e-07, 4.52e-07, 2.62e-06, 9.04e-08, 5.76e-08, 1.50e-05, 7.86e-06, 1.16e-05, 1.55e-06, 2.74e-08, 1.44e-08, 1.14e-07, 1.04e-07, 1.49e-07, 1.53e-07, 4.46e-07, 4.32e-07] []
30200 [5.46e-06, 5.10e-06, 5.16e-06, 6.69e-06, 3.60e-06, 6.99e-07, 4.27e-07, 9.11e-07, 1.23e-06, 1.08e-08, 1.03e-05, 7.14e-06, 6.40e-06, 3.32e-06, 4.48e-09, 4.94e-10, 9.25e-09, 9.14e-09, 5.01e-08, 1.09e-08, 1.88e-07, 1.77e-07] [5.46e-06, 5.10e-06, 5.16e-06, 6.69e-06, 3.60e-06, 6.99e-07, 4.27e-07, 9.11e-07, 1.23e-06, 1.08e-08, 1.03e-05, 7.14e-06, 6.40e-06, 3.32e-06, 4.48e-09, 4.94e-10, 9.25e-09, 9.14e-09, 5.01e-08, 1.09e-08, 1.88e-07, 1.77e-07] []
30300 [5.05e-06, 5.12e-06, 5.11e-06, 6.97e-06, 3.82e-06, 6.28e-07, 4.09e-07, 7.72e-07, 3.72e-07, 1.05e-07, 1.82e-05, 1.76e-05, 5.07e-05, 5.13e-05, 1.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 1.09e-06] [5.05e-06, 5.12e-06, 5.11e-06, 6.97e-06, 3.82e-06, 6.28e-07, 4.09e-07, 7.72e-07, 3.72e-07, 1.05e-07, 1.82e-05, 1.76e-05, 5.07e-05, 5.13e-05, 1.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 1.09e-06] []
30400 [1.71e-05, 5.83e-06, 5.63e-06, 6.67e-06, 4.14e-06, 8.81e-07, 6.10e-07, 2.45e-05, 2.59e-05, 9.09e-07, 1.22e-04, 1.04e-04, 4.31e-04, 5.47e-04, 5.60e-06, 5.31e-06, 7.85e-06, 8.33e-06, 7.18e-06, 6.60e-06, 2.84e-05, 2.65e-05] [1.71e-05, 5.83e-06, 5.63e-06, 6.67e-06, 4.14e-06, 8.81e-07, 6.10e-07, 2.45e-05, 2.59e-05, 9.09e-07, 1.22e-04, 1.04e-04, 4.31e-04, 5.47e-04, 5.60e-06, 5.31e-06, 7.85e-06, 8.33e-06, 7.18e-06, 6.60e-06, 2.84e-05, 2.65e-05] []
30500 [5.45e-06, 5.11e-06, 5.06e-06, 6.61e-06, 3.70e-06, 6.37e-07, 4.37e-07, 8.27e-08, 3.24e-08, 1.84e-10, 9.84e-06, 6.26e-06, 5.51e-06, 2.48e-07, 1.59e-08, 2.38e-08, 4.38e-08, 4.35e-08, 6.78e-10, 6.37e-10, 6.57e-07, 8.15e-08] [5.45e-06, 5.11e-06, 5.06e-06, 6.61e-06, 3.70e-06, 6.37e-07, 4.37e-07, 8.27e-08, 3.24e-08, 1.84e-10, 9.84e-06, 6.26e-06, 5.51e-06, 2.48e-07, 1.59e-08, 2.38e-08, 4.38e-08, 4.35e-08, 6.78e-10, 6.37e-10, 6.57e-07, 8.15e-08] []
30600 [5.79e-06, 5.07e-06, 5.03e-06, 6.50e-06, 3.59e-06, 6.36e-07, 4.52e-07, 1.05e-06, 9.43e-08, 3.16e-08, 1.17e-05, 8.09e-06, 1.17e-05, 2.16e-06, 9.15e-10, 8.21e-09, 1.97e-08, 1.72e-08, 0.00e+00, 5.95e-10, 3.85e-07, 9.70e-07] [5.79e-06, 5.07e-06, 5.03e-06, 6.50e-06, 3.59e-06, 6.36e-07, 4.52e-07, 1.05e-06, 9.43e-08, 3.16e-08, 1.17e-05, 8.09e-06, 1.17e-05, 2.16e-06, 9.15e-10, 8.21e-09, 1.97e-08, 1.72e-08, 0.00e+00, 5.95e-10, 3.85e-07, 9.70e-07] []
30700 [8.59e-06, 5.46e-06, 5.25e-06, 6.16e-06, 3.56e-06, 6.46e-07, 4.70e-07, 2.10e-07, 6.50e-08, 2.03e-06, 1.33e-05, 2.31e-05, 2.60e-05, 9.03e-05, 1.05e-06, 1.33e-06, 4.60e-07, 4.31e-07, 0.00e+00, 0.00e+00, 4.41e-07, 8.26e-07] [8.59e-06, 5.46e-06, 5.25e-06, 6.16e-06, 3.56e-06, 6.46e-07, 4.70e-07, 2.10e-07, 6.50e-08, 2.03e-06, 1.33e-05, 2.31e-05, 2.60e-05, 9.03e-05, 1.05e-06, 1.33e-06, 4.60e-07, 4.31e-07, 0.00e+00, 0.00e+00, 4.41e-07, 8.26e-07] []
30800 [1.99e-05, 6.03e-06, 5.51e-06, 8.84e-06, 6.61e-06, 1.01e-06, 8.47e-07, 3.27e-06, 2.23e-08, 5.47e-06, 3.73e-05, 3.13e-04, 2.57e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.41e-08, 1.11e-08, 3.96e-07, 5.79e-07] [1.99e-05, 6.03e-06, 5.51e-06, 8.84e-06, 6.61e-06, 1.01e-06, 8.47e-07, 3.27e-06, 2.23e-08, 5.47e-06, 3.73e-05, 3.13e-04, 2.57e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.41e-08, 1.11e-08, 3.96e-07, 5.79e-07] []
30900 [8.00e-06, 5.28e-06, 4.87e-06, 7.16e-06, 4.47e-06, 7.15e-07, 6.08e-07, 1.43e-06, 2.12e-06, 1.31e-06, 2.45e-05, 8.90e-05, 1.22e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-08, 3.55e-06, 1.16e-05] [8.00e-06, 5.28e-06, 4.87e-06, 7.16e-06, 4.47e-06, 7.15e-07, 6.08e-07, 1.43e-06, 2.12e-06, 1.31e-06, 2.45e-05, 8.90e-05, 1.22e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-08, 3.55e-06, 1.16e-05] []
31000 [7.45e-06, 5.21e-06, 5.01e-06, 5.98e-06, 3.56e-06, 6.95e-07, 5.23e-07, 9.40e-07, 1.13e-05, 9.06e-08, 2.27e-05, 1.42e-05, 4.77e-05, 5.22e-05, 3.37e-07, 3.25e-07, 7.75e-07, 8.53e-07, 1.74e-07, 9.25e-07, 5.65e-07, 4.11e-06] [7.45e-06, 5.21e-06, 5.01e-06, 5.98e-06, 3.56e-06, 6.95e-07, 5.23e-07, 9.40e-07, 1.13e-05, 9.06e-08, 2.27e-05, 1.42e-05, 4.77e-05, 5.22e-05, 3.37e-07, 3.25e-07, 7.75e-07, 8.53e-07, 1.74e-07, 9.25e-07, 5.65e-07, 4.11e-06] []
31100 [5.15e-06, 5.09e-06, 4.87e-06, 6.77e-06, 4.25e-06, 6.34e-07, 4.49e-07, 8.43e-06, 2.04e-06, 3.42e-07, 3.78e-05, 3.85e-05, 1.42e-04, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 0.00e+00, 8.32e-06, 1.35e-06] [5.15e-06, 5.09e-06, 4.87e-06, 6.77e-06, 4.25e-06, 6.34e-07, 4.49e-07, 8.43e-06, 2.04e-06, 3.42e-07, 3.78e-05, 3.85e-05, 1.42e-04, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-08, 0.00e+00, 8.32e-06, 1.35e-06] []
31200 [7.48e-06, 5.18e-06, 4.98e-06, 6.26e-06, 3.92e-06, 7.73e-07, 6.22e-07, 1.11e-06, 5.18e-06, 3.62e-07, 3.98e-05, 4.52e-05, 4.13e-05, 1.79e-05, 1.71e-06, 1.79e-06, 4.04e-08, 1.14e-08, 3.84e-09, 0.00e+00, 1.74e-07, 9.42e-06] [7.48e-06, 5.18e-06, 4.98e-06, 6.26e-06, 3.92e-06, 7.73e-07, 6.22e-07, 1.11e-06, 5.18e-06, 3.62e-07, 3.98e-05, 4.52e-05, 4.13e-05, 1.79e-05, 1.71e-06, 1.79e-06, 4.04e-08, 1.14e-08, 3.84e-09, 0.00e+00, 1.74e-07, 9.42e-06] []
31300 [4.81e-06, 4.97e-06, 4.71e-06, 6.18e-06, 3.86e-06, 5.61e-07, 4.68e-07, 1.12e-07, 2.42e-06, 1.59e-09, 1.13e-05, 9.15e-06, 2.01e-05, 6.48e-06, 1.68e-08, 5.07e-08, 1.03e-09, 1.21e-11, 4.82e-09, 0.00e+00, 2.02e-07, 2.00e-06] [4.81e-06, 4.97e-06, 4.71e-06, 6.18e-06, 3.86e-06, 5.61e-07, 4.68e-07, 1.12e-07, 2.42e-06, 1.59e-09, 1.13e-05, 9.15e-06, 2.01e-05, 6.48e-06, 1.68e-08, 5.07e-08, 1.03e-09, 1.21e-11, 4.82e-09, 0.00e+00, 2.02e-07, 2.00e-06] []
31400 [4.70e-06, 5.01e-06, 4.71e-06, 6.21e-06, 3.90e-06, 5.97e-07, 5.01e-07, 2.42e-07, 2.32e-06, 7.60e-11, 7.73e-06, 5.27e-06, 4.32e-06, 9.05e-08, 6.02e-09, 1.74e-08, 2.43e-08, 1.96e-08, 1.75e-07, 8.47e-08, 6.07e-07, 5.02e-07] [4.70e-06, 5.01e-06, 4.71e-06, 6.21e-06, 3.90e-06, 5.97e-07, 5.01e-07, 2.42e-07, 2.32e-06, 7.60e-11, 7.73e-06, 5.27e-06, 4.32e-06, 9.05e-08, 6.02e-09, 1.74e-08, 2.43e-08, 1.96e-08, 1.75e-07, 8.47e-08, 6.07e-07, 5.02e-07] []
31500 [4.43e-06, 5.02e-06, 4.64e-06, 6.08e-06, 3.84e-06, 5.46e-07, 5.12e-07, 1.58e-07, 5.59e-06, 5.24e-08, 7.97e-06, 7.27e-06, 7.40e-06, 6.78e-06, 4.83e-09, 8.91e-10, 5.20e-09, 6.86e-10, 1.45e-09, 7.05e-08, 1.99e-07, 4.22e-06] [4.43e-06, 5.02e-06, 4.64e-06, 6.08e-06, 3.84e-06, 5.46e-07, 5.12e-07, 1.58e-07, 5.59e-06, 5.24e-08, 7.97e-06, 7.27e-06, 7.40e-06, 6.78e-06, 4.83e-09, 8.91e-10, 5.20e-09, 6.86e-10, 1.45e-09, 7.05e-08, 1.99e-07, 4.22e-06] []
31600 [5.19e-06, 5.06e-06, 4.72e-06, 6.07e-06, 3.86e-06, 5.07e-07, 4.52e-07, 9.77e-06, 2.57e-07, 2.28e-08, 1.69e-05, 1.27e-05, 2.74e-05, 4.24e-06, 3.35e-08, 8.96e-08, 7.32e-11, 6.16e-10, 2.43e-07, 3.56e-09, 5.90e-07, 8.68e-08] [5.19e-06, 5.06e-06, 4.72e-06, 6.07e-06, 3.86e-06, 5.07e-07, 4.52e-07, 9.77e-06, 2.57e-07, 2.28e-08, 1.69e-05, 1.27e-05, 2.74e-05, 4.24e-06, 3.35e-08, 8.96e-08, 7.32e-11, 6.16e-10, 2.43e-07, 3.56e-09, 5.90e-07, 8.68e-08] []
31700 [4.38e-06, 4.91e-06, 4.58e-06, 6.02e-06, 3.83e-06, 3.87e-07, 4.20e-07, 9.84e-07, 5.36e-07, 2.95e-08, 9.04e-06, 8.27e-06, 1.74e-05, 1.52e-05, 9.66e-10, 2.26e-09, 1.13e-10, 0.00e+00, 1.37e-08, 6.59e-09, 7.79e-07, 2.37e-07] [4.38e-06, 4.91e-06, 4.58e-06, 6.02e-06, 3.83e-06, 3.87e-07, 4.20e-07, 9.84e-07, 5.36e-07, 2.95e-08, 9.04e-06, 8.27e-06, 1.74e-05, 1.52e-05, 9.66e-10, 2.26e-09, 1.13e-10, 0.00e+00, 1.37e-08, 6.59e-09, 7.79e-07, 2.37e-07] []
31800 [5.47e-06, 5.00e-06, 4.60e-06, 5.87e-06, 3.79e-06, 3.10e-07, 3.93e-07, 1.41e-06, 2.42e-07, 1.82e-08, 2.15e-05, 1.29e-05, 4.33e-05, 3.51e-05, 2.80e-07, 2.64e-07, 6.47e-07, 6.72e-07, 3.61e-07, 8.87e-08, 1.37e-06, 2.70e-07] [5.47e-06, 5.00e-06, 4.60e-06, 5.87e-06, 3.79e-06, 3.10e-07, 3.93e-07, 1.41e-06, 2.42e-07, 1.82e-08, 2.15e-05, 1.29e-05, 4.33e-05, 3.51e-05, 2.80e-07, 2.64e-07, 6.47e-07, 6.72e-07, 3.61e-07, 8.87e-08, 1.37e-06, 2.70e-07] []
31900 [4.96e-06, 5.04e-06, 4.59e-06, 5.99e-06, 3.90e-06, 2.58e-07, 3.57e-07, 1.18e-06, 1.86e-06, 1.38e-10, 2.69e-05, 1.58e-05, 5.26e-05, 2.80e-05, 2.19e-07, 2.19e-07, 6.79e-07, 7.49e-07, 2.67e-07, 6.05e-07, 9.91e-07, 2.53e-06] [4.96e-06, 5.04e-06, 4.59e-06, 5.99e-06, 3.90e-06, 2.58e-07, 3.57e-07, 1.18e-06, 1.86e-06, 1.38e-10, 2.69e-05, 1.58e-05, 5.26e-05, 2.80e-05, 2.19e-07, 2.19e-07, 6.79e-07, 7.49e-07, 2.67e-07, 6.05e-07, 9.91e-07, 2.53e-06] []
32000 [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06] [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 38.603652 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
32000 [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06] [1.79e-05, 6.14e-06, 5.29e-06, 6.90e-06, 4.20e-06, 1.38e-06, 9.70e-07, 1.14e-06, 6.99e-06, 1.62e-06, 3.41e-05, 1.31e-04, 4.65e-05, 5.18e-04, 1.24e-05, 1.25e-05, 2.07e-06, 2.13e-06, 3.46e-07, 3.92e-07, 1.35e-06, 1.76e-06] []
32100 [4.64e-06, 5.53e-06, 4.46e-06, 6.96e-06, 3.25e-06, 3.51e-07, 3.27e-07, 1.25e-07, 4.33e-06, 1.41e-08, 1.09e-05, 7.62e-06, 8.08e-06, 3.66e-07, 3.77e-08, 5.44e-09, 2.27e-08, 5.24e-08, 9.26e-09, 0.00e+00, 1.90e-06, 1.93e-06] [4.64e-06, 5.53e-06, 4.46e-06, 6.96e-06, 3.25e-06, 3.51e-07, 3.27e-07, 1.25e-07, 4.33e-06, 1.41e-08, 1.09e-05, 7.62e-06, 8.08e-06, 3.66e-07, 3.77e-08, 5.44e-09, 2.27e-08, 5.24e-08, 9.26e-09, 0.00e+00, 1.90e-06, 1.93e-06] []
32200 [3.72e-06, 5.04e-06, 4.50e-06, 6.30e-06, 3.89e-06, 2.39e-07, 2.76e-07, 3.00e-06, 1.02e-06, 4.00e-09, 6.95e-06, 5.73e-06, 7.81e-06, 4.98e-06, 8.14e-09, 4.81e-10, 3.94e-10, 0.00e+00, 4.83e-08, 2.64e-09, 1.62e-06, 1.36e-07] [3.72e-06, 5.04e-06, 4.50e-06, 6.30e-06, 3.89e-06, 2.39e-07, 2.76e-07, 3.00e-06, 1.02e-06, 4.00e-09, 6.95e-06, 5.73e-06, 7.81e-06, 4.98e-06, 8.14e-09, 4.81e-10, 3.94e-10, 0.00e+00, 4.83e-08, 2.64e-09, 1.62e-06, 1.36e-07] []
32300 [4.08e-06, 5.18e-06, 4.49e-06, 6.56e-06, 3.87e-06, 3.02e-07, 2.81e-07, 3.56e-06, 1.24e-06, 1.61e-07, 7.33e-06, 5.04e-06, 5.34e-06, 2.79e-06, 4.64e-08, 2.34e-08, 5.16e-08, 7.06e-08, 2.84e-07, 3.19e-09, 1.43e-06, 1.30e-07] [4.08e-06, 5.18e-06, 4.49e-06, 6.56e-06, 3.87e-06, 3.02e-07, 2.81e-07, 3.56e-06, 1.24e-06, 1.61e-07, 7.33e-06, 5.04e-06, 5.34e-06, 2.79e-06, 4.64e-08, 2.34e-08, 5.16e-08, 7.06e-08, 2.84e-07, 3.19e-09, 1.43e-06, 1.30e-07] []
32400 [4.32e-06, 5.13e-06, 4.46e-06, 6.12e-06, 3.99e-06, 4.90e-07, 7.99e-07, 2.68e-05, 3.01e-04, 3.58e-06, 1.73e-05, 1.10e-05, 4.19e-05, 2.47e-05, 1.39e-07, 6.83e-09, 7.55e-07, 5.55e-07, 1.41e-06, 0.00e+00, 8.06e-06, 9.55e-05] [4.32e-06, 5.13e-06, 4.46e-06, 6.12e-06, 3.99e-06, 4.90e-07, 7.99e-07, 2.68e-05, 3.01e-04, 3.58e-06, 1.73e-05, 1.10e-05, 4.19e-05, 2.47e-05, 1.39e-07, 6.83e-09, 7.55e-07, 5.55e-07, 1.41e-06, 0.00e+00, 8.06e-06, 9.55e-05] []
32500 [4.72e-06, 5.33e-06, 4.62e-06, 6.89e-06, 4.49e-06, 2.67e-07, 2.79e-07, 2.32e-08, 8.32e-08, 1.18e-07, 6.58e-05, 5.36e-05, 2.30e-04, 1.91e-04, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.29e-09, 1.19e-11, 1.67e-06, 2.43e-06] [4.72e-06, 5.33e-06, 4.62e-06, 6.89e-06, 4.49e-06, 2.67e-07, 2.79e-07, 2.32e-08, 8.32e-08, 1.18e-07, 6.58e-05, 5.36e-05, 2.30e-04, 1.91e-04, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.29e-09, 1.19e-11, 1.67e-06, 2.43e-06] []
32600 [1.02e-05, 6.57e-06, 4.88e-06, 8.25e-06, 4.63e-06, 6.10e-07, 6.63e-07, 2.21e-05, 3.89e-09, 2.67e-06, 1.90e-05, 1.60e-04, 1.12e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-08, 7.31e-07, 1.61e-08, 1.94e-06, 1.06e-07] [1.02e-05, 6.57e-06, 4.88e-06, 8.25e-06, 4.63e-06, 6.10e-07, 6.63e-07, 2.21e-05, 3.89e-09, 2.67e-06, 1.90e-05, 1.60e-04, 1.12e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-08, 7.31e-07, 1.61e-08, 1.94e-06, 1.06e-07] []
32700 [5.36e-06, 5.43e-06, 4.50e-06, 6.34e-06, 3.40e-06, 3.92e-07, 3.83e-07, 1.28e-05, 9.50e-07, 6.64e-08, 2.62e-05, 1.43e-05, 5.19e-05, 3.55e-05, 2.97e-07, 1.90e-07, 6.99e-07, 8.20e-07, 1.25e-06, 7.13e-07, 6.14e-06, 3.17e-06] [5.36e-06, 5.43e-06, 4.50e-06, 6.34e-06, 3.40e-06, 3.92e-07, 3.83e-07, 1.28e-05, 9.50e-07, 6.64e-08, 2.62e-05, 1.43e-05, 5.19e-05, 3.55e-05, 2.97e-07, 1.90e-07, 6.99e-07, 8.20e-07, 1.25e-06, 7.13e-07, 6.14e-06, 3.17e-06] []
32800 [4.25e-06, 5.32e-06, 4.43e-06, 6.26e-06, 3.93e-06, 6.01e-07, 3.80e-07, 5.60e-06, 1.80e-06, 9.22e-07, 6.69e-06, 4.93e-06, 4.87e-06, 3.26e-06, 1.21e-07, 9.93e-08, 6.23e-08, 9.17e-08, 9.22e-06, 0.00e+00, 2.98e-05, 5.77e-07] [4.25e-06, 5.32e-06, 4.43e-06, 6.26e-06, 3.93e-06, 6.01e-07, 3.80e-07, 5.60e-06, 1.80e-06, 9.22e-07, 6.69e-06, 4.93e-06, 4.87e-06, 3.26e-06, 1.21e-07, 9.93e-08, 6.23e-08, 9.17e-08, 9.22e-06, 0.00e+00, 2.98e-05, 5.77e-07] []
32900 [4.37e-06, 5.02e-06, 4.42e-06, 5.83e-06, 3.85e-06, 4.49e-07, 4.23e-07, 3.79e-06, 1.82e-07, 3.83e-08, 1.24e-05, 7.58e-06, 1.87e-05, 1.36e-05, 9.50e-08, 1.54e-07, 3.90e-07, 2.48e-07, 3.98e-09, 1.30e-07, 4.55e-07, 5.63e-07] [4.37e-06, 5.02e-06, 4.42e-06, 5.83e-06, 3.85e-06, 4.49e-07, 4.23e-07, 3.79e-06, 1.82e-07, 3.83e-08, 1.24e-05, 7.58e-06, 1.87e-05, 1.36e-05, 9.50e-08, 1.54e-07, 3.90e-07, 2.48e-07, 3.98e-09, 1.30e-07, 4.55e-07, 5.63e-07] []
33000 [5.93e-06, 5.34e-06, 4.64e-06, 7.15e-06, 4.57e-06, 4.18e-07, 3.75e-07, 1.28e-05, 7.14e-07, 6.63e-08, 6.35e-05, 6.72e-05, 2.55e-04, 3.09e-04, 3.97e-10, 0.00e+00, 0.00e+00, 8.40e-11, 0.00e+00, 0.00e+00, 1.00e-05, 5.59e-06] [5.93e-06, 5.34e-06, 4.64e-06, 7.15e-06, 4.57e-06, 4.18e-07, 3.75e-07, 1.28e-05, 7.14e-07, 6.63e-08, 6.35e-05, 6.72e-05, 2.55e-04, 3.09e-04, 3.97e-10, 0.00e+00, 0.00e+00, 8.40e-11, 0.00e+00, 0.00e+00, 1.00e-05, 5.59e-06] []
33100 [5.18e-06, 5.14e-06, 4.39e-06, 5.81e-06, 3.73e-06, 4.99e-07, 4.53e-07, 1.32e-05, 2.40e-06, 5.94e-07, 1.05e-05, 8.10e-06, 1.58e-05, 1.93e-05, 5.68e-07, 2.29e-07, 1.15e-07, 2.73e-07, 5.71e-10, 0.00e+00, 1.94e-06, 1.55e-06] [5.18e-06, 5.14e-06, 4.39e-06, 5.81e-06, 3.73e-06, 4.99e-07, 4.53e-07, 1.32e-05, 2.40e-06, 5.94e-07, 1.05e-05, 8.10e-06, 1.58e-05, 1.93e-05, 5.68e-07, 2.29e-07, 1.15e-07, 2.73e-07, 5.71e-10, 0.00e+00, 1.94e-06, 1.55e-06] []
33200 [3.34e-06, 4.95e-06, 4.31e-06, 5.88e-06, 3.94e-06, 4.75e-07, 4.14e-07, 9.08e-09, 8.37e-08, 3.87e-09, 8.04e-06, 7.10e-06, 1.83e-05, 1.39e-05, 3.24e-09, 4.32e-09, 2.83e-09, 2.65e-09, 1.99e-08, 3.94e-10, 1.07e-07, 3.59e-07] [3.34e-06, 4.95e-06, 4.31e-06, 5.88e-06, 3.94e-06, 4.75e-07, 4.14e-07, 9.08e-09, 8.37e-08, 3.87e-09, 8.04e-06, 7.10e-06, 1.83e-05, 1.39e-05, 3.24e-09, 4.32e-09, 2.83e-09, 2.65e-09, 1.99e-08, 3.94e-10, 1.07e-07, 3.59e-07] []
33300 [4.09e-06, 5.07e-06, 4.42e-06, 6.34e-06, 4.29e-06, 4.82e-07, 4.19e-07, 7.36e-06, 1.38e-05, 1.03e-07, 4.09e-05, 3.75e-05, 1.39e-04, 1.40e-04, 8.97e-10, 0.00e+00, 0.00e+00, 7.13e-10, 0.00e+00, 0.00e+00, 3.36e-06, 1.23e-05] [4.09e-06, 5.07e-06, 4.42e-06, 6.34e-06, 4.29e-06, 4.82e-07, 4.19e-07, 7.36e-06, 1.38e-05, 1.03e-07, 4.09e-05, 3.75e-05, 1.39e-04, 1.40e-04, 8.97e-10, 0.00e+00, 0.00e+00, 7.13e-10, 0.00e+00, 0.00e+00, 3.36e-06, 1.23e-05] []
33400 [3.90e-05, 1.08e-05, 6.36e-06, 1.28e-05, 6.53e-06, 2.42e-06, 2.47e-06, 3.32e-05, 3.27e-05, 7.41e-07, 9.38e-05, 3.73e-04, 3.21e-05, 9.31e-04, 3.89e-05, 3.86e-05, 9.20e-06, 1.44e-06, 2.71e-06, 4.47e-06, 1.13e-05, 2.20e-05] [3.90e-05, 1.08e-05, 6.36e-06, 1.28e-05, 6.53e-06, 2.42e-06, 2.47e-06, 3.32e-05, 3.27e-05, 7.41e-07, 9.38e-05, 3.73e-04, 3.21e-05, 9.31e-04, 3.89e-05, 3.86e-05, 9.20e-06, 1.44e-06, 2.71e-06, 4.47e-06, 1.13e-05, 2.20e-05] []
33500 [6.16e-06, 5.30e-06, 4.79e-06, 6.63e-06, 4.92e-06, 5.03e-07, 4.50e-07, 1.99e-06, 3.73e-06, 4.02e-08, 1.14e-04, 9.35e-05, 3.97e-04, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 7.45e-06, 6.82e-07] [6.16e-06, 5.30e-06, 4.79e-06, 6.63e-06, 4.92e-06, 5.03e-07, 4.50e-07, 1.99e-06, 3.73e-06, 4.02e-08, 1.14e-04, 9.35e-05, 3.97e-04, 3.66e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 7.45e-06, 6.82e-07] []
33600 [3.01e-06, 4.94e-06, 4.44e-06, 5.63e-06, 3.86e-06, 5.39e-07, 4.57e-07, 3.75e-06, 5.35e-07, 1.32e-08, 5.51e-06, 6.59e-06, 2.46e-06, 1.52e-06, 1.25e-08, 1.60e-08, 5.54e-08, 7.54e-08, 0.00e+00, 2.95e-08, 2.25e-06, 1.68e-07] [3.01e-06, 4.94e-06, 4.44e-06, 5.63e-06, 3.86e-06, 5.39e-07, 4.57e-07, 3.75e-06, 5.35e-07, 1.32e-08, 5.51e-06, 6.59e-06, 2.46e-06, 1.52e-06, 1.25e-08, 1.60e-08, 5.54e-08, 7.54e-08, 0.00e+00, 2.95e-08, 2.25e-06, 1.68e-07] []
33700 [3.14e-05, 6.70e-06, 5.91e-06, 6.70e-06, 5.49e-06, 1.27e-06, 1.24e-06, 2.68e-06, 1.03e-06, 5.20e-07, 1.27e-04, 2.38e-04, 6.88e-04, 1.66e-03, 1.90e-05, 1.94e-05, 1.48e-05, 1.47e-05, 1.98e-07, 6.97e-07, 9.99e-07, 1.87e-06] [3.14e-05, 6.70e-06, 5.91e-06, 6.70e-06, 5.49e-06, 1.27e-06, 1.24e-06, 2.68e-06, 1.03e-06, 5.20e-07, 1.27e-04, 2.38e-04, 6.88e-04, 1.66e-03, 1.90e-05, 1.94e-05, 1.48e-05, 1.47e-05, 1.98e-07, 6.97e-07, 9.99e-07, 1.87e-06] []
33800 [4.47e-06, 5.05e-06, 4.57e-06, 6.24e-06, 4.43e-06, 5.42e-07, 4.64e-07, 3.79e-08, 9.89e-07, 1.38e-08, 5.88e-05, 5.06e-05, 2.11e-04, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-10, 1.67e-12, 4.30e-06, 8.50e-07] [4.47e-06, 5.05e-06, 4.57e-06, 6.24e-06, 4.43e-06, 5.42e-07, 4.64e-07, 3.79e-08, 9.89e-07, 1.38e-08, 5.88e-05, 5.06e-05, 2.11e-04, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-10, 1.67e-12, 4.30e-06, 8.50e-07] []
33900 [2.57e-05, 7.64e-06, 5.99e-06, 8.28e-06, 6.63e-06, 1.99e-06, 2.13e-06, 2.35e-05, 1.45e-05, 4.47e-07, 6.07e-05, 5.50e-04, 2.33e-04, 2.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-08, 0.00e+00, 0.00e+00, 7.13e-05, 9.55e-06] [2.57e-05, 7.64e-06, 5.99e-06, 8.28e-06, 6.63e-06, 1.99e-06, 2.13e-06, 2.35e-05, 1.45e-05, 4.47e-07, 6.07e-05, 5.50e-04, 2.33e-04, 2.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-08, 0.00e+00, 0.00e+00, 7.13e-05, 9.55e-06] []
34000 [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06] [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 37.206746 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
34000 [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06] [9.17e-05, 1.18e-05, 9.35e-06, 1.30e-05, 1.15e-05, 4.01e-06, 3.82e-06, 1.07e-05, 1.45e-07, 1.30e-06, 2.60e-04, 9.64e-04, 1.22e-03, 5.93e-03, 1.17e-04, 1.13e-04, 3.55e-05, 3.63e-05, 5.49e-07, 5.70e-07, 1.34e-06, 1.49e-06] []
34100 [3.91e-06, 5.11e-06, 4.50e-06, 5.44e-06, 3.95e-06, 6.78e-07, 5.71e-07, 1.17e-07, 7.07e-08, 1.84e-09, 4.84e-06, 3.72e-06, 2.65e-06, 9.37e-08, 4.85e-08, 3.92e-08, 2.20e-08, 1.56e-08, 3.33e-08, 1.02e-08, 9.23e-08, 1.86e-07] [3.91e-06, 5.11e-06, 4.50e-06, 5.44e-06, 3.95e-06, 6.78e-07, 5.71e-07, 1.17e-07, 7.07e-08, 1.84e-09, 4.84e-06, 3.72e-06, 2.65e-06, 9.37e-08, 4.85e-08, 3.92e-08, 2.20e-08, 1.56e-08, 3.33e-08, 1.02e-08, 9.23e-08, 1.86e-07] []
34200 [3.33e-06, 4.92e-06, 4.39e-06, 5.46e-06, 3.96e-06, 6.78e-07, 6.20e-07, 7.37e-08, 4.86e-07, 9.71e-09, 5.05e-06, 6.89e-06, 5.72e-06, 1.20e-05, 1.14e-08, 1.91e-09, 5.26e-09, 6.72e-09, 6.61e-09, 1.14e-08, 1.58e-07, 1.50e-07] [3.33e-06, 4.92e-06, 4.39e-06, 5.46e-06, 3.96e-06, 6.78e-07, 6.20e-07, 7.37e-08, 4.86e-07, 9.71e-09, 5.05e-06, 6.89e-06, 5.72e-06, 1.20e-05, 1.14e-08, 1.91e-09, 5.26e-09, 6.72e-09, 6.61e-09, 1.14e-08, 1.58e-07, 1.50e-07] []
34300 [3.35e-06, 4.92e-06, 4.37e-06, 5.54e-06, 4.04e-06, 6.73e-07, 6.32e-07, 1.81e-07, 3.57e-07, 1.50e-07, 5.36e-06, 5.06e-06, 4.50e-06, 8.94e-06, 1.36e-08, 1.09e-08, 1.14e-08, 7.68e-09, 8.24e-09, 3.70e-08, 1.35e-07, 3.45e-07] [3.35e-06, 4.92e-06, 4.37e-06, 5.54e-06, 4.04e-06, 6.73e-07, 6.32e-07, 1.81e-07, 3.57e-07, 1.50e-07, 5.36e-06, 5.06e-06, 4.50e-06, 8.94e-06, 1.36e-08, 1.09e-08, 1.14e-08, 7.68e-09, 8.24e-09, 3.70e-08, 1.35e-07, 3.45e-07] []
34400 [5.27e-06, 4.89e-06, 4.44e-06, 5.22e-06, 3.83e-06, 6.91e-07, 7.45e-07, 6.35e-07, 1.28e-05, 1.11e-09, 8.32e-06, 8.98e-06, 3.58e-06, 1.66e-05, 4.13e-07, 3.50e-07, 1.11e-07, 2.05e-08, 2.32e-08, 1.37e-07, 2.60e-07, 2.01e-05] [5.27e-06, 4.89e-06, 4.44e-06, 5.22e-06, 3.83e-06, 6.91e-07, 7.45e-07, 6.35e-07, 1.28e-05, 1.11e-09, 8.32e-06, 8.98e-06, 3.58e-06, 1.66e-05, 4.13e-07, 3.50e-07, 1.11e-07, 2.05e-08, 2.32e-08, 1.37e-07, 2.60e-07, 2.01e-05] []
34500 [3.44e-06, 4.77e-06, 4.41e-06, 5.22e-06, 4.06e-06, 6.95e-07, 6.27e-07, 1.20e-05, 2.53e-05, 2.35e-07, 5.62e-06, 4.69e-06, 8.97e-06, 3.31e-06, 1.32e-07, 2.06e-08, 4.22e-09, 1.86e-08, 0.00e+00, 0.00e+00, 1.11e-05, 7.43e-06] [3.44e-06, 4.77e-06, 4.41e-06, 5.22e-06, 4.06e-06, 6.95e-07, 6.27e-07, 1.20e-05, 2.53e-05, 2.35e-07, 5.62e-06, 4.69e-06, 8.97e-06, 3.31e-06, 1.32e-07, 2.06e-08, 4.22e-09, 1.86e-08, 0.00e+00, 0.00e+00, 1.11e-05, 7.43e-06] []
34600 [3.45e-06, 4.92e-06, 4.39e-06, 5.48e-06, 4.14e-06, 6.47e-07, 6.07e-07, 7.61e-07, 1.42e-06, 6.05e-07, 8.40e-06, 9.50e-06, 1.61e-05, 1.74e-06, 1.71e-07, 2.59e-07, 1.38e-08, 5.25e-08, 1.45e-09, 0.00e+00, 4.06e-07, 1.49e-05] [3.45e-06, 4.92e-06, 4.39e-06, 5.48e-06, 4.14e-06, 6.47e-07, 6.07e-07, 7.61e-07, 1.42e-06, 6.05e-07, 8.40e-06, 9.50e-06, 1.61e-05, 1.74e-06, 1.71e-07, 2.59e-07, 1.38e-08, 5.25e-08, 1.45e-09, 0.00e+00, 4.06e-07, 1.49e-05] []
34700 [1.56e-05, 6.69e-06, 5.41e-06, 5.64e-06, 5.78e-06, 1.13e-06, 1.02e-06, 1.09e-06, 5.46e-07, 1.93e-06, 4.56e-05, 9.65e-05, 2.37e-04, 7.45e-04, 9.35e-06, 8.39e-06, 5.65e-06, 5.34e-06, 5.40e-07, 9.37e-07, 3.23e-06, 3.71e-06] [1.56e-05, 6.69e-06, 5.41e-06, 5.64e-06, 5.78e-06, 1.13e-06, 1.02e-06, 1.09e-06, 5.46e-07, 1.93e-06, 4.56e-05, 9.65e-05, 2.37e-04, 7.45e-04, 9.35e-06, 8.39e-06, 5.65e-06, 5.34e-06, 5.40e-07, 9.37e-07, 3.23e-06, 3.71e-06] []
34800 [3.34e-06, 4.79e-06, 4.43e-06, 5.15e-06, 4.04e-06, 6.58e-07, 6.07e-07, 4.24e-07, 3.91e-09, 1.03e-09, 4.86e-06, 2.93e-06, 4.23e-06, 1.07e-06, 2.68e-08, 2.13e-08, 6.58e-08, 4.44e-08, 3.99e-10, 5.74e-09, 4.59e-07, 5.25e-08] [3.34e-06, 4.79e-06, 4.43e-06, 5.15e-06, 4.04e-06, 6.58e-07, 6.07e-07, 4.24e-07, 3.91e-09, 1.03e-09, 4.86e-06, 2.93e-06, 4.23e-06, 1.07e-06, 2.68e-08, 2.13e-08, 6.58e-08, 4.44e-08, 3.99e-10, 5.74e-09, 4.59e-07, 5.25e-08] []
34900 [7.90e-06, 5.47e-06, 4.89e-06, 6.06e-06, 4.74e-06, 7.64e-07, 7.02e-07, 8.43e-08, 1.17e-06, 4.01e-08, 2.64e-05, 9.19e-05, 1.74e-04, 5.22e-04, 1.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.60e-10, 2.40e-08, 4.75e-06, 2.50e-06] [7.90e-06, 5.47e-06, 4.89e-06, 6.06e-06, 4.74e-06, 7.64e-07, 7.02e-07, 8.43e-08, 1.17e-06, 4.01e-08, 2.64e-05, 9.19e-05, 1.74e-04, 5.22e-04, 1.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.60e-10, 2.40e-08, 4.75e-06, 2.50e-06] []
35000 [2.91e-06, 4.91e-06, 4.48e-06, 5.33e-06, 4.24e-06, 7.03e-07, 5.49e-07, 5.25e-08, 1.49e-07, 3.49e-09, 4.28e-06, 6.29e-06, 7.55e-06, 1.92e-05, 4.70e-09, 1.44e-09, 7.77e-09, 1.08e-08, 3.34e-08, 3.50e-09, 1.25e-07, 2.53e-07] [2.91e-06, 4.91e-06, 4.48e-06, 5.33e-06, 4.24e-06, 7.03e-07, 5.49e-07, 5.25e-08, 1.49e-07, 3.49e-09, 4.28e-06, 6.29e-06, 7.55e-06, 1.92e-05, 4.70e-09, 1.44e-09, 7.77e-09, 1.08e-08, 3.34e-08, 3.50e-09, 1.25e-07, 2.53e-07] []
35100 [4.72e-06, 5.09e-06, 4.66e-06, 6.06e-06, 4.78e-06, 6.76e-07, 5.11e-07, 1.78e-06, 3.91e-07, 3.47e-11, 9.16e-05, 7.29e-05, 3.11e-04, 2.56e-04, 7.87e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 1.26e-06] [4.72e-06, 5.09e-06, 4.66e-06, 6.06e-06, 4.78e-06, 6.76e-07, 5.11e-07, 1.78e-06, 3.91e-07, 3.47e-11, 9.16e-05, 7.29e-05, 3.11e-04, 2.56e-04, 7.87e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 1.26e-06] []
35200 [5.56e-06, 5.25e-06, 5.14e-06, 5.11e-06, 4.17e-06, 1.43e-06, 6.95e-07, 2.63e-04, 6.14e-06, 3.39e-06, 4.64e-06, 4.34e-06, 5.15e-06, 6.34e-06, 1.50e-07, 4.01e-09, 4.70e-09, 9.77e-08, 0.00e+00, 2.01e-07, 1.10e-04, 2.46e-06] [5.56e-06, 5.25e-06, 5.14e-06, 5.11e-06, 4.17e-06, 1.43e-06, 6.95e-07, 2.63e-04, 6.14e-06, 3.39e-06, 4.64e-06, 4.34e-06, 5.15e-06, 6.34e-06, 1.50e-07, 4.01e-09, 4.70e-09, 9.77e-08, 0.00e+00, 2.01e-07, 1.10e-04, 2.46e-06] []
35300 [3.27e-06, 4.84e-06, 4.43e-06, 5.08e-06, 4.14e-06, 6.56e-07, 6.08e-07, 4.73e-07, 3.88e-07, 6.95e-08, 3.86e-06, 2.65e-06, 1.62e-06, 2.18e-07, 2.70e-08, 1.87e-08, 2.88e-08, 2.05e-08, 8.05e-11, 5.27e-10, 3.28e-06, 4.56e-07] [3.27e-06, 4.84e-06, 4.43e-06, 5.08e-06, 4.14e-06, 6.56e-07, 6.08e-07, 4.73e-07, 3.88e-07, 6.95e-08, 3.86e-06, 2.65e-06, 1.62e-06, 2.18e-07, 2.70e-08, 1.87e-08, 2.88e-08, 2.05e-08, 8.05e-11, 5.27e-10, 3.28e-06, 4.56e-07] []
35400 [3.40e-06, 4.79e-06, 4.25e-06, 5.41e-06, 4.12e-06, 7.34e-07, 6.73e-07, 1.92e-08, 8.28e-07, 1.06e-09, 9.34e-06, 6.98e-06, 1.39e-05, 1.39e-06, 3.53e-08, 1.59e-08, 1.18e-08, 1.83e-09, 4.48e-09, 9.02e-08, 1.13e-07, 5.38e-07] [3.40e-06, 4.79e-06, 4.25e-06, 5.41e-06, 4.12e-06, 7.34e-07, 6.73e-07, 1.92e-08, 8.28e-07, 1.06e-09, 9.34e-06, 6.98e-06, 1.39e-05, 1.39e-06, 3.53e-08, 1.59e-08, 1.18e-08, 1.83e-09, 4.48e-09, 9.02e-08, 1.13e-07, 5.38e-07] []
35500 [7.32e-06, 5.22e-06, 4.67e-06, 5.04e-06, 4.18e-06, 8.47e-07, 7.62e-07, 1.89e-06, 3.55e-06, 4.75e-07, 1.86e-05, 2.63e-05, 7.96e-05, 1.89e-04, 1.55e-06, 1.67e-06, 1.41e-06, 1.32e-06, 6.82e-08, 2.69e-07, 1.26e-06, 1.24e-06] [7.32e-06, 5.22e-06, 4.67e-06, 5.04e-06, 4.18e-06, 8.47e-07, 7.62e-07, 1.89e-06, 3.55e-06, 4.75e-07, 1.86e-05, 2.63e-05, 7.96e-05, 1.89e-04, 1.55e-06, 1.67e-06, 1.41e-06, 1.32e-06, 6.82e-08, 2.69e-07, 1.26e-06, 1.24e-06] []
35600 [3.80e-06, 4.89e-06, 4.44e-06, 4.80e-06, 4.05e-06, 8.57e-07, 7.03e-07, 3.86e-08, 6.18e-08, 4.41e-11, 2.50e-05, 1.59e-05, 6.15e-05, 2.46e-05, 1.74e-07, 1.34e-07, 5.39e-07, 4.48e-07, 2.51e-08, 2.77e-08, 1.11e-07, 1.17e-07] [3.80e-06, 4.89e-06, 4.44e-06, 4.80e-06, 4.05e-06, 8.57e-07, 7.03e-07, 3.86e-08, 6.18e-08, 4.41e-11, 2.50e-05, 1.59e-05, 6.15e-05, 2.46e-05, 1.74e-07, 1.34e-07, 5.39e-07, 4.48e-07, 2.51e-08, 2.77e-08, 1.11e-07, 1.17e-07] []
35700 [3.04e-05, 1.49e-05, 2.43e-05, 3.36e-05, 1.29e-05, 2.47e-06, 2.92e-06, 1.63e-04, 7.89e-06, 3.31e-04, 3.36e-05, 5.65e-05, 3.17e-05, 1.78e-04, 3.12e-06, 3.75e-06, 1.78e-06, 4.00e-06, 0.00e+00, 7.11e-08, 7.56e-04, 3.23e-04] [3.04e-05, 1.49e-05, 2.43e-05, 3.36e-05, 1.29e-05, 2.47e-06, 2.92e-06, 1.63e-04, 7.89e-06, 3.31e-04, 3.36e-05, 5.65e-05, 3.17e-05, 1.78e-04, 3.12e-06, 3.75e-06, 1.78e-06, 4.00e-06, 0.00e+00, 7.11e-08, 7.56e-04, 3.23e-04] []
35800 [3.43e-06, 4.98e-06, 4.44e-06, 5.30e-06, 4.10e-06, 1.04e-06, 7.16e-07, 1.60e-08, 3.17e-09, 6.69e-12, 5.03e-06, 3.99e-06, 1.88e-06, 1.51e-06, 3.35e-09, 5.22e-09, 3.58e-08, 6.46e-08, 4.90e-09, 1.65e-08, 3.47e-08, 4.57e-08] [3.43e-06, 4.98e-06, 4.44e-06, 5.30e-06, 4.10e-06, 1.04e-06, 7.16e-07, 1.60e-08, 3.17e-09, 6.69e-12, 5.03e-06, 3.99e-06, 1.88e-06, 1.51e-06, 3.35e-09, 5.22e-09, 3.58e-08, 6.46e-08, 4.90e-09, 1.65e-08, 3.47e-08, 4.57e-08] []
35900 [8.83e-06, 5.28e-06, 4.73e-06, 5.92e-06, 4.67e-06, 1.03e-06, 8.51e-07, 8.82e-07, 3.40e-07, 7.21e-07, 8.44e-05, 9.86e-05, 3.45e-04, 4.16e-04, 2.26e-09, 1.43e-08, 2.83e-09, 1.85e-08, 5.93e-09, 6.12e-09, 2.80e-06, 2.37e-06] [8.83e-06, 5.28e-06, 4.73e-06, 5.92e-06, 4.67e-06, 1.03e-06, 8.51e-07, 8.82e-07, 3.40e-07, 7.21e-07, 8.44e-05, 9.86e-05, 3.45e-04, 4.16e-04, 2.26e-09, 1.43e-08, 2.83e-09, 1.85e-08, 5.93e-09, 6.12e-09, 2.80e-06, 2.37e-06] []
36000 [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06] [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 37.307344 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
36000 [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06] [4.74e-05, 8.87e-06, 8.22e-06, 9.38e-06, 8.82e-06, 2.91e-06, 3.30e-06, 6.53e-07, 1.28e-07, 3.94e-06, 9.33e-05, 8.01e-04, 5.38e-04, 3.37e-03, 1.21e-08, 1.66e-08, 1.71e-09, 8.49e-09, 1.26e-08, 1.91e-09, 2.53e-06, 1.62e-06] []
36100 [8.17e-06, 5.29e-06, 4.56e-06, 4.72e-06, 4.24e-06, 1.08e-06, 8.52e-07, 1.06e-06, 5.94e-07, 1.95e-07, 6.10e-05, 4.68e-05, 2.23e-04, 2.19e-04, 1.57e-06, 1.63e-06, 3.39e-06, 3.28e-06, 3.96e-07, 2.85e-07, 1.63e-06, 1.12e-06] [8.17e-06, 5.29e-06, 4.56e-06, 4.72e-06, 4.24e-06, 1.08e-06, 8.52e-07, 1.06e-06, 5.94e-07, 1.95e-07, 6.10e-05, 4.68e-05, 2.23e-04, 2.19e-04, 1.57e-06, 1.63e-06, 3.39e-06, 3.28e-06, 3.96e-07, 2.85e-07, 1.63e-06, 1.12e-06] []
36200 [6.21e-06, 5.12e-06, 4.39e-06, 4.62e-06, 4.24e-06, 1.03e-06, 7.83e-07, 7.55e-07, 3.50e-07, 9.90e-08, 3.38e-05, 2.49e-05, 1.15e-04, 1.17e-04, 7.94e-07, 8.84e-07, 1.74e-06, 1.67e-06, 2.25e-07, 1.14e-07, 1.05e-06, 4.95e-07] [6.21e-06, 5.12e-06, 4.39e-06, 4.62e-06, 4.24e-06, 1.03e-06, 7.83e-07, 7.55e-07, 3.50e-07, 9.90e-08, 3.38e-05, 2.49e-05, 1.15e-04, 1.17e-04, 7.94e-07, 8.84e-07, 1.74e-06, 1.67e-06, 2.25e-07, 1.14e-07, 1.05e-06, 4.95e-07] []
36300 [4.43e-06, 4.97e-06, 4.27e-06, 4.55e-06, 4.31e-06, 1.05e-06, 7.32e-07, 5.81e-07, 4.24e-08, 2.38e-08, 2.63e-05, 1.64e-05, 7.12e-05, 4.29e-05, 2.58e-07, 3.76e-07, 9.24e-07, 9.43e-07, 1.94e-07, 3.06e-08, 1.05e-06, 1.43e-07] [4.43e-06, 4.97e-06, 4.27e-06, 4.55e-06, 4.31e-06, 1.05e-06, 7.32e-07, 5.81e-07, 4.24e-08, 2.38e-08, 2.63e-05, 1.64e-05, 7.12e-05, 4.29e-05, 2.58e-07, 3.76e-07, 9.24e-07, 9.43e-07, 1.94e-07, 3.06e-08, 1.05e-06, 1.43e-07] []
36400 [1.93e-05, 6.16e-06, 5.18e-06, 5.07e-06, 5.22e-06, 1.45e-06, 1.12e-06, 1.35e-06, 1.36e-06, 4.53e-07, 4.48e-05, 1.24e-04, 2.38e-04, 7.79e-04, 1.10e-05, 1.08e-05, 5.84e-06, 5.35e-06, 2.39e-07, 2.68e-07, 1.31e-06, 1.24e-06] [1.93e-05, 6.16e-06, 5.18e-06, 5.07e-06, 5.22e-06, 1.45e-06, 1.12e-06, 1.35e-06, 1.36e-06, 4.53e-07, 4.48e-05, 1.24e-04, 2.38e-04, 7.79e-04, 1.10e-05, 1.08e-05, 5.84e-06, 5.35e-06, 2.39e-07, 2.68e-07, 1.31e-06, 1.24e-06] []
36500 [4.80e-06, 4.90e-06, 4.25e-06, 4.07e-06, 4.73e-06, 1.06e-06, 7.52e-07, 6.20e-10, 3.23e-07, 1.72e-08, 9.16e-06, 9.07e-06, 2.80e-05, 5.10e-05, 2.82e-07, 6.34e-07, 6.81e-07, 3.81e-07, 6.38e-08, 2.23e-08, 3.67e-07, 1.44e-07] [4.80e-06, 4.90e-06, 4.25e-06, 4.07e-06, 4.73e-06, 1.06e-06, 7.52e-07, 6.20e-10, 3.23e-07, 1.72e-08, 9.16e-06, 9.07e-06, 2.80e-05, 5.10e-05, 2.82e-07, 6.34e-07, 6.81e-07, 3.81e-07, 6.38e-08, 2.23e-08, 3.67e-07, 1.44e-07] []
36600 [2.96e-06, 4.84e-06, 4.18e-06, 4.60e-06, 4.77e-06, 1.01e-06, 6.98e-07, 1.02e-07, 1.73e-08, 1.41e-09, 4.45e-06, 4.13e-06, 5.34e-06, 2.28e-07, 3.02e-09, 6.94e-08, 1.39e-08, 4.99e-09, 1.14e-08, 9.51e-10, 7.35e-08, 4.78e-08] [2.96e-06, 4.84e-06, 4.18e-06, 4.60e-06, 4.77e-06, 1.01e-06, 6.98e-07, 1.02e-07, 1.73e-08, 1.41e-09, 4.45e-06, 4.13e-06, 5.34e-06, 2.28e-07, 3.02e-09, 6.94e-08, 1.39e-08, 4.99e-09, 1.14e-08, 9.51e-10, 7.35e-08, 4.78e-08] []
36700 [2.86e-06, 4.83e-06, 4.18e-06, 4.78e-06, 4.82e-06, 1.02e-06, 7.22e-07, 2.35e-09, 2.01e-08, 1.60e-08, 1.10e-05, 1.40e-05, 4.18e-05, 5.57e-05, 8.12e-12, 6.83e-11, 1.59e-09, 7.54e-11, 4.60e-10, 3.21e-09, 5.57e-08, 5.37e-08] [2.86e-06, 4.83e-06, 4.18e-06, 4.78e-06, 4.82e-06, 1.02e-06, 7.22e-07, 2.35e-09, 2.01e-08, 1.60e-08, 1.10e-05, 1.40e-05, 4.18e-05, 5.57e-05, 8.12e-12, 6.83e-11, 1.59e-09, 7.54e-11, 4.60e-10, 3.21e-09, 5.57e-08, 5.37e-08] []
36800 [2.03e-05, 6.56e-06, 5.63e-06, 6.62e-06, 6.87e-06, 1.49e-06, 1.69e-06, 1.52e-06, 3.07e-05, 1.52e-07, 1.04e-04, 2.49e-04, 5.82e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-07, 5.46e-06, 2.31e-05] [2.03e-05, 6.56e-06, 5.63e-06, 6.62e-06, 6.87e-06, 1.49e-06, 1.69e-06, 1.52e-06, 3.07e-05, 1.52e-07, 1.04e-04, 2.49e-04, 5.82e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-07, 5.46e-06, 2.31e-05] []
36900 [1.42e-05, 6.30e-06, 5.09e-06, 5.17e-06, 4.11e-06, 1.53e-06, 1.22e-06, 3.33e-09, 6.75e-07, 2.39e-08, 2.56e-05, 7.88e-05, 1.13e-04, 4.19e-04, 7.18e-06, 5.13e-06, 1.66e-06, 4.23e-06, 0.00e+00, 0.00e+00, 1.22e-05, 3.96e-07] [1.42e-05, 6.30e-06, 5.09e-06, 5.17e-06, 4.11e-06, 1.53e-06, 1.22e-06, 3.33e-09, 6.75e-07, 2.39e-08, 2.56e-05, 7.88e-05, 1.13e-04, 4.19e-04, 7.18e-06, 5.13e-06, 1.66e-06, 4.23e-06, 0.00e+00, 0.00e+00, 1.22e-05, 3.96e-07] []
37000 [4.40e-06, 4.96e-06, 4.06e-06, 4.81e-06, 4.73e-06, 1.05e-06, 8.71e-07, 1.57e-07, 5.13e-06, 1.55e-07, 9.51e-06, 1.07e-05, 1.01e-05, 4.13e-06, 3.34e-07, 3.35e-07, 3.14e-08, 1.15e-07, 1.40e-08, 0.00e+00, 8.92e-08, 4.82e-06] [4.40e-06, 4.96e-06, 4.06e-06, 4.81e-06, 4.73e-06, 1.05e-06, 8.71e-07, 1.57e-07, 5.13e-06, 1.55e-07, 9.51e-06, 1.07e-05, 1.01e-05, 4.13e-06, 3.34e-07, 3.35e-07, 3.14e-08, 1.15e-07, 1.40e-08, 0.00e+00, 8.92e-08, 4.82e-06] []
37100 [8.12e-06, 5.46e-06, 4.50e-06, 4.62e-06, 4.57e-06, 1.14e-06, 8.92e-07, 1.94e-06, 6.98e-08, 2.37e-09, 5.38e-05, 4.44e-05, 2.04e-04, 2.17e-04, 1.90e-06, 1.92e-06, 2.53e-06, 2.75e-06, 3.21e-07, 4.70e-08, 1.93e-06, 2.65e-07] [8.12e-06, 5.46e-06, 4.50e-06, 4.62e-06, 4.57e-06, 1.14e-06, 8.92e-07, 1.94e-06, 6.98e-08, 2.37e-09, 5.38e-05, 4.44e-05, 2.04e-04, 2.17e-04, 1.90e-06, 1.92e-06, 2.53e-06, 2.75e-06, 3.21e-07, 4.70e-08, 1.93e-06, 2.65e-07] []
37200 [4.32e-06, 4.96e-06, 4.15e-06, 4.53e-06, 4.35e-06, 1.05e-06, 8.09e-07, 1.09e-06, 2.10e-07, 9.78e-11, 2.17e-05, 1.38e-05, 6.34e-05, 4.99e-05, 3.32e-07, 4.20e-07, 7.91e-07, 8.06e-07, 1.57e-07, 4.31e-08, 9.88e-07, 2.38e-07] [4.32e-06, 4.96e-06, 4.15e-06, 4.53e-06, 4.35e-06, 1.05e-06, 8.09e-07, 1.09e-06, 2.10e-07, 9.78e-11, 2.17e-05, 1.38e-05, 6.34e-05, 4.99e-05, 3.32e-07, 4.20e-07, 7.91e-07, 8.06e-07, 1.57e-07, 4.31e-08, 9.88e-07, 2.38e-07] []
37300 [4.87e-05, 9.73e-06, 8.09e-06, 8.67e-06, 9.61e-06, 3.10e-06, 3.31e-06, 5.95e-05, 1.74e-05, 7.70e-09, 1.18e-04, 6.68e-04, 7.04e-04, 3.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.72e-05, 1.71e-05] [4.87e-05, 9.73e-06, 8.09e-06, 8.67e-06, 9.61e-06, 3.10e-06, 3.31e-06, 5.95e-05, 1.74e-05, 7.70e-09, 1.18e-04, 6.68e-04, 7.04e-04, 3.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.72e-05, 1.71e-05] []
37400 [3.44e-06, 5.50e-06, 4.69e-06, 6.04e-06, 5.70e-06, 1.06e-06, 1.68e-06, 1.40e-06, 1.13e-05, 3.15e-09, 3.82e-06, 1.57e-05, 4.37e-06, 2.84e-05, 3.25e-08, 2.82e-08, 3.67e-07, 0.00e+00, 8.18e-09, 2.33e-05, 2.96e-06, 8.72e-05] [3.44e-06, 5.50e-06, 4.69e-06, 6.04e-06, 5.70e-06, 1.06e-06, 1.68e-06, 1.40e-06, 1.13e-05, 3.15e-09, 3.82e-06, 1.57e-05, 4.37e-06, 2.84e-05, 3.25e-08, 2.82e-08, 3.67e-07, 0.00e+00, 8.18e-09, 2.33e-05, 2.96e-06, 8.72e-05] []
37500 [3.10e-06, 4.98e-06, 4.15e-06, 4.74e-06, 4.55e-06, 8.65e-07, 6.29e-07, 5.09e-10, 1.10e-08, 9.45e-10, 6.10e-06, 3.65e-06, 1.39e-05, 1.09e-05, 3.72e-08, 1.17e-07, 2.21e-07, 2.31e-07, 2.14e-08, 5.45e-09, 1.11e-07, 9.72e-08] [3.10e-06, 4.98e-06, 4.15e-06, 4.74e-06, 4.55e-06, 8.65e-07, 6.29e-07, 5.09e-10, 1.10e-08, 9.45e-10, 6.10e-06, 3.65e-06, 1.39e-05, 1.09e-05, 3.72e-08, 1.17e-07, 2.21e-07, 2.31e-07, 2.14e-08, 5.45e-09, 1.11e-07, 9.72e-08] []
37600 [2.43e-06, 4.88e-06, 4.09e-06, 4.89e-06, 4.60e-06, 8.49e-07, 6.07e-07, 1.74e-10, 1.32e-08, 8.41e-09, 4.05e-06, 5.46e-06, 1.13e-05, 1.43e-05, 4.32e-10, 2.26e-09, 7.06e-09, 2.57e-09, 5.84e-09, 1.70e-09, 3.93e-08, 1.37e-07] [2.43e-06, 4.88e-06, 4.09e-06, 4.89e-06, 4.60e-06, 8.49e-07, 6.07e-07, 1.74e-10, 1.32e-08, 8.41e-09, 4.05e-06, 5.46e-06, 1.13e-05, 1.43e-05, 4.32e-10, 2.26e-09, 7.06e-09, 2.57e-09, 5.84e-09, 1.70e-09, 3.93e-08, 1.37e-07] []
37700 [2.67e-06, 4.87e-06, 4.13e-06, 4.71e-06, 4.37e-06, 8.96e-07, 6.41e-07, 1.33e-08, 4.37e-09, 4.92e-09, 4.19e-06, 2.76e-06, 6.12e-06, 1.04e-06, 1.37e-08, 2.97e-08, 6.25e-08, 7.55e-08, 1.82e-08, 1.85e-09, 1.36e-07, 5.67e-08] [2.67e-06, 4.87e-06, 4.13e-06, 4.71e-06, 4.37e-06, 8.96e-07, 6.41e-07, 1.33e-08, 4.37e-09, 4.92e-09, 4.19e-06, 2.76e-06, 6.12e-06, 1.04e-06, 1.37e-08, 2.97e-08, 6.25e-08, 7.55e-08, 1.82e-08, 1.85e-09, 1.36e-07, 5.67e-08] []
37800 [8.10e-06, 5.35e-06, 4.46e-06, 4.96e-06, 4.52e-06, 1.04e-06, 7.84e-07, 4.26e-06, 7.62e-07, 5.15e-08, 3.96e-05, 3.97e-05, 1.61e-04, 2.42e-04, 1.94e-06, 1.81e-06, 2.03e-06, 2.71e-06, 2.02e-06, 7.82e-08, 1.07e-05, 4.55e-07] [8.10e-06, 5.35e-06, 4.46e-06, 4.96e-06, 4.52e-06, 1.04e-06, 7.84e-07, 4.26e-06, 7.62e-07, 5.15e-08, 3.96e-05, 3.97e-05, 1.61e-04, 2.42e-04, 1.94e-06, 1.81e-06, 2.03e-06, 2.71e-06, 2.02e-06, 7.82e-08, 1.07e-05, 4.55e-07] []
37900 [2.55e-06, 4.83e-06, 4.13e-06, 4.81e-06, 4.54e-06, 8.04e-07, 6.30e-07, 3.44e-09, 5.44e-09, 1.93e-09, 3.79e-06, 4.03e-06, 8.44e-06, 4.45e-06, 9.01e-10, 1.21e-08, 4.94e-09, 4.64e-09, 2.55e-09, 4.42e-09, 6.19e-08, 7.34e-08] [2.55e-06, 4.83e-06, 4.13e-06, 4.81e-06, 4.54e-06, 8.04e-07, 6.30e-07, 3.44e-09, 5.44e-09, 1.93e-09, 3.79e-06, 4.03e-06, 8.44e-06, 4.45e-06, 9.01e-10, 1.21e-08, 4.94e-09, 4.64e-09, 2.55e-09, 4.42e-09, 6.19e-08, 7.34e-08] []
38000 [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05] [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 38.523513 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
38000 [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05] [4.68e-05, 8.19e-06, 7.25e-06, 7.84e-06, 7.44e-06, 2.80e-06, 2.58e-06, 1.60e-05, 1.62e-05, 1.31e-06, 1.12e-04, 5.14e-04, 4.93e-04, 2.71e-03, 6.16e-05, 4.57e-05, 6.64e-06, 1.54e-05, 0.00e+00, 0.00e+00, 8.10e-06, 2.88e-05] []
38100 [8.56e-06, 5.49e-06, 4.70e-06, 4.46e-06, 4.29e-06, 9.10e-07, 9.06e-07, 6.67e-11, 4.06e-06, 1.31e-08, 3.59e-05, 6.28e-05, 1.56e-05, 1.00e-04, 2.91e-06, 3.61e-06, 2.70e-07, 4.29e-08, 7.70e-09, 1.10e-07, 8.21e-08, 3.26e-06] [8.56e-06, 5.49e-06, 4.70e-06, 4.46e-06, 4.29e-06, 9.10e-07, 9.06e-07, 6.67e-11, 4.06e-06, 1.31e-08, 3.59e-05, 6.28e-05, 1.56e-05, 1.00e-04, 2.91e-06, 3.61e-06, 2.70e-07, 4.29e-08, 7.70e-09, 1.10e-07, 8.21e-08, 3.26e-06] []
38200 [7.67e-06, 5.70e-06, 4.83e-06, 5.23e-06, 3.87e-06, 1.10e-06, 8.91e-07, 2.06e-10, 3.93e-10, 2.52e-10, 5.74e-05, 3.84e-05, 1.67e-04, 1.27e-04, 1.03e-06, 7.13e-07, 1.14e-06, 2.91e-06, 1.44e-07, 2.33e-08, 4.74e-07, 8.64e-08] [7.67e-06, 5.70e-06, 4.83e-06, 5.23e-06, 3.87e-06, 1.10e-06, 8.91e-07, 2.06e-10, 3.93e-10, 2.52e-10, 5.74e-05, 3.84e-05, 1.67e-04, 1.27e-04, 1.03e-06, 7.13e-07, 1.14e-06, 2.91e-06, 1.44e-07, 2.33e-08, 4.74e-07, 8.64e-08] []
38300 [2.35e-05, 7.20e-06, 5.81e-06, 7.26e-06, 6.07e-06, 2.19e-06, 1.86e-06, 2.31e-04, 3.28e-05, 1.53e-07, 9.18e-05, 1.53e-04, 3.41e-05, 6.81e-04, 1.39e-05, 1.41e-05, 4.35e-06, 8.79e-07, 0.00e+00, 0.00e+00, 5.77e-04, 4.52e-05] [2.35e-05, 7.20e-06, 5.81e-06, 7.26e-06, 6.07e-06, 2.19e-06, 1.86e-06, 2.31e-04, 3.28e-05, 1.53e-07, 9.18e-05, 1.53e-04, 3.41e-05, 6.81e-04, 1.39e-05, 1.41e-05, 4.35e-06, 8.79e-07, 0.00e+00, 0.00e+00, 5.77e-04, 4.52e-05] []
38400 [4.64e-06, 4.95e-06, 4.26e-06, 5.03e-06, 4.43e-06, 7.75e-07, 7.07e-07, 3.70e-06, 2.46e-05, 1.43e-08, 4.24e-05, 3.64e-05, 5.18e-05, 4.60e-06, 7.24e-07, 1.02e-06, 1.68e-08, 2.45e-08, 0.00e+00, 0.00e+00, 3.34e-06, 2.06e-05] [4.64e-06, 4.95e-06, 4.26e-06, 5.03e-06, 4.43e-06, 7.75e-07, 7.07e-07, 3.70e-06, 2.46e-05, 1.43e-08, 4.24e-05, 3.64e-05, 5.18e-05, 4.60e-06, 7.24e-07, 1.02e-06, 1.68e-08, 2.45e-08, 0.00e+00, 0.00e+00, 3.34e-06, 2.06e-05] []
38500 [2.86e-06, 4.95e-06, 4.18e-06, 5.41e-06, 4.26e-06, 8.33e-07, 6.53e-07, 5.32e-06, 1.39e-08, 6.41e-10, 3.61e-06, 2.84e-06, 4.73e-06, 2.11e-06, 2.18e-08, 3.44e-08, 3.29e-08, 1.33e-07, 1.02e-06, 5.97e-08, 6.28e-06, 2.68e-07] [2.86e-06, 4.95e-06, 4.18e-06, 5.41e-06, 4.26e-06, 8.33e-07, 6.53e-07, 5.32e-06, 1.39e-08, 6.41e-10, 3.61e-06, 2.84e-06, 4.73e-06, 2.11e-06, 2.18e-08, 3.44e-08, 3.29e-08, 1.33e-07, 1.02e-06, 5.97e-08, 6.28e-06, 2.68e-07] []
38600 [2.99e-06, 4.89e-06, 4.16e-06, 4.92e-06, 4.22e-06, 8.06e-07, 6.73e-07, 4.13e-07, 1.92e-07, 1.63e-08, 4.09e-06, 2.90e-06, 8.63e-06, 7.22e-06, 2.78e-08, 4.56e-08, 1.41e-07, 4.00e-08, 3.56e-09, 3.16e-10, 1.76e-07, 2.36e-07] [2.99e-06, 4.89e-06, 4.16e-06, 4.92e-06, 4.22e-06, 8.06e-07, 6.73e-07, 4.13e-07, 1.92e-07, 1.63e-08, 4.09e-06, 2.90e-06, 8.63e-06, 7.22e-06, 2.78e-08, 4.56e-08, 1.41e-07, 4.00e-08, 3.56e-09, 3.16e-10, 1.76e-07, 2.36e-07] []
38700 [6.23e-04, 3.58e-04, 8.36e-05, 1.09e-03, 1.63e-04, 2.89e-05, 1.82e-05, 2.89e-04, 3.54e-04, 1.33e-04, 2.65e-02, 3.80e-03, 5.24e-02, 1.75e-02, 7.84e-04, 1.94e-04, 1.10e-04, 3.26e-06, 2.55e-06, 3.62e-06, 2.49e-03, 7.05e-04] [6.23e-04, 3.58e-04, 8.36e-05, 1.09e-03, 1.63e-04, 2.89e-05, 1.82e-05, 2.89e-04, 3.54e-04, 1.33e-04, 2.65e-02, 3.80e-03, 5.24e-02, 1.75e-02, 7.84e-04, 1.94e-04, 1.10e-04, 3.26e-06, 2.55e-06, 3.62e-06, 2.49e-03, 7.05e-04] []
38800 [3.75e-05, 8.76e-06, 9.83e-06, 2.88e-06, 7.66e-06, 3.59e-07, 3.32e-07, 1.24e-06, 1.90e-07, 4.67e-08, 4.25e-05, 5.44e-04, 5.48e-04, 2.27e-06, 9.35e-08, 5.32e-07, 8.63e-07, 5.47e-07, 1.64e-07, 2.06e-08, 9.44e-07, 7.60e-08] [3.75e-05, 8.76e-06, 9.83e-06, 2.88e-06, 7.66e-06, 3.59e-07, 3.32e-07, 1.24e-06, 1.90e-07, 4.67e-08, 4.25e-05, 5.44e-04, 5.48e-04, 2.27e-06, 9.35e-08, 5.32e-07, 8.63e-07, 5.47e-07, 1.64e-07, 2.06e-08, 9.44e-07, 7.60e-08] []
38900 [1.60e-05, 4.28e-06, 4.51e-06, 3.54e-06, 6.83e-06, 1.71e-07, 1.48e-07, 3.72e-10, 4.30e-10, 5.11e-09, 7.17e-05, 3.12e-04, 2.43e-04, 1.29e-06, 4.13e-08, 1.76e-08, 6.14e-07, 2.65e-07, 4.75e-10, 6.44e-09, 7.06e-09, 3.16e-08] [1.60e-05, 4.28e-06, 4.51e-06, 3.54e-06, 6.83e-06, 1.71e-07, 1.48e-07, 3.72e-10, 4.30e-10, 5.11e-09, 7.17e-05, 3.12e-04, 2.43e-04, 1.29e-06, 4.13e-08, 1.76e-08, 6.14e-07, 2.65e-07, 4.75e-10, 6.44e-09, 7.06e-09, 3.16e-08] []
39000 [1.23e-05, 3.54e-06, 4.05e-06, 4.05e-06, 6.80e-06, 2.06e-07, 1.72e-07, 5.25e-09, 1.54e-11, 3.23e-09, 8.94e-05, 1.33e-04, 5.81e-05, 1.16e-06, 8.61e-08, 7.81e-08, 6.99e-07, 5.60e-07, 4.98e-10, 5.45e-09, 3.83e-08, 4.48e-08] [1.23e-05, 3.54e-06, 4.05e-06, 4.05e-06, 6.80e-06, 2.06e-07, 1.72e-07, 5.25e-09, 1.54e-11, 3.23e-09, 8.94e-05, 1.33e-04, 5.81e-05, 1.16e-06, 8.61e-08, 7.81e-08, 6.99e-07, 5.60e-07, 4.98e-10, 5.45e-09, 3.83e-08, 4.48e-08] []
39100 [9.92e-06, 4.27e-06, 5.53e-06, 5.08e-06, 6.80e-06, 2.85e-07, 2.35e-07, 3.06e-09, 8.66e-09, 7.03e-10, 5.60e-05, 5.96e-05, 2.29e-05, 9.87e-07, 1.75e-07, 1.54e-07, 3.43e-07, 2.71e-07, 5.72e-09, 7.52e-09, 5.64e-08, 6.33e-08] [9.92e-06, 4.27e-06, 5.53e-06, 5.08e-06, 6.80e-06, 2.85e-07, 2.35e-07, 3.06e-09, 8.66e-09, 7.03e-10, 5.60e-05, 5.96e-05, 2.29e-05, 9.87e-07, 1.75e-07, 1.54e-07, 3.43e-07, 2.71e-07, 5.72e-09, 7.52e-09, 5.64e-08, 6.33e-08] []
39200 [8.87e-06, 4.88e-06, 6.14e-06, 5.56e-06, 6.37e-06, 3.32e-07, 2.76e-07, 5.32e-10, 1.77e-08, 7.82e-10, 3.83e-05, 3.23e-05, 1.52e-05, 6.67e-07, 1.90e-07, 1.80e-07, 2.94e-07, 1.95e-07, 2.38e-09, 4.84e-09, 6.19e-08, 6.70e-08] [8.87e-06, 4.88e-06, 6.14e-06, 5.56e-06, 6.37e-06, 3.32e-07, 2.76e-07, 5.32e-10, 1.77e-08, 7.82e-10, 3.83e-05, 3.23e-05, 1.52e-05, 6.67e-07, 1.90e-07, 1.80e-07, 2.94e-07, 1.95e-07, 2.38e-09, 4.84e-09, 6.19e-08, 6.70e-08] []
39300 [8.05e-06, 5.20e-06, 6.33e-06, 5.68e-06, 6.00e-06, 3.28e-07, 3.05e-07, 3.95e-10, 6.58e-09, 1.02e-09, 2.69e-05, 2.03e-05, 1.18e-05, 6.52e-07, 1.29e-07, 1.15e-07, 1.99e-07, 1.19e-07, 3.89e-10, 2.99e-09, 1.62e-07, 6.73e-08] [8.05e-06, 5.20e-06, 6.33e-06, 5.68e-06, 6.00e-06, 3.28e-07, 3.05e-07, 3.95e-10, 6.58e-09, 1.02e-09, 2.69e-05, 2.03e-05, 1.18e-05, 6.52e-07, 1.29e-07, 1.15e-07, 1.99e-07, 1.19e-07, 3.89e-10, 2.99e-09, 1.62e-07, 6.73e-08] []
39400 [7.79e-06, 5.32e-06, 6.31e-06, 5.62e-06, 5.70e-06, 3.25e-07, 3.34e-07, 1.77e-08, 5.64e-08, 1.09e-10, 2.03e-05, 1.33e-05, 9.36e-06, 4.32e-07, 1.27e-07, 1.35e-07, 2.42e-07, 1.53e-07, 5.29e-11, 3.36e-09, 9.94e-08, 5.68e-08] [7.79e-06, 5.32e-06, 6.31e-06, 5.62e-06, 5.70e-06, 3.25e-07, 3.34e-07, 1.77e-08, 5.64e-08, 1.09e-10, 2.03e-05, 1.33e-05, 9.36e-06, 4.32e-07, 1.27e-07, 1.35e-07, 2.42e-07, 1.53e-07, 5.29e-11, 3.36e-09, 9.94e-08, 5.68e-08] []
39500 [7.41e-06, 5.29e-06, 6.18e-06, 5.52e-06, 5.46e-06, 3.37e-07, 3.82e-07, 8.75e-08, 4.67e-08, 8.58e-10, 1.61e-05, 1.01e-05, 8.00e-06, 3.49e-07, 9.88e-08, 1.23e-07, 2.71e-07, 1.60e-07, 8.29e-09, 6.69e-10, 7.82e-08, 1.34e-07] [7.41e-06, 5.29e-06, 6.18e-06, 5.52e-06, 5.46e-06, 3.37e-07, 3.82e-07, 8.75e-08, 4.67e-08, 8.58e-10, 1.61e-05, 1.01e-05, 8.00e-06, 3.49e-07, 9.88e-08, 1.23e-07, 2.71e-07, 1.60e-07, 8.29e-09, 6.69e-10, 7.82e-08, 1.34e-07] []
39600 [6.89e-06, 5.19e-06, 6.02e-06, 5.47e-06, 5.33e-06, 3.66e-07, 4.35e-07, 7.09e-07, 1.12e-07, 2.63e-10, 1.27e-05, 8.76e-06, 6.99e-06, 2.78e-07, 7.54e-08, 8.80e-08, 2.10e-07, 1.33e-07, 1.06e-08, 1.30e-09, 1.41e-07, 1.09e-07] [6.89e-06, 5.19e-06, 6.02e-06, 5.47e-06, 5.33e-06, 3.66e-07, 4.35e-07, 7.09e-07, 1.12e-07, 2.63e-10, 1.27e-05, 8.76e-06, 6.99e-06, 2.78e-07, 7.54e-08, 8.80e-08, 2.10e-07, 1.33e-07, 1.06e-08, 1.30e-09, 1.41e-07, 1.09e-07] []
39700 [6.60e-06, 5.06e-06, 5.90e-06, 5.56e-06, 5.35e-06, 4.07e-07, 5.32e-07, 7.20e-06, 4.06e-05, 2.73e-08, 1.17e-05, 8.26e-06, 8.19e-06, 5.24e-07, 6.34e-08, 9.79e-08, 1.92e-07, 9.37e-08, 5.85e-12, 8.68e-06, 7.01e-07, 4.14e-05] [6.60e-06, 5.06e-06, 5.90e-06, 5.56e-06, 5.35e-06, 4.07e-07, 5.32e-07, 7.20e-06, 4.06e-05, 2.73e-08, 1.17e-05, 8.26e-06, 8.19e-06, 5.24e-07, 6.34e-08, 9.79e-08, 1.92e-07, 9.37e-08, 5.85e-12, 8.68e-06, 7.01e-07, 4.14e-05] []
39800 [6.05e-06, 5.00e-06, 5.61e-06, 5.30e-06, 5.03e-06, 4.89e-07, 5.95e-07, 4.19e-07, 1.24e-06, 1.15e-10, 1.15e-05, 7.17e-06, 7.41e-06, 5.28e-07, 1.09e-07, 1.40e-07, 3.08e-07, 2.68e-07, 8.26e-08, 3.00e-08, 1.49e-06, 2.54e-07] [6.05e-06, 5.00e-06, 5.61e-06, 5.30e-06, 5.03e-06, 4.89e-07, 5.95e-07, 4.19e-07, 1.24e-06, 1.15e-10, 1.15e-05, 7.17e-06, 7.41e-06, 5.28e-07, 1.09e-07, 1.40e-07, 3.08e-07, 2.68e-07, 8.26e-08, 3.00e-08, 1.49e-06, 2.54e-07] []
39900 [6.04e-06, 4.74e-06, 5.18e-06, 5.15e-06, 4.90e-06, 5.01e-07, 1.15e-06, 4.00e-07, 3.83e-05, 5.88e-09, 2.19e-05, 1.12e-05, 1.89e-05, 2.78e-06, 9.53e-08, 1.02e-07, 5.70e-07, 5.12e-07, 1.12e-07, 4.48e-07, 4.55e-07, 3.02e-05] [6.04e-06, 4.74e-06, 5.18e-06, 5.15e-06, 4.90e-06, 5.01e-07, 1.15e-06, 4.00e-07, 3.83e-05, 5.88e-09, 2.19e-05, 1.12e-05, 1.89e-05, 2.78e-06, 9.53e-08, 1.02e-07, 5.70e-07, 5.12e-07, 1.12e-07, 4.48e-07, 4.55e-07, 3.02e-05] []
40000 [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06] [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 39.940650 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
40000 [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06] [5.54e-06, 4.73e-06, 5.21e-06, 5.13e-06, 4.93e-06, 5.04e-07, 8.06e-07, 2.08e-05, 1.18e-05, 4.67e-09, 9.10e-06, 6.48e-06, 5.88e-06, 2.18e-06, 7.86e-08, 1.48e-07, 2.26e-07, 2.84e-07, 0.00e+00, 2.48e-07, 1.19e-05, 1.41e-06] []
40100 [1.24e-05, 5.20e-06, 5.55e-06, 5.24e-06, 4.97e-06, 8.27e-07, 1.04e-06, 3.87e-05, 1.54e-05, 1.98e-07, 7.88e-05, 7.66e-05, 2.43e-04, 3.56e-04, 4.02e-06, 4.48e-06, 4.92e-06, 4.64e-06, 2.34e-06, 1.13e-06, 1.23e-05, 6.04e-06] [1.24e-05, 5.20e-06, 5.55e-06, 5.24e-06, 4.97e-06, 8.27e-07, 1.04e-06, 3.87e-05, 1.54e-05, 1.98e-07, 7.88e-05, 7.66e-05, 2.43e-04, 3.56e-04, 4.02e-06, 4.48e-06, 4.92e-06, 4.64e-06, 2.34e-06, 1.13e-06, 1.23e-05, 6.04e-06] []
40200 [5.25e-06, 4.72e-06, 5.24e-06, 5.43e-06, 5.37e-06, 6.13e-07, 9.97e-07, 1.71e-05, 2.00e-05, 6.26e-08, 2.89e-05, 5.14e-05, 1.14e-04, 2.11e-04, 0.00e+00, 0.00e+00, 9.91e-10, 8.96e-10, 0.00e+00, 0.00e+00, 1.12e-05, 1.06e-05] [5.25e-06, 4.72e-06, 5.24e-06, 5.43e-06, 5.37e-06, 6.13e-07, 9.97e-07, 1.71e-05, 2.00e-05, 6.26e-08, 2.89e-05, 5.14e-05, 1.14e-04, 2.11e-04, 0.00e+00, 0.00e+00, 9.91e-10, 8.96e-10, 0.00e+00, 0.00e+00, 1.12e-05, 1.06e-05] []
40300 [8.99e-06, 5.03e-06, 5.52e-06, 5.02e-06, 4.76e-06, 7.30e-07, 1.12e-06, 3.98e-06, 1.73e-05, 1.71e-07, 1.95e-05, 3.05e-05, 6.58e-05, 1.71e-04, 1.79e-06, 2.13e-06, 2.08e-06, 2.04e-06, 0.00e+00, 0.00e+00, 2.41e-06, 4.43e-06] [8.99e-06, 5.03e-06, 5.52e-06, 5.02e-06, 4.76e-06, 7.30e-07, 1.12e-06, 3.98e-06, 1.73e-05, 1.71e-07, 1.95e-05, 3.05e-05, 6.58e-05, 1.71e-04, 1.79e-06, 2.13e-06, 2.08e-06, 2.04e-06, 0.00e+00, 0.00e+00, 2.41e-06, 4.43e-06] []
40400 [4.13e-06, 4.58e-06, 5.06e-06, 5.18e-06, 5.24e-06, 6.30e-07, 1.06e-06, 9.23e-08, 1.08e-05, 1.16e-08, 1.27e-05, 1.94e-05, 3.97e-05, 6.44e-05, 2.58e-09, 1.41e-09, 1.64e-08, 2.28e-09, 5.80e-09, 0.00e+00, 5.10e-07, 3.92e-06] [4.13e-06, 4.58e-06, 5.06e-06, 5.18e-06, 5.24e-06, 6.30e-07, 1.06e-06, 9.23e-08, 1.08e-05, 1.16e-08, 1.27e-05, 1.94e-05, 3.97e-05, 6.44e-05, 2.58e-09, 1.41e-09, 1.64e-08, 2.28e-09, 5.80e-09, 0.00e+00, 5.10e-07, 3.92e-06] []
40500 [5.04e-06, 4.68e-06, 5.17e-06, 5.02e-06, 5.00e-06, 6.61e-07, 1.11e-06, 1.80e-07, 4.57e-06, 2.70e-09, 8.49e-06, 7.52e-06, 1.06e-05, 1.46e-05, 1.83e-07, 2.41e-07, 3.83e-07, 3.40e-07, 4.73e-09, 4.27e-09, 5.27e-08, 1.01e-06] [5.04e-06, 4.68e-06, 5.17e-06, 5.02e-06, 5.00e-06, 6.61e-07, 1.11e-06, 1.80e-07, 4.57e-06, 2.70e-09, 8.49e-06, 7.52e-06, 1.06e-05, 1.46e-05, 1.83e-07, 2.41e-07, 3.83e-07, 3.40e-07, 4.73e-09, 4.27e-09, 5.27e-08, 1.01e-06] []
40600 [4.11e-06, 4.64e-06, 5.10e-06, 4.92e-06, 5.00e-06, 6.64e-07, 1.10e-06, 3.35e-07, 3.37e-05, 7.30e-09, 5.86e-06, 5.56e-06, 5.10e-06, 9.60e-07, 7.62e-08, 1.22e-07, 1.73e-07, 1.32e-07, 1.05e-09, 0.00e+00, 1.46e-07, 2.42e-05] [4.11e-06, 4.64e-06, 5.10e-06, 4.92e-06, 5.00e-06, 6.64e-07, 1.10e-06, 3.35e-07, 3.37e-05, 7.30e-09, 5.86e-06, 5.56e-06, 5.10e-06, 9.60e-07, 7.62e-08, 1.22e-07, 1.73e-07, 1.32e-07, 1.05e-09, 0.00e+00, 1.46e-07, 2.42e-05] []
40700 [6.33e-06, 4.68e-06, 5.40e-06, 4.93e-06, 5.18e-06, 2.36e-06, 1.38e-06, 5.35e-05, 1.08e-05, 2.89e-08, 6.71e-05, 4.10e-05, 1.74e-04, 1.09e-04, 9.63e-07, 9.93e-07, 2.39e-06, 2.69e-06, 4.12e-07, 5.48e-07, 2.12e-05, 3.33e-06] [6.33e-06, 4.68e-06, 5.40e-06, 4.93e-06, 5.18e-06, 2.36e-06, 1.38e-06, 5.35e-05, 1.08e-05, 2.89e-08, 6.71e-05, 4.10e-05, 1.74e-04, 1.09e-04, 9.63e-07, 9.93e-07, 2.39e-06, 2.69e-06, 4.12e-07, 5.48e-07, 2.12e-05, 3.33e-06] []
40800 [1.48e-05, 5.49e-06, 6.31e-06, 5.71e-06, 5.73e-06, 1.48e-06, 2.61e-06, 3.07e-06, 5.15e-05, 8.15e-07, 6.58e-05, 9.59e-05, 1.60e-05, 2.86e-04, 6.74e-06, 6.52e-06, 1.41e-06, 1.63e-06, 9.62e-08, 1.69e-06, 1.48e-06, 2.64e-05] [1.48e-05, 5.49e-06, 6.31e-06, 5.71e-06, 5.73e-06, 1.48e-06, 2.61e-06, 3.07e-06, 5.15e-05, 8.15e-07, 6.58e-05, 9.59e-05, 1.60e-05, 2.86e-04, 6.74e-06, 6.52e-06, 1.41e-06, 1.63e-06, 9.62e-08, 1.69e-06, 1.48e-06, 2.64e-05] []
40900 [3.69e-06, 4.57e-06, 5.14e-06, 5.04e-06, 5.27e-06, 9.37e-07, 1.26e-06, 4.19e-08, 5.67e-11, 5.10e-09, 5.88e-06, 7.12e-06, 1.07e-05, 8.91e-06, 2.87e-08, 6.29e-08, 7.58e-08, 4.73e-08, 6.69e-09, 1.99e-09, 2.66e-08, 2.11e-08] [3.69e-06, 4.57e-06, 5.14e-06, 5.04e-06, 5.27e-06, 9.37e-07, 1.26e-06, 4.19e-08, 5.67e-11, 5.10e-09, 5.88e-06, 7.12e-06, 1.07e-05, 8.91e-06, 2.87e-08, 6.29e-08, 7.58e-08, 4.73e-08, 6.69e-09, 1.99e-09, 2.66e-08, 2.11e-08] []
41000 [3.66e-05, 6.80e-06, 8.68e-06, 7.84e-06, 8.76e-06, 3.39e-06, 4.56e-06, 1.35e-06, 3.74e-06, 3.93e-06, 2.26e-04, 9.21e-04, 8.12e-05, 2.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-07, 2.10e-06] [3.66e-05, 6.80e-06, 8.68e-06, 7.84e-06, 8.76e-06, 3.39e-06, 4.56e-06, 1.35e-06, 3.74e-06, 3.93e-06, 2.26e-04, 9.21e-04, 8.12e-05, 2.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-07, 2.10e-06] []
41100 [4.02e-06, 4.55e-06, 5.23e-06, 4.87e-06, 4.83e-06, 8.92e-07, 1.23e-06, 2.18e-10, 1.32e-08, 2.39e-09, 7.63e-06, 5.88e-06, 7.29e-06, 1.53e-06, 1.03e-07, 1.04e-07, 3.00e-07, 3.67e-07, 4.21e-09, 5.47e-09, 3.08e-08, 3.16e-08] [4.02e-06, 4.55e-06, 5.23e-06, 4.87e-06, 4.83e-06, 8.92e-07, 1.23e-06, 2.18e-10, 1.32e-08, 2.39e-09, 7.63e-06, 5.88e-06, 7.29e-06, 1.53e-06, 1.03e-07, 1.04e-07, 3.00e-07, 3.67e-07, 4.21e-09, 5.47e-09, 3.08e-08, 3.16e-08] []
41200 [3.70e-06, 4.57e-06, 5.09e-06, 4.73e-06, 4.74e-06, 9.07e-07, 1.29e-06, 3.70e-07, 7.54e-07, 1.46e-08, 2.83e-05, 1.72e-05, 3.77e-05, 2.68e-06, 1.50e-07, 1.23e-07, 5.93e-07, 5.10e-07, 3.58e-08, 9.09e-08, 1.77e-07, 5.32e-07] [3.70e-06, 4.57e-06, 5.09e-06, 4.73e-06, 4.74e-06, 9.07e-07, 1.29e-06, 3.70e-07, 7.54e-07, 1.46e-08, 2.83e-05, 1.72e-05, 3.77e-05, 2.68e-06, 1.50e-07, 1.23e-07, 5.93e-07, 5.10e-07, 3.58e-08, 9.09e-08, 1.77e-07, 5.32e-07] []
41300 [6.31e-06, 4.90e-06, 5.45e-06, 5.29e-06, 4.94e-06, 9.79e-07, 1.35e-06, 5.71e-06, 9.05e-07, 3.86e-08, 5.86e-05, 4.33e-05, 6.64e-05, 7.95e-06, 1.06e-06, 1.06e-06, 7.07e-08, 3.21e-08, 3.53e-07, 5.62e-08, 1.98e-06, 2.32e-07] [6.31e-06, 4.90e-06, 5.45e-06, 5.29e-06, 4.94e-06, 9.79e-07, 1.35e-06, 5.71e-06, 9.05e-07, 3.86e-08, 5.86e-05, 4.33e-05, 6.64e-05, 7.95e-06, 1.06e-06, 1.06e-06, 7.07e-08, 3.21e-08, 3.53e-07, 5.62e-08, 1.98e-06, 2.32e-07] []
41400 [9.10e-06, 4.98e-06, 5.53e-06, 4.97e-06, 4.67e-06, 1.14e-06, 1.64e-06, 5.39e-07, 3.61e-07, 5.34e-08, 1.68e-05, 4.14e-05, 6.43e-05, 2.38e-04, 2.52e-06, 3.48e-06, 1.93e-06, 1.85e-06, 3.17e-09, 4.01e-08, 1.38e-07, 2.49e-07] [9.10e-06, 4.98e-06, 5.53e-06, 4.97e-06, 4.67e-06, 1.14e-06, 1.64e-06, 5.39e-07, 3.61e-07, 5.34e-08, 1.68e-05, 4.14e-05, 6.43e-05, 2.38e-04, 2.52e-06, 3.48e-06, 1.93e-06, 1.85e-06, 3.17e-09, 4.01e-08, 1.38e-07, 2.49e-07] []
41500 [1.90e-05, 5.51e-06, 5.96e-06, 5.41e-06, 5.00e-06, 1.37e-06, 2.06e-06, 1.43e-06, 3.40e-06, 3.85e-07, 1.03e-04, 1.46e-04, 5.89e-04, 1.11e-03, 8.44e-06, 9.32e-06, 1.07e-05, 1.00e-05, 6.03e-07, 0.00e+00, 3.34e-06, 1.34e-05] [1.90e-05, 5.51e-06, 5.96e-06, 5.41e-06, 5.00e-06, 1.37e-06, 2.06e-06, 1.43e-06, 3.40e-06, 3.85e-07, 1.03e-04, 1.46e-04, 5.89e-04, 1.11e-03, 8.44e-06, 9.32e-06, 1.07e-05, 1.00e-05, 6.03e-07, 0.00e+00, 3.34e-06, 1.34e-05] []
41600 [3.65e-06, 4.53e-06, 5.14e-06, 5.03e-06, 4.80e-06, 1.02e-06, 1.57e-06, 2.62e-06, 6.30e-08, 1.21e-08, 4.89e-06, 1.81e-05, 2.08e-05, 6.05e-05, 7.21e-09, 1.98e-09, 5.04e-08, 1.07e-08, 0.00e+00, 6.63e-13, 1.49e-06, 2.05e-07] [3.65e-06, 4.53e-06, 5.14e-06, 5.03e-06, 4.80e-06, 1.02e-06, 1.57e-06, 2.62e-06, 6.30e-08, 1.21e-08, 4.89e-06, 1.81e-05, 2.08e-05, 6.05e-05, 7.21e-09, 1.98e-09, 5.04e-08, 1.07e-08, 0.00e+00, 6.63e-13, 1.49e-06, 2.05e-07] []
41700 [3.16e-06, 4.38e-06, 5.03e-06, 4.86e-06, 4.78e-06, 1.04e-06, 1.52e-06, 2.14e-06, 4.75e-06, 6.93e-09, 1.41e-05, 1.93e-05, 6.19e-05, 8.13e-05, 4.94e-09, 7.65e-10, 0.00e+00, 1.67e-09, 1.86e-07, 3.07e-07, 8.39e-07, 1.49e-06] [3.16e-06, 4.38e-06, 5.03e-06, 4.86e-06, 4.78e-06, 1.04e-06, 1.52e-06, 2.14e-06, 4.75e-06, 6.93e-09, 1.41e-05, 1.93e-05, 6.19e-05, 8.13e-05, 4.94e-09, 7.65e-10, 0.00e+00, 1.67e-09, 1.86e-07, 3.07e-07, 8.39e-07, 1.49e-06] []
41800 [2.00e-05, 5.60e-06, 5.65e-06, 5.68e-06, 4.94e-06, 1.80e-06, 2.15e-06, 2.41e-06, 1.78e-05, 6.58e-08, 4.85e-05, 1.57e-04, 2.40e-04, 9.79e-04, 1.76e-05, 1.19e-05, 3.52e-06, 3.94e-06, 8.24e-07, 1.93e-06, 4.39e-06, 1.10e-05] [2.00e-05, 5.60e-06, 5.65e-06, 5.68e-06, 4.94e-06, 1.80e-06, 2.15e-06, 2.41e-06, 1.78e-05, 6.58e-08, 4.85e-05, 1.57e-04, 2.40e-04, 9.79e-04, 1.76e-05, 1.19e-05, 3.52e-06, 3.94e-06, 8.24e-07, 1.93e-06, 4.39e-06, 1.10e-05] []
41900 [4.91e-06, 4.30e-06, 4.95e-06, 4.53e-06, 4.36e-06, 1.20e-06, 1.59e-06, 6.27e-07, 3.15e-06, 5.05e-08, 1.11e-05, 1.26e-05, 3.82e-05, 6.67e-05, 7.32e-07, 6.67e-07, 9.55e-07, 7.09e-07, 6.19e-08, 5.70e-07, 3.47e-07, 3.48e-06] [4.91e-06, 4.30e-06, 4.95e-06, 4.53e-06, 4.36e-06, 1.20e-06, 1.59e-06, 6.27e-07, 3.15e-06, 5.05e-08, 1.11e-05, 1.26e-05, 3.82e-05, 6.67e-05, 7.32e-07, 6.67e-07, 9.55e-07, 7.09e-07, 6.19e-08, 5.70e-07, 3.47e-07, 3.48e-06] []
42000 [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06] [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 37.276730 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
42000 [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06] [4.01e-06, 4.22e-06, 4.89e-06, 4.50e-06, 4.27e-06, 1.10e-06, 1.71e-06, 2.95e-07, 4.17e-07, 4.33e-11, 5.65e-06, 6.10e-06, 1.15e-05, 1.74e-05, 2.73e-07, 3.12e-07, 3.37e-07, 3.59e-07, 1.30e-08, 3.42e-07, 1.31e-07, 2.07e-06] []
42100 [3.37e-05, 7.31e-06, 9.42e-06, 9.41e-06, 8.48e-06, 2.04e-06, 2.84e-06, 1.72e-06, 1.80e-08, 1.24e-07, 2.54e-04, 4.99e-04, 1.60e-03, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-11, 4.63e-06, 4.55e-07] [3.37e-05, 7.31e-06, 9.42e-06, 9.41e-06, 8.48e-06, 2.04e-06, 2.84e-06, 1.72e-06, 1.80e-08, 1.24e-07, 2.54e-04, 4.99e-04, 1.60e-03, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-11, 4.63e-06, 4.55e-07] []
42200 [2.93e-06, 4.10e-06, 4.79e-06, 4.47e-06, 4.39e-06, 1.12e-06, 1.53e-06, 2.81e-10, 1.84e-07, 4.07e-10, 8.57e-06, 6.00e-06, 1.25e-05, 1.37e-06, 1.19e-07, 4.46e-08, 2.00e-07, 1.61e-07, 8.90e-11, 3.63e-08, 5.46e-08, 2.20e-07] [2.93e-06, 4.10e-06, 4.79e-06, 4.47e-06, 4.39e-06, 1.12e-06, 1.53e-06, 2.81e-10, 1.84e-07, 4.07e-10, 8.57e-06, 6.00e-06, 1.25e-05, 1.37e-06, 1.19e-07, 4.46e-08, 2.00e-07, 1.61e-07, 8.90e-11, 3.63e-08, 5.46e-08, 2.20e-07] []
42300 [9.70e-06, 5.61e-06, 5.81e-06, 6.31e-06, 4.87e-06, 1.48e-06, 2.21e-06, 1.87e-08, 1.19e-04, 2.01e-07, 4.00e-06, 3.93e-05, 1.30e-05, 2.13e-05, 1.00e-06, 3.53e-06, 8.34e-07, 1.78e-06, 6.73e-08, 0.00e+00, 3.77e-07, 6.82e-05] [9.70e-06, 5.61e-06, 5.81e-06, 6.31e-06, 4.87e-06, 1.48e-06, 2.21e-06, 1.87e-08, 1.19e-04, 2.01e-07, 4.00e-06, 3.93e-05, 1.30e-05, 2.13e-05, 1.00e-06, 3.53e-06, 8.34e-07, 1.78e-06, 6.73e-08, 0.00e+00, 3.77e-07, 6.82e-05] []
42400 [9.69e-06, 4.81e-06, 5.69e-06, 5.97e-06, 4.94e-06, 1.78e-06, 2.42e-06, 6.47e-07, 6.17e-07, 2.62e-07, 6.87e-05, 2.50e-04, 2.63e-05, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 6.09e-11, 0.00e+00, 9.64e-08, 1.63e-06] [9.69e-06, 4.81e-06, 5.69e-06, 5.97e-06, 4.94e-06, 1.78e-06, 2.42e-06, 6.47e-07, 6.17e-07, 2.62e-07, 6.87e-05, 2.50e-04, 2.63e-05, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 6.09e-11, 0.00e+00, 9.64e-08, 1.63e-06] []
42500 [4.46e-06, 4.46e-06, 5.25e-06, 5.53e-06, 4.88e-06, 1.09e-06, 1.61e-06, 9.70e-08, 4.94e-08, 2.89e-08, 1.59e-05, 6.17e-05, 1.08e-04, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-08, 1.72e-09, 6.70e-08, 5.74e-08] [4.46e-06, 4.46e-06, 5.25e-06, 5.53e-06, 4.88e-06, 1.09e-06, 1.61e-06, 9.70e-08, 4.94e-08, 2.89e-08, 1.59e-05, 6.17e-05, 1.08e-04, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-08, 1.72e-09, 6.70e-08, 5.74e-08] []
42600 [4.63e-06, 4.32e-06, 4.89e-06, 5.00e-06, 3.95e-06, 1.20e-06, 1.40e-06, 1.45e-10, 1.84e-09, 1.56e-10, 1.43e-05, 1.22e-05, 4.48e-05, 6.21e-05, 5.19e-07, 4.19e-07, 1.06e-06, 1.02e-06, 7.90e-13, 1.79e-08, 2.85e-06, 1.00e-07] [4.63e-06, 4.32e-06, 4.89e-06, 5.00e-06, 3.95e-06, 1.20e-06, 1.40e-06, 1.45e-10, 1.84e-09, 1.56e-10, 1.43e-05, 1.22e-05, 4.48e-05, 6.21e-05, 5.19e-07, 4.19e-07, 1.06e-06, 1.02e-06, 7.90e-13, 1.79e-08, 2.85e-06, 1.00e-07] []
42700 [1.76e-05, 5.36e-06, 5.58e-06, 5.89e-06, 4.31e-06, 1.68e-06, 2.14e-06, 3.99e-07, 7.23e-05, 4.41e-08, 3.95e-05, 1.43e-04, 1.07e-04, 7.62e-04, 1.45e-05, 1.18e-05, 1.71e-06, 4.04e-06, 2.95e-08, 7.51e-06, 1.63e-07, 4.69e-05] [1.76e-05, 5.36e-06, 5.58e-06, 5.89e-06, 4.31e-06, 1.68e-06, 2.14e-06, 3.99e-07, 7.23e-05, 4.41e-08, 3.95e-05, 1.43e-04, 1.07e-04, 7.62e-04, 1.45e-05, 1.18e-05, 1.71e-06, 4.04e-06, 2.95e-08, 7.51e-06, 1.63e-07, 4.69e-05] []
42800 [4.00e-06, 4.31e-06, 4.60e-06, 5.50e-06, 4.06e-06, 9.36e-07, 1.50e-06, 2.66e-09, 1.41e-05, 3.98e-08, 5.52e-05, 3.28e-05, 9.91e-05, 9.44e-06, 7.54e-08, 1.22e-07, 1.81e-09, 1.60e-09, 2.37e-08, 1.80e-07, 1.30e-07, 2.94e-06] [4.00e-06, 4.31e-06, 4.60e-06, 5.50e-06, 4.06e-06, 9.36e-07, 1.50e-06, 2.66e-09, 1.41e-05, 3.98e-08, 5.52e-05, 3.28e-05, 9.91e-05, 9.44e-06, 7.54e-08, 1.22e-07, 1.81e-09, 1.60e-09, 2.37e-08, 1.80e-07, 1.30e-07, 2.94e-06] []
42900 [2.52e-06, 4.16e-06, 4.74e-06, 4.87e-06, 4.49e-06, 9.63e-07, 1.39e-06, 4.15e-07, 9.87e-07, 1.81e-10, 1.61e-05, 1.30e-05, 4.63e-05, 2.81e-05, 2.58e-09, 5.15e-09, 7.79e-10, 4.63e-11, 0.00e+00, 0.00e+00, 5.23e-07, 1.66e-06] [2.52e-06, 4.16e-06, 4.74e-06, 4.87e-06, 4.49e-06, 9.63e-07, 1.39e-06, 4.15e-07, 9.87e-07, 1.81e-10, 1.61e-05, 1.30e-05, 4.63e-05, 2.81e-05, 2.58e-09, 5.15e-09, 7.79e-10, 4.63e-11, 0.00e+00, 0.00e+00, 5.23e-07, 1.66e-06] []
43000 [3.49e-06, 4.22e-06, 4.81e-06, 5.19e-06, 4.23e-06, 1.17e-06, 1.44e-06, 5.28e-06, 3.64e-07, 3.28e-10, 3.41e-06, 4.71e-06, 3.37e-06, 8.50e-06, 2.17e-07, 1.89e-07, 6.93e-07, 2.63e-07, 5.09e-08, 1.13e-07, 3.96e-07, 4.82e-07] [3.49e-06, 4.22e-06, 4.81e-06, 5.19e-06, 4.23e-06, 1.17e-06, 1.44e-06, 5.28e-06, 3.64e-07, 3.28e-10, 3.41e-06, 4.71e-06, 3.37e-06, 8.50e-06, 2.17e-07, 1.89e-07, 6.93e-07, 2.63e-07, 5.09e-08, 1.13e-07, 3.96e-07, 4.82e-07] []
43100 [2.94e-06, 4.51e-06, 5.52e-06, 5.35e-06, 4.95e-06, 1.03e-06, 1.73e-06, 8.45e-06, 4.91e-05, 1.61e-06, 6.08e-05, 2.13e-05, 5.46e-05, 2.03e-06, 2.40e-07, 4.52e-07, 1.84e-06, 8.15e-07, 6.66e-07, 2.88e-06, 3.84e-06, 1.57e-05] [2.94e-06, 4.51e-06, 5.52e-06, 5.35e-06, 4.95e-06, 1.03e-06, 1.73e-06, 8.45e-06, 4.91e-05, 1.61e-06, 6.08e-05, 2.13e-05, 5.46e-05, 2.03e-06, 2.40e-07, 4.52e-07, 1.84e-06, 8.15e-07, 6.66e-07, 2.88e-06, 3.84e-06, 1.57e-05] []
43200 [7.11e-05, 4.64e-05, 4.22e-05, 9.24e-05, 4.27e-05, 6.31e-06, 1.20e-05, 5.40e-05, 4.79e-05, 1.95e-05, 2.08e-04, 1.32e-03, 9.02e-04, 1.41e-03, 7.91e-06, 4.96e-06, 2.23e-07, 4.17e-05, 0.00e+00, 3.26e-06, 1.60e-04, 1.62e-05] [7.11e-05, 4.64e-05, 4.22e-05, 9.24e-05, 4.27e-05, 6.31e-06, 1.20e-05, 5.40e-05, 4.79e-05, 1.95e-05, 2.08e-04, 1.32e-03, 9.02e-04, 1.41e-03, 7.91e-06, 4.96e-06, 2.23e-07, 4.17e-05, 0.00e+00, 3.26e-06, 1.60e-04, 1.62e-05] []
43300 [8.65e-06, 5.82e-06, 1.63e-06, 5.84e-06, 4.80e-06, 1.59e-06, 2.25e-06, 1.96e-09, 2.84e-08, 1.83e-09, 3.54e-05, 4.56e-04, 4.74e-04, 2.21e-06, 5.32e-07, 7.79e-07, 2.44e-07, 1.75e-07, 4.95e-08, 6.28e-08, 2.42e-07, 4.47e-07] [8.65e-06, 5.82e-06, 1.63e-06, 5.84e-06, 4.80e-06, 1.59e-06, 2.25e-06, 1.96e-09, 2.84e-08, 1.83e-09, 3.54e-05, 4.56e-04, 4.74e-04, 2.21e-06, 5.32e-07, 7.79e-07, 2.44e-07, 1.75e-07, 4.95e-08, 6.28e-08, 2.42e-07, 4.47e-07] []
43400 [7.67e-06, 2.05e-06, 1.70e-06, 5.97e-06, 5.07e-06, 2.47e-06, 2.27e-06, 2.84e-09, 7.29e-09, 4.69e-11, 1.11e-04, 1.55e-04, 9.64e-05, 3.03e-06, 7.96e-07, 5.85e-07, 7.18e-07, 8.91e-07, 1.20e-08, 9.05e-09, 2.57e-07, 3.07e-07] [7.67e-06, 2.05e-06, 1.70e-06, 5.97e-06, 5.07e-06, 2.47e-06, 2.27e-06, 2.84e-09, 7.29e-09, 4.69e-11, 1.11e-04, 1.55e-04, 9.64e-05, 3.03e-06, 7.96e-07, 5.85e-07, 7.18e-07, 8.91e-07, 1.20e-08, 9.05e-09, 2.57e-07, 3.07e-07] []
43500 [8.06e-06, 2.82e-06, 2.68e-06, 6.17e-06, 4.95e-06, 1.97e-06, 1.58e-06, 8.90e-07, 1.09e-05, 4.30e-07, 7.34e-05, 7.74e-05, 3.81e-05, 4.31e-06, 7.15e-07, 5.65e-07, 7.32e-07, 7.60e-07, 7.66e-10, 0.00e+00, 6.25e-07, 8.17e-06] [8.06e-06, 2.82e-06, 2.68e-06, 6.17e-06, 4.95e-06, 1.97e-06, 1.58e-06, 8.90e-07, 1.09e-05, 4.30e-07, 7.34e-05, 7.74e-05, 3.81e-05, 4.31e-06, 7.15e-07, 5.65e-07, 7.32e-07, 7.60e-07, 7.66e-10, 0.00e+00, 6.25e-07, 8.17e-06] []
43600 [7.87e-06, 4.14e-06, 4.32e-06, 7.24e-06, 5.53e-06, 1.41e-06, 1.05e-06, 1.11e-05, 1.16e-06, 3.51e-06, 4.98e-05, 5.24e-05, 6.75e-05, 2.89e-05, 1.90e-07, 6.30e-08, 1.48e-07, 7.51e-08, 0.00e+00, 7.11e-08, 8.86e-06, 1.16e-06] [7.87e-06, 4.14e-06, 4.32e-06, 7.24e-06, 5.53e-06, 1.41e-06, 1.05e-06, 1.11e-05, 1.16e-06, 3.51e-06, 4.98e-05, 5.24e-05, 6.75e-05, 2.89e-05, 1.90e-07, 6.30e-08, 1.48e-07, 7.51e-08, 0.00e+00, 7.11e-08, 8.86e-06, 1.16e-06] []
43700 [1.69e-05, 5.67e-06, 5.06e-06, 8.30e-06, 6.69e-06, 1.93e-06, 1.55e-06, 1.21e-06, 1.11e-08, 1.05e-06, 5.28e-05, 6.28e-05, 1.07e-04, 2.02e-04, 4.85e-06, 6.50e-06, 5.15e-07, 6.66e-06, 3.34e-07, 1.39e-07, 1.74e-06, 5.57e-07] [1.69e-05, 5.67e-06, 5.06e-06, 8.30e-06, 6.69e-06, 1.93e-06, 1.55e-06, 1.21e-06, 1.11e-08, 1.05e-06, 5.28e-05, 6.28e-05, 1.07e-04, 2.02e-04, 4.85e-06, 6.50e-06, 5.15e-07, 6.66e-06, 3.34e-07, 1.39e-07, 1.74e-06, 5.57e-07] []
43800 [6.94e-06, 4.92e-06, 4.77e-06, 5.68e-06, 5.84e-06, 1.56e-06, 9.59e-07, 2.34e-07, 1.21e-07, 1.60e-08, 1.65e-05, 1.30e-05, 6.69e-06, 1.08e-06, 2.00e-07, 3.48e-07, 2.01e-07, 2.37e-07, 3.74e-08, 3.20e-08, 3.45e-07, 2.87e-07] [6.94e-06, 4.92e-06, 4.77e-06, 5.68e-06, 5.84e-06, 1.56e-06, 9.59e-07, 2.34e-07, 1.21e-07, 1.60e-08, 1.65e-05, 1.30e-05, 6.69e-06, 1.08e-06, 2.00e-07, 3.48e-07, 2.01e-07, 2.37e-07, 3.74e-08, 3.20e-08, 3.45e-07, 2.87e-07] []
43900 [2.22e-05, 5.70e-06, 5.52e-06, 5.78e-06, 6.11e-06, 1.83e-06, 1.29e-06, 3.25e-05, 2.44e-05, 4.48e-06, 1.64e-04, 1.32e-04, 5.53e-04, 7.05e-04, 8.59e-06, 8.80e-06, 9.56e-06, 9.86e-06, 3.76e-06, 2.95e-06, 2.43e-05, 1.91e-05] [2.22e-05, 5.70e-06, 5.52e-06, 5.78e-06, 6.11e-06, 1.83e-06, 1.29e-06, 3.25e-05, 2.44e-05, 4.48e-06, 1.64e-04, 1.32e-04, 5.53e-04, 7.05e-04, 8.59e-06, 8.80e-06, 9.56e-06, 9.86e-06, 3.76e-06, 2.95e-06, 2.43e-05, 1.91e-05] []
44000 [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07] [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 37.576447 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
44000 [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07] [6.18e-06, 4.86e-06, 5.11e-06, 5.10e-06, 5.32e-06, 1.48e-06, 9.41e-07, 1.99e-07, 5.49e-07, 9.48e-07, 2.75e-05, 2.02e-05, 2.55e-05, 1.12e-06, 1.33e-07, 2.00e-07, 1.28e-07, 2.61e-07, 3.16e-08, 1.33e-07, 2.10e-07, 7.93e-07] []
44100 [6.03e-06, 4.76e-06, 5.17e-06, 5.18e-06, 5.36e-06, 1.49e-06, 9.47e-07, 1.17e-06, 9.30e-06, 1.39e-07, 9.58e-06, 9.20e-06, 5.45e-06, 7.91e-07, 3.71e-08, 1.32e-07, 5.91e-08, 1.04e-07, 9.03e-08, 8.81e-07, 5.34e-07, 5.63e-06] [6.03e-06, 4.76e-06, 5.17e-06, 5.18e-06, 5.36e-06, 1.49e-06, 9.47e-07, 1.17e-06, 9.30e-06, 1.39e-07, 9.58e-06, 9.20e-06, 5.45e-06, 7.91e-07, 3.71e-08, 1.32e-07, 5.91e-08, 1.04e-07, 9.03e-08, 8.81e-07, 5.34e-07, 5.63e-06] []
44200 [7.29e-06, 4.87e-06, 5.40e-06, 4.91e-06, 4.99e-06, 1.43e-06, 9.36e-07, 7.93e-08, 2.40e-08, 4.16e-08, 8.84e-06, 1.03e-05, 6.46e-06, 8.69e-07, 2.22e-08, 9.87e-08, 6.72e-08, 1.42e-07, 2.83e-09, 5.49e-09, 2.00e-07, 1.38e-07] [7.29e-06, 4.87e-06, 5.40e-06, 4.91e-06, 4.99e-06, 1.43e-06, 9.36e-07, 7.93e-08, 2.40e-08, 4.16e-08, 8.84e-06, 1.03e-05, 6.46e-06, 8.69e-07, 2.22e-08, 9.87e-08, 6.72e-08, 1.42e-07, 2.83e-09, 5.49e-09, 2.00e-07, 1.38e-07] []
44300 [6.14e-06, 4.77e-06, 5.31e-06, 5.46e-06, 5.18e-06, 1.44e-06, 9.44e-07, 9.65e-07, 3.59e-10, 6.84e-07, 3.72e-05, 3.24e-05, 8.06e-05, 3.09e-05, 1.31e-08, 1.06e-07, 2.41e-09, 4.61e-08, 1.16e-07, 5.24e-09, 7.44e-07, 1.46e-07] [6.14e-06, 4.77e-06, 5.31e-06, 5.46e-06, 5.18e-06, 1.44e-06, 9.44e-07, 9.65e-07, 3.59e-10, 6.84e-07, 3.72e-05, 3.24e-05, 8.06e-05, 3.09e-05, 1.31e-08, 1.06e-07, 2.41e-09, 4.61e-08, 1.16e-07, 5.24e-09, 7.44e-07, 1.46e-07] []
44400 [6.80e-06, 4.65e-06, 5.37e-06, 5.27e-06, 4.74e-06, 1.50e-06, 9.44e-07, 1.39e-05, 2.05e-05, 3.91e-08, 1.41e-05, 1.99e-05, 3.64e-05, 2.77e-05, 5.70e-09, 1.89e-08, 2.52e-08, 5.78e-09, 2.85e-06, 1.54e-06, 1.92e-05, 1.03e-05] [6.80e-06, 4.65e-06, 5.37e-06, 5.27e-06, 4.74e-06, 1.50e-06, 9.44e-07, 1.39e-05, 2.05e-05, 3.91e-08, 1.41e-05, 1.99e-05, 3.64e-05, 2.77e-05, 5.70e-09, 1.89e-08, 2.52e-08, 5.78e-09, 2.85e-06, 1.54e-06, 1.92e-05, 1.03e-05] []
44500 [6.57e-06, 4.73e-06, 5.25e-06, 5.92e-06, 5.65e-06, 1.45e-06, 9.97e-07, 7.60e-06, 9.44e-06, 2.38e-06, 8.04e-05, 7.07e-05, 2.45e-04, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-06, 1.08e-05] [6.57e-06, 4.73e-06, 5.25e-06, 5.92e-06, 5.65e-06, 1.45e-06, 9.97e-07, 7.60e-06, 9.44e-06, 2.38e-06, 8.04e-05, 7.07e-05, 2.45e-04, 2.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-06, 1.08e-05] []
44600 [6.20e-06, 4.66e-06, 5.11e-06, 5.10e-06, 4.71e-06, 1.43e-06, 9.83e-07, 5.66e-08, 6.53e-08, 3.23e-08, 1.08e-05, 1.01e-05, 1.69e-05, 1.80e-05, 1.66e-07, 3.31e-07, 2.58e-07, 2.18e-07, 9.43e-09, 1.48e-08, 9.81e-08, 1.22e-07] [6.20e-06, 4.66e-06, 5.11e-06, 5.10e-06, 4.71e-06, 1.43e-06, 9.83e-07, 5.66e-08, 6.53e-08, 3.23e-08, 1.08e-05, 1.01e-05, 1.69e-05, 1.80e-05, 1.66e-07, 3.31e-07, 2.58e-07, 2.18e-07, 9.43e-09, 1.48e-08, 9.81e-08, 1.22e-07] []
44700 [8.13e-06, 4.68e-06, 5.04e-06, 4.88e-06, 4.47e-06, 1.57e-06, 1.18e-06, 1.68e-06, 4.22e-07, 1.07e-06, 4.40e-05, 3.33e-05, 1.24e-04, 1.37e-04, 1.22e-06, 1.20e-06, 1.32e-06, 1.34e-06, 2.07e-07, 7.34e-08, 1.38e-06, 4.71e-07] [8.13e-06, 4.68e-06, 5.04e-06, 4.88e-06, 4.47e-06, 1.57e-06, 1.18e-06, 1.68e-06, 4.22e-07, 1.07e-06, 4.40e-05, 3.33e-05, 1.24e-04, 1.37e-04, 1.22e-06, 1.20e-06, 1.32e-06, 1.34e-06, 2.07e-07, 7.34e-08, 1.38e-06, 4.71e-07] []
44800 [5.84e-06, 4.46e-06, 4.92e-06, 5.18e-06, 4.38e-06, 1.45e-06, 1.11e-06, 1.26e-07, 9.84e-07, 3.19e-07, 6.54e-06, 1.11e-05, 6.59e-06, 1.15e-05, 8.92e-08, 4.38e-07, 1.99e-07, 1.68e-07, 1.64e-08, 5.16e-08, 2.47e-07, 3.83e-07] [5.84e-06, 4.46e-06, 4.92e-06, 5.18e-06, 4.38e-06, 1.45e-06, 1.11e-06, 1.26e-07, 9.84e-07, 3.19e-07, 6.54e-06, 1.11e-05, 6.59e-06, 1.15e-05, 8.92e-08, 4.38e-07, 1.99e-07, 1.68e-07, 1.64e-08, 5.16e-08, 2.47e-07, 3.83e-07] []
44900 [4.30e-06, 4.45e-06, 4.93e-06, 5.36e-06, 4.50e-06, 1.24e-06, 1.05e-06, 2.23e-07, 5.58e-07, 1.29e-07, 7.88e-06, 9.77e-06, 4.09e-06, 6.70e-06, 1.06e-08, 1.76e-08, 7.13e-08, 2.81e-08, 0.00e+00, 9.80e-09, 1.35e-06, 1.56e-07] [4.30e-06, 4.45e-06, 4.93e-06, 5.36e-06, 4.50e-06, 1.24e-06, 1.05e-06, 2.23e-07, 5.58e-07, 1.29e-07, 7.88e-06, 9.77e-06, 4.09e-06, 6.70e-06, 1.06e-08, 1.76e-08, 7.13e-08, 2.81e-08, 0.00e+00, 9.80e-09, 1.35e-06, 1.56e-07] []
45000 [4.24e-06, 4.37e-06, 4.77e-06, 4.98e-06, 4.41e-06, 1.40e-06, 1.32e-06, 9.31e-10, 2.62e-06, 3.23e-08, 6.26e-06, 7.01e-06, 5.06e-06, 7.03e-07, 9.40e-08, 8.70e-08, 1.12e-07, 1.19e-07, 8.75e-09, 2.54e-07, 7.99e-08, 1.62e-06] [4.24e-06, 4.37e-06, 4.77e-06, 4.98e-06, 4.41e-06, 1.40e-06, 1.32e-06, 9.31e-10, 2.62e-06, 3.23e-08, 6.26e-06, 7.01e-06, 5.06e-06, 7.03e-07, 9.40e-08, 8.70e-08, 1.12e-07, 1.19e-07, 8.75e-09, 2.54e-07, 7.99e-08, 1.62e-06] []
45100 [7.78e-06, 5.21e-06, 5.42e-06, 5.59e-06, 4.52e-06, 1.51e-06, 1.37e-06, 1.27e-04, 9.57e-05, 5.59e-06, 4.53e-05, 3.28e-05, 1.80e-05, 3.61e-05, 1.25e-06, 1.18e-06, 9.30e-07, 3.76e-07, 0.00e+00, 0.00e+00, 1.66e-04, 1.22e-04] [7.78e-06, 5.21e-06, 5.42e-06, 5.59e-06, 4.52e-06, 1.51e-06, 1.37e-06, 1.27e-04, 9.57e-05, 5.59e-06, 4.53e-05, 3.28e-05, 1.80e-05, 3.61e-05, 1.25e-06, 1.18e-06, 9.30e-07, 3.76e-07, 0.00e+00, 0.00e+00, 1.66e-04, 1.22e-04] []
45200 [4.66e-06, 4.41e-06, 4.93e-06, 5.20e-06, 4.50e-06, 1.45e-06, 1.45e-06, 3.52e-08, 1.52e-07, 3.01e-07, 9.46e-06, 1.31e-05, 2.75e-05, 2.19e-05, 1.62e-07, 1.78e-08, 1.02e-07, 2.27e-07, 2.47e-08, 3.39e-08, 1.09e-07, 1.71e-07] [4.66e-06, 4.41e-06, 4.93e-06, 5.20e-06, 4.50e-06, 1.45e-06, 1.45e-06, 3.52e-08, 1.52e-07, 3.01e-07, 9.46e-06, 1.31e-05, 2.75e-05, 2.19e-05, 1.62e-07, 1.78e-08, 1.02e-07, 2.27e-07, 2.47e-08, 3.39e-08, 1.09e-07, 1.71e-07] []
45300 [5.12e-06, 4.38e-06, 4.89e-06, 5.15e-06, 4.39e-06, 1.36e-06, 1.54e-06, 1.11e-08, 5.80e-07, 1.92e-07, 7.70e-06, 9.40e-06, 4.87e-06, 9.12e-06, 3.70e-07, 3.04e-07, 1.17e-07, 1.37e-07, 2.34e-08, 1.39e-07, 1.08e-07, 6.64e-07] [5.12e-06, 4.38e-06, 4.89e-06, 5.15e-06, 4.39e-06, 1.36e-06, 1.54e-06, 1.11e-08, 5.80e-07, 1.92e-07, 7.70e-06, 9.40e-06, 4.87e-06, 9.12e-06, 3.70e-07, 3.04e-07, 1.17e-07, 1.37e-07, 2.34e-08, 1.39e-07, 1.08e-07, 6.64e-07] []
45400 [6.28e-06, 5.52e-06, 5.10e-06, 4.97e-06, 3.99e-06, 1.71e-06, 1.59e-06, 1.50e-07, 3.41e-08, 2.42e-06, 3.67e-05, 2.09e-05, 6.46e-05, 3.86e-05, 2.10e-06, 3.01e-07, 8.51e-07, 1.70e-06, 3.42e-08, 1.19e-09, 1.40e-07, 2.54e-06] [6.28e-06, 5.52e-06, 5.10e-06, 4.97e-06, 3.99e-06, 1.71e-06, 1.59e-06, 1.50e-07, 3.41e-08, 2.42e-06, 3.67e-05, 2.09e-05, 6.46e-05, 3.86e-05, 2.10e-06, 3.01e-07, 8.51e-07, 1.70e-06, 3.42e-08, 1.19e-09, 1.40e-07, 2.54e-06] []
45500 [4.64e-06, 4.57e-06, 4.64e-06, 4.97e-06, 4.00e-06, 1.74e-06, 1.83e-06, 2.77e-07, 6.94e-06, 1.18e-06, 6.51e-06, 9.21e-06, 4.38e-06, 1.64e-05, 4.41e-07, 6.20e-07, 2.94e-07, 1.07e-07, 1.39e-08, 0.00e+00, 2.27e-07, 1.03e-05] [4.64e-06, 4.57e-06, 4.64e-06, 4.97e-06, 4.00e-06, 1.74e-06, 1.83e-06, 2.77e-07, 6.94e-06, 1.18e-06, 6.51e-06, 9.21e-06, 4.38e-06, 1.64e-05, 4.41e-07, 6.20e-07, 2.94e-07, 1.07e-07, 1.39e-08, 0.00e+00, 2.27e-07, 1.03e-05] []
45600 [1.81e-05, 5.19e-06, 6.45e-06, 1.03e-05, 7.73e-06, 4.13e-06, 4.32e-06, 3.08e-06, 2.66e-10, 1.94e-06, 2.50e-05, 5.36e-04, 7.45e-04, 7.05e-05, 1.03e-05, 2.03e-05, 9.14e-07, 1.73e-08, 0.00e+00, 1.45e-12, 2.10e-06, 6.33e-06] [1.81e-05, 5.19e-06, 6.45e-06, 1.03e-05, 7.73e-06, 4.13e-06, 4.32e-06, 3.08e-06, 2.66e-10, 1.94e-06, 2.50e-05, 5.36e-04, 7.45e-04, 7.05e-05, 1.03e-05, 2.03e-05, 9.14e-07, 1.73e-08, 0.00e+00, 1.45e-12, 2.10e-06, 6.33e-06] []
45700 [2.90e-06, 4.01e-06, 3.86e-06, 4.64e-06, 3.72e-06, 1.79e-06, 2.14e-06, 8.29e-12, 5.01e-09, 9.88e-10, 1.00e-06, 5.73e-06, 4.27e-06, 3.61e-07, 1.06e-07, 1.15e-07, 5.10e-08, 7.43e-08, 1.29e-08, 3.13e-08, 7.55e-08, 1.23e-07] [2.90e-06, 4.01e-06, 3.86e-06, 4.64e-06, 3.72e-06, 1.79e-06, 2.14e-06, 8.29e-12, 5.01e-09, 9.88e-10, 1.00e-06, 5.73e-06, 4.27e-06, 3.61e-07, 1.06e-07, 1.15e-07, 5.10e-08, 7.43e-08, 1.29e-08, 3.13e-08, 7.55e-08, 1.23e-07] []
45800 [4.48e-06, 5.48e-06, 4.66e-06, 6.01e-06, 6.61e-06, 2.52e-06, 2.71e-06, 1.20e-09, 1.25e-03, 7.07e-07, 3.20e-05, 1.23e-04, 8.21e-05, 5.49e-04, 0.00e+00, 2.03e-07, 1.54e-08, 1.22e-07, 9.30e-09, 0.00e+00, 5.59e-08, 1.48e-03] [4.48e-06, 5.48e-06, 4.66e-06, 6.01e-06, 6.61e-06, 2.52e-06, 2.71e-06, 1.20e-09, 1.25e-03, 7.07e-07, 3.20e-05, 1.23e-04, 8.21e-05, 5.49e-04, 0.00e+00, 2.03e-07, 1.54e-08, 1.22e-07, 9.30e-09, 0.00e+00, 5.59e-08, 1.48e-03] []
45900 [3.25e-06, 4.42e-06, 3.98e-06, 5.34e-06, 3.59e-06, 1.48e-06, 1.75e-06, 1.34e-09, 2.43e-09, 1.84e-09, 2.33e-06, 2.15e-06, 1.64e-06, 1.04e-06, 6.82e-08, 1.68e-07, 5.14e-08, 3.40e-08, 5.90e-09, 1.20e-08, 2.90e-08, 5.17e-08] [3.25e-06, 4.42e-06, 3.98e-06, 5.34e-06, 3.59e-06, 1.48e-06, 1.75e-06, 1.34e-09, 2.43e-09, 1.84e-09, 2.33e-06, 2.15e-06, 1.64e-06, 1.04e-06, 6.82e-08, 1.68e-07, 5.14e-08, 3.40e-08, 5.90e-09, 1.20e-08, 2.90e-08, 5.17e-08] []
46000 [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08] [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08] []
Best model at step 25595:
train loss: 2.84e-05
test loss: 2.84e-05
test metric: []
'train' took 39.774967 s
Best train step: 25595
lambda_a: 6.203573245152007
lambda_b: 6.011025185799987
kappa_a: 1.477302135149991
kappa_b: 1.5415644228292258
Training model...
Step Train loss Test loss Test metric
46000 [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08] [1.84e-06, 4.24e-06, 4.17e-06, 5.09e-06, 3.68e-06, 1.38e-06, 1.91e-06, 3.45e-10, 9.49e-10, 1.37e-09, 4.90e-06, 1.50e-05, 5.28e-06, 5.28e-05, 1.49e-09, 4.57e-09, 8.98e-09, 5.15e-10, 3.86e-09, 9.65e-09, 2.24e-08, 3.11e-08] []
46100 [2.13e-06, 4.17e-06, 4.81e-06, 5.18e-06, 3.92e-06, 1.41e-06, 2.42e-06, 1.07e-05, 3.83e-09, 3.38e-07, 1.20e-05, 5.82e-05, 4.59e-05, 2.95e-04, 0.00e+00, 5.09e-10, 6.32e-10, 2.83e-10, 0.00e+00, 5.17e-09, 2.24e-05, 2.07e-08] [2.13e-06, 4.17e-06, 4.81e-06, 5.18e-06, 3.92e-06, 1.41e-06, 2.42e-06, 1.07e-05, 3.83e-09, 3.38e-07, 1.20e-05, 5.82e-05, 4.59e-05, 2.95e-04, 0.00e+00, 5.09e-10, 6.32e-10, 2.83e-10, 0.00e+00, 5.17e-09, 2.24e-05, 2.07e-08] []
46200 [1.51e-06, 3.81e-06, 4.56e-06, 4.89e-06, 3.70e-06, 1.20e-06, 2.09e-06, 9.25e-08, 4.80e-09, 5.07e-10, 8.69e-06, 3.10e-05, 4.63e-06, 8.69e-05, 1.41e-08, 2.87e-11, 7.37e-09, 1.08e-09, 1.34e-08, 1.86e-09, 5.48e-08, 3.99e-08] [1.51e-06, 3.81e-06, 4.56e-06, 4.89e-06, 3.70e-06, 1.20e-06, 2.09e-06, 9.25e-08, 4.80e-09, 5.07e-10, 8.69e-06, 3.10e-05, 4.63e-06, 8.69e-05, 1.41e-08, 2.87e-11, 7.37e-09, 1.08e-09, 1.34e-08, 1.86e-09, 5.48e-08, 3.99e-08] []
46300 [6.12e-06, 3.75e-06, 4.74e-06, 5.37e-06, 3.55e-06, 1.01e-06, 1.64e-06, 3.95e-05, 3.83e-08, 9.91e-07, 3.00e-05, 4.53e-05, 1.87e-04, 4.75e-04, 2.30e-06, 4.69e-06, 3.41e-07, 5.39e-07, 0.00e+00, 3.04e-09, 6.20e-05, 1.47e-08] [6.12e-06, 3.75e-06, 4.74e-06, 5.37e-06, 3.55e-06, 1.01e-06, 1.64e-06, 3.95e-05, 3.83e-08, 9.91e-07, 3.00e-05, 4.53e-05, 1.87e-04, 4.75e-04, 2.30e-06, 4.69e-06, 3.41e-07, 5.39e-07, 0.00e+00, 3.04e-09, 6.20e-05, 1.47e-08] []
46400 [2.44e-06, 3.72e-06, 5.49e-06, 5.73e-06, 3.45e-06, 1.12e-06, 2.56e-06, 6.66e-05, 8.98e-07, 2.16e-06, 2.08e-05, 5.07e-05, 8.38e-05, 3.67e-04, 0.00e+00, 0.00e+00, 2.41e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-04, 1.35e-06] [2.44e-06, 3.72e-06, 5.49e-06, 5.73e-06, 3.45e-06, 1.12e-06, 2.56e-06, 6.66e-05, 8.98e-07, 2.16e-06, 2.08e-05, 5.07e-05, 8.38e-05, 3.67e-04, 0.00e+00, 0.00e+00, 2.41e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-04, 1.35e-06] []
46500 [4.33e-06, 3.35e-06, 5.56e-06, 6.95e-06, 3.15e-06, 1.42e-06, 1.72e-06, 3.60e-07, 1.64e-06, 4.70e-07, 4.55e-05, 6.61e-05, 2.71e-05, 5.29e-05, 3.03e-06, 2.75e-06, 9.82e-08, 2.91e-08, 1.62e-09, 0.00e+00, 6.08e-08, 2.00e-06] [4.33e-06, 3.35e-06, 5.56e-06, 6.95e-06, 3.15e-06, 1.42e-06, 1.72e-06, 3.60e-07, 1.64e-06, 4.70e-07, 4.55e-05, 6.61e-05, 2.71e-05, 5.29e-05, 3.03e-06, 2.75e-06, 9.82e-08, 2.91e-08, 1.62e-09, 0.00e+00, 6.08e-08, 2.00e-06] []
46600 [5.23e-06, 3.44e-06, 4.56e-06, 4.99e-06, 3.61e-06, 9.28e-07, 1.61e-06, 3.71e-06, 3.27e-07, 3.02e-06, 7.37e-05, 4.46e-05, 3.37e-04, 5.34e-04, 1.31e-06, 3.02e-06, 4.32e-07, 6.93e-07, 0.00e+00, 1.15e-07, 3.37e-06, 7.38e-07] [5.23e-06, 3.44e-06, 4.56e-06, 4.99e-06, 3.61e-06, 9.28e-07, 1.61e-06, 3.71e-06, 3.27e-07, 3.02e-06, 7.37e-05, 4.46e-05, 3.37e-04, 5.34e-04, 1.31e-06, 3.02e-06, 4.32e-07, 6.93e-07, 0.00e+00, 1.15e-07, 3.37e-06, 7.38e-07] []
46700 [2.93e-06, 3.19e-06, 4.95e-06, 5.10e-06, 2.82e-06, 7.39e-07, 1.34e-06, 2.80e-06, 7.45e-06, 4.34e-07, 2.02e-05, 1.31e-05, 8.84e-05, 7.04e-05, 2.30e-07, 1.41e-07, 5.70e-08, 8.47e-08, 0.00e+00, 0.00e+00, 4.18e-06, 1.06e-05] [2.93e-06, 3.19e-06, 4.95e-06, 5.10e-06, 2.82e-06, 7.39e-07, 1.34e-06, 2.80e-06, 7.45e-06, 4.34e-07, 2.02e-05, 1.31e-05, 8.84e-05, 7.04e-05, 2.30e-07, 1.41e-07, 5.70e-08, 8.47e-08, 0.00e+00, 0.00e+00, 4.18e-06, 1.06e-05] []
46800 [3.06e-06, 3.27e-06, 4.64e-06, 4.82e-06, 3.11e-06, 6.96e-07, 1.78e-06, 1.31e-06, 5.21e-05, 1.58e-06, 1.36e-05, 7.61e-06, 4.76e-05, 4.91e-05, 2.85e-07, 2.35e-07, 9.25e-08, 6.31e-08, 0.00e+00, 7.41e-06, 1.42e-06, 3.97e-05] [3.06e-06, 3.27e-06, 4.64e-06, 4.82e-06, 3.11e-06, 6.96e-07, 1.78e-06, 1.31e-06, 5.21e-05, 1.58e-06, 1.36e-05, 7.61e-06, 4.76e-05, 4.91e-05, 2.85e-07, 2.35e-07, 9.25e-08, 6.31e-08, 0.00e+00, 7.41e-06, 1.42e-06, 3.97e-05] []
46900 [1.10e-06, 2.99e-06, 5.85e-06, 5.45e-06, 2.65e-06, 8.28e-07, 2.16e-06, 2.04e-07, 1.32e-05, 1.43e-07, 2.23e-05, 7.17e-05, 6.46e-06, 1.46e-04, 1.56e-08, 0.00e+00, 9.28e-10, 0.00e+00, 1.87e-11, 1.41e-06, 5.79e-07, 8.43e-06] [1.10e-06, 2.99e-06, 5.85e-06, 5.45e-06, 2.65e-06, 8.28e-07, 2.16e-06, 2.04e-07, 1.32e-05, 1.43e-07, 2.23e-05, 7.17e-05, 6.46e-06, 1.46e-04, 1.56e-08, 0.00e+00, 9.28e-10, 0.00e+00, 1.87e-11, 1.41e-06, 5.79e-07, 8.43e-06] []
47000 [3.24e-06, 3.01e-06, 4.90e-06, 4.97e-06, 3.02e-06, 6.59e-07, 1.56e-06, 7.99e-08, 7.06e-06, 2.45e-07, 2.85e-06, 6.49e-06, 1.34e-05, 4.74e-05, 2.70e-07, 7.48e-07, 8.12e-08, 2.45e-08, 7.29e-10, 3.02e-07, 3.07e-07, 1.77e-06] [3.24e-06, 3.01e-06, 4.90e-06, 4.97e-06, 3.02e-06, 6.59e-07, 1.56e-06, 7.99e-08, 7.06e-06, 2.45e-07, 2.85e-06, 6.49e-06, 1.34e-05, 4.74e-05, 2.70e-07, 7.48e-07, 8.12e-08, 2.45e-08, 7.29e-10, 3.02e-07, 3.07e-07, 1.77e-06] []
47100 [3.10e-06, 2.95e-06, 4.86e-06, 4.99e-06, 2.94e-06, 7.43e-07, 1.66e-06, 6.99e-08, 2.10e-06, 6.72e-07, 8.48e-06, 8.08e-06, 4.15e-05, 8.71e-05, 3.80e-07, 7.36e-07, 1.40e-07, 9.03e-08, 1.38e-06, 5.68e-07, 6.66e-06, 3.47e-06] [3.10e-06, 2.95e-06, 4.86e-06, 4.99e-06, 2.94e-06, 7.43e-07, 1.66e-06, 6.99e-08, 2.10e-06, 6.72e-07, 8.48e-06, 8.08e-06, 4.15e-05, 8.71e-05, 3.80e-07, 7.36e-07, 1.40e-07, 9.03e-08, 1.38e-06, 5.68e-07, 6.66e-06, 3.47e-06] []
47200 [7.12e-06, 4.28e-06, 1.08e-05, 7.36e-06, 4.98e-06, 1.84e-06, 7.59e-06, 4.09e-06, 5.25e-05, 4.76e-06, 7.93e-05, 5.34e-04, 3.41e-04, 2.46e-03, 1.50e-09, 5.46e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-06, 3.87e-05] [7.12e-06, 4.28e-06, 1.08e-05, 7.36e-06, 4.98e-06, 1.84e-06, 7.59e-06, 4.09e-06, 5.25e-05, 4.76e-06, 7.93e-05, 5.34e-04, 3.41e-04, 2.46e-03, 1.50e-09, 5.46e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-06, 3.87e-05] []
47300 [6.53e-06, 3.00e-06, 5.66e-06, 6.05e-06, 2.60e-06, 8.00e-07, 1.68e-06, 7.91e-05, 3.72e-06, 4.30e-07, 3.31e-05, 1.13e-04, 1.28e-04, 7.36e-04, 9.47e-06, 1.03e-05, 5.42e-07, 6.55e-07, 0.00e+00, 0.00e+00, 8.30e-05, 1.52e-06] [6.53e-06, 3.00e-06, 5.66e-06, 6.05e-06, 2.60e-06, 8.00e-07, 1.68e-06, 7.91e-05, 3.72e-06, 4.30e-07, 3.31e-05, 1.13e-04, 1.28e-04, 7.36e-04, 9.47e-06, 1.03e-05, 5.42e-07, 6.55e-07, 0.00e+00, 0.00e+00, 8.30e-05, 1.52e-06] []
47400 [2.02e-06, 2.83e-06, 5.60e-06, 4.63e-06, 3.13e-06, 4.65e-07, 1.81e-06, 3.12e-06, 1.49e-05, 6.78e-09, 3.17e-06, 5.96e-06, 1.16e-05, 3.67e-05, 5.48e-09, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 1.07e-06, 3.29e-06, 6.43e-06] [2.02e-06, 2.83e-06, 5.60e-06, 4.63e-06, 3.13e-06, 4.65e-07, 1.81e-06, 3.12e-06, 1.49e-05, 6.78e-09, 3.17e-06, 5.96e-06, 1.16e-05, 3.67e-05, 5.48e-09, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 1.07e-06, 3.29e-06, 6.43e-06] []
47500 [3.72e-06, 3.57e-06, 7.43e-06, 5.68e-06, 3.82e-06, 5.90e-07, 3.24e-06, 1.13e-05, 1.31e-05, 4.23e-06, 5.35e-05, 8.03e-05, 3.20e-04, 7.54e-04, 0.00e+00, 0.00e+00, 1.92e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.02e-06, 2.01e-05] [3.72e-06, 3.57e-06, 7.43e-06, 5.68e-06, 3.82e-06, 5.90e-07, 3.24e-06, 1.13e-05, 1.31e-05, 4.23e-06, 5.35e-05, 8.03e-05, 3.20e-04, 7.54e-04, 0.00e+00, 0.00e+00, 1.92e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.02e-06, 2.01e-05] []
47600 [2.18e-06, 2.69e-06, 5.19e-06, 4.36e-06, 2.59e-06, 4.62e-07, 1.54e-06, 9.10e-06, 3.37e-07, 2.40e-07, 4.88e-06, 2.78e-06, 1.54e-05, 9.25e-06, 5.41e-08, 5.51e-08, 5.98e-08, 5.36e-08, 0.00e+00, 1.36e-08, 1.63e-06, 6.33e-08] [2.18e-06, 2.69e-06, 5.19e-06, 4.36e-06, 2.59e-06, 4.62e-07, 1.54e-06, 9.10e-06, 3.37e-07, 2.40e-07, 4.88e-06, 2.78e-06, 1.54e-05, 9.25e-06, 5.41e-08, 5.51e-08, 5.98e-08, 5.36e-08, 0.00e+00, 1.36e-08, 1.63e-06, 6.33e-08] []
47700 [4.46e-06, 2.81e-06, 5.21e-06, 4.66e-06, 2.13e-06, 5.96e-07, 1.43e-06, 1.04e-06, 5.12e-05, 6.28e-06, 6.88e-05, 3.77e-05, 2.86e-04, 3.73e-04, 1.09e-06, 1.88e-06, 8.28e-07, 8.08e-07, 1.84e-07, 1.10e-05, 1.11e-06, 5.55e-05] [4.46e-06, 2.81e-06, 5.21e-06, 4.66e-06, 2.13e-06, 5.96e-07, 1.43e-06, 1.04e-06, 5.12e-05, 6.28e-06, 6.88e-05, 3.77e-05, 2.86e-04, 3.73e-04, 1.09e-06, 1.88e-06, 8.28e-07, 8.08e-07, 1.84e-07, 1.10e-05, 1.11e-06, 5.55e-05] []
47800 [2.22e-06, 4.27e-06, 4.23e-06, 4.25e-06, 2.96e-06, 7.11e-07, 9.12e-07, 1.04e-06, 1.03e-07, 1.83e-09, 1.02e-06, 1.02e-06, 4.55e-07, 4.34e-07, 2.89e-08, 3.08e-08, 1.40e-08, 8.96e-09, 0.00e+00, 1.15e-07, 1.37e-06, 6.74e-07] [2.22e-06, 4.27e-06, 4.23e-06, 4.25e-06, 2.96e-06, 7.11e-07, 9.12e-07, 1.04e-06, 1.03e-07, 1.83e-09, 1.02e-06, 1.02e-06, 4.55e-07, 4.34e-07, 2.89e-08, 3.08e-08, 1.40e-08, 8.96e-09, 0.00e+00, 1.15e-07, 1.37e-06, 6.74e-07] []
47900 [2.39e-06, 5.83e-06, 3.94e-06, 4.96e-06, 2.94e-06, 1.14e-06, 1.93e-06, 3.33e-07, 4.09e-06, 1.23e-05, 1.18e-04, 4.34e-05, 1.12e-04, 2.61e-05, 6.49e-07, 1.51e-07, 4.62e-07, 6.56e-07, 0.00e+00, 5.10e-08, 8.48e-05, 4.55e-07] [2.39e-06, 5.83e-06, 3.94e-06, 4.96e-06, 2.94e-06, 1.14e-06, 1.93e-06, 3.33e-07, 4.09e-06, 1.23e-05, 1.18e-04, 4.34e-05, 1.12e-04, 2.61e-05, 6.49e-07, 1.51e-07, 4.62e-07, 6.56e-07, 0.00e+00, 5.10e-08, 8.48e-05, 4.55e-07] []
48000 [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06] [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06] []
Best model at step 47786:
train loss: 2.33e-05
test loss: 2.33e-05
test metric: []
'train' took 38.254127 s
Best train step: 47786
lambda_a: 5.704544575968382
lambda_b: 6.875377612508024
kappa_a: 1.4062997902446541
kappa_b: 1.7997954299937577
Best train step: 47786
lambda_a: 1.7412631512
lambda_b: 1.9279465675
kappa_a: 0.34096199274
kappa_b: 0.58767300844
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
48000 [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06] [2.10e-06, 5.12e-06, 3.74e-06, 4.32e-06, 3.15e-06, 9.99e-07, 8.94e-07, 1.08e-07, 6.11e-06, 2.31e-08, 1.26e-06, 9.62e-07, 1.02e-06, 5.23e-07, 6.69e-08, 1.08e-08, 1.74e-08, 1.38e-08, 6.88e-10, 9.16e-07, 5.58e-08, 5.54e-06] []
48100 [2.68e-06, 4.54e-06, 4.16e-06, 4.79e-06, 2.71e-06, 1.10e-06, 7.06e-07, 6.96e-06, 9.50e-05, 1.65e-06, 2.62e-05, 3.17e-05, 1.30e-05, 2.85e-05, 1.67e-06, 1.15e-06, 3.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-06, 6.84e-05] [2.68e-06, 4.54e-06, 4.16e-06, 4.79e-06, 2.71e-06, 1.10e-06, 7.06e-07, 6.96e-06, 9.50e-05, 1.65e-06, 2.62e-05, 3.17e-05, 1.30e-05, 2.85e-05, 1.67e-06, 1.15e-06, 3.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-06, 6.84e-05] []
48200 [1.74e-06, 4.80e-06, 5.61e-06, 3.79e-06, 5.66e-06, 1.29e-06, 9.81e-07, 5.96e-06, 8.20e-08, 1.34e-07, 1.95e-05, 6.98e-05, 6.90e-05, 3.95e-04, 0.00e+00, 8.77e-08, 1.43e-09, 0.00e+00, 7.73e-07, 2.59e-09, 4.29e-06, 9.66e-08] [1.74e-06, 4.80e-06, 5.61e-06, 3.79e-06, 5.66e-06, 1.29e-06, 9.81e-07, 5.96e-06, 8.20e-08, 1.34e-07, 1.95e-05, 6.98e-05, 6.90e-05, 3.95e-04, 0.00e+00, 8.77e-08, 1.43e-09, 0.00e+00, 7.73e-07, 2.59e-09, 4.29e-06, 9.66e-08] []
48300 [4.26e-06, 4.18e-06, 3.92e-06, 4.38e-06, 2.37e-06, 1.37e-06, 9.44e-07, 2.76e-04, 6.84e-05, 5.18e-06, 7.26e-05, 5.25e-05, 1.65e-04, 7.78e-05, 2.16e-08, 8.23e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-04, 1.24e-04] [4.26e-06, 4.18e-06, 3.92e-06, 4.38e-06, 2.37e-06, 1.37e-06, 9.44e-07, 2.76e-04, 6.84e-05, 5.18e-06, 7.26e-05, 5.25e-05, 1.65e-04, 7.78e-05, 2.16e-08, 8.23e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-04, 1.24e-04] []
48400 [1.96e-06, 3.92e-06, 3.99e-06, 3.88e-06, 2.41e-06, 8.08e-07, 6.17e-07, 1.25e-08, 3.96e-09, 1.64e-09, 1.03e-06, 1.03e-06, 3.29e-07, 3.77e-07, 2.06e-08, 5.71e-09, 1.94e-08, 2.78e-09, 5.59e-08, 4.37e-11, 3.30e-07, 4.16e-07] [1.96e-06, 3.92e-06, 3.99e-06, 3.88e-06, 2.41e-06, 8.08e-07, 6.17e-07, 1.25e-08, 3.96e-09, 1.64e-09, 1.03e-06, 1.03e-06, 3.29e-07, 3.77e-07, 2.06e-08, 5.71e-09, 1.94e-08, 2.78e-09, 5.59e-08, 4.37e-11, 3.30e-07, 4.16e-07] []
48500 [1.92e-06, 3.45e-06, 4.10e-06, 3.99e-06, 2.21e-06, 8.64e-07, 6.47e-07, 2.88e-07, 2.63e-07, 1.01e-09, 9.82e-07, 1.16e-06, 5.74e-07, 9.20e-07, 3.98e-08, 2.68e-08, 2.57e-08, 2.18e-09, 1.21e-08, 0.00e+00, 8.21e-08, 4.56e-07] [1.92e-06, 3.45e-06, 4.10e-06, 3.99e-06, 2.21e-06, 8.64e-07, 6.47e-07, 2.88e-07, 2.63e-07, 1.01e-09, 9.82e-07, 1.16e-06, 5.74e-07, 9.20e-07, 3.98e-08, 2.68e-08, 2.57e-08, 2.18e-09, 1.21e-08, 0.00e+00, 8.21e-08, 4.56e-07] []
48600 [2.52e-06, 3.66e-06, 4.82e-06, 5.09e-06, 1.73e-06, 7.41e-07, 1.74e-06, 1.18e-05, 2.99e-05, 6.86e-08, 1.91e-05, 8.93e-05, 2.01e-05, 1.05e-04, 5.64e-09, 1.68e-08, 5.97e-07, 1.47e-07, 0.00e+00, 0.00e+00, 3.34e-06, 3.86e-05] [2.52e-06, 3.66e-06, 4.82e-06, 5.09e-06, 1.73e-06, 7.41e-07, 1.74e-06, 1.18e-05, 2.99e-05, 6.86e-08, 1.91e-05, 8.93e-05, 2.01e-05, 1.05e-04, 5.64e-09, 1.68e-08, 5.97e-07, 1.47e-07, 0.00e+00, 0.00e+00, 3.34e-06, 3.86e-05] []
48700 [2.75e-06, 4.09e-06, 4.99e-06, 3.41e-06, 5.82e-06, 7.86e-07, 1.67e-06, 2.62e-07, 2.84e-06, 7.08e-08, 1.98e-05, 8.27e-05, 7.36e-05, 4.67e-04, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-09, 1.01e-07, 7.05e-07, 5.79e-07] [2.75e-06, 4.09e-06, 4.99e-06, 3.41e-06, 5.82e-06, 7.86e-07, 1.67e-06, 2.62e-07, 2.84e-06, 7.08e-08, 1.98e-05, 8.27e-05, 7.36e-05, 4.67e-04, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-09, 1.01e-07, 7.05e-07, 5.79e-07] []
48800 [1.76e-06, 3.48e-06, 3.87e-06, 3.69e-06, 2.29e-06, 9.55e-07, 1.66e-06, 6.84e-05, 1.64e-06, 1.20e-07, 8.98e-06, 1.93e-05, 4.23e-05, 1.28e-04, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-05, 2.79e-06] [1.76e-06, 3.48e-06, 3.87e-06, 3.69e-06, 2.29e-06, 9.55e-07, 1.66e-06, 6.84e-05, 1.64e-06, 1.20e-07, 8.98e-06, 1.93e-05, 4.23e-05, 1.28e-04, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-05, 2.79e-06] []
48900 [1.55e-04, 1.14e-05, 4.97e-06, 3.86e-05, 7.18e-05, 2.80e-06, 3.99e-07, 2.40e-05, 7.10e-06, 5.93e-04, 1.15e-03, 2.28e-03, 3.50e-03, 4.14e-04, 2.38e-05, 6.70e-05, 3.85e-06, 0.00e+00, 4.92e-07, 3.84e-05, 2.49e-05, 6.27e-05] [1.55e-04, 1.14e-05, 4.97e-06, 3.86e-05, 7.18e-05, 2.80e-06, 3.99e-07, 2.40e-05, 7.10e-06, 5.93e-04, 1.15e-03, 2.28e-03, 3.50e-03, 4.14e-04, 2.38e-05, 6.70e-05, 3.85e-06, 0.00e+00, 4.92e-07, 3.84e-05, 2.49e-05, 6.27e-05] []
49000 [4.76e-05, 6.11e-06, 7.73e-06, 7.55e-06, 1.18e-05, 1.32e-06, 3.39e-07, 1.11e-05, 5.58e-07, 1.22e-06, 2.20e-04, 8.70e-04, 9.45e-04, 2.35e-05, 1.05e-06, 6.10e-06, 5.01e-06, 4.90e-08, 1.48e-06, 6.66e-10, 2.48e-06, 3.72e-07] [4.76e-05, 6.11e-06, 7.73e-06, 7.55e-06, 1.18e-05, 1.32e-06, 3.39e-07, 1.11e-05, 5.58e-07, 1.22e-06, 2.20e-04, 8.70e-04, 9.45e-04, 2.35e-05, 1.05e-06, 6.10e-06, 5.01e-06, 4.90e-08, 1.48e-06, 6.66e-10, 2.48e-06, 3.72e-07] []
49100 [4.90e-05, 9.68e-06, 1.02e-05, 4.47e-06, 6.83e-06, 1.03e-06, 2.51e-07, 3.59e-07, 2.54e-08, 6.31e-05, 4.03e-05, 8.55e-04, 1.14e-03, 1.19e-04, 7.96e-06, 7.13e-06, 4.27e-06, 9.48e-06, 8.64e-08, 5.82e-09, 3.61e-06, 1.38e-07] [4.90e-05, 9.68e-06, 1.02e-05, 4.47e-06, 6.83e-06, 1.03e-06, 2.51e-07, 3.59e-07, 2.54e-08, 6.31e-05, 4.03e-05, 8.55e-04, 1.14e-03, 1.19e-04, 7.96e-06, 7.13e-06, 4.27e-06, 9.48e-06, 8.64e-08, 5.82e-09, 3.61e-06, 1.38e-07] []
49200 [4.27e-05, 7.99e-06, 1.21e-05, 4.73e-06, 9.93e-06, 7.60e-07, 2.10e-07, 2.11e-08, 4.71e-08, 4.10e-08, 9.15e-05, 7.27e-04, 8.55e-04, 1.77e-06, 5.15e-07, 1.66e-06, 6.07e-07, 3.55e-07, 3.82e-08, 6.66e-09, 2.41e-07, 8.51e-08] [4.27e-05, 7.99e-06, 1.21e-05, 4.73e-06, 9.93e-06, 7.60e-07, 2.10e-07, 2.11e-08, 4.71e-08, 4.10e-08, 9.15e-05, 7.27e-04, 8.55e-04, 1.77e-06, 5.15e-07, 1.66e-06, 6.07e-07, 3.55e-07, 3.82e-08, 6.66e-09, 2.41e-07, 8.51e-08] []
49300 [3.27e-05, 7.22e-06, 1.22e-05, 4.24e-06, 8.10e-06, 5.45e-07, 3.46e-07, 5.57e-08, 9.30e-06, 2.23e-08, 5.08e-05, 6.81e-04, 8.00e-04, 2.22e-06, 2.87e-07, 8.59e-07, 2.88e-07, 9.86e-08, 5.27e-08, 1.41e-06, 6.34e-07, 7.47e-06] [3.27e-05, 7.22e-06, 1.22e-05, 4.24e-06, 8.10e-06, 5.45e-07, 3.46e-07, 5.57e-08, 9.30e-06, 2.23e-08, 5.08e-05, 6.81e-04, 8.00e-04, 2.22e-06, 2.87e-07, 8.59e-07, 2.88e-07, 9.86e-08, 5.27e-08, 1.41e-06, 6.34e-07, 7.47e-06] []
49400 [2.59e-05, 6.44e-06, 1.09e-05, 4.45e-06, 7.29e-06, 4.68e-07, 4.45e-07, 6.38e-10, 1.60e-09, 1.56e-08, 3.34e-05, 6.59e-04, 7.79e-04, 2.20e-06, 1.42e-07, 2.53e-07, 1.35e-07, 1.06e-07, 6.21e-08, 1.92e-08, 5.33e-07, 9.76e-08] [2.59e-05, 6.44e-06, 1.09e-05, 4.45e-06, 7.29e-06, 4.68e-07, 4.45e-07, 6.38e-10, 1.60e-09, 1.56e-08, 3.34e-05, 6.59e-04, 7.79e-04, 2.20e-06, 1.42e-07, 2.53e-07, 1.35e-07, 1.06e-07, 6.21e-08, 1.92e-08, 5.33e-07, 9.76e-08] []
49500 [2.13e-05, 5.63e-06, 9.52e-06, 4.57e-06, 6.64e-06, 5.02e-07, 6.87e-07, 6.00e-09, 2.77e-09, 1.03e-08, 2.60e-05, 6.49e-04, 7.69e-04, 2.01e-06, 8.07e-08, 6.49e-08, 6.76e-08, 1.54e-07, 7.98e-08, 3.05e-08, 3.87e-07, 1.47e-07] [2.13e-05, 5.63e-06, 9.52e-06, 4.57e-06, 6.64e-06, 5.02e-07, 6.87e-07, 6.00e-09, 2.77e-09, 1.03e-08, 2.60e-05, 6.49e-04, 7.69e-04, 2.01e-06, 8.07e-08, 6.49e-08, 6.76e-08, 1.54e-07, 7.98e-08, 3.05e-08, 3.87e-07, 1.47e-07] []
49600 [1.88e-05, 5.04e-06, 9.02e-06, 4.70e-06, 6.37e-06, 5.51e-07, 6.84e-07, 1.19e-08, 1.06e-06, 6.36e-09, 2.24e-05, 6.44e-04, 7.61e-04, 1.47e-06, 9.23e-08, 1.69e-08, 7.11e-08, 2.15e-07, 6.79e-08, 2.14e-07, 2.90e-07, 1.23e-06] [1.88e-05, 5.04e-06, 9.02e-06, 4.70e-06, 6.37e-06, 5.51e-07, 6.84e-07, 1.19e-08, 1.06e-06, 6.36e-09, 2.24e-05, 6.44e-04, 7.61e-04, 1.47e-06, 9.23e-08, 1.69e-08, 7.11e-08, 2.15e-07, 6.79e-08, 2.14e-07, 2.90e-07, 1.23e-06] []
49700 [1.63e-05, 4.66e-06, 8.16e-06, 4.65e-06, 5.86e-06, 5.86e-07, 8.60e-07, 3.03e-08, 2.60e-10, 9.98e-10, 1.98e-05, 6.41e-04, 7.56e-04, 1.22e-06, 7.02e-08, 8.81e-09, 4.42e-08, 1.21e-07, 5.76e-08, 2.18e-08, 2.32e-07, 1.34e-07] [1.63e-05, 4.66e-06, 8.16e-06, 4.65e-06, 5.86e-06, 5.86e-07, 8.60e-07, 3.03e-08, 2.60e-10, 9.98e-10, 1.98e-05, 6.41e-04, 7.56e-04, 1.22e-06, 7.02e-08, 8.81e-09, 4.42e-08, 1.21e-07, 5.76e-08, 2.18e-08, 2.32e-07, 1.34e-07] []
49800 [1.50e-05, 4.44e-06, 7.60e-06, 4.88e-06, 5.20e-06, 5.28e-07, 1.06e-06, 3.78e-05, 1.53e-07, 9.86e-08, 1.84e-05, 6.39e-04, 7.52e-04, 1.11e-06, 7.35e-08, 9.42e-09, 1.03e-08, 8.35e-08, 0.00e+00, 8.28e-09, 4.12e-05, 4.20e-07] [1.50e-05, 4.44e-06, 7.60e-06, 4.88e-06, 5.20e-06, 5.28e-07, 1.06e-06, 3.78e-05, 1.53e-07, 9.86e-08, 1.84e-05, 6.39e-04, 7.52e-04, 1.11e-06, 7.35e-08, 9.42e-09, 1.03e-08, 8.35e-08, 0.00e+00, 8.28e-09, 4.12e-05, 4.20e-07] []
49900 [1.33e-05, 4.18e-06, 6.87e-06, 4.51e-06, 4.97e-06, 5.93e-07, 1.25e-06, 4.08e-08, 4.00e-09, 2.13e-10, 1.65e-05, 6.37e-04, 7.46e-04, 7.45e-07, 6.66e-08, 4.33e-09, 3.50e-08, 9.36e-08, 6.78e-08, 1.80e-08, 2.56e-07, 1.43e-07] [1.33e-05, 4.18e-06, 6.87e-06, 4.51e-06, 4.97e-06, 5.93e-07, 1.25e-06, 4.08e-08, 4.00e-09, 2.13e-10, 1.65e-05, 6.37e-04, 7.46e-04, 7.45e-07, 6.66e-08, 4.33e-09, 3.50e-08, 9.36e-08, 6.78e-08, 1.80e-08, 2.56e-07, 1.43e-07] []
50000 [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07] [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.925186 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Best train step: 48760
lambda_a: 1.754716754
lambda_b: 2.0021100044
kappa_a: 0.32901030779
kappa_b: 0.71107214689
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
50000 [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07] [1.21e-05, 3.94e-06, 6.29e-06, 4.38e-06, 4.49e-06, 6.68e-07, 1.44e-06, 1.65e-08, 1.07e-08, 9.56e-12, 1.54e-05, 6.36e-04, 7.42e-04, 6.11e-07, 6.79e-08, 4.48e-09, 2.88e-08, 6.17e-08, 3.19e-08, 1.31e-08, 1.46e-07, 1.33e-07] []
50100 [1.14e-05, 4.05e-06, 5.72e-06, 4.47e-06, 4.42e-06, 7.62e-07, 1.62e-06, 1.56e-04, 1.93e-08, 4.47e-08, 1.72e-05, 6.34e-04, 7.38e-04, 1.88e-06, 7.69e-08, 3.05e-09, 5.00e-08, 1.44e-07, 3.45e-05, 7.59e-08, 1.52e-04, 3.68e-07] [1.14e-05, 4.05e-06, 5.72e-06, 4.47e-06, 4.42e-06, 7.62e-07, 1.62e-06, 1.56e-04, 1.93e-08, 4.47e-08, 1.72e-05, 6.34e-04, 7.38e-04, 1.88e-06, 7.69e-08, 3.05e-09, 5.00e-08, 1.44e-07, 3.45e-05, 7.59e-08, 1.52e-04, 3.68e-07] []
50200 [1.02e-05, 3.63e-06, 5.27e-06, 4.15e-06, 3.75e-06, 7.51e-07, 1.83e-06, 2.60e-07, 1.40e-08, 7.28e-11, 1.35e-05, 6.33e-04, 7.34e-04, 4.68e-07, 6.31e-08, 2.91e-09, 2.05e-08, 4.30e-08, 5.54e-09, 7.73e-09, 2.43e-07, 1.36e-07] [1.02e-05, 3.63e-06, 5.27e-06, 4.15e-06, 3.75e-06, 7.51e-07, 1.83e-06, 2.60e-07, 1.40e-08, 7.28e-11, 1.35e-05, 6.33e-04, 7.34e-04, 4.68e-07, 6.31e-08, 2.91e-09, 2.05e-08, 4.30e-08, 5.54e-09, 7.73e-09, 2.43e-07, 1.36e-07] []
50300 [9.37e-06, 3.43e-06, 4.80e-06, 4.02e-06, 3.35e-06, 8.63e-07, 2.02e-06, 5.61e-08, 1.16e-08, 3.66e-10, 1.30e-05, 6.31e-04, 7.29e-04, 3.80e-07, 6.92e-08, 3.40e-09, 2.92e-08, 4.33e-08, 7.33e-09, 1.47e-08, 1.43e-07, 1.13e-07] [9.37e-06, 3.43e-06, 4.80e-06, 4.02e-06, 3.35e-06, 8.63e-07, 2.02e-06, 5.61e-08, 1.16e-08, 3.66e-10, 1.30e-05, 6.31e-04, 7.29e-04, 3.80e-07, 6.92e-08, 3.40e-09, 2.92e-08, 4.33e-08, 7.33e-09, 1.47e-08, 1.43e-07, 1.13e-07] []
50400 [8.99e-06, 3.60e-06, 4.55e-06, 4.19e-06, 3.25e-06, 7.64e-07, 2.10e-06, 1.11e-10, 1.86e-08, 8.03e-10, 1.19e-05, 6.29e-04, 7.25e-04, 5.20e-07, 4.52e-08, 4.54e-09, 5.41e-09, 1.43e-08, 1.19e-08, 1.51e-08, 3.71e-08, 4.94e-08] [8.99e-06, 3.60e-06, 4.55e-06, 4.19e-06, 3.25e-06, 7.64e-07, 2.10e-06, 1.11e-10, 1.86e-08, 8.03e-10, 1.19e-05, 6.29e-04, 7.25e-04, 5.20e-07, 4.52e-08, 4.54e-09, 5.41e-09, 1.43e-08, 1.19e-08, 1.51e-08, 3.71e-08, 4.94e-08] []
50500 [8.20e-06, 3.32e-06, 4.04e-06, 3.83e-06, 2.85e-06, 8.85e-07, 2.28e-06, 9.72e-10, 1.38e-08, 2.87e-11, 1.13e-05, 6.28e-04, 7.19e-04, 3.47e-07, 5.28e-08, 2.09e-09, 1.54e-08, 2.25e-08, 5.43e-09, 4.77e-09, 2.81e-08, 6.98e-08] [8.20e-06, 3.32e-06, 4.04e-06, 3.83e-06, 2.85e-06, 8.85e-07, 2.28e-06, 9.72e-10, 1.38e-08, 2.87e-11, 1.13e-05, 6.28e-04, 7.19e-04, 3.47e-07, 5.28e-08, 2.09e-09, 1.54e-08, 2.25e-08, 5.43e-09, 4.77e-09, 2.81e-08, 6.98e-08] []
50600 [2.50e-05, 4.43e-06, 5.19e-06, 4.77e-06, 2.46e-06, 9.84e-07, 1.60e-06, 2.03e-05, 1.44e-07, 2.73e-05, 4.56e-05, 7.41e-04, 1.07e-03, 1.23e-03, 8.26e-06, 5.24e-06, 4.98e-06, 1.41e-05, 5.97e-06, 5.50e-10, 2.94e-05, 3.53e-06] [2.50e-05, 4.43e-06, 5.19e-06, 4.77e-06, 2.46e-06, 9.84e-07, 1.60e-06, 2.03e-05, 1.44e-07, 2.73e-05, 4.56e-05, 7.41e-04, 1.07e-03, 1.23e-03, 8.26e-06, 5.24e-06, 4.98e-06, 1.41e-05, 5.97e-06, 5.50e-10, 2.94e-05, 3.53e-06] []
50700 [8.72e-06, 3.25e-06, 4.01e-06, 3.57e-06, 2.26e-06, 1.08e-06, 1.81e-06, 1.21e-10, 5.54e-08, 1.62e-10, 1.04e-05, 6.23e-04, 7.09e-04, 2.46e-07, 2.21e-08, 3.94e-09, 2.29e-08, 1.72e-08, 2.07e-09, 1.50e-09, 1.90e-08, 5.86e-08] [8.72e-06, 3.25e-06, 4.01e-06, 3.57e-06, 2.26e-06, 1.08e-06, 1.81e-06, 1.21e-10, 5.54e-08, 1.62e-10, 1.04e-05, 6.23e-04, 7.09e-04, 2.46e-07, 2.21e-08, 3.94e-09, 2.29e-08, 1.72e-08, 2.07e-09, 1.50e-09, 1.90e-08, 5.86e-08] []
50800 [7.64e-06, 3.00e-06, 3.57e-06, 3.54e-06, 2.19e-06, 1.14e-06, 2.01e-06, 3.40e-11, 3.09e-10, 3.61e-10, 9.84e-06, 6.20e-04, 7.01e-04, 2.07e-07, 2.77e-08, 1.48e-09, 1.82e-08, 1.52e-08, 1.73e-09, 1.44e-09, 1.50e-08, 2.45e-08] [7.64e-06, 3.00e-06, 3.57e-06, 3.54e-06, 2.19e-06, 1.14e-06, 2.01e-06, 3.40e-11, 3.09e-10, 3.61e-10, 9.84e-06, 6.20e-04, 7.01e-04, 2.07e-07, 2.77e-08, 1.48e-09, 1.82e-08, 1.52e-08, 1.73e-09, 1.44e-09, 1.50e-08, 2.45e-08] []
50900 [1.33e-05, 3.92e-06, 4.36e-06, 3.99e-06, 1.03e-06, 1.56e-06, 2.14e-06, 2.64e-07, 4.09e-05, 9.19e-06, 2.31e-05, 6.52e-04, 7.33e-04, 1.81e-04, 1.54e-06, 5.87e-07, 3.34e-06, 1.29e-06, 1.85e-07, 0.00e+00, 1.09e-06, 4.41e-05] [1.33e-05, 3.92e-06, 4.36e-06, 3.99e-06, 1.03e-06, 1.56e-06, 2.14e-06, 2.64e-07, 4.09e-05, 9.19e-06, 2.31e-05, 6.52e-04, 7.33e-04, 1.81e-04, 1.54e-06, 5.87e-07, 3.34e-06, 1.29e-06, 1.85e-07, 0.00e+00, 1.09e-06, 4.41e-05] []
51000 [7.74e-06, 2.87e-06, 3.05e-06, 3.27e-06, 1.40e-06, 1.51e-06, 2.21e-06, 1.20e-09, 2.69e-10, 1.48e-09, 9.18e-06, 6.12e-04, 6.88e-04, 2.72e-07, 4.59e-08, 6.91e-09, 1.30e-07, 5.10e-08, 7.15e-10, 8.02e-10, 1.94e-08, 3.77e-08] [7.74e-06, 2.87e-06, 3.05e-06, 3.27e-06, 1.40e-06, 1.51e-06, 2.21e-06, 1.20e-09, 2.69e-10, 1.48e-09, 9.18e-06, 6.12e-04, 6.88e-04, 2.72e-07, 4.59e-08, 6.91e-09, 1.30e-07, 5.10e-08, 7.15e-10, 8.02e-10, 1.94e-08, 3.77e-08] []
51100 [7.88e-06, 3.23e-06, 3.20e-06, 3.84e-06, 2.04e-06, 2.00e-06, 2.62e-06, 1.74e-03, 6.49e-04, 7.76e-06, 2.12e-04, 6.41e-04, 8.77e-04, 1.97e-05, 6.57e-07, 1.12e-06, 2.43e-06, 6.77e-06, 2.67e-04, 1.19e-04, 1.10e-03, 5.25e-04] [7.88e-06, 3.23e-06, 3.20e-06, 3.84e-06, 2.04e-06, 2.00e-06, 2.62e-06, 1.74e-03, 6.49e-04, 7.76e-06, 2.12e-04, 6.41e-04, 8.77e-04, 1.97e-05, 6.57e-07, 1.12e-06, 2.43e-06, 6.77e-06, 2.67e-04, 1.19e-04, 1.10e-03, 5.25e-04] []
51200 [6.26e-06, 2.69e-06, 2.79e-06, 3.63e-06, 1.84e-06, 1.21e-06, 2.04e-06, 1.89e-08, 1.44e-07, 1.09e-08, 8.96e-06, 6.01e-04, 6.66e-04, 4.22e-07, 4.87e-08, 7.06e-10, 2.53e-08, 1.72e-08, 5.55e-09, 0.00e+00, 2.62e-08, 2.01e-07] [6.26e-06, 2.69e-06, 2.79e-06, 3.63e-06, 1.84e-06, 1.21e-06, 2.04e-06, 1.89e-08, 1.44e-07, 1.09e-08, 8.96e-06, 6.01e-04, 6.66e-04, 4.22e-07, 4.87e-08, 7.06e-10, 2.53e-08, 1.72e-08, 5.55e-09, 0.00e+00, 2.62e-08, 2.01e-07] []
51300 [7.69e-06, 2.65e-06, 2.62e-06, 3.20e-06, 1.21e-06, 1.46e-06, 2.10e-06, 1.63e-07, 2.26e-07, 1.17e-07, 1.02e-05, 5.95e-04, 6.57e-04, 5.75e-06, 1.95e-07, 5.88e-08, 1.95e-07, 2.11e-07, 3.04e-08, 2.52e-08, 1.87e-07, 1.67e-07] [7.69e-06, 2.65e-06, 2.62e-06, 3.20e-06, 1.21e-06, 1.46e-06, 2.10e-06, 1.63e-07, 2.26e-07, 1.17e-07, 1.02e-05, 5.95e-04, 6.57e-04, 5.75e-06, 1.95e-07, 5.88e-08, 1.95e-07, 2.11e-07, 3.04e-08, 2.52e-08, 1.87e-07, 1.67e-07] []
51400 [7.14e-05, 5.63e-06, 7.72e-06, 8.89e-06, 7.96e-06, 4.35e-06, 6.87e-06, 8.89e-05, 1.07e-04, 8.87e-05, 2.06e-04, 1.44e-03, 2.19e-03, 4.67e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 1.47e-04] [7.14e-05, 5.63e-06, 7.72e-06, 8.89e-06, 7.96e-06, 4.35e-06, 6.87e-06, 8.89e-05, 1.07e-04, 8.87e-05, 2.06e-04, 1.44e-03, 2.19e-03, 4.67e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 1.47e-04] []
51500 [6.47e-06, 2.25e-06, 2.13e-06, 3.25e-06, 1.21e-06, 1.51e-06, 2.21e-06, 2.30e-08, 3.42e-08, 6.90e-09, 9.74e-06, 5.77e-04, 6.23e-04, 1.73e-07, 1.51e-07, 2.45e-08, 9.91e-08, 6.99e-08, 3.59e-10, 9.66e-12, 5.87e-08, 1.95e-07] [6.47e-06, 2.25e-06, 2.13e-06, 3.25e-06, 1.21e-06, 1.51e-06, 2.21e-06, 2.30e-08, 3.42e-08, 6.90e-09, 9.74e-06, 5.77e-04, 6.23e-04, 1.73e-07, 1.51e-07, 2.45e-08, 9.91e-08, 6.99e-08, 3.59e-10, 9.66e-12, 5.87e-08, 1.95e-07] []
51600 [7.13e-06, 2.44e-06, 2.26e-06, 3.55e-06, 1.39e-06, 1.22e-06, 1.93e-06, 5.37e-06, 4.76e-06, 2.62e-08, 1.04e-05, 5.71e-04, 6.22e-04, 1.91e-05, 3.74e-08, 3.86e-09, 9.42e-09, 1.53e-08, 0.00e+00, 0.00e+00, 4.73e-06, 4.00e-06] [7.13e-06, 2.44e-06, 2.26e-06, 3.55e-06, 1.39e-06, 1.22e-06, 1.93e-06, 5.37e-06, 4.76e-06, 2.62e-08, 1.04e-05, 5.71e-04, 6.22e-04, 1.91e-05, 3.74e-08, 3.86e-09, 9.42e-09, 1.53e-08, 0.00e+00, 0.00e+00, 4.73e-06, 4.00e-06] []
51700 [3.29e-05, 3.41e-06, 3.88e-06, 4.38e-06, 2.33e-06, 1.26e-06, 1.78e-06, 8.47e-06, 1.78e-05, 2.14e-05, 1.39e-04, 8.09e-04, 1.17e-03, 1.75e-03, 1.47e-05, 1.21e-05, 2.26e-05, 1.24e-05, 1.68e-06, 3.21e-06, 9.20e-06, 1.76e-05] [3.29e-05, 3.41e-06, 3.88e-06, 4.38e-06, 2.33e-06, 1.26e-06, 1.78e-06, 8.47e-06, 1.78e-05, 2.14e-05, 1.39e-04, 8.09e-04, 1.17e-03, 1.75e-03, 1.47e-05, 1.21e-05, 2.26e-05, 1.24e-05, 1.68e-06, 3.21e-06, 9.20e-06, 1.76e-05] []
51800 [8.01e-06, 1.94e-06, 1.87e-06, 2.99e-06, 1.14e-06, 1.06e-06, 1.93e-06, 3.00e-06, 3.82e-06, 3.19e-07, 3.31e-05, 5.37e-04, 5.57e-04, 3.87e-05, 6.29e-07, 3.37e-07, 1.04e-06, 1.07e-06, 4.19e-07, 5.81e-07, 2.66e-06, 3.67e-06] [8.01e-06, 1.94e-06, 1.87e-06, 2.99e-06, 1.14e-06, 1.06e-06, 1.93e-06, 3.00e-06, 3.82e-06, 3.19e-07, 3.31e-05, 5.37e-04, 5.57e-04, 3.87e-05, 6.29e-07, 3.37e-07, 1.04e-06, 1.07e-06, 4.19e-07, 5.81e-07, 2.66e-06, 3.67e-06] []
51900 [1.33e-05, 2.05e-06, 2.04e-06, 2.98e-06, 1.37e-06, 8.06e-07, 1.69e-06, 2.15e-05, 3.13e-05, 3.52e-06, 1.23e-04, 5.63e-04, 6.94e-04, 3.54e-04, 2.92e-06, 2.66e-06, 6.22e-06, 7.28e-06, 3.44e-06, 5.10e-06, 2.01e-05, 3.00e-05] [1.33e-05, 2.05e-06, 2.04e-06, 2.98e-06, 1.37e-06, 8.06e-07, 1.69e-06, 2.15e-05, 3.13e-05, 3.52e-06, 1.23e-04, 5.63e-04, 6.94e-04, 3.54e-04, 2.92e-06, 2.66e-06, 6.22e-06, 7.28e-06, 3.44e-06, 5.10e-06, 2.01e-05, 3.00e-05] []
52000 [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05] [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 37.328844 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
52000 [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05] [8.02e-06, 1.74e-06, 1.59e-06, 2.69e-06, 1.39e-06, 7.29e-07, 1.44e-06, 1.17e-05, 1.93e-05, 4.38e-09, 5.48e-05, 4.71e-04, 4.52e-04, 1.74e-05, 5.72e-07, 1.25e-07, 1.14e-06, 1.54e-06, 1.07e-06, 2.02e-06, 6.84e-06, 1.30e-05] []
52100 [9.30e-06, 1.60e-06, 1.45e-06, 2.48e-06, 1.71e-06, 5.42e-07, 1.21e-06, 1.90e-06, 2.34e-06, 1.66e-07, 8.73e-05, 4.20e-04, 3.92e-04, 4.61e-05, 9.85e-07, 4.26e-07, 1.86e-06, 1.36e-06, 4.60e-07, 8.48e-07, 2.64e-06, 5.03e-06] [9.30e-06, 1.60e-06, 1.45e-06, 2.48e-06, 1.71e-06, 5.42e-07, 1.21e-06, 1.90e-06, 2.34e-06, 1.66e-07, 8.73e-05, 4.20e-04, 3.92e-04, 4.61e-05, 9.85e-07, 4.26e-07, 1.86e-06, 1.36e-06, 4.60e-07, 8.48e-07, 2.64e-06, 5.03e-06] []
52200 [1.70e-05, 1.81e-06, 1.73e-06, 3.05e-06, 2.33e-06, 3.99e-07, 1.06e-06, 2.27e-06, 2.40e-06, 9.29e-06, 1.26e-04, 4.10e-04, 4.29e-04, 4.87e-04, 5.67e-06, 3.67e-06, 6.39e-06, 4.47e-06, 6.30e-09, 4.34e-08, 9.25e-07, 1.38e-06] [1.70e-05, 1.81e-06, 1.73e-06, 3.05e-06, 2.33e-06, 3.99e-07, 1.06e-06, 2.27e-06, 2.40e-06, 9.29e-06, 1.26e-04, 4.10e-04, 4.29e-04, 4.87e-04, 5.67e-06, 3.67e-06, 6.39e-06, 4.47e-06, 6.30e-09, 4.34e-08, 9.25e-07, 1.38e-06] []
52300 [1.70e-05, 1.91e-06, 1.94e-06, 3.30e-06, 3.28e-06, 3.78e-07, 9.16e-07, 4.17e-07, 2.00e-05, 1.36e-05, 1.37e-04, 3.16e-04, 3.24e-04, 4.92e-04, 5.10e-06, 3.81e-06, 5.98e-06, 5.27e-06, 4.14e-08, 2.41e-06, 7.88e-07, 1.56e-05] [1.70e-05, 1.91e-06, 1.94e-06, 3.30e-06, 3.28e-06, 3.78e-07, 9.16e-07, 4.17e-07, 2.00e-05, 1.36e-05, 1.37e-04, 3.16e-04, 3.24e-04, 4.92e-04, 5.10e-06, 3.81e-06, 5.98e-06, 5.27e-06, 4.14e-08, 2.41e-06, 7.88e-07, 1.56e-05] []
52400 [8.60e-06, 2.03e-06, 2.00e-06, 3.73e-06, 4.19e-06, 4.30e-07, 8.39e-07, 3.28e-05, 1.75e-08, 1.09e-06, 6.45e-05, 1.66e-04, 1.10e-04, 2.00e-05, 7.12e-08, 0.00e+00, 1.08e-10, 3.90e-08, 0.00e+00, 6.27e-08, 2.54e-05, 7.19e-07] [8.60e-06, 2.03e-06, 2.00e-06, 3.73e-06, 4.19e-06, 4.30e-07, 8.39e-07, 3.28e-05, 1.75e-08, 1.09e-06, 6.45e-05, 1.66e-04, 1.10e-04, 2.00e-05, 7.12e-08, 0.00e+00, 1.08e-10, 3.90e-08, 0.00e+00, 6.27e-08, 2.54e-05, 7.19e-07] []
52500 [7.64e-06, 2.81e-06, 3.01e-06, 4.96e-06, 5.55e-06, 4.20e-07, 9.19e-07, 3.94e-08, 3.79e-09, 2.08e-07, 6.97e-05, 1.09e-04, 1.06e-04, 8.93e-06, 2.67e-07, 1.12e-08, 3.67e-09, 6.78e-08, 3.37e-09, 2.32e-08, 3.50e-07, 5.14e-07] [7.64e-06, 2.81e-06, 3.01e-06, 4.96e-06, 5.55e-06, 4.20e-07, 9.19e-07, 3.94e-08, 3.79e-09, 2.08e-07, 6.97e-05, 1.09e-04, 1.06e-04, 8.93e-06, 2.67e-07, 1.12e-08, 3.67e-09, 6.78e-08, 3.37e-09, 2.32e-08, 3.50e-07, 5.14e-07] []
52600 [7.56e-06, 3.47e-06, 3.98e-06, 4.88e-06, 6.04e-06, 4.54e-07, 9.96e-07, 2.22e-08, 4.48e-06, 6.74e-08, 8.82e-05, 5.88e-05, 6.46e-05, 1.97e-05, 7.22e-07, 8.02e-07, 1.67e-06, 2.41e-06, 1.51e-08, 6.94e-07, 3.75e-07, 3.97e-06] [7.56e-06, 3.47e-06, 3.98e-06, 4.88e-06, 6.04e-06, 4.54e-07, 9.96e-07, 2.22e-08, 4.48e-06, 6.74e-08, 8.82e-05, 5.88e-05, 6.46e-05, 1.97e-05, 7.22e-07, 8.02e-07, 1.67e-06, 2.41e-06, 1.51e-08, 6.94e-07, 3.75e-07, 3.97e-06] []
52700 [6.41e-06, 3.90e-06, 4.58e-06, 5.27e-06, 6.35e-06, 5.17e-07, 9.75e-07, 3.74e-07, 4.23e-08, 1.40e-08, 4.49e-05, 4.38e-05, 2.31e-05, 6.53e-07, 2.85e-07, 1.25e-07, 3.05e-07, 4.85e-07, 7.33e-12, 1.43e-08, 2.99e-07, 2.91e-07] [6.41e-06, 3.90e-06, 4.58e-06, 5.27e-06, 6.35e-06, 5.17e-07, 9.75e-07, 3.74e-07, 4.23e-08, 1.40e-08, 4.49e-05, 4.38e-05, 2.31e-05, 6.53e-07, 2.85e-07, 1.25e-07, 3.05e-07, 4.85e-07, 7.33e-12, 1.43e-08, 2.99e-07, 2.91e-07] []
52800 [6.33e-06, 4.33e-06, 5.11e-06, 6.11e-06, 6.68e-06, 4.92e-07, 8.64e-07, 6.17e-07, 1.32e-06, 4.52e-06, 5.09e-05, 7.24e-05, 1.18e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-07, 2.65e-10, 7.19e-07, 1.21e-06] [6.33e-06, 4.33e-06, 5.11e-06, 6.11e-06, 6.68e-06, 4.92e-07, 8.64e-07, 6.17e-07, 1.32e-06, 4.52e-06, 5.09e-05, 7.24e-05, 1.18e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-07, 2.65e-10, 7.19e-07, 1.21e-06] []
52900 [7.14e-06, 4.48e-06, 5.47e-06, 5.85e-06, 6.62e-06, 5.23e-07, 8.90e-07, 3.37e-05, 8.41e-05, 7.58e-08, 4.19e-05, 4.69e-05, 5.28e-05, 2.70e-05, 5.88e-10, 0.00e+00, 3.19e-08, 2.16e-07, 2.51e-06, 1.03e-05, 1.59e-05, 6.27e-05] [7.14e-06, 4.48e-06, 5.47e-06, 5.85e-06, 6.62e-06, 5.23e-07, 8.90e-07, 3.37e-05, 8.41e-05, 7.58e-08, 4.19e-05, 4.69e-05, 5.28e-05, 2.70e-05, 5.88e-10, 0.00e+00, 3.19e-08, 2.16e-07, 2.51e-06, 1.03e-05, 1.59e-05, 6.27e-05] []
53000 [8.14e-06, 4.58e-06, 5.68e-06, 4.80e-06, 6.18e-06, 5.87e-07, 8.88e-07, 4.57e-05, 8.51e-06, 1.02e-08, 1.29e-04, 5.63e-05, 1.52e-04, 2.86e-05, 1.14e-06, 1.26e-06, 2.84e-06, 5.46e-06, 5.93e-06, 1.13e-06, 3.70e-05, 7.21e-06] [8.14e-06, 4.58e-06, 5.68e-06, 4.80e-06, 6.18e-06, 5.87e-07, 8.88e-07, 4.57e-05, 8.51e-06, 1.02e-08, 1.29e-04, 5.63e-05, 1.52e-04, 2.86e-05, 1.14e-06, 1.26e-06, 2.84e-06, 5.46e-06, 5.93e-06, 1.13e-06, 3.70e-05, 7.21e-06] []
53100 [1.24e-05, 4.44e-06, 5.86e-06, 6.23e-06, 8.33e-06, 6.75e-07, 9.23e-07, 1.54e-05, 1.21e-05, 2.48e-05, 7.00e-05, 2.24e-04, 6.27e-05, 7.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-06, 1.65e-06, 1.48e-05, 1.08e-05] [1.24e-05, 4.44e-06, 5.86e-06, 6.23e-06, 8.33e-06, 6.75e-07, 9.23e-07, 1.54e-05, 1.21e-05, 2.48e-05, 7.00e-05, 2.24e-04, 6.27e-05, 7.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.28e-06, 1.65e-06, 1.48e-05, 1.08e-05] []
53200 [1.22e-05, 4.79e-06, 6.16e-06, 4.85e-06, 6.04e-06, 6.40e-07, 8.61e-07, 3.08e-05, 1.13e-05, 1.96e-06, 1.53e-04, 7.79e-05, 3.01e-04, 1.85e-04, 3.40e-06, 3.05e-06, 6.06e-06, 8.56e-06, 2.76e-06, 1.41e-06, 1.80e-05, 8.96e-06] [1.22e-05, 4.79e-06, 6.16e-06, 4.85e-06, 6.04e-06, 6.40e-07, 8.61e-07, 3.08e-05, 1.13e-05, 1.96e-06, 1.53e-04, 7.79e-05, 3.01e-04, 1.85e-04, 3.40e-06, 3.05e-06, 6.06e-06, 8.56e-06, 2.76e-06, 1.41e-06, 1.80e-05, 8.96e-06] []
53300 [5.98e-06, 4.49e-06, 5.78e-06, 5.17e-06, 6.38e-06, 5.11e-07, 6.16e-07, 1.96e-07, 7.37e-07, 1.66e-06, 3.24e-05, 4.06e-05, 6.61e-05, 9.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-11, 1.25e-09, 5.83e-07, 1.18e-06] [5.98e-06, 4.49e-06, 5.78e-06, 5.17e-06, 6.38e-06, 5.11e-07, 6.16e-07, 1.96e-07, 7.37e-07, 1.66e-06, 3.24e-05, 4.06e-05, 6.61e-05, 9.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-11, 1.25e-09, 5.83e-07, 1.18e-06] []
53400 [2.19e-05, 5.10e-06, 6.94e-06, 7.54e-06, 8.63e-06, 7.89e-07, 1.39e-06, 5.14e-05, 7.99e-06, 4.41e-05, 6.96e-05, 4.04e-04, 2.51e-04, 1.57e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.19e-05, 7.60e-06] [2.19e-05, 5.10e-06, 6.94e-06, 7.54e-06, 8.63e-06, 7.89e-07, 1.39e-06, 5.14e-05, 7.99e-06, 4.41e-05, 6.96e-05, 4.04e-04, 2.51e-04, 1.57e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.19e-05, 7.60e-06] []
53500 [7.42e-06, 4.50e-06, 5.91e-06, 4.89e-06, 5.83e-06, 5.69e-07, 6.84e-07, 1.45e-08, 1.53e-08, 4.67e-07, 2.73e-05, 2.11e-05, 2.36e-05, 2.98e-05, 6.08e-07, 3.39e-07, 7.69e-07, 1.05e-06, 4.72e-09, 3.09e-08, 1.57e-07, 2.30e-07] [7.42e-06, 4.50e-06, 5.91e-06, 4.89e-06, 5.83e-06, 5.69e-07, 6.84e-07, 1.45e-08, 1.53e-08, 4.67e-07, 2.73e-05, 2.11e-05, 2.36e-05, 2.98e-05, 6.08e-07, 3.39e-07, 7.69e-07, 1.05e-06, 4.72e-09, 3.09e-08, 1.57e-07, 2.30e-07] []
53600 [5.96e-06, 4.52e-06, 5.92e-06, 4.94e-06, 5.91e-06, 5.11e-07, 5.86e-07, 3.22e-10, 4.07e-09, 8.28e-09, 2.00e-05, 1.59e-05, 9.10e-06, 1.05e-06, 5.27e-08, 1.06e-08, 1.15e-07, 1.70e-07, 5.43e-09, 1.87e-08, 1.80e-07, 4.10e-07] [5.96e-06, 4.52e-06, 5.92e-06, 4.94e-06, 5.91e-06, 5.11e-07, 5.86e-07, 3.22e-10, 4.07e-09, 8.28e-09, 2.00e-05, 1.59e-05, 9.10e-06, 1.05e-06, 5.27e-08, 1.06e-08, 1.15e-07, 1.70e-07, 5.43e-09, 1.87e-08, 1.80e-07, 4.10e-07] []
53700 [1.33e-05, 4.60e-06, 6.11e-06, 5.10e-06, 5.78e-06, 6.32e-07, 7.68e-07, 1.20e-06, 3.56e-08, 6.40e-06, 4.95e-05, 5.99e-05, 1.21e-04, 2.86e-04, 3.71e-06, 2.92e-06, 3.54e-06, 3.96e-06, 5.72e-10, 5.68e-08, 5.56e-07, 5.45e-07] [1.33e-05, 4.60e-06, 6.11e-06, 5.10e-06, 5.78e-06, 6.32e-07, 7.68e-07, 1.20e-06, 3.56e-08, 6.40e-06, 4.95e-05, 5.99e-05, 1.21e-04, 2.86e-04, 3.71e-06, 2.92e-06, 3.54e-06, 3.96e-06, 5.72e-10, 5.68e-08, 5.56e-07, 5.45e-07] []
53800 [3.77e-05, 5.48e-06, 7.53e-06, 6.81e-06, 7.67e-06, 1.10e-06, 1.58e-06, 2.31e-05, 1.55e-07, 6.01e-05, 1.21e-04, 3.98e-04, 1.32e-04, 1.65e-03, 4.01e-05, 4.15e-05, 8.55e-06, 6.05e-06, 2.20e-06, 3.60e-08, 1.45e-05, 1.38e-06] [3.77e-05, 5.48e-06, 7.53e-06, 6.81e-06, 7.67e-06, 1.10e-06, 1.58e-06, 2.31e-05, 1.55e-07, 6.01e-05, 1.21e-04, 3.98e-04, 1.32e-04, 1.65e-03, 4.01e-05, 4.15e-05, 8.55e-06, 6.05e-06, 2.20e-06, 3.60e-08, 1.45e-05, 1.38e-06] []
53900 [2.91e-05, 4.94e-06, 7.12e-06, 5.17e-06, 8.71e-06, 1.29e-06, 1.88e-06, 3.28e-05, 7.07e-06, 3.71e-05, 1.05e-04, 2.45e-04, 3.36e-04, 1.37e-03, 1.44e-05, 2.39e-05, 9.19e-06, 1.75e-05, 2.94e-06, 3.57e-07, 1.94e-05, 1.94e-06] [2.91e-05, 4.94e-06, 7.12e-06, 5.17e-06, 8.71e-06, 1.29e-06, 1.88e-06, 3.28e-05, 7.07e-06, 3.71e-05, 1.05e-04, 2.45e-04, 3.36e-04, 1.37e-03, 1.44e-05, 2.39e-05, 9.19e-06, 1.75e-05, 2.94e-06, 3.57e-07, 1.94e-05, 1.94e-06] []
54000 [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07] [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.559161 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
54000 [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07] [5.42e-06, 4.35e-06, 5.88e-06, 4.71e-06, 5.81e-06, 5.44e-07, 6.18e-07, 1.65e-08, 2.18e-08, 1.41e-10, 1.65e-05, 1.22e-05, 6.86e-06, 4.87e-07, 2.29e-08, 9.85e-09, 1.30e-07, 1.45e-07, 7.08e-09, 6.82e-09, 1.86e-07, 3.37e-07] []
54100 [1.09e-05, 4.41e-06, 6.20e-06, 4.52e-06, 5.81e-06, 6.63e-07, 8.68e-07, 4.84e-07, 8.75e-06, 4.30e-07, 1.65e-04, 8.10e-05, 3.04e-04, 1.45e-04, 2.51e-06, 2.53e-06, 5.11e-06, 6.85e-06, 7.59e-10, 1.41e-06, 6.30e-07, 9.32e-06] [1.09e-05, 4.41e-06, 6.20e-06, 4.52e-06, 5.81e-06, 6.63e-07, 8.68e-07, 4.84e-07, 8.75e-06, 4.30e-07, 1.65e-04, 8.10e-05, 3.04e-04, 1.45e-04, 2.51e-06, 2.53e-06, 5.11e-06, 6.85e-06, 7.59e-10, 1.41e-06, 6.30e-07, 9.32e-06] []
54200 [7.35e-06, 4.40e-06, 6.21e-06, 4.67e-06, 5.91e-06, 6.78e-07, 7.66e-07, 3.51e-06, 2.30e-06, 7.15e-07, 1.76e-05, 1.80e-05, 8.34e-06, 2.34e-05, 3.03e-07, 3.72e-07, 6.44e-07, 6.47e-07, 3.55e-07, 0.00e+00, 2.14e-06, 2.56e-06] [7.35e-06, 4.40e-06, 6.21e-06, 4.67e-06, 5.91e-06, 6.78e-07, 7.66e-07, 3.51e-06, 2.30e-06, 7.15e-07, 1.76e-05, 1.80e-05, 8.34e-06, 2.34e-05, 3.03e-07, 3.72e-07, 6.44e-07, 6.47e-07, 3.55e-07, 0.00e+00, 2.14e-06, 2.56e-06] []
54300 [1.30e-05, 4.59e-06, 6.54e-06, 5.77e-06, 7.45e-06, 6.64e-07, 8.36e-07, 4.97e-06, 1.14e-05, 1.65e-05, 6.11e-05, 1.74e-04, 2.58e-04, 7.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 1.53e-05] [1.30e-05, 4.59e-06, 6.54e-06, 5.77e-06, 7.45e-06, 6.64e-07, 8.36e-07, 4.97e-06, 1.14e-05, 1.65e-05, 6.11e-05, 1.74e-04, 2.58e-04, 7.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 1.53e-05] []
54400 [5.93e-06, 4.23e-06, 6.07e-06, 4.98e-06, 6.38e-06, 5.60e-07, 6.66e-07, 1.73e-09, 1.54e-06, 4.72e-06, 2.98e-05, 5.11e-05, 9.65e-05, 2.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-08, 7.49e-13, 3.56e-07, 1.06e-06] [5.93e-06, 4.23e-06, 6.07e-06, 4.98e-06, 6.38e-06, 5.60e-07, 6.66e-07, 1.73e-09, 1.54e-06, 4.72e-06, 2.98e-05, 5.11e-05, 9.65e-05, 2.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-08, 7.49e-13, 3.56e-07, 1.06e-06] []
54500 [7.77e-06, 4.29e-06, 6.27e-06, 4.35e-06, 5.65e-06, 5.78e-07, 7.35e-07, 4.66e-05, 4.55e-12, 2.01e-06, 2.50e-05, 1.54e-05, 3.96e-05, 5.51e-05, 5.42e-07, 4.83e-07, 1.35e-06, 1.42e-06, 0.00e+00, 4.32e-08, 4.38e-05, 3.93e-07] [7.77e-06, 4.29e-06, 6.27e-06, 4.35e-06, 5.65e-06, 5.78e-07, 7.35e-07, 4.66e-05, 4.55e-12, 2.01e-06, 2.50e-05, 1.54e-05, 3.96e-05, 5.51e-05, 5.42e-07, 4.83e-07, 1.35e-06, 1.42e-06, 0.00e+00, 4.32e-08, 4.38e-05, 3.93e-07] []
54600 [5.22e-06, 4.19e-06, 6.27e-06, 4.34e-06, 6.21e-06, 5.86e-07, 6.77e-07, 3.06e-05, 5.85e-05, 7.01e-08, 3.84e-05, 3.45e-05, 7.27e-05, 4.30e-05, 0.00e+00, 3.43e-08, 1.15e-10, 0.00e+00, 2.72e-06, 5.43e-06, 1.80e-05, 3.59e-05] [5.22e-06, 4.19e-06, 6.27e-06, 4.34e-06, 6.21e-06, 5.86e-07, 6.77e-07, 3.06e-05, 5.85e-05, 7.01e-08, 3.84e-05, 3.45e-05, 7.27e-05, 4.30e-05, 0.00e+00, 3.43e-08, 1.15e-10, 0.00e+00, 2.72e-06, 5.43e-06, 1.80e-05, 3.59e-05] []
54700 [4.55e-06, 4.14e-06, 6.05e-06, 4.66e-06, 5.98e-06, 4.97e-07, 6.95e-07, 6.64e-07, 4.95e-06, 1.80e-06, 1.77e-05, 2.24e-05, 3.26e-05, 7.68e-05, 0.00e+00, 1.98e-10, 0.00e+00, 1.03e-08, 2.09e-07, 9.71e-07, 1.23e-06, 6.13e-06] [4.55e-06, 4.14e-06, 6.05e-06, 4.66e-06, 5.98e-06, 4.97e-07, 6.95e-07, 6.64e-07, 4.95e-06, 1.80e-06, 1.77e-05, 2.24e-05, 3.26e-05, 7.68e-05, 0.00e+00, 1.98e-10, 0.00e+00, 1.03e-08, 2.09e-07, 9.71e-07, 1.23e-06, 6.13e-06] []
54800 [4.72e-06, 4.18e-06, 6.01e-06, 4.67e-06, 5.66e-06, 4.69e-07, 6.92e-07, 5.59e-06, 1.86e-06, 6.86e-09, 1.78e-05, 1.28e-05, 1.72e-05, 2.39e-06, 8.51e-09, 2.23e-08, 3.54e-08, 3.63e-08, 0.00e+00, 0.00e+00, 5.34e-06, 1.16e-06] [4.72e-06, 4.18e-06, 6.01e-06, 4.67e-06, 5.66e-06, 4.69e-07, 6.92e-07, 5.59e-06, 1.86e-06, 6.86e-09, 1.78e-05, 1.28e-05, 1.72e-05, 2.39e-06, 8.51e-09, 2.23e-08, 3.54e-08, 3.63e-08, 0.00e+00, 0.00e+00, 5.34e-06, 1.16e-06] []
54900 [4.91e-06, 3.84e-06, 5.87e-06, 4.35e-06, 6.03e-06, 5.10e-07, 7.69e-07, 2.32e-05, 2.81e-07, 4.18e-06, 2.29e-05, 3.74e-05, 6.93e-06, 8.65e-05, 0.00e+00, 0.00e+00, 1.39e-08, 1.81e-07, 0.00e+00, 5.68e-08, 1.86e-05, 5.99e-07] [4.91e-06, 3.84e-06, 5.87e-06, 4.35e-06, 6.03e-06, 5.10e-07, 7.69e-07, 2.32e-05, 2.81e-07, 4.18e-06, 2.29e-05, 3.74e-05, 6.93e-06, 8.65e-05, 0.00e+00, 0.00e+00, 1.39e-08, 1.81e-07, 0.00e+00, 5.68e-08, 1.86e-05, 5.99e-07] []
55000 [5.50e-06, 4.09e-06, 6.21e-06, 4.08e-06, 5.57e-06, 5.69e-07, 8.71e-07, 1.15e-05, 2.52e-05, 2.20e-10, 3.20e-05, 1.27e-05, 3.10e-05, 3.87e-06, 9.25e-08, 5.88e-08, 6.58e-07, 8.70e-07, 0.00e+00, 3.67e-06, 8.72e-06, 2.48e-05] [5.50e-06, 4.09e-06, 6.21e-06, 4.08e-06, 5.57e-06, 5.69e-07, 8.71e-07, 1.15e-05, 2.52e-05, 2.20e-10, 3.20e-05, 1.27e-05, 3.10e-05, 3.87e-06, 9.25e-08, 5.88e-08, 6.58e-07, 8.70e-07, 0.00e+00, 3.67e-06, 8.72e-06, 2.48e-05] []
55100 [4.78e-06, 4.06e-06, 6.09e-06, 4.27e-06, 5.66e-06, 5.16e-07, 8.14e-07, 2.93e-06, 9.63e-07, 3.67e-07, 2.00e-05, 1.05e-05, 7.80e-06, 3.75e-06, 1.02e-08, 1.10e-08, 2.28e-07, 2.66e-07, 3.88e-07, 2.90e-07, 2.37e-06, 1.77e-06] [4.78e-06, 4.06e-06, 6.09e-06, 4.27e-06, 5.66e-06, 5.16e-07, 8.14e-07, 2.93e-06, 9.63e-07, 3.67e-07, 2.00e-05, 1.05e-05, 7.80e-06, 3.75e-06, 1.02e-08, 1.10e-08, 2.28e-07, 2.66e-07, 3.88e-07, 2.90e-07, 2.37e-06, 1.77e-06] []
55200 [4.61e-06, 4.16e-06, 6.05e-06, 4.66e-06, 5.57e-06, 4.54e-07, 7.42e-07, 7.56e-08, 1.62e-06, 4.90e-08, 1.95e-05, 1.35e-05, 2.12e-05, 2.92e-06, 1.33e-09, 1.09e-08, 2.30e-08, 1.17e-08, 1.30e-08, 0.00e+00, 2.16e-07, 1.11e-06] [4.61e-06, 4.16e-06, 6.05e-06, 4.66e-06, 5.57e-06, 4.54e-07, 7.42e-07, 7.56e-08, 1.62e-06, 4.90e-08, 1.95e-05, 1.35e-05, 2.12e-05, 2.92e-06, 1.33e-09, 1.09e-08, 2.30e-08, 1.17e-08, 1.30e-08, 0.00e+00, 2.16e-07, 1.11e-06] []
55300 [2.62e-05, 4.80e-06, 7.11e-06, 5.81e-06, 5.79e-06, 9.68e-07, 1.40e-06, 7.21e-05, 3.07e-05, 2.75e-05, 6.35e-05, 1.88e-04, 2.81e-04, 1.07e-03, 1.74e-05, 1.75e-05, 8.85e-06, 6.48e-06, 7.50e-06, 2.71e-06, 4.94e-05, 1.69e-05] [2.62e-05, 4.80e-06, 7.11e-06, 5.81e-06, 5.79e-06, 9.68e-07, 1.40e-06, 7.21e-05, 3.07e-05, 2.75e-05, 6.35e-05, 1.88e-04, 2.81e-04, 1.07e-03, 1.74e-05, 1.75e-05, 8.85e-06, 6.48e-06, 7.50e-06, 2.71e-06, 4.94e-05, 1.69e-05] []
55400 [6.53e-06, 4.04e-06, 6.21e-06, 3.91e-06, 5.49e-06, 5.62e-07, 8.94e-07, 1.78e-06, 3.02e-06, 5.24e-09, 4.03e-05, 1.43e-05, 4.83e-05, 2.25e-05, 4.07e-07, 5.06e-07, 8.06e-07, 7.59e-07, 0.00e+00, 3.33e-07, 3.66e-06, 2.04e-06] [6.53e-06, 4.04e-06, 6.21e-06, 3.91e-06, 5.49e-06, 5.62e-07, 8.94e-07, 1.78e-06, 3.02e-06, 5.24e-09, 4.03e-05, 1.43e-05, 4.83e-05, 2.25e-05, 4.07e-07, 5.06e-07, 8.06e-07, 7.59e-07, 0.00e+00, 3.33e-07, 3.66e-06, 2.04e-06] []
55500 [4.90e-06, 4.08e-06, 6.03e-06, 4.42e-06, 5.43e-06, 4.42e-07, 7.60e-07, 1.56e-05, 8.22e-06, 2.90e-08, 2.52e-05, 1.58e-05, 3.13e-05, 5.07e-06, 0.00e+00, 2.65e-09, 1.17e-09, 1.00e-09, 0.00e+00, 0.00e+00, 1.47e-05, 1.14e-05] [4.90e-06, 4.08e-06, 6.03e-06, 4.42e-06, 5.43e-06, 4.42e-07, 7.60e-07, 1.56e-05, 8.22e-06, 2.90e-08, 2.52e-05, 1.58e-05, 3.13e-05, 5.07e-06, 0.00e+00, 2.65e-09, 1.17e-09, 1.00e-09, 0.00e+00, 0.00e+00, 1.47e-05, 1.14e-05] []
55600 [1.14e-05, 4.33e-06, 6.57e-06, 4.75e-06, 5.21e-06, 6.54e-07, 1.21e-06, 1.82e-05, 5.28e-05, 1.23e-06, 1.68e-04, 8.98e-05, 4.18e-04, 2.77e-04, 2.91e-06, 2.97e-06, 6.25e-06, 7.63e-06, 2.47e-06, 7.84e-06, 1.66e-05, 5.19e-05] [1.14e-05, 4.33e-06, 6.57e-06, 4.75e-06, 5.21e-06, 6.54e-07, 1.21e-06, 1.82e-05, 5.28e-05, 1.23e-06, 1.68e-04, 8.98e-05, 4.18e-04, 2.77e-04, 2.91e-06, 2.97e-06, 6.25e-06, 7.63e-06, 2.47e-06, 7.84e-06, 1.66e-05, 5.19e-05] []
55700 [1.02e-05, 4.32e-06, 6.50e-06, 4.77e-06, 5.07e-06, 5.71e-07, 1.09e-06, 2.28e-06, 1.13e-05, 1.29e-06, 1.07e-04, 5.93e-05, 2.61e-04, 2.04e-04, 2.21e-06, 2.08e-06, 4.06e-06, 4.65e-06, 4.10e-07, 1.74e-06, 2.65e-06, 1.18e-05] [1.02e-05, 4.32e-06, 6.50e-06, 4.77e-06, 5.07e-06, 5.71e-07, 1.09e-06, 2.28e-06, 1.13e-05, 1.29e-06, 1.07e-04, 5.93e-05, 2.61e-04, 2.04e-04, 2.21e-06, 2.08e-06, 4.06e-06, 4.65e-06, 4.10e-07, 1.74e-06, 2.65e-06, 1.18e-05] []
55800 [4.90e-06, 4.12e-06, 6.24e-06, 4.56e-06, 5.22e-06, 5.03e-07, 9.14e-07, 5.84e-06, 5.68e-06, 3.62e-08, 2.63e-05, 9.41e-06, 2.71e-05, 5.49e-06, 1.43e-07, 9.30e-08, 5.26e-07, 5.91e-07, 6.88e-07, 8.45e-07, 4.60e-06, 5.59e-06] [4.90e-06, 4.12e-06, 6.24e-06, 4.56e-06, 5.22e-06, 5.03e-07, 9.14e-07, 5.84e-06, 5.68e-06, 3.62e-08, 2.63e-05, 9.41e-06, 2.71e-05, 5.49e-06, 1.43e-07, 9.30e-08, 5.26e-07, 5.91e-07, 6.88e-07, 8.45e-07, 4.60e-06, 5.59e-06] []
55900 [4.55e-05, 5.11e-06, 8.09e-06, 7.64e-06, 6.80e-06, 1.63e-06, 2.33e-06, 1.16e-04, 4.17e-06, 6.54e-05, 1.20e-04, 5.06e-04, 1.64e-04, 2.05e-03, 5.52e-05, 5.50e-05, 9.03e-06, 4.29e-06, 7.83e-06, 0.00e+00, 4.76e-05, 2.78e-05] [4.55e-05, 5.11e-06, 8.09e-06, 7.64e-06, 6.80e-06, 1.63e-06, 2.33e-06, 1.16e-04, 4.17e-06, 6.54e-05, 1.20e-04, 5.06e-04, 1.64e-04, 2.05e-03, 5.52e-05, 5.50e-05, 9.03e-06, 4.29e-06, 7.83e-06, 0.00e+00, 4.76e-05, 2.78e-05] []
56000 [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07] [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 40.654778 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
56000 [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07] [4.78e-06, 4.17e-06, 6.31e-06, 4.64e-06, 5.28e-06, 3.93e-07, 7.75e-07, 7.97e-08, 4.74e-08, 8.57e-09, 9.10e-06, 4.25e-06, 3.16e-06, 5.17e-07, 2.90e-08, 8.68e-09, 1.25e-07, 9.88e-08, 1.12e-09, 2.52e-08, 1.05e-07, 2.67e-07] []
56100 [4.26e-06, 4.12e-06, 6.26e-06, 4.65e-06, 5.21e-06, 4.16e-07, 8.46e-07, 2.95e-10, 2.13e-12, 2.05e-09, 8.64e-06, 3.81e-06, 3.45e-06, 2.02e-07, 1.30e-08, 4.44e-09, 7.78e-08, 7.28e-08, 6.88e-09, 1.03e-08, 1.04e-07, 2.23e-07] [4.26e-06, 4.12e-06, 6.26e-06, 4.65e-06, 5.21e-06, 4.16e-07, 8.46e-07, 2.95e-10, 2.13e-12, 2.05e-09, 8.64e-06, 3.81e-06, 3.45e-06, 2.02e-07, 1.30e-08, 4.44e-09, 7.78e-08, 7.28e-08, 6.88e-09, 1.03e-08, 1.04e-07, 2.23e-07] []
56200 [4.38e-06, 4.07e-06, 6.19e-06, 4.54e-06, 5.22e-06, 4.33e-07, 9.31e-07, 1.61e-06, 2.06e-07, 5.97e-08, 8.27e-06, 3.55e-06, 4.23e-06, 2.53e-06, 5.06e-08, 1.58e-08, 1.32e-07, 1.16e-07, 2.47e-07, 1.06e-09, 1.59e-06, 2.89e-07] [4.38e-06, 4.07e-06, 6.19e-06, 4.54e-06, 5.22e-06, 4.33e-07, 9.31e-07, 1.61e-06, 2.06e-07, 5.97e-08, 8.27e-06, 3.55e-06, 4.23e-06, 2.53e-06, 5.06e-08, 1.58e-08, 1.32e-07, 1.16e-07, 2.47e-07, 1.06e-09, 1.59e-06, 2.89e-07] []
56300 [3.70e-06, 3.99e-06, 6.28e-06, 4.64e-06, 5.35e-06, 4.37e-07, 9.61e-07, 5.29e-07, 2.65e-07, 6.64e-09, 1.25e-05, 8.03e-06, 1.40e-05, 3.01e-06, 0.00e+00, 4.12e-10, 1.14e-08, 7.58e-09, 0.00e+00, 5.33e-10, 4.85e-07, 6.85e-07] [3.70e-06, 3.99e-06, 6.28e-06, 4.64e-06, 5.35e-06, 4.37e-07, 9.61e-07, 5.29e-07, 2.65e-07, 6.64e-09, 1.25e-05, 8.03e-06, 1.40e-05, 3.01e-06, 0.00e+00, 4.12e-10, 1.14e-08, 7.58e-09, 0.00e+00, 5.33e-10, 4.85e-07, 6.85e-07] []
56400 [7.18e-06, 4.14e-06, 7.24e-06, 5.06e-06, 6.30e-06, 6.18e-07, 1.56e-06, 7.15e-06, 1.83e-05, 3.35e-05, 1.31e-04, 2.59e-04, 2.31e-05, 5.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-08, 6.47e-07, 1.44e-06, 4.19e-06, 9.31e-06] [7.18e-06, 4.14e-06, 7.24e-06, 5.06e-06, 6.30e-06, 6.18e-07, 1.56e-06, 7.15e-06, 1.83e-05, 3.35e-05, 1.31e-04, 2.59e-04, 2.31e-05, 5.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-08, 6.47e-07, 1.44e-06, 4.19e-06, 9.31e-06] []
56500 [4.61e-06, 4.18e-06, 6.78e-06, 4.55e-06, 6.17e-06, 4.39e-07, 9.92e-07, 2.80e-08, 6.81e-06, 5.19e-06, 1.78e-05, 4.98e-05, 9.74e-06, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.39e-09, 1.21e-10, 5.18e-07, 2.07e-07, 3.04e-06] [4.61e-06, 4.18e-06, 6.78e-06, 4.55e-06, 6.17e-06, 4.39e-07, 9.92e-07, 2.80e-08, 6.81e-06, 5.19e-06, 1.78e-05, 4.98e-05, 9.74e-06, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.39e-09, 1.21e-10, 5.18e-07, 2.07e-07, 3.04e-06] []
56600 [5.24e-06, 3.81e-06, 6.20e-06, 4.23e-06, 5.33e-06, 4.85e-07, 9.76e-07, 8.09e-06, 1.60e-06, 7.20e-07, 1.09e-05, 7.84e-06, 1.75e-05, 3.28e-05, 1.13e-07, 1.25e-07, 3.51e-07, 8.33e-07, 9.24e-07, 1.74e-07, 6.18e-06, 1.07e-06] [5.24e-06, 3.81e-06, 6.20e-06, 4.23e-06, 5.33e-06, 4.85e-07, 9.76e-07, 8.09e-06, 1.60e-06, 7.20e-07, 1.09e-05, 7.84e-06, 1.75e-05, 3.28e-05, 1.13e-07, 1.25e-07, 3.51e-07, 8.33e-07, 9.24e-07, 1.74e-07, 6.18e-06, 1.07e-06] []
56700 [3.74e-06, 3.76e-06, 6.21e-06, 3.95e-06, 6.00e-06, 3.73e-07, 9.30e-07, 4.67e-07, 8.91e-08, 5.82e-07, 9.06e-06, 1.54e-05, 2.27e-05, 3.63e-05, 0.00e+00, 0.00e+00, 1.62e-15, 5.00e-08, 4.68e-08, 2.79e-08, 3.53e-07, 1.00e-06] [3.74e-06, 3.76e-06, 6.21e-06, 3.95e-06, 6.00e-06, 3.73e-07, 9.30e-07, 4.67e-07, 8.91e-08, 5.82e-07, 9.06e-06, 1.54e-05, 2.27e-05, 3.63e-05, 0.00e+00, 0.00e+00, 1.62e-15, 5.00e-08, 4.68e-08, 2.79e-08, 3.53e-07, 1.00e-06] []
56800 [2.39e-05, 4.40e-06, 7.43e-06, 5.47e-06, 5.67e-06, 8.72e-07, 1.96e-06, 5.86e-05, 3.71e-05, 1.65e-05, 1.45e-04, 1.68e-04, 6.16e-04, 1.04e-03, 1.08e-05, 1.08e-05, 1.06e-05, 1.11e-05, 8.60e-06, 5.25e-06, 5.34e-05, 3.54e-05] [2.39e-05, 4.40e-06, 7.43e-06, 5.47e-06, 5.67e-06, 8.72e-07, 1.96e-06, 5.86e-05, 3.71e-05, 1.65e-05, 1.45e-04, 1.68e-04, 6.16e-04, 1.04e-03, 1.08e-05, 1.08e-05, 1.06e-05, 1.11e-05, 8.60e-06, 5.25e-06, 5.34e-05, 3.54e-05] []
56900 [3.93e-06, 3.82e-06, 6.23e-06, 4.15e-06, 5.99e-06, 4.27e-07, 1.06e-06, 3.08e-05, 6.16e-06, 6.60e-07, 6.96e-06, 1.18e-05, 7.95e-06, 2.32e-05, 0.00e+00, 0.00e+00, 3.70e-09, 2.47e-09, 3.84e-06, 0.00e+00, 2.52e-05, 3.57e-06] [3.93e-06, 3.82e-06, 6.23e-06, 4.15e-06, 5.99e-06, 4.27e-07, 1.06e-06, 3.08e-05, 6.16e-06, 6.60e-07, 6.96e-06, 1.18e-05, 7.95e-06, 2.32e-05, 0.00e+00, 0.00e+00, 3.70e-09, 2.47e-09, 3.84e-06, 0.00e+00, 2.52e-05, 3.57e-06] []
57000 [4.78e-06, 3.33e-06, 6.14e-06, 3.87e-06, 7.93e-06, 4.44e-07, 1.18e-06, 9.39e-06, 1.04e-04, 2.05e-06, 6.81e-05, 9.84e-05, 1.47e-04, 1.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-05, 1.00e-05, 9.73e-05] [4.78e-06, 3.33e-06, 6.14e-06, 3.87e-06, 7.93e-06, 4.44e-07, 1.18e-06, 9.39e-06, 1.04e-04, 2.05e-06, 6.81e-05, 9.84e-05, 1.47e-04, 1.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-05, 1.00e-05, 9.73e-05] []
57100 [7.01e-06, 3.94e-06, 6.09e-06, 4.19e-06, 5.66e-06, 4.58e-07, 1.08e-06, 3.20e-05, 1.53e-07, 4.51e-06, 1.76e-05, 1.76e-05, 1.10e-05, 8.16e-05, 7.27e-07, 1.05e-06, 6.73e-07, 1.53e-07, 0.00e+00, 0.00e+00, 4.12e-05, 8.60e-07] [7.01e-06, 3.94e-06, 6.09e-06, 4.19e-06, 5.66e-06, 4.58e-07, 1.08e-06, 3.20e-05, 1.53e-07, 4.51e-06, 1.76e-05, 1.76e-05, 1.10e-05, 8.16e-05, 7.27e-07, 1.05e-06, 6.73e-07, 1.53e-07, 0.00e+00, 0.00e+00, 4.12e-05, 8.60e-07] []
57200 [4.00e-05, 4.66e-06, 8.15e-06, 7.48e-06, 6.11e-06, 1.81e-06, 2.98e-06, 2.27e-04, 3.53e-05, 8.48e-05, 1.50e-04, 5.57e-04, 2.55e-04, 2.59e-03, 6.50e-05, 5.81e-05, 9.32e-06, 7.17e-06, 3.05e-05, 2.25e-06, 1.81e-04, 1.31e-05] [4.00e-05, 4.66e-06, 8.15e-06, 7.48e-06, 6.11e-06, 1.81e-06, 2.98e-06, 2.27e-04, 3.53e-05, 8.48e-05, 1.50e-04, 5.57e-04, 2.55e-04, 2.59e-03, 6.50e-05, 5.81e-05, 9.32e-06, 7.17e-06, 3.05e-05, 2.25e-06, 1.81e-04, 1.31e-05] []
57300 [8.46e-06, 4.06e-06, 6.57e-06, 4.42e-06, 6.78e-06, 3.36e-07, 1.35e-06, 2.82e-05, 1.46e-05, 6.48e-06, 1.05e-04, 1.28e-04, 4.46e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 2.25e-05] [8.46e-06, 4.06e-06, 6.57e-06, 4.42e-06, 6.78e-06, 3.36e-07, 1.35e-06, 2.82e-05, 1.46e-05, 6.48e-06, 1.05e-04, 1.28e-04, 4.46e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 2.25e-05] []
57400 [2.74e-06, 3.52e-06, 6.00e-06, 3.19e-06, 5.86e-06, 4.41e-07, 1.64e-06, 1.51e-06, 1.06e-04, 4.13e-06, 3.67e-05, 3.91e-05, 2.62e-05, 2.82e-05, 1.96e-09, 1.04e-08, 3.56e-08, 1.03e-08, 0.00e+00, 0.00e+00, 1.55e-06, 1.12e-04] [2.74e-06, 3.52e-06, 6.00e-06, 3.19e-06, 5.86e-06, 4.41e-07, 1.64e-06, 1.51e-06, 1.06e-04, 4.13e-06, 3.67e-05, 3.91e-05, 2.62e-05, 2.82e-05, 1.96e-09, 1.04e-08, 3.56e-08, 1.03e-08, 0.00e+00, 0.00e+00, 1.55e-06, 1.12e-04] []
57500 [2.45e-06, 3.57e-06, 5.87e-06, 3.65e-06, 6.23e-06, 3.97e-07, 1.42e-06, 1.57e-06, 2.15e-14, 4.71e-07, 2.32e-05, 2.00e-05, 6.64e-05, 5.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-09, 1.93e-06, 2.67e-07] [2.45e-06, 3.57e-06, 5.87e-06, 3.65e-06, 6.23e-06, 3.97e-07, 1.42e-06, 1.57e-06, 2.15e-14, 4.71e-07, 2.32e-05, 2.00e-05, 6.64e-05, 5.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-09, 1.93e-06, 2.67e-07] []
57600 [1.39e-05, 4.16e-06, 7.11e-06, 3.83e-06, 6.02e-06, 7.08e-07, 2.09e-06, 2.05e-07, 1.87e-07, 1.93e-05, 3.45e-05, 6.70e-05, 1.54e-04, 4.57e-04, 3.51e-06, 6.42e-06, 1.46e-06, 5.26e-06, 0.00e+00, 0.00e+00, 4.95e-07, 3.65e-06] [1.39e-05, 4.16e-06, 7.11e-06, 3.83e-06, 6.02e-06, 7.08e-07, 2.09e-06, 2.05e-07, 1.87e-07, 1.93e-05, 3.45e-05, 6.70e-05, 1.54e-04, 4.57e-04, 3.51e-06, 6.42e-06, 1.46e-06, 5.26e-06, 0.00e+00, 0.00e+00, 4.95e-07, 3.65e-06] []
57700 [6.18e-06, 3.83e-06, 6.61e-06, 4.00e-06, 6.95e-06, 4.72e-07, 1.99e-06, 1.44e-08, 5.97e-07, 1.98e-05, 1.88e-05, 1.12e-04, 1.15e-04, 5.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.11e-09, 9.10e-08, 1.09e-07, 6.30e-07] [6.18e-06, 3.83e-06, 6.61e-06, 4.00e-06, 6.95e-06, 4.72e-07, 1.99e-06, 1.44e-08, 5.97e-07, 1.98e-05, 1.88e-05, 1.12e-04, 1.15e-04, 5.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.11e-09, 9.10e-08, 1.09e-07, 6.30e-07] []
57800 [3.33e-06, 3.52e-06, 5.86e-06, 3.62e-06, 6.10e-06, 3.70e-07, 1.58e-06, 1.37e-05, 3.12e-06, 1.10e-06, 1.77e-05, 1.67e-05, 1.89e-05, 2.70e-06, 2.61e-07, 3.25e-07, 7.72e-09, 2.44e-09, 0.00e+00, 3.37e-07, 1.56e-05, 2.06e-06] [3.33e-06, 3.52e-06, 5.86e-06, 3.62e-06, 6.10e-06, 3.70e-07, 1.58e-06, 1.37e-05, 3.12e-06, 1.10e-06, 1.77e-05, 1.67e-05, 1.89e-05, 2.70e-06, 2.61e-07, 3.25e-07, 7.72e-09, 2.44e-09, 0.00e+00, 3.37e-07, 1.56e-05, 2.06e-06] []
57900 [2.95e-06, 3.44e-06, 5.73e-06, 3.60e-06, 6.33e-06, 2.78e-07, 1.57e-06, 3.62e-05, 2.88e-06, 6.85e-07, 9.16e-05, 6.13e-05, 2.30e-04, 1.41e-04, 5.53e-12, 9.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-05, 3.73e-06] [2.95e-06, 3.44e-06, 5.73e-06, 3.60e-06, 6.33e-06, 2.78e-07, 1.57e-06, 3.62e-05, 2.88e-06, 6.85e-07, 9.16e-05, 6.13e-05, 2.30e-04, 1.41e-04, 5.53e-12, 9.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-05, 3.73e-06] []
58000 [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07] [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.807449 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
58000 [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07] [2.59e-06, 3.34e-06, 5.64e-06, 3.18e-06, 5.51e-06, 4.38e-07, 1.89e-06, 3.78e-07, 1.11e-07, 9.86e-08, 1.71e-05, 1.15e-05, 2.78e-05, 1.35e-06, 5.99e-08, 1.01e-08, 9.20e-08, 2.26e-07, 3.18e-08, 1.28e-10, 3.04e-07, 3.87e-07] []
58100 [2.78e-06, 3.42e-06, 5.78e-06, 3.49e-06, 5.54e-06, 4.07e-07, 1.86e-06, 2.63e-07, 5.34e-06, 4.70e-07, 3.78e-06, 3.36e-06, 1.29e-05, 1.69e-05, 1.57e-07, 7.35e-08, 1.37e-07, 1.24e-07, 0.00e+00, 6.22e-07, 1.20e-07, 4.12e-06] [2.78e-06, 3.42e-06, 5.78e-06, 3.49e-06, 5.54e-06, 4.07e-07, 1.86e-06, 2.63e-07, 5.34e-06, 4.70e-07, 3.78e-06, 3.36e-06, 1.29e-05, 1.69e-05, 1.57e-07, 7.35e-08, 1.37e-07, 1.24e-07, 0.00e+00, 6.22e-07, 1.20e-07, 4.12e-06] []
58200 [5.44e-06, 3.38e-06, 6.03e-06, 3.22e-06, 5.52e-06, 4.27e-07, 1.89e-06, 4.89e-09, 2.73e-05, 2.52e-06, 4.75e-05, 3.08e-05, 1.65e-04, 1.52e-04, 8.34e-07, 8.51e-07, 1.52e-06, 1.47e-06, 2.29e-09, 4.06e-06, 6.44e-08, 2.67e-05] [5.44e-06, 3.38e-06, 6.03e-06, 3.22e-06, 5.52e-06, 4.27e-07, 1.89e-06, 4.89e-09, 2.73e-05, 2.52e-06, 4.75e-05, 3.08e-05, 1.65e-04, 1.52e-04, 8.34e-07, 8.51e-07, 1.52e-06, 1.47e-06, 2.29e-09, 4.06e-06, 6.44e-08, 2.67e-05] []
58300 [5.82e-06, 3.86e-06, 6.65e-06, 3.91e-06, 6.75e-06, 4.12e-07, 2.10e-06, 8.82e-06, 3.46e-06, 1.06e-05, 4.13e-05, 9.21e-05, 2.27e-04, 5.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-06, 2.24e-07, 8.78e-06, 1.50e-06] [5.82e-06, 3.86e-06, 6.65e-06, 3.91e-06, 6.75e-06, 4.12e-07, 2.10e-06, 8.82e-06, 3.46e-06, 1.06e-05, 4.13e-05, 9.21e-05, 2.27e-04, 5.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-06, 2.24e-07, 8.78e-06, 1.50e-06] []
58400 [1.84e-06, 3.19e-06, 5.53e-06, 3.17e-06, 5.47e-06, 3.64e-07, 1.86e-06, 5.37e-06, 6.01e-06, 1.21e-06, 5.07e-06, 4.10e-06, 3.26e-06, 3.25e-06, 0.00e+00, 0.00e+00, 1.18e-10, 1.10e-08, 6.56e-07, 0.00e+00, 4.31e-06, 9.14e-06] [1.84e-06, 3.19e-06, 5.53e-06, 3.17e-06, 5.47e-06, 3.64e-07, 1.86e-06, 5.37e-06, 6.01e-06, 1.21e-06, 5.07e-06, 4.10e-06, 3.26e-06, 3.25e-06, 0.00e+00, 0.00e+00, 1.18e-10, 1.10e-08, 6.56e-07, 0.00e+00, 4.31e-06, 9.14e-06] []
58500 [2.17e-06, 3.44e-06, 5.76e-06, 3.08e-06, 6.09e-06, 4.54e-07, 2.06e-06, 1.10e-04, 4.45e-07, 5.94e-07, 2.95e-06, 2.73e-06, 3.73e-06, 1.34e-06, 9.20e-09, 3.35e-08, 3.57e-08, 1.26e-08, 1.41e-05, 1.41e-08, 9.02e-05, 1.69e-06] [2.17e-06, 3.44e-06, 5.76e-06, 3.08e-06, 6.09e-06, 4.54e-07, 2.06e-06, 1.10e-04, 4.45e-07, 5.94e-07, 2.95e-06, 2.73e-06, 3.73e-06, 1.34e-06, 9.20e-09, 3.35e-08, 3.57e-08, 1.26e-08, 1.41e-05, 1.41e-08, 9.02e-05, 1.69e-06] []
58600 [2.13e-06, 3.36e-06, 5.60e-06, 3.27e-06, 5.51e-06, 4.02e-07, 2.03e-06, 5.82e-09, 5.54e-06, 1.24e-08, 3.64e-06, 4.61e-06, 6.32e-06, 6.15e-07, 1.04e-07, 3.28e-09, 0.00e+00, 0.00e+00, 3.28e-10, 0.00e+00, 3.41e-08, 6.25e-06] [2.13e-06, 3.36e-06, 5.60e-06, 3.27e-06, 5.51e-06, 4.02e-07, 2.03e-06, 5.82e-09, 5.54e-06, 1.24e-08, 3.64e-06, 4.61e-06, 6.32e-06, 6.15e-07, 1.04e-07, 3.28e-09, 0.00e+00, 0.00e+00, 3.28e-10, 0.00e+00, 3.41e-08, 6.25e-06] []
58700 [1.93e-06, 3.42e-06, 5.73e-06, 3.43e-06, 5.45e-06, 3.72e-07, 1.99e-06, 3.66e-08, 1.74e-06, 1.33e-07, 9.67e-06, 9.16e-06, 2.76e-05, 2.23e-05, 3.03e-13, 5.96e-11, 0.00e+00, 0.00e+00, 1.34e-08, 1.66e-07, 1.03e-07, 1.05e-06] [1.93e-06, 3.42e-06, 5.73e-06, 3.43e-06, 5.45e-06, 3.72e-07, 1.99e-06, 3.66e-08, 1.74e-06, 1.33e-07, 9.67e-06, 9.16e-06, 2.76e-05, 2.23e-05, 3.03e-13, 5.96e-11, 0.00e+00, 0.00e+00, 1.34e-08, 1.66e-07, 1.03e-07, 1.05e-06] []
58800 [1.39e-05, 3.60e-06, 6.51e-06, 3.93e-06, 4.86e-06, 7.02e-07, 2.51e-06, 3.54e-06, 3.08e-06, 1.82e-05, 8.76e-05, 1.16e-04, 4.39e-04, 9.07e-04, 6.71e-06, 6.87e-06, 4.71e-06, 4.98e-06, 0.00e+00, 4.36e-07, 3.70e-06, 2.89e-06] [1.39e-05, 3.60e-06, 6.51e-06, 3.93e-06, 4.86e-06, 7.02e-07, 2.51e-06, 3.54e-06, 3.08e-06, 1.82e-05, 8.76e-05, 1.16e-04, 4.39e-04, 9.07e-04, 6.71e-06, 6.87e-06, 4.71e-06, 4.98e-06, 0.00e+00, 4.36e-07, 3.70e-06, 2.89e-06] []
58900 [3.63e-06, 3.39e-06, 6.08e-06, 3.37e-06, 5.60e-06, 4.43e-07, 2.42e-06, 8.89e-07, 8.32e-08, 8.32e-06, 6.01e-06, 3.31e-05, 4.56e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.65e-08, 1.72e-09, 6.18e-07, 8.72e-08] [3.63e-06, 3.39e-06, 6.08e-06, 3.37e-06, 5.60e-06, 4.43e-07, 2.42e-06, 8.89e-07, 8.32e-08, 8.32e-06, 6.01e-06, 3.31e-05, 4.56e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.65e-08, 1.72e-09, 6.18e-07, 8.72e-08] []
59000 [3.20e-06, 3.14e-06, 5.42e-06, 3.52e-06, 5.83e-06, 2.91e-07, 2.05e-06, 3.37e-06, 5.76e-07, 6.32e-06, 2.04e-05, 6.73e-05, 4.53e-05, 6.67e-05, 2.08e-08, 1.21e-05, 0.00e+00, 0.00e+00, 7.41e-07, 5.08e-08, 5.04e-06, 3.76e-07] [3.20e-06, 3.14e-06, 5.42e-06, 3.52e-06, 5.83e-06, 2.91e-07, 2.05e-06, 3.37e-06, 5.76e-07, 6.32e-06, 2.04e-05, 6.73e-05, 4.53e-05, 6.67e-05, 2.08e-08, 1.21e-05, 0.00e+00, 0.00e+00, 7.41e-07, 5.08e-08, 5.04e-06, 3.76e-07] []
59100 [2.36e-06, 3.38e-06, 5.77e-06, 3.46e-06, 5.02e-06, 3.21e-07, 2.27e-06, 1.19e-05, 2.30e-05, 3.46e-06, 1.52e-05, 2.73e-05, 7.83e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-05, 2.55e-05] [2.36e-06, 3.38e-06, 5.77e-06, 3.46e-06, 5.02e-06, 3.21e-07, 2.27e-06, 1.19e-05, 2.30e-05, 3.46e-06, 1.52e-05, 2.73e-05, 7.83e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-05, 2.55e-05] []
59200 [6.86e-06, 3.36e-06, 6.40e-06, 3.89e-06, 5.94e-06, 4.14e-07, 2.59e-06, 6.72e-06, 9.14e-06, 2.66e-06, 6.98e-05, 1.56e-04, 1.41e-04, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-07, 7.89e-07, 4.39e-06, 4.75e-06] [6.86e-06, 3.36e-06, 6.40e-06, 3.89e-06, 5.94e-06, 4.14e-07, 2.59e-06, 6.72e-06, 9.14e-06, 2.66e-06, 6.98e-05, 1.56e-04, 1.41e-04, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-07, 7.89e-07, 4.39e-06, 4.75e-06] []
59300 [2.89e-05, 3.42e-06, 9.64e-06, 4.53e-06, 8.68e-06, 4.82e-07, 6.54e-06, 5.81e-04, 2.74e-06, 9.75e-05, 4.71e-05, 5.37e-04, 3.14e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 0.00e+00, 5.18e-04, 9.22e-06] [2.89e-05, 3.42e-06, 9.64e-06, 4.53e-06, 8.68e-06, 4.82e-07, 6.54e-06, 5.81e-04, 2.74e-06, 9.75e-05, 4.71e-05, 5.37e-04, 3.14e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 0.00e+00, 5.18e-04, 9.22e-06] []
59400 [6.13e-06, 3.17e-06, 5.06e-06, 4.88e-06, 5.25e-06, 2.45e-07, 3.93e-06, 8.13e-08, 1.15e-08, 1.04e-06, 5.88e-05, 3.43e-05, 2.69e-05, 1.73e-05, 3.41e-08, 4.16e-07, 5.32e-07, 2.32e-07, 5.02e-09, 5.23e-10, 3.09e-07, 1.13e-06] [6.13e-06, 3.17e-06, 5.06e-06, 4.88e-06, 5.25e-06, 2.45e-07, 3.93e-06, 8.13e-08, 1.15e-08, 1.04e-06, 5.88e-05, 3.43e-05, 2.69e-05, 1.73e-05, 3.41e-08, 4.16e-07, 5.32e-07, 2.32e-07, 5.02e-09, 5.23e-10, 3.09e-07, 1.13e-06] []
59500 [4.49e-06, 4.08e-06, 6.11e-06, 4.03e-06, 5.31e-06, 2.54e-07, 3.23e-06, 2.67e-07, 1.88e-08, 6.27e-11, 8.48e-06, 3.37e-06, 4.06e-06, 4.24e-07, 5.40e-09, 1.47e-08, 2.56e-07, 2.15e-07, 4.94e-09, 1.10e-08, 3.03e-07, 5.93e-07] [4.49e-06, 4.08e-06, 6.11e-06, 4.03e-06, 5.31e-06, 2.54e-07, 3.23e-06, 2.67e-07, 1.88e-08, 6.27e-11, 8.48e-06, 3.37e-06, 4.06e-06, 4.24e-07, 5.40e-09, 1.47e-08, 2.56e-07, 2.15e-07, 4.94e-09, 1.10e-08, 3.03e-07, 5.93e-07] []
59600 [3.14e-06, 3.78e-06, 5.67e-06, 3.37e-06, 5.39e-06, 3.49e-07, 3.66e-06, 1.10e-11, 9.48e-11, 5.78e-09, 4.06e-06, 1.65e-06, 1.34e-06, 4.71e-07, 1.25e-08, 1.21e-08, 6.23e-08, 6.10e-08, 1.22e-09, 4.66e-09, 3.30e-08, 1.05e-07] [3.14e-06, 3.78e-06, 5.67e-06, 3.37e-06, 5.39e-06, 3.49e-07, 3.66e-06, 1.10e-11, 9.48e-11, 5.78e-09, 4.06e-06, 1.65e-06, 1.34e-06, 4.71e-07, 1.25e-08, 1.21e-08, 6.23e-08, 6.10e-08, 1.22e-09, 4.66e-09, 3.30e-08, 1.05e-07] []
59700 [2.83e-06, 3.66e-06, 5.57e-06, 3.67e-06, 4.74e-06, 4.16e-07, 3.57e-06, 2.55e-08, 2.15e-06, 8.17e-11, 2.83e-06, 1.51e-06, 1.01e-06, 2.07e-07, 2.04e-08, 2.49e-08, 5.28e-08, 3.61e-08, 1.81e-09, 1.92e-07, 3.54e-08, 1.11e-06] [2.83e-06, 3.66e-06, 5.57e-06, 3.67e-06, 4.74e-06, 4.16e-07, 3.57e-06, 2.55e-08, 2.15e-06, 8.17e-11, 2.83e-06, 1.51e-06, 1.01e-06, 2.07e-07, 2.04e-08, 2.49e-08, 5.28e-08, 3.61e-08, 1.81e-09, 1.92e-07, 3.54e-08, 1.11e-06] []
59800 [1.99e-06, 3.52e-06, 5.26e-06, 3.17e-06, 4.81e-06, 4.98e-07, 3.79e-06, 3.48e-07, 6.60e-08, 1.39e-09, 6.42e-06, 2.91e-06, 4.95e-06, 1.70e-06, 1.29e-08, 4.85e-09, 1.97e-09, 2.94e-09, 5.17e-08, 9.84e-09, 3.33e-07, 9.61e-08] [1.99e-06, 3.52e-06, 5.26e-06, 3.17e-06, 4.81e-06, 4.98e-07, 3.79e-06, 3.48e-07, 6.60e-08, 1.39e-09, 6.42e-06, 2.91e-06, 4.95e-06, 1.70e-06, 1.29e-08, 4.85e-09, 1.97e-09, 2.94e-09, 5.17e-08, 9.84e-09, 3.33e-07, 9.61e-08] []
59900 [2.34e-06, 3.46e-06, 5.30e-06, 3.22e-06, 4.52e-06, 5.92e-07, 3.77e-06, 1.56e-07, 9.73e-08, 2.45e-08, 4.61e-06, 2.53e-06, 6.46e-06, 4.93e-06, 1.06e-07, 9.21e-08, 8.97e-08, 9.22e-08, 2.65e-08, 1.74e-08, 1.73e-07, 1.49e-07] [2.34e-06, 3.46e-06, 5.30e-06, 3.22e-06, 4.52e-06, 5.92e-07, 3.77e-06, 1.56e-07, 9.73e-08, 2.45e-08, 4.61e-06, 2.53e-06, 6.46e-06, 4.93e-06, 1.06e-07, 9.21e-08, 8.97e-08, 9.22e-08, 2.65e-08, 1.74e-08, 1.73e-07, 1.49e-07] []
60000 [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07] [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 40.786728 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
60000 [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07] [1.96e-06, 3.46e-06, 5.43e-06, 3.45e-06, 4.12e-06, 5.14e-07, 3.59e-06, 5.09e-06, 1.39e-07, 8.29e-08, 1.58e-06, 1.47e-06, 8.39e-07, 8.03e-07, 4.25e-08, 5.20e-09, 2.66e-09, 6.75e-09, 0.00e+00, 2.51e-08, 5.48e-06, 2.20e-07] []
60100 [2.16e-06, 3.56e-06, 5.36e-06, 3.85e-06, 3.65e-06, 4.53e-07, 3.57e-06, 8.41e-10, 1.93e-07, 4.01e-10, 2.04e-06, 1.49e-06, 1.03e-06, 5.78e-07, 6.07e-08, 3.43e-08, 2.22e-08, 2.79e-08, 2.18e-09, 0.00e+00, 2.08e-08, 3.39e-07] [2.16e-06, 3.56e-06, 5.36e-06, 3.85e-06, 3.65e-06, 4.53e-07, 3.57e-06, 8.41e-10, 1.93e-07, 4.01e-10, 2.04e-06, 1.49e-06, 1.03e-06, 5.78e-07, 6.07e-08, 3.43e-08, 2.22e-08, 2.79e-08, 2.18e-09, 0.00e+00, 2.08e-08, 3.39e-07] []
60200 [3.21e-06, 3.53e-06, 5.55e-06, 3.77e-06, 3.71e-06, 5.17e-07, 3.23e-06, 6.05e-06, 1.17e-07, 1.08e-06, 4.34e-06, 7.47e-06, 1.33e-05, 4.35e-05, 5.33e-07, 5.21e-07, 2.31e-07, 2.82e-07, 6.93e-07, 9.33e-09, 4.76e-06, 1.45e-07] [3.21e-06, 3.53e-06, 5.55e-06, 3.77e-06, 3.71e-06, 5.17e-07, 3.23e-06, 6.05e-06, 1.17e-07, 1.08e-06, 4.34e-06, 7.47e-06, 1.33e-05, 4.35e-05, 5.33e-07, 5.21e-07, 2.31e-07, 2.82e-07, 6.93e-07, 9.33e-09, 4.76e-06, 1.45e-07] []
60300 [1.40e-05, 3.74e-06, 6.12e-06, 4.46e-06, 3.89e-06, 7.76e-07, 3.80e-06, 7.60e-08, 1.43e-08, 2.89e-05, 3.97e-05, 1.14e-04, 2.17e-04, 7.81e-04, 1.01e-05, 1.00e-05, 4.56e-06, 4.74e-06, 0.00e+00, 1.58e-09, 1.32e-07, 8.36e-08] [1.40e-05, 3.74e-06, 6.12e-06, 4.46e-06, 3.89e-06, 7.76e-07, 3.80e-06, 7.60e-08, 1.43e-08, 2.89e-05, 3.97e-05, 1.14e-04, 2.17e-04, 7.81e-04, 1.01e-05, 1.00e-05, 4.56e-06, 4.74e-06, 0.00e+00, 1.58e-09, 1.32e-07, 8.36e-08] []
60400 [5.96e-06, 3.69e-06, 6.23e-06, 4.05e-06, 4.40e-06, 4.08e-07, 3.35e-06, 1.29e-07, 8.55e-07, 1.16e-05, 4.00e-05, 7.55e-05, 2.11e-04, 4.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-08, 0.00e+00, 1.51e-07, 8.30e-07] [5.96e-06, 3.69e-06, 6.23e-06, 4.05e-06, 4.40e-06, 4.08e-07, 3.35e-06, 1.29e-07, 8.55e-07, 1.16e-05, 4.00e-05, 7.55e-05, 2.11e-04, 4.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-08, 0.00e+00, 1.51e-07, 8.30e-07] []
60500 [2.43e-06, 3.29e-06, 5.62e-06, 3.65e-06, 3.48e-06, 4.09e-07, 3.02e-06, 5.80e-06, 3.46e-05, 4.37e-09, 7.53e-06, 4.10e-06, 1.76e-05, 1.19e-05, 1.09e-07, 5.74e-08, 1.02e-07, 1.06e-07, 0.00e+00, 3.84e-06, 8.50e-06, 2.54e-05] [2.43e-06, 3.29e-06, 5.62e-06, 3.65e-06, 3.48e-06, 4.09e-07, 3.02e-06, 5.80e-06, 3.46e-05, 4.37e-09, 7.53e-06, 4.10e-06, 1.76e-05, 1.19e-05, 1.09e-07, 5.74e-08, 1.02e-07, 1.06e-07, 0.00e+00, 3.84e-06, 8.50e-06, 2.54e-05] []
60600 [6.06e-06, 3.27e-06, 5.66e-06, 3.61e-06, 3.38e-06, 5.53e-07, 3.51e-06, 3.52e-07, 1.79e-08, 7.21e-06, 7.45e-05, 5.83e-05, 3.02e-04, 3.59e-04, 1.86e-06, 2.06e-06, 3.34e-06, 3.59e-06, 0.00e+00, 1.19e-08, 5.52e-07, 1.13e-07] [6.06e-06, 3.27e-06, 5.66e-06, 3.61e-06, 3.38e-06, 5.53e-07, 3.51e-06, 3.52e-07, 1.79e-08, 7.21e-06, 7.45e-05, 5.83e-05, 3.02e-04, 3.59e-04, 1.86e-06, 2.06e-06, 3.34e-06, 3.59e-06, 0.00e+00, 1.19e-08, 5.52e-07, 1.13e-07] []
60700 [3.23e-06, 3.19e-06, 5.48e-06, 3.68e-06, 3.53e-06, 4.63e-07, 2.99e-06, 9.14e-06, 7.42e-06, 7.98e-07, 9.02e-06, 1.13e-05, 4.91e-06, 1.60e-05, 6.22e-07, 3.03e-07, 2.81e-08, 2.29e-08, 0.00e+00, 7.68e-07, 1.17e-05, 4.98e-06] [3.23e-06, 3.19e-06, 5.48e-06, 3.68e-06, 3.53e-06, 4.63e-07, 2.99e-06, 9.14e-06, 7.42e-06, 7.98e-07, 9.02e-06, 1.13e-05, 4.91e-06, 1.60e-05, 6.22e-07, 3.03e-07, 2.81e-08, 2.29e-08, 0.00e+00, 7.68e-07, 1.17e-05, 4.98e-06] []
60800 [2.70e-06, 3.21e-06, 5.47e-06, 3.41e-06, 3.66e-06, 4.76e-07, 3.08e-06, 1.89e-08, 3.24e-06, 7.42e-07, 4.86e-06, 5.54e-06, 1.75e-05, 3.28e-05, 2.97e-07, 1.89e-07, 2.16e-07, 2.11e-07, 0.00e+00, 0.00e+00, 1.40e-07, 6.55e-06] [2.70e-06, 3.21e-06, 5.47e-06, 3.41e-06, 3.66e-06, 4.76e-07, 3.08e-06, 1.89e-08, 3.24e-06, 7.42e-07, 4.86e-06, 5.54e-06, 1.75e-05, 3.28e-05, 2.97e-07, 1.89e-07, 2.16e-07, 2.11e-07, 0.00e+00, 0.00e+00, 1.40e-07, 6.55e-06] []
60900 [2.14e-05, 3.70e-06, 6.90e-06, 5.00e-06, 4.26e-06, 1.05e-06, 3.95e-06, 6.43e-11, 1.68e-06, 5.65e-05, 6.01e-05, 2.18e-04, 2.77e-04, 1.39e-03, 2.30e-05, 1.99e-05, 6.37e-06, 6.69e-06, 2.62e-10, 0.00e+00, 3.17e-08, 1.60e-06] [2.14e-05, 3.70e-06, 6.90e-06, 5.00e-06, 4.26e-06, 1.05e-06, 3.95e-06, 6.43e-11, 1.68e-06, 5.65e-05, 6.01e-05, 2.18e-04, 2.77e-04, 1.39e-03, 2.30e-05, 1.99e-05, 6.37e-06, 6.69e-06, 2.62e-10, 0.00e+00, 3.17e-08, 1.60e-06] []
61000 [1.86e-06, 3.04e-06, 5.70e-06, 3.46e-06, 3.47e-06, 4.13e-07, 2.92e-06, 9.99e-07, 8.05e-08, 1.70e-06, 6.32e-06, 1.33e-05, 2.72e-06, 2.33e-05, 0.00e+00, 0.00e+00, 2.47e-10, 7.23e-11, 6.79e-08, 3.58e-09, 5.02e-07, 1.39e-07] [1.86e-06, 3.04e-06, 5.70e-06, 3.46e-06, 3.47e-06, 4.13e-07, 2.92e-06, 9.99e-07, 8.05e-08, 1.70e-06, 6.32e-06, 1.33e-05, 2.72e-06, 2.33e-05, 0.00e+00, 0.00e+00, 2.47e-10, 7.23e-11, 6.79e-08, 3.58e-09, 5.02e-07, 1.39e-07] []
61100 [1.95e-06, 3.06e-06, 5.76e-06, 3.27e-06, 3.98e-06, 4.31e-07, 3.24e-06, 2.69e-07, 1.81e-07, 3.45e-06, 3.99e-06, 1.84e-05, 1.04e-05, 8.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 3.08e-08, 1.56e-07, 2.32e-07] [1.95e-06, 3.06e-06, 5.76e-06, 3.27e-06, 3.98e-06, 4.31e-07, 3.24e-06, 2.69e-07, 1.81e-07, 3.45e-06, 3.99e-06, 1.84e-05, 1.04e-05, 8.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 3.08e-08, 1.56e-07, 2.32e-07] []
61200 [1.71e-06, 3.13e-06, 5.84e-06, 3.48e-06, 3.98e-06, 4.61e-07, 3.10e-06, 4.13e-09, 5.49e-05, 1.87e-08, 1.53e-05, 8.96e-06, 2.91e-05, 9.02e-06, 2.69e-08, 1.69e-08, 0.00e+00, 1.50e-11, 8.95e-10, 7.78e-06, 3.27e-08, 5.20e-05] [1.71e-06, 3.13e-06, 5.84e-06, 3.48e-06, 3.98e-06, 4.61e-07, 3.10e-06, 4.13e-09, 5.49e-05, 1.87e-08, 1.53e-05, 8.96e-06, 2.91e-05, 9.02e-06, 2.69e-08, 1.69e-08, 0.00e+00, 1.50e-11, 8.95e-10, 7.78e-06, 3.27e-08, 5.20e-05] []
61300 [3.24e-06, 3.13e-06, 5.77e-06, 3.49e-06, 3.95e-06, 4.89e-07, 2.85e-06, 6.19e-09, 3.42e-07, 1.33e-06, 2.33e-05, 1.98e-05, 2.07e-05, 6.04e-06, 5.78e-07, 6.55e-07, 2.37e-09, 3.26e-09, 7.47e-11, 3.99e-08, 3.25e-08, 2.73e-07] [3.24e-06, 3.13e-06, 5.77e-06, 3.49e-06, 3.95e-06, 4.89e-07, 2.85e-06, 6.19e-09, 3.42e-07, 1.33e-06, 2.33e-05, 1.98e-05, 2.07e-05, 6.04e-06, 5.78e-07, 6.55e-07, 2.37e-09, 3.26e-09, 7.47e-11, 3.99e-08, 3.25e-08, 2.73e-07] []
61400 [1.74e-06, 3.13e-06, 5.87e-06, 3.30e-06, 3.95e-06, 4.09e-07, 3.00e-06, 1.14e-06, 5.39e-08, 1.02e-06, 1.14e-05, 1.15e-05, 4.33e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-07, 1.31e-08, 9.18e-07, 1.17e-07] [1.74e-06, 3.13e-06, 5.87e-06, 3.30e-06, 3.95e-06, 4.09e-07, 3.00e-06, 1.14e-06, 5.39e-08, 1.02e-06, 1.14e-05, 1.15e-05, 4.33e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-07, 1.31e-08, 9.18e-07, 1.17e-07] []
61500 [6.79e-06, 3.13e-06, 5.90e-06, 3.39e-06, 3.97e-06, 6.08e-07, 3.09e-06, 8.97e-08, 1.11e-07, 1.05e-05, 1.14e-05, 3.66e-05, 5.11e-05, 2.38e-04, 2.91e-06, 3.30e-06, 1.37e-06, 1.21e-06, 0.00e+00, 2.03e-08, 1.51e-07, 1.49e-07] [6.79e-06, 3.13e-06, 5.90e-06, 3.39e-06, 3.97e-06, 6.08e-07, 3.09e-06, 8.97e-08, 1.11e-07, 1.05e-05, 1.14e-05, 3.66e-05, 5.11e-05, 2.38e-04, 2.91e-06, 3.30e-06, 1.37e-06, 1.21e-06, 0.00e+00, 2.03e-08, 1.51e-07, 1.49e-07] []
61600 [2.04e-06, 2.94e-06, 5.92e-06, 3.15e-06, 4.01e-06, 4.43e-07, 2.69e-06, 3.10e-07, 2.01e-06, 7.91e-08, 3.37e-06, 3.74e-06, 2.60e-06, 2.52e-06, 3.90e-08, 1.37e-07, 9.24e-09, 1.78e-08, 0.00e+00, 0.00e+00, 3.10e-07, 2.03e-06] [2.04e-06, 2.94e-06, 5.92e-06, 3.15e-06, 4.01e-06, 4.43e-07, 2.69e-06, 3.10e-07, 2.01e-06, 7.91e-08, 3.37e-06, 3.74e-06, 2.60e-06, 2.52e-06, 3.90e-08, 1.37e-07, 9.24e-09, 1.78e-08, 0.00e+00, 0.00e+00, 3.10e-07, 2.03e-06] []
61700 [3.30e-05, 3.30e-06, 1.05e-05, 5.53e-06, 7.06e-06, 7.17e-07, 6.54e-06, 2.01e-06, 3.54e-05, 7.77e-05, 2.77e-04, 7.43e-04, 1.32e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 7.58e-06, 2.68e-06, 4.53e-05] [3.30e-05, 3.30e-06, 1.05e-05, 5.53e-06, 7.06e-06, 7.17e-07, 6.54e-06, 2.01e-06, 3.54e-05, 7.77e-05, 2.77e-04, 7.43e-04, 1.32e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 7.58e-06, 2.68e-06, 4.53e-05] []
61800 [8.73e-06, 2.28e-06, 2.41e-06, 5.87e-06, 1.64e-06, 1.10e-06, 3.10e-06, 1.34e-06, 5.85e-06, 2.43e-07, 5.56e-05, 2.17e-04, 2.12e-04, 1.85e-06, 1.83e-06, 2.46e-06, 2.56e-08, 5.18e-08, 8.11e-09, 3.01e-06, 5.47e-07, 1.51e-05] [8.73e-06, 2.28e-06, 2.41e-06, 5.87e-06, 1.64e-06, 1.10e-06, 3.10e-06, 1.34e-06, 5.85e-06, 2.43e-07, 5.56e-05, 2.17e-04, 2.12e-04, 1.85e-06, 1.83e-06, 2.46e-06, 2.56e-08, 5.18e-08, 8.11e-09, 3.01e-06, 5.47e-07, 1.51e-05] []
61900 [8.23e-06, 1.92e-06, 2.53e-06, 5.77e-06, 3.95e-06, 1.14e-06, 2.97e-06, 8.76e-06, 8.87e-06, 3.22e-05, 5.14e-05, 2.17e-04, 1.61e-04, 5.50e-04, 0.00e+00, 8.85e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-07, 1.29e-05, 9.01e-06] [8.23e-06, 1.92e-06, 2.53e-06, 5.77e-06, 3.95e-06, 1.14e-06, 2.97e-06, 8.76e-06, 8.87e-06, 3.22e-05, 5.14e-05, 2.17e-04, 1.61e-04, 5.50e-04, 0.00e+00, 8.85e-07, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-07, 1.29e-05, 9.01e-06] []
62000 [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08] [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.512465 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
62000 [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08] [5.18e-06, 3.58e-06, 5.38e-06, 5.84e-06, 3.74e-06, 8.03e-07, 2.06e-06, 1.70e-08, 1.38e-08, 1.41e-09, 1.15e-05, 1.40e-05, 1.14e-05, 3.70e-07, 2.08e-07, 2.48e-07, 2.08e-07, 1.15e-07, 1.24e-08, 1.49e-07, 8.15e-08, 7.39e-08] []
62100 [5.00e-06, 4.01e-06, 5.99e-06, 5.56e-06, 4.14e-06, 6.82e-07, 1.97e-06, 5.84e-06, 2.31e-07, 1.18e-10, 1.00e-05, 9.65e-06, 1.07e-05, 1.07e-06, 1.34e-07, 2.75e-08, 3.83e-08, 2.71e-08, 0.00e+00, 0.00e+00, 5.71e-06, 5.63e-07] [5.00e-06, 4.01e-06, 5.99e-06, 5.56e-06, 4.14e-06, 6.82e-07, 1.97e-06, 5.84e-06, 2.31e-07, 1.18e-10, 1.00e-05, 9.65e-06, 1.07e-05, 1.07e-06, 1.34e-07, 2.75e-08, 3.83e-08, 2.71e-08, 0.00e+00, 0.00e+00, 5.71e-06, 5.63e-07] []
62200 [5.37e-06, 3.96e-06, 5.78e-06, 6.01e-06, 3.91e-06, 6.16e-07, 2.16e-06, 3.05e-07, 9.96e-06, 1.69e-06, 1.58e-05, 2.57e-05, 6.04e-05, 7.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-10, 4.74e-08, 0.00e+00, 2.29e-07, 8.46e-06] [5.37e-06, 3.96e-06, 5.78e-06, 6.01e-06, 3.91e-06, 6.16e-07, 2.16e-06, 3.05e-07, 9.96e-06, 1.69e-06, 1.58e-05, 2.57e-05, 6.04e-05, 7.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-10, 4.74e-08, 0.00e+00, 2.29e-07, 8.46e-06] []
62300 [5.48e-06, 3.90e-06, 5.50e-06, 5.98e-06, 4.06e-06, 5.65e-07, 2.51e-06, 1.00e-08, 2.45e-05, 7.10e-09, 1.17e-05, 8.76e-06, 7.70e-06, 1.27e-06, 4.34e-08, 5.07e-08, 1.29e-07, 1.59e-07, 7.44e-09, 2.48e-06, 8.88e-08, 1.54e-05] [5.48e-06, 3.90e-06, 5.50e-06, 5.98e-06, 4.06e-06, 5.65e-07, 2.51e-06, 1.00e-08, 2.45e-05, 7.10e-09, 1.17e-05, 8.76e-06, 7.70e-06, 1.27e-06, 4.34e-08, 5.07e-08, 1.29e-07, 1.59e-07, 7.44e-09, 2.48e-06, 8.88e-08, 1.54e-05] []
62400 [4.00e-06, 3.95e-06, 5.98e-06, 5.50e-06, 4.03e-06, 5.08e-07, 1.94e-06, 3.81e-09, 1.12e-05, 1.95e-07, 1.66e-05, 1.49e-05, 2.67e-05, 2.85e-06, 1.58e-07, 1.05e-08, 8.20e-11, 3.63e-09, 7.79e-10, 0.00e+00, 4.27e-08, 1.13e-05] [4.00e-06, 3.95e-06, 5.98e-06, 5.50e-06, 4.03e-06, 5.08e-07, 1.94e-06, 3.81e-09, 1.12e-05, 1.95e-07, 1.66e-05, 1.49e-05, 2.67e-05, 2.85e-06, 1.58e-07, 1.05e-08, 8.20e-11, 3.63e-09, 7.79e-10, 0.00e+00, 4.27e-08, 1.13e-05] []
62500 [4.48e-06, 3.98e-06, 6.17e-06, 5.15e-06, 4.03e-06, 5.32e-07, 2.08e-06, 9.45e-08, 3.25e-06, 3.05e-07, 2.52e-05, 1.38e-05, 4.93e-05, 3.07e-05, 3.42e-07, 2.65e-07, 6.72e-07, 6.60e-07, 0.00e+00, 5.11e-07, 2.05e-07, 2.99e-06] [4.48e-06, 3.98e-06, 6.17e-06, 5.15e-06, 4.03e-06, 5.32e-07, 2.08e-06, 9.45e-08, 3.25e-06, 3.05e-07, 2.52e-05, 1.38e-05, 4.93e-05, 3.07e-05, 3.42e-07, 2.65e-07, 6.72e-07, 6.60e-07, 0.00e+00, 5.11e-07, 2.05e-07, 2.99e-06] []
62600 [6.37e-06, 3.83e-06, 5.45e-06, 6.82e-06, 4.70e-06, 5.35e-07, 2.15e-06, 4.68e-05, 8.56e-07, 8.14e-06, 2.46e-05, 6.92e-05, 1.19e-04, 3.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.28e-05, 1.55e-05] [6.37e-06, 3.83e-06, 5.45e-06, 6.82e-06, 4.70e-06, 5.35e-07, 2.15e-06, 4.68e-05, 8.56e-07, 8.14e-06, 2.46e-05, 6.92e-05, 1.19e-04, 3.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.28e-05, 1.55e-05] []
62700 [6.01e-06, 4.09e-06, 5.32e-06, 6.02e-06, 4.04e-06, 5.39e-07, 1.87e-06, 8.86e-05, 3.34e-06, 3.06e-06, 2.34e-05, 1.95e-05, 6.26e-05, 9.96e-05, 1.41e-06, 9.24e-07, 1.04e-06, 1.61e-06, 9.81e-06, 1.09e-07, 5.67e-05, 5.13e-07] [6.01e-06, 4.09e-06, 5.32e-06, 6.02e-06, 4.04e-06, 5.39e-07, 1.87e-06, 8.86e-05, 3.34e-06, 3.06e-06, 2.34e-05, 1.95e-05, 6.26e-05, 9.96e-05, 1.41e-06, 9.24e-07, 1.04e-06, 1.61e-06, 9.81e-06, 1.09e-07, 5.67e-05, 5.13e-07] []
62800 [3.78e-06, 4.21e-06, 5.39e-06, 6.70e-06, 3.75e-06, 3.95e-07, 1.30e-06, 1.61e-06, 9.88e-06, 9.93e-08, 6.33e-06, 4.04e-06, 3.44e-06, 1.58e-06, 1.71e-07, 2.89e-09, 2.97e-08, 2.03e-08, 1.55e-07, 0.00e+00, 1.00e-06, 1.49e-05] [3.78e-06, 4.21e-06, 5.39e-06, 6.70e-06, 3.75e-06, 3.95e-07, 1.30e-06, 1.61e-06, 9.88e-06, 9.93e-08, 6.33e-06, 4.04e-06, 3.44e-06, 1.58e-06, 1.71e-07, 2.89e-09, 2.97e-08, 2.03e-08, 1.55e-07, 0.00e+00, 1.00e-06, 1.49e-05] []
62900 [2.63e-05, 5.00e-06, 6.97e-06, 7.71e-06, 4.99e-06, 1.07e-06, 2.49e-06, 4.73e-05, 9.25e-06, 7.18e-05, 6.18e-05, 2.87e-04, 1.65e-04, 1.35e-03, 3.35e-05, 2.96e-05, 7.20e-06, 6.73e-06, 4.65e-06, 3.68e-07, 2.82e-05, 2.09e-06] [2.63e-05, 5.00e-06, 6.97e-06, 7.71e-06, 4.99e-06, 1.07e-06, 2.49e-06, 4.73e-05, 9.25e-06, 7.18e-05, 6.18e-05, 2.87e-04, 1.65e-04, 1.35e-03, 3.35e-05, 2.96e-05, 7.20e-06, 6.73e-06, 4.65e-06, 3.68e-07, 2.82e-05, 2.09e-06] []
63000 [9.72e-06, 4.55e-06, 5.74e-06, 6.81e-06, 3.78e-06, 4.42e-07, 1.29e-06, 3.85e-05, 4.86e-06, 9.79e-06, 1.75e-05, 4.59e-05, 2.56e-05, 2.06e-04, 3.40e-06, 2.77e-06, 1.33e-06, 8.94e-07, 0.00e+00, 4.03e-07, 4.67e-05, 2.38e-06] [9.72e-06, 4.55e-06, 5.74e-06, 6.81e-06, 3.78e-06, 4.42e-07, 1.29e-06, 3.85e-05, 4.86e-06, 9.79e-06, 1.75e-05, 4.59e-05, 2.56e-05, 2.06e-04, 3.40e-06, 2.77e-06, 1.33e-06, 8.94e-07, 0.00e+00, 4.03e-07, 4.67e-05, 2.38e-06] []
63100 [7.69e-06, 4.29e-06, 5.67e-06, 6.32e-06, 3.69e-06, 4.10e-07, 1.25e-06, 6.81e-07, 8.69e-08, 5.00e-06, 1.00e-05, 2.27e-05, 2.98e-05, 1.27e-04, 1.78e-06, 1.22e-06, 9.57e-07, 8.49e-07, 3.92e-08, 0.00e+00, 2.58e-07, 3.44e-07] [7.69e-06, 4.29e-06, 5.67e-06, 6.32e-06, 3.69e-06, 4.10e-07, 1.25e-06, 6.81e-07, 8.69e-08, 5.00e-06, 1.00e-05, 2.27e-05, 2.98e-05, 1.27e-04, 1.78e-06, 1.22e-06, 9.57e-07, 8.49e-07, 3.92e-08, 0.00e+00, 2.58e-07, 3.44e-07] []
63200 [3.34e-06, 4.02e-06, 5.67e-06, 5.67e-06, 3.78e-06, 3.12e-07, 1.15e-06, 1.11e-06, 1.30e-05, 3.24e-07, 1.59e-05, 8.64e-06, 1.92e-05, 2.16e-06, 5.92e-08, 1.94e-08, 1.77e-07, 8.53e-08, 0.00e+00, 1.92e-06, 1.90e-06, 1.04e-05] [3.34e-06, 4.02e-06, 5.67e-06, 5.67e-06, 3.78e-06, 3.12e-07, 1.15e-06, 1.11e-06, 1.30e-05, 3.24e-07, 1.59e-05, 8.64e-06, 1.92e-05, 2.16e-06, 5.92e-08, 1.94e-08, 1.77e-07, 8.53e-08, 0.00e+00, 1.92e-06, 1.90e-06, 1.04e-05] []
63300 [3.21e-06, 3.92e-06, 5.52e-06, 5.36e-06, 3.93e-06, 3.05e-07, 1.19e-06, 9.35e-07, 6.70e-07, 1.31e-08, 2.87e-06, 2.55e-06, 2.63e-06, 1.06e-07, 3.77e-08, 6.05e-10, 1.25e-10, 1.45e-10, 0.00e+00, 0.00e+00, 1.46e-06, 1.56e-06] [3.21e-06, 3.92e-06, 5.52e-06, 5.36e-06, 3.93e-06, 3.05e-07, 1.19e-06, 9.35e-07, 6.70e-07, 1.31e-08, 2.87e-06, 2.55e-06, 2.63e-06, 1.06e-07, 3.77e-08, 6.05e-10, 1.25e-10, 1.45e-10, 0.00e+00, 0.00e+00, 1.46e-06, 1.56e-06] []
63400 [4.10e-06, 3.96e-06, 5.76e-06, 5.68e-06, 4.20e-06, 3.68e-07, 1.11e-06, 3.24e-08, 2.41e-06, 1.59e-06, 4.74e-06, 6.51e-06, 2.82e-06, 1.37e-05, 4.06e-07, 8.92e-08, 8.00e-08, 5.60e-08, 0.00e+00, 2.10e-07, 6.33e-08, 1.23e-06] [4.10e-06, 3.96e-06, 5.76e-06, 5.68e-06, 4.20e-06, 3.68e-07, 1.11e-06, 3.24e-08, 2.41e-06, 1.59e-06, 4.74e-06, 6.51e-06, 2.82e-06, 1.37e-05, 4.06e-07, 8.92e-08, 8.00e-08, 5.60e-08, 0.00e+00, 2.10e-07, 6.33e-08, 1.23e-06] []
63500 [2.62e-05, 4.82e-06, 7.47e-06, 6.31e-06, 5.09e-06, 1.09e-06, 2.35e-06, 1.59e-04, 1.20e-06, 7.33e-05, 6.46e-05, 2.25e-04, 2.26e-04, 1.37e-03, 2.42e-05, 2.45e-05, 6.75e-06, 6.39e-06, 2.96e-05, 1.94e-08, 1.37e-04, 8.34e-08] [2.62e-05, 4.82e-06, 7.47e-06, 6.31e-06, 5.09e-06, 1.09e-06, 2.35e-06, 1.59e-04, 1.20e-06, 7.33e-05, 6.46e-05, 2.25e-04, 2.26e-04, 1.37e-03, 2.42e-05, 2.45e-05, 6.75e-06, 6.39e-06, 2.96e-05, 1.94e-08, 1.37e-04, 8.34e-08] []
63600 [1.89e-05, 4.40e-06, 6.52e-06, 5.63e-06, 4.43e-06, 8.82e-07, 2.08e-06, 8.75e-05, 7.86e-06, 4.11e-05, 4.18e-05, 1.53e-04, 1.96e-04, 9.35e-04, 1.53e-05, 1.51e-05, 4.95e-06, 4.84e-06, 1.51e-05, 4.90e-07, 7.26e-05, 3.06e-06] [1.89e-05, 4.40e-06, 6.52e-06, 5.63e-06, 4.43e-06, 8.82e-07, 2.08e-06, 8.75e-05, 7.86e-06, 4.11e-05, 4.18e-05, 1.53e-04, 1.96e-04, 9.35e-04, 1.53e-05, 1.51e-05, 4.95e-06, 4.84e-06, 1.51e-05, 4.90e-07, 7.26e-05, 3.06e-06] []
63700 [4.66e-06, 3.86e-06, 5.86e-06, 5.20e-06, 4.12e-06, 4.45e-07, 1.35e-06, 6.00e-06, 2.72e-06, 5.66e-07, 7.80e-06, 8.56e-06, 2.93e-05, 4.29e-05, 5.05e-07, 3.12e-07, 2.82e-07, 3.35e-07, 8.04e-07, 2.77e-07, 4.78e-06, 1.82e-06] [4.66e-06, 3.86e-06, 5.86e-06, 5.20e-06, 4.12e-06, 4.45e-07, 1.35e-06, 6.00e-06, 2.72e-06, 5.66e-07, 7.80e-06, 8.56e-06, 2.93e-05, 4.29e-05, 5.05e-07, 3.12e-07, 2.82e-07, 3.35e-07, 8.04e-07, 2.77e-07, 4.78e-06, 1.82e-06] []
63800 [3.43e-06, 3.72e-06, 5.77e-06, 4.87e-06, 4.28e-06, 4.56e-07, 1.37e-06, 1.01e-05, 5.59e-06, 3.65e-07, 5.88e-06, 4.54e-06, 1.64e-05, 1.66e-05, 8.82e-08, 5.75e-08, 2.11e-07, 2.26e-07, 9.12e-07, 0.00e+00, 5.63e-06, 4.18e-06] [3.43e-06, 3.72e-06, 5.77e-06, 4.87e-06, 4.28e-06, 4.56e-07, 1.37e-06, 1.01e-05, 5.59e-06, 3.65e-07, 5.88e-06, 4.54e-06, 1.64e-05, 1.66e-05, 8.82e-08, 5.75e-08, 2.11e-07, 2.26e-07, 9.12e-07, 0.00e+00, 5.63e-06, 4.18e-06] []
63900 [5.62e-06, 3.64e-06, 5.60e-06, 4.47e-06, 3.92e-06, 4.47e-07, 1.65e-06, 4.87e-07, 7.68e-06, 1.35e-06, 5.09e-05, 3.67e-05, 1.68e-04, 1.45e-04, 1.16e-06, 9.76e-07, 1.70e-06, 1.52e-06, 7.72e-08, 1.30e-06, 4.96e-07, 8.25e-06] [5.62e-06, 3.64e-06, 5.60e-06, 4.47e-06, 3.92e-06, 4.47e-07, 1.65e-06, 4.87e-07, 7.68e-06, 1.35e-06, 5.09e-05, 3.67e-05, 1.68e-04, 1.45e-04, 1.16e-06, 9.76e-07, 1.70e-06, 1.52e-06, 7.72e-08, 1.30e-06, 4.96e-07, 8.25e-06] []
64000 [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05] [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.985878 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
64000 [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05] [6.58e-06, 3.73e-06, 5.47e-06, 4.77e-06, 3.96e-06, 5.55e-07, 1.76e-06, 2.20e-05, 1.24e-05, 5.95e-06, 7.05e-06, 2.02e-05, 3.68e-05, 1.30e-04, 1.90e-06, 1.47e-06, 9.27e-07, 8.45e-07, 3.15e-06, 0.00e+00, 1.76e-05, 2.03e-05] []
64100 [3.13e-06, 3.51e-06, 5.52e-06, 4.40e-06, 4.36e-06, 4.46e-07, 1.68e-06, 6.13e-07, 1.96e-07, 4.35e-07, 1.00e-06, 2.22e-06, 1.29e-06, 6.69e-06, 1.85e-07, 1.06e-07, 3.12e-08, 2.01e-08, 1.81e-11, 5.27e-08, 7.23e-07, 2.38e-07] [3.13e-06, 3.51e-06, 5.52e-06, 4.40e-06, 4.36e-06, 4.46e-07, 1.68e-06, 6.13e-07, 1.96e-07, 4.35e-07, 1.00e-06, 2.22e-06, 1.29e-06, 6.69e-06, 1.85e-07, 1.06e-07, 3.12e-08, 2.01e-08, 1.81e-11, 5.27e-08, 7.23e-07, 2.38e-07] []
64200 [6.93e-06, 3.50e-06, 5.52e-06, 4.21e-06, 3.92e-06, 6.01e-07, 2.04e-06, 4.08e-09, 8.47e-07, 6.31e-06, 2.72e-05, 3.26e-05, 1.28e-04, 2.36e-04, 2.01e-06, 1.98e-06, 1.59e-06, 1.57e-06, 8.73e-09, 1.23e-07, 1.04e-07, 7.27e-07] [6.93e-06, 3.50e-06, 5.52e-06, 4.21e-06, 3.92e-06, 6.01e-07, 2.04e-06, 4.08e-09, 8.47e-07, 6.31e-06, 2.72e-05, 3.26e-05, 1.28e-04, 2.36e-04, 2.01e-06, 1.98e-06, 1.59e-06, 1.57e-06, 8.73e-09, 1.23e-07, 1.04e-07, 7.27e-07] []
64300 [1.43e-05, 3.69e-06, 7.60e-06, 5.98e-06, 5.04e-06, 1.24e-06, 3.62e-06, 1.52e-06, 1.48e-06, 8.46e-05, 1.33e-04, 5.20e-04, 6.72e-05, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.74e-07, 6.55e-07] [1.43e-05, 3.69e-06, 7.60e-06, 5.98e-06, 5.04e-06, 1.24e-06, 3.62e-06, 1.52e-06, 1.48e-06, 8.46e-05, 1.33e-04, 5.20e-04, 6.72e-05, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.74e-07, 6.55e-07] []
64400 [2.53e-06, 3.23e-06, 5.60e-06, 4.31e-06, 4.60e-06, 5.71e-07, 1.91e-06, 9.33e-06, 7.35e-06, 3.96e-06, 3.42e-06, 1.56e-05, 1.87e-05, 8.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 1.24e-05, 7.64e-06] [2.53e-06, 3.23e-06, 5.60e-06, 4.31e-06, 4.60e-06, 5.71e-07, 1.91e-06, 9.33e-06, 7.35e-06, 3.96e-06, 3.42e-06, 1.56e-05, 1.87e-05, 8.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 1.24e-05, 7.64e-06] []
64500 [4.14e-06, 3.38e-06, 5.54e-06, 4.15e-06, 4.02e-06, 5.32e-07, 1.98e-06, 1.77e-08, 5.71e-10, 5.58e-07, 4.25e-05, 2.80e-05, 1.31e-04, 9.26e-05, 8.21e-07, 5.94e-07, 1.03e-06, 1.09e-06, 6.14e-09, 1.62e-08, 3.34e-08, 8.84e-08] [4.14e-06, 3.38e-06, 5.54e-06, 4.15e-06, 4.02e-06, 5.32e-07, 1.98e-06, 1.77e-08, 5.71e-10, 5.58e-07, 4.25e-05, 2.80e-05, 1.31e-04, 9.26e-05, 8.21e-07, 5.94e-07, 1.03e-06, 1.09e-06, 6.14e-09, 1.62e-08, 3.34e-08, 8.84e-08] []
64600 [3.18e-06, 3.39e-06, 5.57e-06, 4.18e-06, 3.81e-06, 5.24e-07, 1.91e-06, 6.76e-05, 8.20e-05, 1.89e-06, 4.48e-05, 3.66e-05, 8.01e-05, 2.03e-06, 0.00e+00, 1.40e-08, 3.23e-07, 9.88e-08, 0.00e+00, 0.00e+00, 7.35e-05, 1.00e-04] [3.18e-06, 3.39e-06, 5.57e-06, 4.18e-06, 3.81e-06, 5.24e-07, 1.91e-06, 6.76e-05, 8.20e-05, 1.89e-06, 4.48e-05, 3.66e-05, 8.01e-05, 2.03e-06, 0.00e+00, 1.40e-08, 3.23e-07, 9.88e-08, 0.00e+00, 0.00e+00, 7.35e-05, 1.00e-04] []
64700 [2.36e-06, 3.25e-06, 5.58e-06, 4.18e-06, 4.65e-06, 5.63e-07, 1.91e-06, 1.75e-06, 2.05e-06, 8.05e-08, 2.18e-05, 1.38e-05, 4.13e-05, 7.71e-06, 1.30e-07, 6.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-06, 2.14e-06] [2.36e-06, 3.25e-06, 5.58e-06, 4.18e-06, 4.65e-06, 5.63e-07, 1.91e-06, 1.75e-06, 2.05e-06, 8.05e-08, 2.18e-05, 1.38e-05, 4.13e-05, 7.71e-06, 1.30e-07, 6.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-06, 2.14e-06] []
64800 [2.10e-06, 3.22e-06, 5.62e-06, 4.06e-06, 4.53e-06, 4.81e-07, 1.88e-06, 6.89e-08, 1.78e-06, 6.16e-08, 3.75e-07, 1.42e-06, 3.98e-07, 1.43e-06, 3.07e-09, 7.45e-09, 1.38e-09, 6.38e-11, 1.19e-08, 0.00e+00, 5.23e-08, 1.85e-06] [2.10e-06, 3.22e-06, 5.62e-06, 4.06e-06, 4.53e-06, 4.81e-07, 1.88e-06, 6.89e-08, 1.78e-06, 6.16e-08, 3.75e-07, 1.42e-06, 3.98e-07, 1.43e-06, 3.07e-09, 7.45e-09, 1.38e-09, 6.38e-11, 1.19e-08, 0.00e+00, 5.23e-08, 1.85e-06] []
64900 [7.31e-05, 1.18e-05, 1.84e-05, 9.24e-06, 1.38e-05, 2.18e-06, 6.00e-06, 4.95e-05, 7.00e-05, 2.11e-04, 3.28e-04, 1.34e-03, 1.45e-03, 8.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-06, 0.00e+00, 4.28e-05, 3.05e-05] [7.31e-05, 1.18e-05, 1.84e-05, 9.24e-06, 1.38e-05, 2.18e-06, 6.00e-06, 4.95e-05, 7.00e-05, 2.11e-04, 3.28e-04, 1.34e-03, 1.45e-03, 8.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.78e-06, 0.00e+00, 4.28e-05, 3.05e-05] []
65000 [2.74e-05, 5.67e-06, 9.52e-06, 1.51e-06, 3.16e-06, 1.04e-06, 2.06e-06, 8.55e-09, 1.18e-07, 3.59e-06, 2.05e-05, 5.75e-04, 6.44e-04, 5.10e-06, 1.04e-07, 1.61e-07, 2.76e-08, 4.64e-08, 0.00e+00, 6.43e-10, 1.91e-06, 1.05e-06] [2.74e-05, 5.67e-06, 9.52e-06, 1.51e-06, 3.16e-06, 1.04e-06, 2.06e-06, 8.55e-09, 1.18e-07, 3.59e-06, 2.05e-05, 5.75e-04, 6.44e-04, 5.10e-06, 1.04e-07, 1.61e-07, 2.76e-08, 4.64e-08, 0.00e+00, 6.43e-10, 1.91e-06, 1.05e-06] []
65100 [1.36e-05, 4.17e-06, 3.93e-06, 2.33e-06, 5.85e-06, 3.86e-07, 1.87e-06, 2.16e-07, 2.05e-08, 1.51e-05, 8.86e-05, 2.42e-04, 1.86e-04, 9.35e-06, 1.27e-07, 1.80e-07, 4.62e-09, 1.99e-07, 2.36e-09, 0.00e+00, 5.49e-07, 5.33e-06] [1.36e-05, 4.17e-06, 3.93e-06, 2.33e-06, 5.85e-06, 3.86e-07, 1.87e-06, 2.16e-07, 2.05e-08, 1.51e-05, 8.86e-05, 2.42e-04, 1.86e-04, 9.35e-06, 1.27e-07, 1.80e-07, 4.62e-09, 1.99e-07, 2.36e-09, 0.00e+00, 5.49e-07, 5.33e-06] []
65200 [1.26e-05, 2.97e-06, 3.89e-06, 2.05e-06, 5.12e-06, 3.38e-07, 1.52e-06, 1.01e-06, 4.44e-07, 6.53e-06, 8.07e-05, 1.98e-04, 1.39e-04, 5.70e-06, 2.41e-08, 2.75e-08, 1.27e-07, 2.09e-07, 0.00e+00, 2.55e-09, 8.40e-06, 6.03e-06] [1.26e-05, 2.97e-06, 3.89e-06, 2.05e-06, 5.12e-06, 3.38e-07, 1.52e-06, 1.01e-06, 4.44e-07, 6.53e-06, 8.07e-05, 1.98e-04, 1.39e-04, 5.70e-06, 2.41e-08, 2.75e-08, 1.27e-07, 2.09e-07, 0.00e+00, 2.55e-09, 8.40e-06, 6.03e-06] []
65300 [1.09e-05, 2.72e-06, 4.26e-06, 2.21e-06, 4.05e-06, 2.85e-07, 1.76e-06, 4.58e-07, 7.18e-07, 2.78e-06, 5.05e-05, 1.55e-04, 9.36e-05, 1.62e-06, 2.69e-07, 1.21e-06, 2.59e-07, 4.36e-07, 3.19e-09, 4.80e-07, 1.60e-06, 2.93e-06] [1.09e-05, 2.72e-06, 4.26e-06, 2.21e-06, 4.05e-06, 2.85e-07, 1.76e-06, 4.58e-07, 7.18e-07, 2.78e-06, 5.05e-05, 1.55e-04, 9.36e-05, 1.62e-06, 2.69e-07, 1.21e-06, 2.59e-07, 4.36e-07, 3.19e-09, 4.80e-07, 1.60e-06, 2.93e-06] []
65400 [9.54e-06, 2.58e-06, 4.75e-06, 2.60e-06, 3.20e-06, 3.66e-07, 1.97e-06, 4.21e-09, 5.08e-08, 2.48e-07, 3.18e-05, 1.27e-04, 7.32e-05, 5.20e-07, 3.38e-07, 2.92e-06, 5.29e-07, 4.26e-07, 7.33e-09, 3.36e-08, 4.08e-08, 3.36e-07] [9.54e-06, 2.58e-06, 4.75e-06, 2.60e-06, 3.20e-06, 3.66e-07, 1.97e-06, 4.21e-09, 5.08e-08, 2.48e-07, 3.18e-05, 1.27e-04, 7.32e-05, 5.20e-07, 3.38e-07, 2.92e-06, 5.29e-07, 4.26e-07, 7.33e-09, 3.36e-08, 4.08e-08, 3.36e-07] []
65500 [8.03e-06, 2.65e-06, 4.13e-06, 2.79e-06, 2.77e-06, 4.30e-07, 2.23e-06, 1.13e-09, 7.90e-08, 2.86e-08, 2.61e-05, 1.09e-04, 6.30e-05, 2.36e-07, 2.85e-07, 2.46e-06, 4.91e-07, 5.12e-07, 3.96e-09, 2.53e-08, 3.22e-08, 1.62e-07] [8.03e-06, 2.65e-06, 4.13e-06, 2.79e-06, 2.77e-06, 4.30e-07, 2.23e-06, 1.13e-09, 7.90e-08, 2.86e-08, 2.61e-05, 1.09e-04, 6.30e-05, 2.36e-07, 2.85e-07, 2.46e-06, 4.91e-07, 5.12e-07, 3.96e-09, 2.53e-08, 3.22e-08, 1.62e-07] []
65600 [7.17e-06, 2.60e-06, 2.97e-06, 3.00e-06, 2.26e-06, 5.25e-07, 2.55e-06, 1.42e-08, 9.27e-09, 5.07e-08, 2.92e-05, 9.84e-05, 5.73e-05, 2.61e-06, 4.89e-07, 1.29e-06, 5.11e-07, 6.39e-07, 1.70e-09, 9.33e-08, 2.52e-08, 4.18e-07] [7.17e-06, 2.60e-06, 2.97e-06, 3.00e-06, 2.26e-06, 5.25e-07, 2.55e-06, 1.42e-08, 9.27e-09, 5.07e-08, 2.92e-05, 9.84e-05, 5.73e-05, 2.61e-06, 4.89e-07, 1.29e-06, 5.11e-07, 6.39e-07, 1.70e-09, 9.33e-08, 2.52e-08, 4.18e-07] []
65700 [5.97e-06, 2.60e-06, 2.84e-06, 3.24e-06, 2.38e-06, 6.17e-07, 2.86e-06, 1.45e-09, 8.49e-09, 2.54e-09, 2.47e-05, 8.94e-05, 5.25e-05, 1.25e-07, 2.51e-07, 8.10e-07, 3.06e-07, 4.15e-07, 2.73e-09, 4.30e-08, 3.06e-08, 2.77e-07] [5.97e-06, 2.60e-06, 2.84e-06, 3.24e-06, 2.38e-06, 6.17e-07, 2.86e-06, 1.45e-09, 8.49e-09, 2.54e-09, 2.47e-05, 8.94e-05, 5.25e-05, 1.25e-07, 2.51e-07, 8.10e-07, 3.06e-07, 4.15e-07, 2.73e-09, 4.30e-08, 3.06e-08, 2.77e-07] []
65800 [6.05e-06, 2.74e-06, 3.15e-06, 3.45e-06, 1.70e-06, 7.09e-07, 3.00e-06, 1.90e-08, 6.63e-06, 3.53e-08, 2.18e-05, 8.24e-05, 5.50e-05, 7.81e-07, 1.78e-07, 9.24e-07, 3.79e-07, 2.99e-07, 3.06e-08, 1.45e-06, 1.63e-07, 9.05e-06] [6.05e-06, 2.74e-06, 3.15e-06, 3.45e-06, 1.70e-06, 7.09e-07, 3.00e-06, 1.90e-08, 6.63e-06, 3.53e-08, 2.18e-05, 8.24e-05, 5.50e-05, 7.81e-07, 1.78e-07, 9.24e-07, 3.79e-07, 2.99e-07, 3.06e-08, 1.45e-06, 1.63e-07, 9.05e-06] []
65900 [8.05e-06, 2.80e-06, 3.17e-06, 3.52e-06, 2.21e-06, 7.36e-07, 3.05e-06, 1.54e-08, 3.02e-06, 2.58e-06, 6.60e-05, 1.00e-04, 1.69e-04, 1.70e-04, 2.66e-06, 2.08e-06, 2.42e-06, 2.56e-06, 5.57e-09, 4.59e-07, 4.49e-08, 2.82e-06] [8.05e-06, 2.80e-06, 3.17e-06, 3.52e-06, 2.21e-06, 7.36e-07, 3.05e-06, 1.54e-08, 3.02e-06, 2.58e-06, 6.60e-05, 1.00e-04, 1.69e-04, 1.70e-04, 2.66e-06, 2.08e-06, 2.42e-06, 2.56e-06, 5.57e-09, 4.59e-07, 4.49e-08, 2.82e-06] []
66000 [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06] [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 40.125263 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
66000 [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06] [7.39e-06, 2.88e-06, 3.23e-06, 3.84e-06, 1.79e-06, 8.21e-07, 3.30e-06, 1.26e-09, 6.54e-07, 2.03e-06, 3.85e-05, 8.40e-05, 1.10e-04, 1.07e-04, 2.20e-06, 1.37e-06, 1.24e-06, 1.48e-06, 4.50e-09, 2.27e-07, 2.91e-08, 1.30e-06] []
66100 [4.48e-06, 2.98e-06, 3.47e-06, 4.05e-06, 1.72e-06, 8.47e-07, 3.25e-06, 1.20e-08, 2.60e-05, 2.26e-08, 1.06e-05, 6.76e-05, 4.78e-05, 1.79e-07, 9.52e-08, 1.57e-07, 1.56e-07, 2.68e-08, 8.35e-10, 0.00e+00, 5.18e-08, 3.10e-05] [4.48e-06, 2.98e-06, 3.47e-06, 4.05e-06, 1.72e-06, 8.47e-07, 3.25e-06, 1.20e-08, 2.60e-05, 2.26e-08, 1.06e-05, 6.76e-05, 4.78e-05, 1.79e-07, 9.52e-08, 1.57e-07, 1.56e-07, 2.68e-08, 8.35e-10, 0.00e+00, 5.18e-08, 3.10e-05] []
66200 [4.91e-06, 3.07e-06, 3.74e-06, 4.28e-06, 1.45e-06, 8.28e-07, 3.17e-06, 1.34e-08, 3.60e-06, 1.10e-08, 1.05e-05, 5.65e-05, 4.63e-05, 1.31e-06, 8.44e-08, 6.33e-08, 2.38e-07, 5.14e-08, 7.68e-09, 8.22e-10, 4.82e-08, 3.20e-06] [4.91e-06, 3.07e-06, 3.74e-06, 4.28e-06, 1.45e-06, 8.28e-07, 3.17e-06, 1.34e-08, 3.60e-06, 1.10e-08, 1.05e-05, 5.65e-05, 4.63e-05, 1.31e-06, 8.44e-08, 6.33e-08, 2.38e-07, 5.14e-08, 7.68e-09, 8.22e-10, 4.82e-08, 3.20e-06] []
66300 [7.18e-06, 3.47e-06, 4.53e-06, 4.85e-06, 1.53e-06, 8.22e-07, 2.99e-06, 6.91e-10, 8.73e-09, 1.62e-06, 3.21e-05, 5.46e-05, 9.68e-05, 8.85e-05, 1.53e-06, 8.16e-07, 1.34e-06, 1.25e-06, 8.73e-09, 1.17e-07, 4.54e-08, 5.06e-07] [7.18e-06, 3.47e-06, 4.53e-06, 4.85e-06, 1.53e-06, 8.22e-07, 2.99e-06, 6.91e-10, 8.73e-09, 1.62e-06, 3.21e-05, 5.46e-05, 9.68e-05, 8.85e-05, 1.53e-06, 8.16e-07, 1.34e-06, 1.25e-06, 8.73e-09, 1.17e-07, 4.54e-08, 5.06e-07] []
66400 [1.51e-05, 4.47e-06, 6.09e-06, 5.87e-06, 1.78e-06, 9.29e-07, 3.04e-06, 9.23e-11, 1.92e-05, 1.63e-05, 3.76e-05, 8.73e-05, 9.51e-05, 3.89e-04, 6.61e-06, 4.96e-06, 2.44e-06, 3.02e-06, 2.24e-08, 0.00e+00, 2.32e-07, 2.58e-05] [1.51e-05, 4.47e-06, 6.09e-06, 5.87e-06, 1.78e-06, 9.29e-07, 3.04e-06, 9.23e-11, 1.92e-05, 1.63e-05, 3.76e-05, 8.73e-05, 9.51e-05, 3.89e-04, 6.61e-06, 4.96e-06, 2.44e-06, 3.02e-06, 2.24e-08, 0.00e+00, 2.32e-07, 2.58e-05] []
66500 [1.49e-05, 4.67e-06, 6.29e-06, 6.30e-06, 2.87e-06, 6.74e-07, 2.42e-06, 3.55e-08, 4.27e-06, 1.24e-05, 1.11e-04, 1.11e-04, 3.29e-04, 5.48e-04, 6.92e-06, 5.71e-06, 5.12e-06, 5.22e-06, 4.00e-08, 1.00e-06, 1.51e-07, 4.55e-06] [1.49e-05, 4.67e-06, 6.29e-06, 6.30e-06, 2.87e-06, 6.74e-07, 2.42e-06, 3.55e-08, 4.27e-06, 1.24e-05, 1.11e-04, 1.11e-04, 3.29e-04, 5.48e-04, 6.92e-06, 5.71e-06, 5.12e-06, 5.22e-06, 4.00e-08, 1.00e-06, 1.51e-07, 4.55e-06] []
66600 [1.21e-05, 4.79e-06, 6.62e-06, 5.99e-06, 3.26e-06, 5.29e-07, 2.00e-06, 1.59e-08, 2.03e-08, 6.52e-06, 5.95e-05, 6.00e-05, 1.60e-04, 3.10e-04, 3.90e-06, 2.77e-06, 2.57e-06, 2.45e-06, 2.02e-08, 1.37e-07, 1.22e-07, 1.86e-06] [1.21e-05, 4.79e-06, 6.62e-06, 5.99e-06, 3.26e-06, 5.29e-07, 2.00e-06, 1.59e-08, 2.03e-08, 6.52e-06, 5.95e-05, 6.00e-05, 1.60e-04, 3.10e-04, 3.90e-06, 2.77e-06, 2.57e-06, 2.45e-06, 2.02e-08, 1.37e-07, 1.22e-07, 1.86e-06] []
66700 [2.05e-05, 2.58e-06, 4.97e-06, 1.18e-06, 2.87e-06, 1.82e-06, 6.83e-06, 1.12e-06, 1.41e-08, 8.05e-06, 6.93e-05, 4.56e-04, 4.74e-04, 6.20e-05, 4.58e-07, 4.19e-08, 0.00e+00, 0.00e+00, 6.05e-08, 6.90e-08, 2.44e-07, 6.36e-07] [2.05e-05, 2.58e-06, 4.97e-06, 1.18e-06, 2.87e-06, 1.82e-06, 6.83e-06, 1.12e-06, 1.41e-08, 8.05e-06, 6.93e-05, 4.56e-04, 4.74e-04, 6.20e-05, 4.58e-07, 4.19e-08, 0.00e+00, 0.00e+00, 6.05e-08, 6.90e-08, 2.44e-07, 6.36e-07] []
66800 [4.65e-06, 2.18e-06, 2.77e-06, 3.77e-06, 2.29e-06, 1.25e-06, 4.48e-06, 4.97e-07, 1.58e-08, 1.12e-07, 3.13e-05, 8.07e-05, 4.59e-05, 2.30e-07, 2.89e-07, 1.84e-07, 4.46e-07, 3.53e-07, 4.11e-09, 6.28e-08, 1.01e-06, 4.07e-07] [4.65e-06, 2.18e-06, 2.77e-06, 3.77e-06, 2.29e-06, 1.25e-06, 4.48e-06, 4.97e-07, 1.58e-08, 1.12e-07, 3.13e-05, 8.07e-05, 4.59e-05, 2.30e-07, 2.89e-07, 1.84e-07, 4.46e-07, 3.53e-07, 4.11e-09, 6.28e-08, 1.01e-06, 4.07e-07] []
66900 [9.30e-06, 3.05e-06, 4.27e-06, 3.88e-06, 1.47e-06, 1.24e-06, 3.55e-06, 7.49e-09, 5.58e-07, 3.01e-06, 2.77e-05, 9.34e-05, 7.69e-05, 1.62e-04, 1.89e-06, 1.55e-06, 1.38e-06, 1.86e-06, 1.88e-09, 1.23e-07, 7.88e-08, 6.23e-07] [9.30e-06, 3.05e-06, 4.27e-06, 3.88e-06, 1.47e-06, 1.24e-06, 3.55e-06, 7.49e-09, 5.58e-07, 3.01e-06, 2.77e-05, 9.34e-05, 7.69e-05, 1.62e-04, 1.89e-06, 1.55e-06, 1.38e-06, 1.86e-06, 1.88e-09, 1.23e-07, 7.88e-08, 6.23e-07] []
67000 [4.36e-06, 2.74e-06, 4.47e-06, 4.28e-06, 2.12e-06, 1.14e-06, 3.56e-06, 4.36e-12, 2.04e-08, 4.39e-08, 1.30e-05, 5.49e-05, 4.04e-05, 7.91e-08, 1.62e-07, 9.16e-08, 3.29e-07, 2.75e-07, 5.37e-10, 1.12e-08, 2.17e-08, 2.47e-07] [4.36e-06, 2.74e-06, 4.47e-06, 4.28e-06, 2.12e-06, 1.14e-06, 3.56e-06, 4.36e-12, 2.04e-08, 4.39e-08, 1.30e-05, 5.49e-05, 4.04e-05, 7.91e-08, 1.62e-07, 9.16e-08, 3.29e-07, 2.75e-07, 5.37e-10, 1.12e-08, 2.17e-08, 2.47e-07] []
67100 [4.20e-06, 3.15e-06, 5.03e-06, 4.44e-06, 2.33e-06, 1.06e-06, 3.35e-06, 1.46e-11, 2.91e-09, 7.77e-09, 8.02e-06, 4.25e-05, 3.75e-05, 1.60e-07, 1.13e-07, 2.56e-08, 3.84e-07, 3.42e-07, 2.15e-09, 1.86e-08, 5.21e-08, 5.47e-07] [4.20e-06, 3.15e-06, 5.03e-06, 4.44e-06, 2.33e-06, 1.06e-06, 3.35e-06, 1.46e-11, 2.91e-09, 7.77e-09, 8.02e-06, 4.25e-05, 3.75e-05, 1.60e-07, 1.13e-07, 2.56e-08, 3.84e-07, 3.42e-07, 2.15e-09, 1.86e-08, 5.21e-08, 5.47e-07] []
67200 [6.22e-06, 4.41e-06, 6.81e-06, 5.13e-06, 4.26e-06, 7.29e-07, 2.53e-06, 1.84e-08, 2.24e-06, 6.78e-08, 8.70e-06, 2.46e-05, 2.28e-05, 5.68e-08, 8.48e-08, 2.51e-08, 3.47e-07, 2.78e-07, 5.82e-08, 4.88e-08, 2.45e-07, 4.39e-06] [6.22e-06, 4.41e-06, 6.81e-06, 5.13e-06, 4.26e-06, 7.29e-07, 2.53e-06, 1.84e-08, 2.24e-06, 6.78e-08, 8.70e-06, 2.46e-05, 2.28e-05, 5.68e-08, 8.48e-08, 2.51e-08, 3.47e-07, 2.78e-07, 5.82e-08, 4.88e-08, 2.45e-07, 4.39e-06] []
67300 [6.14e-06, 4.82e-06, 7.64e-06, 5.26e-06, 5.23e-06, 5.75e-07, 2.30e-06, 1.64e-10, 1.15e-08, 3.17e-08, 6.77e-06, 1.98e-05, 1.49e-05, 6.36e-08, 7.84e-08, 1.82e-08, 3.50e-07, 2.94e-07, 2.58e-08, 1.81e-07, 1.68e-07, 1.46e-06] [6.14e-06, 4.82e-06, 7.64e-06, 5.26e-06, 5.23e-06, 5.75e-07, 2.30e-06, 1.64e-10, 1.15e-08, 3.17e-08, 6.77e-06, 1.98e-05, 1.49e-05, 6.36e-08, 7.84e-08, 1.82e-08, 3.50e-07, 2.94e-07, 2.58e-08, 1.81e-07, 1.68e-07, 1.46e-06] []
67400 [1.40e-05, 5.31e-06, 8.65e-06, 5.10e-06, 5.38e-06, 4.13e-07, 2.03e-06, 1.18e-08, 3.05e-08, 4.14e-05, 3.90e-05, 9.69e-05, 4.33e-05, 3.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-08, 2.58e-07, 3.40e-07, 2.54e-06] [1.40e-05, 5.31e-06, 8.65e-06, 5.10e-06, 5.38e-06, 4.13e-07, 2.03e-06, 1.18e-08, 3.05e-08, 4.14e-05, 3.90e-05, 9.69e-05, 4.33e-05, 3.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-08, 2.58e-07, 3.40e-07, 2.54e-06] []
67500 [6.50e-06, 4.52e-06, 7.57e-06, 4.53e-06, 5.03e-06, 2.62e-07, 1.63e-06, 4.42e-10, 1.87e-08, 9.64e-09, 6.18e-06, 1.04e-05, 4.94e-06, 1.10e-07, 9.10e-08, 5.41e-08, 1.61e-07, 1.61e-07, 1.41e-08, 9.55e-08, 1.65e-07, 1.27e-06] [6.50e-06, 4.52e-06, 7.57e-06, 4.53e-06, 5.03e-06, 2.62e-07, 1.63e-06, 4.42e-10, 1.87e-08, 9.64e-09, 6.18e-06, 1.04e-05, 4.94e-06, 1.10e-07, 9.10e-08, 5.41e-08, 1.61e-07, 1.61e-07, 1.41e-08, 9.55e-08, 1.65e-07, 1.27e-06] []
67600 [5.83e-06, 4.28e-06, 7.30e-06, 4.49e-06, 4.86e-06, 2.53e-07, 1.63e-06, 6.00e-09, 5.42e-08, 5.39e-09, 4.65e-06, 7.69e-06, 4.18e-06, 5.52e-08, 6.09e-08, 3.90e-08, 1.22e-07, 1.13e-07, 9.83e-09, 1.05e-07, 1.22e-07, 8.65e-07] [5.83e-06, 4.28e-06, 7.30e-06, 4.49e-06, 4.86e-06, 2.53e-07, 1.63e-06, 6.00e-09, 5.42e-08, 5.39e-09, 4.65e-06, 7.69e-06, 4.18e-06, 5.52e-08, 6.09e-08, 3.90e-08, 1.22e-07, 1.13e-07, 9.83e-09, 1.05e-07, 1.22e-07, 8.65e-07] []
67700 [6.83e-06, 3.63e-06, 6.49e-06, 4.03e-06, 4.36e-06, 2.96e-07, 1.57e-06, 6.01e-08, 4.81e-07, 1.24e-06, 1.89e-05, 2.06e-05, 1.27e-05, 3.58e-06, 8.18e-07, 6.15e-07, 1.50e-07, 1.92e-07, 1.53e-08, 7.83e-10, 1.49e-07, 1.45e-06] [6.83e-06, 3.63e-06, 6.49e-06, 4.03e-06, 4.36e-06, 2.96e-07, 1.57e-06, 6.01e-08, 4.81e-07, 1.24e-06, 1.89e-05, 2.06e-05, 1.27e-05, 3.58e-06, 8.18e-07, 6.15e-07, 1.50e-07, 1.92e-07, 1.53e-08, 7.83e-10, 1.49e-07, 1.45e-06] []
67800 [4.85e-06, 3.93e-06, 6.97e-06, 4.41e-06, 4.91e-06, 2.41e-07, 1.56e-06, 9.05e-09, 4.65e-07, 9.09e-10, 3.69e-06, 5.62e-06, 3.09e-06, 7.98e-08, 6.79e-08, 4.73e-08, 8.74e-08, 8.58e-08, 9.90e-09, 1.15e-07, 8.88e-08, 8.47e-07] [4.85e-06, 3.93e-06, 6.97e-06, 4.41e-06, 4.91e-06, 2.41e-07, 1.56e-06, 9.05e-09, 4.65e-07, 9.09e-10, 3.69e-06, 5.62e-06, 3.09e-06, 7.98e-08, 6.79e-08, 4.73e-08, 8.74e-08, 8.58e-08, 9.90e-09, 1.15e-07, 8.88e-08, 8.47e-07] []
67900 [7.80e-06, 4.18e-06, 7.73e-06, 4.53e-06, 4.53e-06, 4.17e-07, 1.84e-06, 2.29e-08, 2.90e-07, 1.21e-06, 4.62e-05, 2.82e-05, 1.24e-04, 8.83e-05, 2.08e-07, 2.93e-07, 1.08e-06, 1.16e-06, 2.24e-10, 2.05e-10, 3.51e-08, 3.87e-07] [7.80e-06, 4.18e-06, 7.73e-06, 4.53e-06, 4.53e-06, 4.17e-07, 1.84e-06, 2.29e-08, 2.90e-07, 1.21e-06, 4.62e-05, 2.82e-05, 1.24e-04, 8.83e-05, 2.08e-07, 2.93e-07, 1.08e-06, 1.16e-06, 2.24e-10, 2.05e-10, 3.51e-08, 3.87e-07] []
68000 [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07] [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 38.211590 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
68000 [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07] [3.88e-06, 3.72e-06, 6.84e-06, 4.35e-06, 4.88e-06, 2.54e-07, 1.60e-06, 4.44e-11, 1.10e-07, 7.14e-08, 3.06e-06, 5.34e-06, 4.07e-06, 3.40e-06, 1.30e-08, 1.41e-08, 1.68e-08, 9.83e-09, 3.27e-09, 4.19e-08, 3.66e-08, 3.64e-07] []
68100 [3.66e-06, 3.63e-06, 6.84e-06, 4.31e-06, 4.90e-06, 2.62e-07, 1.63e-06, 9.41e-09, 2.88e-08, 3.04e-07, 2.71e-06, 5.94e-06, 3.99e-06, 7.82e-06, 6.02e-10, 2.92e-09, 6.85e-09, 2.12e-09, 6.47e-09, 2.56e-08, 5.74e-08, 2.89e-07] [3.66e-06, 3.63e-06, 6.84e-06, 4.31e-06, 4.90e-06, 2.62e-07, 1.63e-06, 9.41e-09, 2.88e-08, 3.04e-07, 2.71e-06, 5.94e-06, 3.99e-06, 7.82e-06, 6.02e-10, 2.92e-09, 6.85e-09, 2.12e-09, 6.47e-09, 2.56e-08, 5.74e-08, 2.89e-07] []
68200 [3.94e-06, 3.57e-06, 6.69e-06, 4.30e-06, 4.96e-06, 2.96e-07, 1.68e-06, 4.86e-08, 4.12e-07, 1.79e-08, 4.42e-06, 5.85e-06, 7.29e-06, 2.94e-06, 4.52e-08, 3.65e-08, 4.49e-11, 0.00e+00, 1.21e-10, 1.13e-07, 1.40e-07, 7.03e-07] [3.94e-06, 3.57e-06, 6.69e-06, 4.30e-06, 4.96e-06, 2.96e-07, 1.68e-06, 4.86e-08, 4.12e-07, 1.79e-08, 4.42e-06, 5.85e-06, 7.29e-06, 2.94e-06, 4.52e-08, 3.65e-08, 4.49e-11, 0.00e+00, 1.21e-10, 1.13e-07, 1.40e-07, 7.03e-07] []
68300 [3.62e-06, 3.57e-06, 6.70e-06, 4.21e-06, 4.89e-06, 2.83e-07, 1.73e-06, 3.26e-09, 5.82e-08, 2.85e-07, 2.57e-06, 5.23e-06, 4.00e-06, 7.25e-06, 8.01e-10, 1.06e-08, 2.55e-10, 8.61e-12, 7.92e-10, 1.88e-08, 2.20e-08, 1.92e-07] [3.62e-06, 3.57e-06, 6.70e-06, 4.21e-06, 4.89e-06, 2.83e-07, 1.73e-06, 3.26e-09, 5.82e-08, 2.85e-07, 2.57e-06, 5.23e-06, 4.00e-06, 7.25e-06, 8.01e-10, 1.06e-08, 2.55e-10, 8.61e-12, 7.92e-10, 1.88e-08, 2.20e-08, 1.92e-07] []
68400 [4.53e-06, 3.65e-06, 7.10e-06, 4.43e-06, 5.44e-06, 2.84e-07, 1.76e-06, 5.90e-08, 1.75e-07, 4.12e-06, 2.99e-05, 3.84e-05, 1.19e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.21e-12, 3.44e-08, 1.02e-07, 2.58e-07] [4.53e-06, 3.65e-06, 7.10e-06, 4.43e-06, 5.44e-06, 2.84e-07, 1.76e-06, 5.90e-08, 1.75e-07, 4.12e-06, 2.99e-05, 3.84e-05, 1.19e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.21e-12, 3.44e-08, 1.02e-07, 2.58e-07] []
68500 [5.02e-06, 3.62e-06, 6.67e-06, 3.98e-06, 4.27e-06, 4.10e-07, 1.87e-06, 3.27e-05, 3.44e-05, 9.79e-07, 3.36e-05, 1.99e-05, 9.24e-05, 5.31e-05, 4.58e-07, 2.74e-07, 8.13e-07, 9.25e-07, 4.45e-06, 0.00e+00, 2.54e-05, 3.96e-05] [5.02e-06, 3.62e-06, 6.67e-06, 3.98e-06, 4.27e-06, 4.10e-07, 1.87e-06, 3.27e-05, 3.44e-05, 9.79e-07, 3.36e-05, 1.99e-05, 9.24e-05, 5.31e-05, 4.58e-07, 2.74e-07, 8.13e-07, 9.25e-07, 4.45e-06, 0.00e+00, 2.54e-05, 3.96e-05] []
68600 [3.95e-06, 3.45e-06, 6.46e-06, 4.03e-06, 4.67e-06, 3.33e-07, 1.88e-06, 8.08e-09, 7.15e-09, 2.93e-08, 2.65e-06, 3.35e-06, 2.50e-06, 4.56e-07, 3.36e-08, 4.15e-08, 6.32e-09, 4.72e-09, 2.44e-10, 8.08e-09, 3.20e-08, 1.18e-07] [3.95e-06, 3.45e-06, 6.46e-06, 4.03e-06, 4.67e-06, 3.33e-07, 1.88e-06, 8.08e-09, 7.15e-09, 2.93e-08, 2.65e-06, 3.35e-06, 2.50e-06, 4.56e-07, 3.36e-08, 4.15e-08, 6.32e-09, 4.72e-09, 2.44e-10, 8.08e-09, 3.20e-08, 1.18e-07] []
68700 [4.22e-06, 3.46e-06, 6.49e-06, 4.07e-06, 4.65e-06, 3.52e-07, 1.91e-06, 2.90e-08, 2.83e-07, 6.23e-07, 9.05e-06, 7.21e-06, 2.61e-05, 2.81e-05, 3.22e-07, 2.18e-07, 3.50e-07, 3.81e-07, 1.88e-10, 8.28e-11, 4.38e-08, 4.40e-07] [4.22e-06, 3.46e-06, 6.49e-06, 4.07e-06, 4.65e-06, 3.52e-07, 1.91e-06, 2.90e-08, 2.83e-07, 6.23e-07, 9.05e-06, 7.21e-06, 2.61e-05, 2.81e-05, 3.22e-07, 2.18e-07, 3.50e-07, 3.81e-07, 1.88e-10, 8.28e-11, 4.38e-08, 4.40e-07] []
68800 [7.18e-06, 3.79e-06, 7.01e-06, 4.31e-06, 4.67e-06, 4.52e-07, 2.06e-06, 1.01e-08, 3.14e-06, 1.99e-06, 3.49e-05, 3.41e-05, 3.11e-05, 1.30e-05, 1.12e-06, 1.28e-06, 5.57e-10, 1.46e-09, 2.22e-10, 3.48e-07, 2.52e-08, 2.25e-06] [7.18e-06, 3.79e-06, 7.01e-06, 4.31e-06, 4.67e-06, 4.52e-07, 2.06e-06, 1.01e-08, 3.14e-06, 1.99e-06, 3.49e-05, 3.41e-05, 3.11e-05, 1.30e-05, 1.12e-06, 1.28e-06, 5.57e-10, 1.46e-09, 2.22e-10, 3.48e-07, 2.52e-08, 2.25e-06] []
68900 [4.12e-06, 3.29e-06, 6.33e-06, 3.87e-06, 4.64e-06, 3.78e-07, 1.98e-06, 2.12e-05, 3.82e-06, 1.98e-07, 1.78e-05, 1.36e-05, 4.37e-05, 2.22e-05, 5.84e-09, 4.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-07, 3.01e-05, 1.26e-06] [4.12e-06, 3.29e-06, 6.33e-06, 3.87e-06, 4.64e-06, 3.78e-07, 1.98e-06, 2.12e-05, 3.82e-06, 1.98e-07, 1.78e-05, 1.36e-05, 4.37e-05, 2.22e-05, 5.84e-09, 4.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-07, 3.01e-05, 1.26e-06] []
69000 [4.52e-06, 3.39e-06, 6.38e-06, 3.94e-06, 4.50e-06, 3.90e-07, 2.08e-06, 6.47e-08, 1.41e-07, 9.64e-07, 1.27e-05, 9.56e-06, 3.84e-05, 4.40e-05, 4.51e-07, 3.20e-07, 5.60e-07, 5.55e-07, 1.91e-10, 1.95e-09, 5.34e-08, 1.68e-07] [4.52e-06, 3.39e-06, 6.38e-06, 3.94e-06, 4.50e-06, 3.90e-07, 2.08e-06, 6.47e-08, 1.41e-07, 9.64e-07, 1.27e-05, 9.56e-06, 3.84e-05, 4.40e-05, 4.51e-07, 3.20e-07, 5.60e-07, 5.55e-07, 1.91e-10, 1.95e-09, 5.34e-08, 1.68e-07] []
69100 [6.03e-06, 3.52e-06, 6.60e-06, 4.09e-06, 4.44e-06, 4.98e-07, 2.26e-06, 3.51e-07, 4.00e-07, 2.16e-06, 5.73e-06, 1.21e-05, 7.83e-06, 5.35e-05, 8.90e-07, 6.81e-07, 3.09e-07, 3.46e-07, 6.46e-08, 8.61e-08, 3.94e-07, 5.09e-07] [6.03e-06, 3.52e-06, 6.60e-06, 4.09e-06, 4.44e-06, 4.98e-07, 2.26e-06, 3.51e-07, 4.00e-07, 2.16e-06, 5.73e-06, 1.21e-05, 7.83e-06, 5.35e-05, 8.90e-07, 6.81e-07, 3.09e-07, 3.46e-07, 6.46e-08, 8.61e-08, 3.94e-07, 5.09e-07] []
69200 [3.08e-06, 3.33e-06, 6.42e-06, 3.98e-06, 4.94e-06, 3.59e-07, 2.16e-06, 4.36e-08, 4.14e-09, 1.92e-06, 4.52e-06, 1.20e-05, 1.99e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-10, 5.60e-09, 7.20e-08, 9.68e-08] [3.08e-06, 3.33e-06, 6.42e-06, 3.98e-06, 4.94e-06, 3.59e-07, 2.16e-06, 4.36e-08, 4.14e-09, 1.92e-06, 4.52e-06, 1.20e-05, 1.99e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-10, 5.60e-09, 7.20e-08, 9.68e-08] []
69300 [2.93e-06, 3.34e-06, 6.33e-06, 3.98e-06, 4.82e-06, 3.76e-07, 2.14e-06, 1.22e-07, 1.39e-07, 1.06e-07, 2.44e-06, 3.30e-06, 3.98e-06, 5.15e-06, 7.85e-10, 6.75e-09, 0.00e+00, 1.13e-10, 0.00e+00, 3.27e-08, 2.04e-07, 2.33e-07] [2.93e-06, 3.34e-06, 6.33e-06, 3.98e-06, 4.82e-06, 3.76e-07, 2.14e-06, 1.22e-07, 1.39e-07, 1.06e-07, 2.44e-06, 3.30e-06, 3.98e-06, 5.15e-06, 7.85e-10, 6.75e-09, 0.00e+00, 1.13e-10, 0.00e+00, 3.27e-08, 2.04e-07, 2.33e-07] []
69400 [8.53e-06, 3.50e-06, 6.56e-06, 4.16e-06, 4.55e-06, 5.09e-07, 2.31e-06, 2.20e-08, 9.36e-07, 7.23e-06, 4.24e-05, 4.57e-05, 1.82e-04, 2.78e-04, 2.72e-06, 2.40e-06, 2.78e-06, 2.94e-06, 1.31e-08, 1.91e-07, 8.34e-08, 1.18e-06] [8.53e-06, 3.50e-06, 6.56e-06, 4.16e-06, 4.55e-06, 5.09e-07, 2.31e-06, 2.20e-08, 9.36e-07, 7.23e-06, 4.24e-05, 4.57e-05, 1.82e-04, 2.78e-04, 2.72e-06, 2.40e-06, 2.78e-06, 2.94e-06, 1.31e-08, 1.91e-07, 8.34e-08, 1.18e-06] []
69500 [5.91e-06, 3.51e-06, 6.57e-06, 3.94e-06, 4.35e-06, 4.63e-07, 2.25e-06, 4.44e-08, 5.22e-07, 1.69e-06, 1.86e-05, 1.51e-05, 6.32e-05, 7.94e-05, 6.49e-07, 6.32e-07, 7.92e-07, 8.79e-07, 1.26e-08, 8.85e-08, 9.10e-08, 5.27e-07] [5.91e-06, 3.51e-06, 6.57e-06, 3.94e-06, 4.35e-06, 4.63e-07, 2.25e-06, 4.44e-08, 5.22e-07, 1.69e-06, 1.86e-05, 1.51e-05, 6.32e-05, 7.94e-05, 6.49e-07, 6.32e-07, 7.92e-07, 8.79e-07, 1.26e-08, 8.85e-08, 9.10e-08, 5.27e-07] []
69600 [3.36e-05, 4.56e-06, 8.96e-06, 6.15e-06, 6.16e-06, 1.28e-06, 3.39e-06, 2.70e-07, 1.27e-07, 8.81e-05, 8.40e-05, 2.74e-04, 4.30e-04, 1.80e-03, 2.88e-05, 2.84e-05, 1.07e-05, 1.16e-05, 9.05e-09, 3.68e-08, 1.11e-07, 2.31e-07] [3.36e-05, 4.56e-06, 8.96e-06, 6.15e-06, 6.16e-06, 1.28e-06, 3.39e-06, 2.70e-07, 1.27e-07, 8.81e-05, 8.40e-05, 2.74e-04, 4.30e-04, 1.80e-03, 2.88e-05, 2.84e-05, 1.07e-05, 1.16e-05, 9.05e-09, 3.68e-08, 1.11e-07, 2.31e-07] []
69700 [4.58e-05, 5.11e-06, 1.09e-05, 7.22e-06, 7.28e-06, 2.30e-06, 5.00e-06, 7.24e-05, 2.20e-06, 1.15e-04, 2.22e-04, 4.95e-04, 1.56e-04, 2.30e-03, 4.92e-05, 5.15e-05, 5.92e-06, 6.73e-06, 1.52e-05, 0.00e+00, 7.81e-05, 1.91e-06] [4.58e-05, 5.11e-06, 1.09e-05, 7.22e-06, 7.28e-06, 2.30e-06, 5.00e-06, 7.24e-05, 2.20e-06, 1.15e-04, 2.22e-04, 4.95e-04, 1.56e-04, 2.30e-03, 4.92e-05, 5.15e-05, 5.92e-06, 6.73e-06, 1.52e-05, 0.00e+00, 7.81e-05, 1.91e-06] []
69800 [4.64e-06, 3.21e-06, 6.65e-06, 4.36e-06, 4.83e-06, 4.53e-07, 2.26e-06, 2.19e-07, 9.07e-10, 4.90e-07, 1.49e-05, 2.11e-05, 1.83e-05, 6.91e-06, 3.09e-07, 1.90e-07, 1.37e-07, 1.45e-07, 1.60e-08, 3.41e-08, 7.09e-07, 2.20e-07] [4.64e-06, 3.21e-06, 6.65e-06, 4.36e-06, 4.83e-06, 4.53e-07, 2.26e-06, 2.19e-07, 9.07e-10, 4.90e-07, 1.49e-05, 2.11e-05, 1.83e-05, 6.91e-06, 3.09e-07, 1.90e-07, 1.37e-07, 1.45e-07, 1.60e-08, 3.41e-08, 7.09e-07, 2.20e-07] []
69900 [3.00e-06, 3.32e-06, 6.25e-06, 3.90e-06, 4.73e-06, 3.78e-07, 2.34e-06, 3.29e-10, 6.12e-09, 1.33e-09, 2.11e-06, 1.91e-06, 1.90e-06, 4.94e-08, 7.06e-09, 5.24e-09, 3.59e-08, 4.43e-08, 8.61e-09, 5.75e-09, 1.10e-07, 3.84e-08] [3.00e-06, 3.32e-06, 6.25e-06, 3.90e-06, 4.73e-06, 3.78e-07, 2.34e-06, 3.29e-10, 6.12e-09, 1.33e-09, 2.11e-06, 1.91e-06, 1.90e-06, 4.94e-08, 7.06e-09, 5.24e-09, 3.59e-08, 4.43e-08, 8.61e-09, 5.75e-09, 1.10e-07, 3.84e-08] []
70000 [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05] [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.223695 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
70000 [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05] [2.94e-06, 3.40e-06, 6.78e-06, 3.85e-06, 5.18e-06, 3.45e-07, 2.32e-06, 5.49e-08, 1.44e-05, 2.10e-07, 4.22e-06, 7.17e-06, 1.77e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 2.33e-06, 1.88e-07, 1.54e-05] []
70100 [2.83e-06, 3.29e-06, 6.07e-06, 3.84e-06, 4.61e-06, 3.96e-07, 2.45e-06, 1.98e-10, 2.31e-10, 9.54e-10, 1.25e-06, 1.63e-06, 1.12e-06, 2.65e-08, 1.10e-08, 6.61e-09, 8.55e-09, 1.10e-08, 9.88e-10, 1.53e-09, 2.78e-08, 7.37e-08] [2.83e-06, 3.29e-06, 6.07e-06, 3.84e-06, 4.61e-06, 3.96e-07, 2.45e-06, 1.98e-10, 2.31e-10, 9.54e-10, 1.25e-06, 1.63e-06, 1.12e-06, 2.65e-08, 1.10e-08, 6.61e-09, 8.55e-09, 1.10e-08, 9.88e-10, 1.53e-09, 2.78e-08, 7.37e-08] []
70200 [8.90e-06, 4.50e-06, 7.75e-06, 3.75e-06, 4.46e-06, 4.09e-07, 2.47e-06, 4.40e-06, 2.92e-07, 1.00e-05, 6.66e-05, 6.75e-05, 2.65e-04, 4.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-07, 1.86e-09, 2.96e-06, 1.54e-06] [8.90e-06, 4.50e-06, 7.75e-06, 3.75e-06, 4.46e-06, 4.09e-07, 2.47e-06, 4.40e-06, 2.92e-07, 1.00e-05, 6.66e-05, 6.75e-05, 2.65e-04, 4.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-07, 1.86e-09, 2.96e-06, 1.54e-06] []
70300 [2.98e-06, 3.29e-06, 6.27e-06, 3.86e-06, 4.65e-06, 3.36e-07, 2.18e-06, 3.35e-09, 6.67e-08, 7.51e-11, 1.42e-06, 1.73e-06, 1.37e-06, 6.14e-08, 1.37e-08, 1.59e-08, 1.67e-08, 1.79e-08, 6.00e-09, 6.13e-09, 3.44e-08, 1.48e-07] [2.98e-06, 3.29e-06, 6.27e-06, 3.86e-06, 4.65e-06, 3.36e-07, 2.18e-06, 3.35e-09, 6.67e-08, 7.51e-11, 1.42e-06, 1.73e-06, 1.37e-06, 6.14e-08, 1.37e-08, 1.59e-08, 1.67e-08, 1.79e-08, 6.00e-09, 6.13e-09, 3.44e-08, 1.48e-07] []
70400 [2.73e-06, 3.23e-06, 6.18e-06, 3.88e-06, 4.67e-06, 3.55e-07, 2.19e-06, 8.46e-09, 9.58e-08, 1.20e-11, 1.13e-06, 1.61e-06, 1.24e-06, 3.41e-08, 1.18e-08, 9.28e-09, 1.23e-08, 1.16e-08, 6.12e-09, 2.93e-09, 3.49e-08, 1.70e-07] [2.73e-06, 3.23e-06, 6.18e-06, 3.88e-06, 4.67e-06, 3.55e-07, 2.19e-06, 8.46e-09, 9.58e-08, 1.20e-11, 1.13e-06, 1.61e-06, 1.24e-06, 3.41e-08, 1.18e-08, 9.28e-09, 1.23e-08, 1.16e-08, 6.12e-09, 2.93e-09, 3.49e-08, 1.70e-07] []
70500 [2.89e-06, 3.27e-06, 6.42e-06, 3.80e-06, 4.70e-06, 4.24e-07, 2.25e-06, 4.65e-07, 6.99e-08, 1.58e-10, 1.93e-06, 1.92e-06, 1.66e-06, 4.53e-07, 1.66e-08, 1.71e-08, 2.10e-08, 2.23e-08, 0.00e+00, 3.17e-09, 3.68e-07, 1.59e-07] [2.89e-06, 3.27e-06, 6.42e-06, 3.80e-06, 4.70e-06, 4.24e-07, 2.25e-06, 4.65e-07, 6.99e-08, 1.58e-10, 1.93e-06, 1.92e-06, 1.66e-06, 4.53e-07, 1.66e-08, 1.71e-08, 2.10e-08, 2.23e-08, 0.00e+00, 3.17e-09, 3.68e-07, 1.59e-07] []
70600 [2.70e-06, 3.19e-06, 6.27e-06, 3.69e-06, 4.53e-06, 4.13e-07, 2.21e-06, 8.87e-09, 1.10e-05, 2.13e-07, 2.16e-06, 3.17e-06, 4.17e-06, 6.20e-06, 0.00e+00, 2.60e-10, 0.00e+00, 1.68e-12, 1.76e-09, 0.00e+00, 5.67e-08, 1.22e-05] [2.70e-06, 3.19e-06, 6.27e-06, 3.69e-06, 4.53e-06, 4.13e-07, 2.21e-06, 8.87e-09, 1.10e-05, 2.13e-07, 2.16e-06, 3.17e-06, 4.17e-06, 6.20e-06, 0.00e+00, 2.60e-10, 0.00e+00, 1.68e-12, 1.76e-09, 0.00e+00, 5.67e-08, 1.22e-05] []
70700 [1.79e-06, 2.81e-06, 6.06e-06, 2.90e-06, 3.66e-06, 4.36e-07, 1.96e-06, 4.80e-10, 8.13e-07, 3.40e-05, 4.32e-04, 1.17e-04, 3.03e-04, 1.69e-05, 4.23e-08, 2.54e-08, 9.11e-07, 9.20e-07, 1.85e-08, 4.31e-07, 1.07e-07, 2.59e-06] [1.79e-06, 2.81e-06, 6.06e-06, 2.90e-06, 3.66e-06, 4.36e-07, 1.96e-06, 4.80e-10, 8.13e-07, 3.40e-05, 4.32e-04, 1.17e-04, 3.03e-04, 1.69e-05, 4.23e-08, 2.54e-08, 9.11e-07, 9.20e-07, 1.85e-08, 4.31e-07, 1.07e-07, 2.59e-06] []
70800 [2.63e-06, 3.17e-06, 6.20e-06, 3.88e-06, 4.71e-06, 3.82e-07, 2.05e-06, 2.09e-10, 2.77e-08, 4.10e-09, 1.63e-06, 1.77e-06, 1.36e-06, 4.20e-08, 5.63e-09, 2.34e-09, 1.49e-08, 1.67e-08, 6.48e-10, 8.03e-10, 1.53e-08, 8.54e-08] [2.63e-06, 3.17e-06, 6.20e-06, 3.88e-06, 4.71e-06, 3.82e-07, 2.05e-06, 2.09e-10, 2.77e-08, 4.10e-09, 1.63e-06, 1.77e-06, 1.36e-06, 4.20e-08, 5.63e-09, 2.34e-09, 1.49e-08, 1.67e-08, 6.48e-10, 8.03e-10, 1.53e-08, 8.54e-08] []
70900 [3.47e-06, 3.21e-06, 6.49e-06, 3.72e-06, 4.60e-06, 3.97e-07, 1.99e-06, 1.93e-09, 3.15e-06, 3.32e-08, 8.97e-06, 5.24e-06, 1.04e-05, 6.14e-06, 1.33e-07, 5.71e-08, 1.70e-07, 2.30e-07, 1.91e-09, 4.68e-07, 1.74e-08, 2.99e-06] [3.47e-06, 3.21e-06, 6.49e-06, 3.72e-06, 4.60e-06, 3.97e-07, 1.99e-06, 1.93e-09, 3.15e-06, 3.32e-08, 8.97e-06, 5.24e-06, 1.04e-05, 6.14e-06, 1.33e-07, 5.71e-08, 1.70e-07, 2.30e-07, 1.91e-09, 4.68e-07, 1.74e-08, 2.99e-06] []
71000 [2.63e-06, 3.17e-06, 6.21e-06, 3.91e-06, 4.67e-06, 3.47e-07, 2.00e-06, 3.44e-10, 4.85e-09, 1.08e-10, 1.20e-06, 1.76e-06, 1.25e-06, 2.72e-08, 7.89e-09, 3.03e-09, 6.34e-09, 6.30e-09, 5.05e-10, 1.58e-09, 5.18e-09, 5.09e-08] [2.63e-06, 3.17e-06, 6.21e-06, 3.91e-06, 4.67e-06, 3.47e-07, 2.00e-06, 3.44e-10, 4.85e-09, 1.08e-10, 1.20e-06, 1.76e-06, 1.25e-06, 2.72e-08, 7.89e-09, 3.03e-09, 6.34e-09, 6.30e-09, 5.05e-10, 1.58e-09, 5.18e-09, 5.09e-08] []
71100 [5.97e-06, 3.19e-06, 6.66e-06, 4.07e-06, 4.48e-06, 8.72e-07, 3.09e-06, 5.46e-07, 2.74e-06, 4.95e-06, 7.78e-05, 1.64e-04, 4.54e-05, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.92e-09, 0.00e+00, 3.00e-07, 6.32e-07, 1.76e-06] [5.97e-06, 3.19e-06, 6.66e-06, 4.07e-06, 4.48e-06, 8.72e-07, 3.09e-06, 5.46e-07, 2.74e-06, 4.95e-06, 7.78e-05, 1.64e-04, 4.54e-05, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.92e-09, 0.00e+00, 3.00e-07, 6.32e-07, 1.76e-06] []
71200 [2.38e-06, 3.15e-06, 6.25e-06, 3.93e-06, 4.80e-06, 3.39e-07, 1.94e-06, 2.68e-08, 4.11e-09, 2.52e-07, 2.25e-06, 4.07e-06, 6.78e-06, 1.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-09, 4.47e-08, 1.14e-07] [2.38e-06, 3.15e-06, 6.25e-06, 3.93e-06, 4.80e-06, 3.39e-07, 1.94e-06, 2.68e-08, 4.11e-09, 2.52e-07, 2.25e-06, 4.07e-06, 6.78e-06, 1.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-09, 4.47e-08, 1.14e-07] []
71300 [2.41e-06, 3.15e-06, 6.27e-06, 3.93e-06, 4.73e-06, 3.51e-07, 1.99e-06, 8.17e-09, 2.50e-07, 2.03e-07, 3.01e-06, 4.27e-06, 8.98e-06, 9.66e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.56e-11, 4.54e-11, 4.09e-08, 3.50e-07] [2.41e-06, 3.15e-06, 6.27e-06, 3.93e-06, 4.73e-06, 3.51e-07, 1.99e-06, 8.17e-09, 2.50e-07, 2.03e-07, 3.01e-06, 4.27e-06, 8.98e-06, 9.66e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.56e-11, 4.54e-11, 4.09e-08, 3.50e-07] []
71400 [5.04e-06, 3.23e-06, 6.39e-06, 3.98e-06, 4.50e-06, 4.42e-07, 1.97e-06, 2.59e-08, 2.41e-08, 2.55e-06, 1.70e-05, 1.75e-05, 6.95e-05, 1.04e-04, 9.12e-07, 7.28e-07, 1.09e-06, 1.13e-06, 2.24e-08, 6.98e-10, 1.45e-07, 1.16e-07] [5.04e-06, 3.23e-06, 6.39e-06, 3.98e-06, 4.50e-06, 4.42e-07, 1.97e-06, 2.59e-08, 2.41e-08, 2.55e-06, 1.70e-05, 1.75e-05, 6.95e-05, 1.04e-04, 9.12e-07, 7.28e-07, 1.09e-06, 1.13e-06, 2.24e-08, 6.98e-10, 1.45e-07, 1.16e-07] []
71500 [3.29e-06, 3.14e-06, 6.47e-06, 3.88e-06, 4.40e-06, 4.11e-07, 2.00e-06, 3.10e-09, 3.19e-08, 1.16e-06, 1.72e-05, 1.20e-05, 1.30e-05, 6.99e-06, 0.00e+00, 1.38e-10, 5.25e-09, 3.34e-08, 1.31e-09, 6.09e-09, 5.32e-08, 1.63e-07] [3.29e-06, 3.14e-06, 6.47e-06, 3.88e-06, 4.40e-06, 4.11e-07, 2.00e-06, 3.10e-09, 3.19e-08, 1.16e-06, 1.72e-05, 1.20e-05, 1.30e-05, 6.99e-06, 0.00e+00, 1.38e-10, 5.25e-09, 3.34e-08, 1.31e-09, 6.09e-09, 5.32e-08, 1.63e-07] []
71600 [4.18e-06, 3.10e-06, 6.19e-06, 3.55e-06, 4.34e-06, 3.49e-07, 1.87e-06, 9.78e-07, 5.62e-08, 3.88e-07, 5.27e-06, 6.40e-06, 4.43e-06, 6.84e-06, 7.68e-08, 1.09e-07, 5.41e-08, 6.93e-08, 0.00e+00, 6.17e-08, 1.13e-06, 3.42e-07] [4.18e-06, 3.10e-06, 6.19e-06, 3.55e-06, 4.34e-06, 3.49e-07, 1.87e-06, 9.78e-07, 5.62e-08, 3.88e-07, 5.27e-06, 6.40e-06, 4.43e-06, 6.84e-06, 7.68e-08, 1.09e-07, 5.41e-08, 6.93e-08, 0.00e+00, 6.17e-08, 1.13e-06, 3.42e-07] []
71700 [2.53e-06, 3.09e-06, 6.41e-06, 3.85e-06, 4.71e-06, 3.23e-07, 1.84e-06, 2.04e-07, 5.34e-07, 4.82e-07, 4.13e-06, 6.80e-06, 1.58e-05, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-08, 2.20e-07, 5.40e-07] [2.53e-06, 3.09e-06, 6.41e-06, 3.85e-06, 4.71e-06, 3.23e-07, 1.84e-06, 2.04e-07, 5.34e-07, 4.82e-07, 4.13e-06, 6.80e-06, 1.58e-05, 2.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-08, 2.20e-07, 5.40e-07] []
71800 [3.26e-05, 4.68e-06, 1.06e-05, 6.85e-06, 7.33e-06, 1.33e-06, 3.47e-06, 1.38e-06, 1.03e-04, 1.03e-04, 7.69e-05, 5.05e-04, 3.27e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.17e-04] [3.26e-05, 4.68e-06, 1.06e-05, 6.85e-06, 7.33e-06, 1.33e-06, 3.47e-06, 1.38e-06, 1.03e-04, 1.03e-04, 7.69e-05, 5.05e-04, 3.27e-04, 2.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.17e-04] []
71900 [6.42e-06, 3.54e-06, 6.79e-06, 3.77e-06, 4.22e-06, 4.47e-07, 1.95e-06, 1.14e-06, 3.10e-06, 3.44e-06, 3.24e-05, 2.15e-05, 1.24e-04, 1.23e-04, 6.36e-07, 9.96e-07, 1.18e-06, 1.29e-06, 2.19e-07, 4.94e-07, 1.45e-06, 3.19e-06] [6.42e-06, 3.54e-06, 6.79e-06, 3.77e-06, 4.22e-06, 4.47e-07, 1.95e-06, 1.14e-06, 3.10e-06, 3.44e-06, 3.24e-05, 2.15e-05, 1.24e-04, 1.23e-04, 6.36e-07, 9.96e-07, 1.18e-06, 1.29e-06, 2.19e-07, 4.94e-07, 1.45e-06, 3.19e-06] []
72000 [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07] [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 38.943629 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
72000 [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07] [2.56e-06, 3.00e-06, 6.11e-06, 3.83e-06, 4.75e-06, 3.86e-07, 1.90e-06, 1.04e-07, 9.47e-09, 1.69e-07, 9.14e-06, 7.58e-06, 2.32e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 3.97e-08, 6.44e-06, 3.30e-07] []
72100 [2.97e-06, 3.13e-06, 6.51e-06, 3.63e-06, 4.17e-06, 4.50e-07, 2.02e-06, 3.18e-07, 2.80e-04, 1.74e-06, 2.98e-05, 2.48e-05, 4.94e-05, 1.15e-06, 0.00e+00, 2.29e-09, 2.52e-07, 4.34e-07, 0.00e+00, 0.00e+00, 2.97e-07, 3.68e-04] [2.97e-06, 3.13e-06, 6.51e-06, 3.63e-06, 4.17e-06, 4.50e-07, 2.02e-06, 3.18e-07, 2.80e-04, 1.74e-06, 2.98e-05, 2.48e-05, 4.94e-05, 1.15e-06, 0.00e+00, 2.29e-09, 2.52e-07, 4.34e-07, 0.00e+00, 0.00e+00, 2.97e-07, 3.68e-04] []
72200 [5.35e-06, 3.09e-06, 6.45e-06, 3.50e-06, 4.47e-06, 3.32e-07, 1.89e-06, 3.63e-08, 3.53e-06, 4.42e-06, 1.47e-05, 3.11e-05, 7.22e-05, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 0.00e+00, 2.13e-08, 3.89e-06] [5.35e-06, 3.09e-06, 6.45e-06, 3.50e-06, 4.47e-06, 3.32e-07, 1.89e-06, 3.63e-08, 3.53e-06, 4.42e-06, 1.47e-05, 3.11e-05, 7.22e-05, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-10, 0.00e+00, 2.13e-08, 3.89e-06] []
72300 [2.67e-06, 3.03e-06, 6.33e-06, 3.64e-06, 4.34e-06, 3.66e-07, 1.91e-06, 8.57e-05, 4.95e-07, 1.11e-06, 1.43e-05, 1.12e-05, 1.15e-05, 5.35e-06, 0.00e+00, 1.72e-09, 4.36e-09, 4.10e-08, 0.00e+00, 7.52e-08, 7.39e-05, 4.61e-07] [2.67e-06, 3.03e-06, 6.33e-06, 3.64e-06, 4.34e-06, 3.66e-07, 1.91e-06, 8.57e-05, 4.95e-07, 1.11e-06, 1.43e-05, 1.12e-05, 1.15e-05, 5.35e-06, 0.00e+00, 1.72e-09, 4.36e-09, 4.10e-08, 0.00e+00, 7.52e-08, 7.39e-05, 4.61e-07] []
72400 [2.47e-05, 4.01e-06, 8.09e-06, 5.43e-06, 5.59e-06, 9.26e-07, 2.50e-06, 1.20e-08, 1.97e-06, 4.71e-05, 1.24e-04, 1.91e-04, 6.37e-04, 1.41e-03, 1.47e-05, 1.50e-05, 1.16e-05, 1.15e-05, 7.38e-09, 3.89e-07, 4.02e-08, 2.50e-06] [2.47e-05, 4.01e-06, 8.09e-06, 5.43e-06, 5.59e-06, 9.26e-07, 2.50e-06, 1.20e-08, 1.97e-06, 4.71e-05, 1.24e-04, 1.91e-04, 6.37e-04, 1.41e-03, 1.47e-05, 1.50e-05, 1.16e-05, 1.15e-05, 7.38e-09, 3.89e-07, 4.02e-08, 2.50e-06] []
72500 [2.30e-06, 3.10e-06, 6.18e-06, 3.83e-06, 4.70e-06, 3.58e-07, 1.99e-06, 1.06e-09, 3.76e-09, 1.48e-07, 1.59e-06, 3.20e-06, 2.24e-06, 5.81e-06, 0.00e+00, 9.26e-11, 0.00e+00, 0.00e+00, 1.64e-09, 2.27e-09, 1.16e-08, 7.21e-08] [2.30e-06, 3.10e-06, 6.18e-06, 3.83e-06, 4.70e-06, 3.58e-07, 1.99e-06, 1.06e-09, 3.76e-09, 1.48e-07, 1.59e-06, 3.20e-06, 2.24e-06, 5.81e-06, 0.00e+00, 9.26e-11, 0.00e+00, 0.00e+00, 1.64e-09, 2.27e-09, 1.16e-08, 7.21e-08] []
72600 [2.27e-06, 3.11e-06, 6.24e-06, 3.88e-06, 4.83e-06, 3.49e-07, 2.00e-06, 1.15e-08, 2.14e-06, 4.02e-07, 4.26e-06, 6.57e-06, 1.47e-05, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-09, 2.56e-07, 9.60e-09, 1.70e-06] [2.27e-06, 3.11e-06, 6.24e-06, 3.88e-06, 4.83e-06, 3.49e-07, 2.00e-06, 1.15e-08, 2.14e-06, 4.02e-07, 4.26e-06, 6.57e-06, 1.47e-05, 2.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-09, 2.56e-07, 9.60e-09, 1.70e-06] []
72700 [3.43e-06, 3.20e-06, 6.40e-06, 3.97e-06, 5.16e-06, 3.83e-07, 2.16e-06, 5.54e-07, 7.12e-09, 3.62e-06, 1.64e-05, 3.10e-05, 8.08e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.52e-08, 2.17e-09, 5.82e-07, 7.73e-08] [3.43e-06, 3.20e-06, 6.40e-06, 3.97e-06, 5.16e-06, 3.83e-07, 2.16e-06, 5.54e-07, 7.12e-09, 3.62e-06, 1.64e-05, 3.10e-05, 8.08e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.52e-08, 2.17e-09, 5.82e-07, 7.73e-08] []
72800 [3.57e-06, 3.22e-06, 6.49e-06, 4.01e-06, 5.28e-06, 3.96e-07, 2.08e-06, 5.19e-07, 1.27e-07, 3.63e-06, 2.26e-05, 3.58e-05, 1.02e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-08, 2.77e-08, 5.53e-07, 1.46e-07] [3.57e-06, 3.22e-06, 6.49e-06, 4.01e-06, 5.28e-06, 3.96e-07, 2.08e-06, 5.19e-07, 1.27e-07, 3.63e-06, 2.26e-05, 3.58e-05, 1.02e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-08, 2.77e-08, 5.53e-07, 1.46e-07] []
72900 [2.47e-06, 3.07e-06, 6.06e-06, 3.81e-06, 4.60e-06, 4.23e-07, 2.02e-06, 4.18e-09, 9.04e-08, 1.13e-08, 1.02e-06, 1.69e-06, 9.85e-07, 1.28e-07, 1.37e-08, 1.40e-08, 3.91e-09, 2.71e-09, 2.72e-10, 1.63e-08, 2.83e-08, 8.47e-08] [2.47e-06, 3.07e-06, 6.06e-06, 3.81e-06, 4.60e-06, 4.23e-07, 2.02e-06, 4.18e-09, 9.04e-08, 1.13e-08, 1.02e-06, 1.69e-06, 9.85e-07, 1.28e-07, 1.37e-08, 1.40e-08, 3.91e-09, 2.71e-09, 2.72e-10, 1.63e-08, 2.83e-08, 8.47e-08] []
73000 [2.58e-06, 3.09e-06, 6.18e-06, 3.87e-06, 4.70e-06, 3.60e-07, 1.92e-06, 4.25e-09, 1.14e-06, 8.46e-08, 1.55e-06, 2.09e-06, 1.16e-06, 1.26e-06, 3.67e-08, 3.34e-08, 1.86e-08, 1.70e-08, 1.67e-09, 0.00e+00, 1.05e-08, 9.34e-07] [2.58e-06, 3.09e-06, 6.18e-06, 3.87e-06, 4.70e-06, 3.60e-07, 1.92e-06, 4.25e-09, 1.14e-06, 8.46e-08, 1.55e-06, 2.09e-06, 1.16e-06, 1.26e-06, 3.67e-08, 3.34e-08, 1.86e-08, 1.70e-08, 1.67e-09, 0.00e+00, 1.05e-08, 9.34e-07] []
73100 [2.64e-06, 3.07e-06, 6.16e-06, 3.88e-06, 4.62e-06, 3.54e-07, 1.98e-06, 1.46e-08, 1.05e-06, 1.24e-07, 1.56e-06, 2.00e-06, 4.19e-06, 4.40e-06, 7.34e-08, 5.42e-08, 5.24e-08, 5.19e-08, 1.69e-09, 1.72e-07, 1.05e-08, 1.17e-06] [2.64e-06, 3.07e-06, 6.16e-06, 3.88e-06, 4.62e-06, 3.54e-07, 1.98e-06, 1.46e-08, 1.05e-06, 1.24e-07, 1.56e-06, 2.00e-06, 4.19e-06, 4.40e-06, 7.34e-08, 5.42e-08, 5.24e-08, 5.19e-08, 1.69e-09, 1.72e-07, 1.05e-08, 1.17e-06] []
73200 [3.08e-06, 2.96e-06, 6.52e-06, 3.66e-06, 4.61e-06, 4.74e-07, 1.85e-06, 1.12e-05, 4.88e-06, 6.24e-06, 6.50e-06, 1.62e-05, 2.26e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-05, 4.23e-06] [3.08e-06, 2.96e-06, 6.52e-06, 3.66e-06, 4.61e-06, 4.74e-07, 1.85e-06, 1.12e-05, 4.88e-06, 6.24e-06, 6.50e-06, 1.62e-05, 2.26e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-05, 4.23e-06] []
73300 [3.70e-06, 3.06e-06, 6.15e-06, 3.86e-06, 4.40e-06, 4.94e-07, 1.95e-06, 2.03e-08, 3.46e-10, 7.31e-07, 2.71e-05, 1.73e-05, 7.83e-05, 5.89e-05, 4.50e-07, 4.31e-07, 7.06e-07, 7.18e-07, 2.43e-10, 2.88e-09, 2.09e-08, 1.18e-08] [3.70e-06, 3.06e-06, 6.15e-06, 3.86e-06, 4.40e-06, 4.94e-07, 1.95e-06, 2.03e-08, 3.46e-10, 7.31e-07, 2.71e-05, 1.73e-05, 7.83e-05, 5.89e-05, 4.50e-07, 4.31e-07, 7.06e-07, 7.18e-07, 2.43e-10, 2.88e-09, 2.09e-08, 1.18e-08] []
73400 [2.71e-05, 3.99e-06, 8.14e-06, 5.51e-06, 5.50e-06, 1.30e-06, 3.02e-06, 7.45e-08, 6.49e-06, 6.03e-05, 7.53e-05, 2.22e-04, 4.18e-04, 1.52e-03, 2.03e-05, 2.02e-05, 8.39e-06, 1.06e-05, 4.95e-09, 7.83e-07, 2.47e-08, 5.09e-06] [2.71e-05, 3.99e-06, 8.14e-06, 5.51e-06, 5.50e-06, 1.30e-06, 3.02e-06, 7.45e-08, 6.49e-06, 6.03e-05, 7.53e-05, 2.22e-04, 4.18e-04, 1.52e-03, 2.03e-05, 2.02e-05, 8.39e-06, 1.06e-05, 4.95e-09, 7.83e-07, 2.47e-08, 5.09e-06] []
73500 [4.38e-06, 2.98e-06, 6.22e-06, 3.81e-06, 4.58e-06, 3.80e-07, 2.00e-06, 4.89e-08, 1.24e-04, 6.84e-06, 1.92e-05, 4.18e-05, 9.62e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.67e-08, 1.15e-04] [4.38e-06, 2.98e-06, 6.22e-06, 3.81e-06, 4.58e-06, 3.80e-07, 2.00e-06, 4.89e-08, 1.24e-04, 6.84e-06, 1.92e-05, 4.18e-05, 9.62e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.67e-08, 1.15e-04] []
73600 [2.43e-06, 3.03e-06, 6.16e-06, 3.77e-06, 4.68e-06, 3.66e-07, 2.05e-06, 1.44e-05, 2.40e-07, 1.83e-07, 2.55e-06, 3.69e-06, 6.63e-06, 7.03e-06, 4.28e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-06, 0.00e+00, 9.86e-06, 3.33e-07] [2.43e-06, 3.03e-06, 6.16e-06, 3.77e-06, 4.68e-06, 3.66e-07, 2.05e-06, 1.44e-05, 2.40e-07, 1.83e-07, 2.55e-06, 3.69e-06, 6.63e-06, 7.03e-06, 4.28e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-06, 0.00e+00, 9.86e-06, 3.33e-07] []
73700 [2.16e-06, 3.04e-06, 6.28e-06, 3.87e-06, 4.84e-06, 3.66e-07, 1.97e-06, 3.61e-10, 1.36e-06, 1.10e-06, 3.06e-06, 8.04e-06, 1.42e-05, 3.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-10, 0.00e+00, 4.48e-09, 1.80e-06] [2.16e-06, 3.04e-06, 6.28e-06, 3.87e-06, 4.84e-06, 3.66e-07, 1.97e-06, 3.61e-10, 1.36e-06, 1.10e-06, 3.06e-06, 8.04e-06, 1.42e-05, 3.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-10, 0.00e+00, 4.48e-09, 1.80e-06] []
73800 [2.63e-06, 3.06e-06, 6.05e-06, 3.86e-06, 4.57e-06, 3.93e-07, 2.06e-06, 1.12e-05, 4.72e-08, 1.29e-07, 1.13e-06, 1.76e-06, 3.49e-06, 5.42e-06, 5.54e-08, 5.91e-08, 2.92e-08, 3.42e-08, 1.29e-06, 9.02e-09, 7.45e-06, 4.55e-08] [2.63e-06, 3.06e-06, 6.05e-06, 3.86e-06, 4.57e-06, 3.93e-07, 2.06e-06, 1.12e-05, 4.72e-08, 1.29e-07, 1.13e-06, 1.76e-06, 3.49e-06, 5.42e-06, 5.54e-08, 5.91e-08, 2.92e-08, 3.42e-08, 1.29e-06, 9.02e-09, 7.45e-06, 4.55e-08] []
73900 [2.12e-06, 3.05e-06, 6.22e-06, 3.88e-06, 4.76e-06, 3.70e-07, 1.90e-06, 4.87e-07, 6.54e-07, 1.86e-07, 3.47e-06, 4.54e-06, 1.01e-05, 1.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.15e-08, 0.00e+00, 4.76e-07, 9.77e-07] [2.12e-06, 3.05e-06, 6.22e-06, 3.88e-06, 4.76e-06, 3.70e-07, 1.90e-06, 4.87e-07, 6.54e-07, 1.86e-07, 3.47e-06, 4.54e-06, 1.01e-05, 1.02e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.15e-08, 0.00e+00, 4.76e-07, 9.77e-07] []
74000 [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08] [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 38.379044 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
74000 [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08] [2.17e-06, 3.04e-06, 6.21e-06, 3.90e-06, 4.83e-06, 3.83e-07, 2.10e-06, 6.40e-11, 1.72e-08, 1.06e-06, 7.00e-06, 1.04e-05, 2.78e-05, 4.41e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 4.16e-09, 5.05e-09, 2.47e-08] []
74100 [5.29e-06, 3.03e-06, 6.19e-06, 3.34e-06, 3.86e-06, 5.41e-07, 2.03e-06, 1.55e-05, 5.08e-08, 3.29e-07, 1.35e-05, 2.68e-05, 7.41e-05, 3.35e-05, 1.82e-09, 0.00e+00, 1.87e-07, 1.31e-07, 2.31e-06, 5.61e-08, 1.27e-05, 3.49e-07] [5.29e-06, 3.03e-06, 6.19e-06, 3.34e-06, 3.86e-06, 5.41e-07, 2.03e-06, 1.55e-05, 5.08e-08, 3.29e-07, 1.35e-05, 2.68e-05, 7.41e-05, 3.35e-05, 1.82e-09, 0.00e+00, 1.87e-07, 1.31e-07, 2.31e-06, 5.61e-08, 1.27e-05, 3.49e-07] []
74200 [2.58e-06, 2.93e-06, 6.27e-06, 3.77e-06, 4.79e-06, 2.85e-07, 1.82e-06, 3.56e-07, 7.93e-08, 7.85e-09, 1.58e-06, 2.79e-06, 2.53e-06, 3.37e-07, 1.30e-08, 8.07e-09, 9.22e-08, 1.11e-07, 0.00e+00, 1.14e-08, 7.35e-07, 4.75e-08] [2.58e-06, 2.93e-06, 6.27e-06, 3.77e-06, 4.79e-06, 2.85e-07, 1.82e-06, 3.56e-07, 7.93e-08, 7.85e-09, 1.58e-06, 2.79e-06, 2.53e-06, 3.37e-07, 1.30e-08, 8.07e-09, 9.22e-08, 1.11e-07, 0.00e+00, 1.14e-08, 7.35e-07, 4.75e-08] []
74300 [2.30e-06, 2.93e-06, 6.20e-06, 3.95e-06, 4.71e-06, 2.88e-07, 1.69e-06, 1.83e-10, 2.85e-08, 1.04e-11, 5.13e-07, 1.62e-06, 9.54e-07, 2.73e-08, 1.84e-08, 8.99e-09, 4.54e-09, 8.04e-09, 3.49e-10, 9.36e-10, 4.36e-09, 8.08e-08] [2.30e-06, 2.93e-06, 6.20e-06, 3.95e-06, 4.71e-06, 2.88e-07, 1.69e-06, 1.83e-10, 2.85e-08, 1.04e-11, 5.13e-07, 1.62e-06, 9.54e-07, 2.73e-08, 1.84e-08, 8.99e-09, 4.54e-09, 8.04e-09, 3.49e-10, 9.36e-10, 4.36e-09, 8.08e-08] []
74400 [4.54e-05, 5.08e-06, 1.06e-05, 8.83e-06, 9.14e-06, 3.75e-06, 9.61e-06, 1.32e-05, 7.25e-04, 6.05e-05, 7.43e-04, 9.74e-04, 4.42e-04, 1.83e-03, 9.05e-05, 6.99e-05, 2.15e-09, 1.13e-07, 1.46e-06, 1.12e-04, 8.68e-06, 5.74e-04] [4.54e-05, 5.08e-06, 1.06e-05, 8.83e-06, 9.14e-06, 3.75e-06, 9.61e-06, 1.32e-05, 7.25e-04, 6.05e-05, 7.43e-04, 9.74e-04, 4.42e-04, 1.83e-03, 9.05e-05, 6.99e-05, 2.15e-09, 1.13e-07, 1.46e-06, 1.12e-04, 8.68e-06, 5.74e-04] []
74500 [3.12e-06, 2.90e-06, 6.60e-06, 4.00e-06, 4.76e-06, 3.69e-07, 1.84e-06, 1.85e-07, 2.44e-10, 1.31e-08, 1.51e-06, 1.91e-06, 1.90e-06, 1.63e-07, 1.36e-08, 1.50e-09, 6.72e-08, 7.80e-08, 0.00e+00, 1.22e-08, 2.31e-07, 4.91e-08] [3.12e-06, 2.90e-06, 6.60e-06, 4.00e-06, 4.76e-06, 3.69e-07, 1.84e-06, 1.85e-07, 2.44e-10, 1.31e-08, 1.51e-06, 1.91e-06, 1.90e-06, 1.63e-07, 1.36e-08, 1.50e-09, 6.72e-08, 7.80e-08, 0.00e+00, 1.22e-08, 2.31e-07, 4.91e-08] []
74600 [2.52e-06, 2.97e-06, 6.28e-06, 3.98e-06, 4.78e-06, 3.93e-07, 1.96e-06, 3.19e-11, 1.18e-10, 9.99e-11, 8.92e-07, 1.29e-06, 9.41e-07, 2.94e-08, 1.28e-08, 3.30e-09, 1.53e-08, 1.74e-08, 7.39e-10, 6.77e-10, 1.23e-08, 9.37e-09] [2.52e-06, 2.97e-06, 6.28e-06, 3.98e-06, 4.78e-06, 3.93e-07, 1.96e-06, 3.19e-11, 1.18e-10, 9.99e-11, 8.92e-07, 1.29e-06, 9.41e-07, 2.94e-08, 1.28e-08, 3.30e-09, 1.53e-08, 1.74e-08, 7.39e-10, 6.77e-10, 1.23e-08, 9.37e-09] []
74700 [2.22e-06, 2.96e-06, 6.20e-06, 3.99e-06, 4.73e-06, 4.06e-07, 2.01e-06, 1.51e-09, 2.51e-09, 2.81e-11, 5.91e-07, 1.16e-06, 7.21e-07, 2.35e-08, 1.00e-08, 3.05e-09, 3.09e-09, 4.17e-09, 2.50e-10, 2.21e-10, 6.89e-09, 1.36e-08] [2.22e-06, 2.96e-06, 6.20e-06, 3.99e-06, 4.73e-06, 4.06e-07, 2.01e-06, 1.51e-09, 2.51e-09, 2.81e-11, 5.91e-07, 1.16e-06, 7.21e-07, 2.35e-08, 1.00e-08, 3.05e-09, 3.09e-09, 4.17e-09, 2.50e-10, 2.21e-10, 6.89e-09, 1.36e-08] []
74800 [2.97e-05, 6.23e-06, 1.11e-05, 5.79e-06, 6.49e-06, 1.67e-06, 3.57e-06, 8.78e-04, 3.84e-07, 4.38e-05, 5.51e-05, 2.30e-04, 4.21e-04, 1.80e-03, 1.86e-05, 2.56e-05, 1.34e-05, 1.08e-05, 0.00e+00, 2.88e-08, 9.36e-04, 1.72e-07] [2.97e-05, 6.23e-06, 1.11e-05, 5.79e-06, 6.49e-06, 1.67e-06, 3.57e-06, 8.78e-04, 3.84e-07, 4.38e-05, 5.51e-05, 2.30e-04, 4.21e-04, 1.80e-03, 1.86e-05, 2.56e-05, 1.34e-05, 1.08e-05, 0.00e+00, 2.88e-08, 9.36e-04, 1.72e-07] []
74900 [2.30e-06, 2.90e-06, 6.14e-06, 3.98e-06, 4.50e-06, 3.85e-07, 2.04e-06, 9.27e-10, 1.37e-10, 1.73e-09, 4.61e-07, 1.42e-06, 9.38e-07, 6.63e-08, 8.14e-09, 4.14e-09, 3.69e-09, 2.07e-09, 6.13e-11, 1.85e-11, 1.47e-09, 7.87e-09] [2.30e-06, 2.90e-06, 6.14e-06, 3.98e-06, 4.50e-06, 3.85e-07, 2.04e-06, 9.27e-10, 1.37e-10, 1.73e-09, 4.61e-07, 1.42e-06, 9.38e-07, 6.63e-08, 8.14e-09, 4.14e-09, 3.69e-09, 2.07e-09, 6.13e-11, 1.85e-11, 1.47e-09, 7.87e-09] []
75000 [2.12e-06, 2.89e-06, 6.05e-06, 3.93e-06, 4.59e-06, 4.42e-07, 2.14e-06, 4.46e-10, 3.45e-11, 8.26e-11, 3.53e-07, 1.12e-06, 6.35e-07, 2.22e-08, 5.79e-09, 1.11e-09, 8.56e-10, 1.06e-09, 0.00e+00, 1.44e-12, 1.66e-09, 3.98e-09] [2.12e-06, 2.89e-06, 6.05e-06, 3.93e-06, 4.59e-06, 4.42e-07, 2.14e-06, 4.46e-10, 3.45e-11, 8.26e-11, 3.53e-07, 1.12e-06, 6.35e-07, 2.22e-08, 5.79e-09, 1.11e-09, 8.56e-10, 1.06e-09, 0.00e+00, 1.44e-12, 1.66e-09, 3.98e-09] []
75100 [3.15e-05, 4.76e-06, 1.01e-05, 6.35e-06, 6.00e-06, 2.39e-06, 4.49e-06, 8.56e-09, 4.07e-07, 1.18e-04, 1.41e-04, 2.98e-04, 6.88e-04, 2.38e-03, 2.79e-05, 2.54e-05, 1.19e-05, 1.45e-05, 2.55e-10, 4.07e-08, 1.71e-09, 2.79e-07] [3.15e-05, 4.76e-06, 1.01e-05, 6.35e-06, 6.00e-06, 2.39e-06, 4.49e-06, 8.56e-09, 4.07e-07, 1.18e-04, 1.41e-04, 2.98e-04, 6.88e-04, 2.38e-03, 2.79e-05, 2.54e-05, 1.19e-05, 1.45e-05, 2.55e-10, 4.07e-08, 1.71e-09, 2.79e-07] []
75200 [2.24e-06, 2.90e-06, 6.02e-06, 3.93e-06, 4.37e-06, 3.75e-07, 2.16e-06, 1.04e-09, 8.85e-09, 3.40e-09, 3.80e-07, 1.39e-06, 9.82e-07, 1.61e-07, 7.88e-09, 6.16e-09, 3.57e-09, 1.83e-09, 1.56e-10, 5.49e-10, 1.41e-09, 6.52e-09] [2.24e-06, 2.90e-06, 6.02e-06, 3.93e-06, 4.37e-06, 3.75e-07, 2.16e-06, 1.04e-09, 8.85e-09, 3.40e-09, 3.80e-07, 1.39e-06, 9.82e-07, 1.61e-07, 7.88e-09, 6.16e-09, 3.57e-09, 1.83e-09, 1.56e-10, 5.49e-10, 1.41e-09, 6.52e-09] []
75300 [2.07e-06, 2.90e-06, 5.93e-06, 3.83e-06, 4.50e-06, 4.38e-07, 2.32e-06, 3.84e-12, 4.23e-10, 2.85e-10, 2.87e-07, 1.04e-06, 6.36e-07, 2.13e-08, 5.11e-09, 2.32e-09, 1.20e-09, 7.27e-10, 1.32e-13, 0.00e+00, 6.95e-10, 8.72e-09] [2.07e-06, 2.90e-06, 5.93e-06, 3.83e-06, 4.50e-06, 4.38e-07, 2.32e-06, 3.84e-12, 4.23e-10, 2.85e-10, 2.87e-07, 1.04e-06, 6.36e-07, 2.13e-08, 5.11e-09, 2.32e-09, 1.20e-09, 7.27e-10, 1.32e-13, 0.00e+00, 6.95e-10, 8.72e-09] []
75400 [7.69e-06, 3.60e-06, 6.55e-06, 3.56e-06, 3.67e-06, 4.53e-07, 2.06e-06, 6.80e-09, 1.03e-05, 4.33e-06, 1.76e-05, 2.66e-05, 8.27e-05, 1.80e-04, 1.56e-06, 1.56e-06, 2.04e-06, 1.56e-06, 2.20e-09, 0.00e+00, 1.17e-08, 1.38e-05] [7.69e-06, 3.60e-06, 6.55e-06, 3.56e-06, 3.67e-06, 4.53e-07, 2.06e-06, 6.80e-09, 1.03e-05, 4.33e-06, 1.76e-05, 2.66e-05, 8.27e-05, 1.80e-04, 1.56e-06, 1.56e-06, 2.04e-06, 1.56e-06, 2.20e-09, 0.00e+00, 1.17e-08, 1.38e-05] []
75500 [2.14e-06, 2.89e-06, 5.94e-06, 3.83e-06, 4.46e-06, 3.86e-07, 2.25e-06, 3.20e-10, 4.89e-08, 3.65e-10, 3.30e-07, 1.15e-06, 7.28e-07, 2.10e-08, 4.08e-09, 2.86e-09, 1.30e-09, 7.04e-10, 3.52e-11, 0.00e+00, 1.18e-09, 7.14e-08] [2.14e-06, 2.89e-06, 5.94e-06, 3.83e-06, 4.46e-06, 3.86e-07, 2.25e-06, 3.20e-10, 4.89e-08, 3.65e-10, 3.30e-07, 1.15e-06, 7.28e-07, 2.10e-08, 4.08e-09, 2.86e-09, 1.30e-09, 7.04e-10, 3.52e-11, 0.00e+00, 1.18e-09, 7.14e-08] []
75600 [2.02e-06, 2.88e-06, 5.90e-06, 3.79e-06, 4.50e-06, 4.32e-07, 2.36e-06, 5.17e-10, 3.36e-10, 1.37e-10, 2.40e-07, 9.65e-07, 5.98e-07, 1.98e-08, 4.59e-09, 1.96e-09, 6.31e-10, 5.41e-10, 3.57e-11, 1.02e-10, 4.15e-10, 4.00e-09] [2.02e-06, 2.88e-06, 5.90e-06, 3.79e-06, 4.50e-06, 4.32e-07, 2.36e-06, 5.17e-10, 3.36e-10, 1.37e-10, 2.40e-07, 9.65e-07, 5.98e-07, 1.98e-08, 4.59e-09, 1.96e-09, 6.31e-10, 5.41e-10, 3.57e-11, 1.02e-10, 4.15e-10, 4.00e-09] []
75700 [1.98e-06, 2.82e-06, 6.32e-06, 3.88e-06, 4.43e-06, 3.67e-07, 1.98e-06, 1.76e-08, 2.65e-06, 9.78e-11, 3.84e-06, 3.09e-06, 8.37e-06, 1.10e-06, 3.53e-10, 3.17e-09, 8.80e-08, 6.34e-08, 0.00e+00, 3.01e-07, 2.09e-08, 1.96e-06] [1.98e-06, 2.82e-06, 6.32e-06, 3.88e-06, 4.43e-06, 3.67e-07, 1.98e-06, 1.76e-08, 2.65e-06, 9.78e-11, 3.84e-06, 3.09e-06, 8.37e-06, 1.10e-06, 3.53e-10, 3.17e-09, 8.80e-08, 6.34e-08, 0.00e+00, 3.01e-07, 2.09e-08, 1.96e-06] []
75800 [2.66e-06, 3.09e-06, 5.94e-06, 3.89e-06, 4.52e-06, 5.35e-07, 2.23e-06, 3.73e-04, 2.78e-08, 7.13e-07, 1.02e-06, 3.27e-06, 4.27e-06, 1.52e-05, 1.94e-07, 3.05e-07, 5.41e-08, 7.09e-08, 7.25e-05, 3.47e-09, 3.17e-04, 2.05e-08] [2.66e-06, 3.09e-06, 5.94e-06, 3.89e-06, 4.52e-06, 5.35e-07, 2.23e-06, 3.73e-04, 2.78e-08, 7.13e-07, 1.02e-06, 3.27e-06, 4.27e-06, 1.52e-05, 1.94e-07, 3.05e-07, 5.41e-08, 7.09e-08, 7.25e-05, 3.47e-09, 3.17e-04, 2.05e-08] []
75900 [1.79e-06, 2.84e-06, 6.05e-06, 3.82e-06, 4.48e-06, 4.20e-07, 2.28e-06, 1.08e-09, 4.58e-09, 3.23e-07, 9.45e-07, 3.04e-06, 4.60e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-09, 1.87e-08] [1.79e-06, 2.84e-06, 6.05e-06, 3.82e-06, 4.48e-06, 4.20e-07, 2.28e-06, 1.08e-09, 4.58e-09, 3.23e-07, 9.45e-07, 3.04e-06, 4.60e-06, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-09, 1.87e-08] []
76000 [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06] [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.273546 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
76000 [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06] [1.99e-06, 2.84e-06, 6.00e-06, 3.82e-06, 4.37e-06, 4.13e-07, 2.16e-06, 5.87e-11, 1.92e-06, 1.25e-09, 2.80e-07, 1.12e-06, 8.09e-07, 2.41e-08, 7.53e-10, 4.45e-09, 1.22e-09, 4.65e-10, 3.81e-12, 0.00e+00, 1.42e-09, 3.57e-06] []
76100 [3.49e-06, 3.01e-06, 6.12e-06, 3.60e-06, 3.88e-06, 4.07e-07, 2.02e-06, 1.33e-09, 6.32e-08, 3.17e-08, 4.19e-06, 2.93e-06, 8.63e-06, 4.60e-06, 1.07e-07, 1.37e-11, 1.89e-08, 2.96e-08, 5.71e-10, 0.00e+00, 3.10e-09, 1.63e-07] [3.49e-06, 3.01e-06, 6.12e-06, 3.60e-06, 3.88e-06, 4.07e-07, 2.02e-06, 1.33e-09, 6.32e-08, 3.17e-08, 4.19e-06, 2.93e-06, 8.63e-06, 4.60e-06, 1.07e-07, 1.37e-11, 1.89e-08, 2.96e-08, 5.71e-10, 0.00e+00, 3.10e-09, 1.63e-07] []
76200 [2.01e-06, 2.86e-06, 5.93e-06, 3.78e-06, 4.46e-06, 4.22e-07, 2.26e-06, 9.50e-11, 3.42e-08, 1.92e-09, 2.36e-07, 9.80e-07, 6.19e-07, 6.89e-08, 1.63e-09, 2.41e-09, 1.55e-10, 1.20e-10, 1.53e-11, 4.01e-09, 5.27e-10, 2.47e-08] [2.01e-06, 2.86e-06, 5.93e-06, 3.78e-06, 4.46e-06, 4.22e-07, 2.26e-06, 9.50e-11, 3.42e-08, 1.92e-09, 2.36e-07, 9.80e-07, 6.19e-07, 6.89e-08, 1.63e-09, 2.41e-09, 1.55e-10, 1.20e-10, 1.53e-11, 4.01e-09, 5.27e-10, 2.47e-08] []
76300 [2.25e-06, 2.75e-06, 6.26e-06, 3.68e-06, 4.95e-06, 3.30e-07, 2.11e-06, 1.05e-08, 2.61e-07, 3.29e-07, 9.41e-07, 1.57e-06, 1.06e-06, 6.87e-07, 0.00e+00, 9.24e-09, 1.23e-09, 7.21e-09, 6.79e-12, 6.28e-08, 2.32e-08, 3.80e-07] [2.25e-06, 2.75e-06, 6.26e-06, 3.68e-06, 4.95e-06, 3.30e-07, 2.11e-06, 1.05e-08, 2.61e-07, 3.29e-07, 9.41e-07, 1.57e-06, 1.06e-06, 6.87e-07, 0.00e+00, 9.24e-09, 1.23e-09, 7.21e-09, 6.79e-12, 6.28e-08, 2.32e-08, 3.80e-07] []
76400 [6.04e-06, 2.92e-06, 5.93e-06, 4.07e-06, 3.98e-06, 5.33e-07, 2.27e-06, 6.22e-11, 1.41e-09, 7.41e-06, 2.34e-05, 3.33e-05, 1.08e-04, 2.52e-04, 2.11e-06, 2.53e-06, 1.86e-06, 1.36e-06, 4.04e-11, 1.31e-09, 1.13e-09, 1.07e-08] [6.04e-06, 2.92e-06, 5.93e-06, 4.07e-06, 3.98e-06, 5.33e-07, 2.27e-06, 6.22e-11, 1.41e-09, 7.41e-06, 2.34e-05, 3.33e-05, 1.08e-04, 2.52e-04, 2.11e-06, 2.53e-06, 1.86e-06, 1.36e-06, 4.04e-11, 1.31e-09, 1.13e-09, 1.07e-08] []
76500 [3.61e-06, 2.86e-06, 5.84e-06, 3.59e-06, 3.92e-06, 4.00e-07, 2.33e-06, 2.60e-07, 8.34e-07, 2.26e-07, 1.59e-05, 1.23e-05, 3.86e-05, 8.70e-06, 3.59e-08, 3.65e-08, 0.00e+00, 0.00e+00, 3.81e-08, 0.00e+00, 2.47e-07, 9.90e-07] [3.61e-06, 2.86e-06, 5.84e-06, 3.59e-06, 3.92e-06, 4.00e-07, 2.33e-06, 2.60e-07, 8.34e-07, 2.26e-07, 1.59e-05, 1.23e-05, 3.86e-05, 8.70e-06, 3.59e-08, 3.65e-08, 0.00e+00, 0.00e+00, 3.81e-08, 0.00e+00, 2.47e-07, 9.90e-07] []
76600 [2.02e-05, 3.45e-06, 7.11e-06, 5.21e-06, 4.92e-06, 9.79e-07, 2.89e-06, 4.81e-11, 9.96e-08, 4.76e-05, 9.03e-05, 1.83e-04, 5.08e-04, 1.34e-03, 1.58e-05, 1.52e-05, 8.83e-06, 9.34e-06, 2.39e-10, 1.69e-08, 1.36e-09, 1.12e-07] [2.02e-05, 3.45e-06, 7.11e-06, 5.21e-06, 4.92e-06, 9.79e-07, 2.89e-06, 4.81e-11, 9.96e-08, 4.76e-05, 9.03e-05, 1.83e-04, 5.08e-04, 1.34e-03, 1.58e-05, 1.52e-05, 8.83e-06, 9.34e-06, 2.39e-10, 1.69e-08, 1.36e-09, 1.12e-07] []
76700 [1.99e-06, 2.83e-06, 5.84e-06, 3.80e-06, 4.34e-06, 3.89e-07, 2.44e-06, 4.80e-09, 1.10e-08, 2.17e-09, 3.49e-07, 1.03e-06, 7.48e-07, 9.86e-08, 1.71e-09, 4.38e-09, 1.40e-10, 4.17e-12, 0.00e+00, 1.89e-09, 6.53e-09, 1.41e-08] [1.99e-06, 2.83e-06, 5.84e-06, 3.80e-06, 4.34e-06, 3.89e-07, 2.44e-06, 4.80e-09, 1.10e-08, 2.17e-09, 3.49e-07, 1.03e-06, 7.48e-07, 9.86e-08, 1.71e-09, 4.38e-09, 1.40e-10, 4.17e-12, 0.00e+00, 1.89e-09, 6.53e-09, 1.41e-08] []
76800 [2.92e-06, 2.93e-06, 6.40e-06, 3.66e-06, 4.02e-06, 4.31e-07, 1.69e-06, 3.53e-07, 2.19e-05, 1.72e-07, 2.30e-06, 1.08e-05, 2.58e-06, 1.24e-05, 1.23e-09, 1.67e-09, 4.41e-08, 3.71e-08, 3.97e-08, 0.00e+00, 2.53e-07, 2.41e-05] [2.92e-06, 2.93e-06, 6.40e-06, 3.66e-06, 4.02e-06, 4.31e-07, 1.69e-06, 3.53e-07, 2.19e-05, 1.72e-07, 2.30e-06, 1.08e-05, 2.58e-06, 1.24e-05, 1.23e-09, 1.67e-09, 4.41e-08, 3.71e-08, 3.97e-08, 0.00e+00, 2.53e-07, 2.41e-05] []
76900 [2.10e-06, 2.80e-06, 6.07e-06, 3.84e-06, 4.48e-06, 3.64e-07, 1.98e-06, 3.01e-06, 7.95e-11, 7.60e-11, 2.69e-07, 9.65e-07, 6.04e-07, 2.96e-08, 1.95e-09, 4.28e-09, 2.10e-10, 5.09e-11, 0.00e+00, 6.00e-12, 3.44e-06, 5.88e-09] [2.10e-06, 2.80e-06, 6.07e-06, 3.84e-06, 4.48e-06, 3.64e-07, 1.98e-06, 3.01e-06, 7.95e-11, 7.60e-11, 2.69e-07, 9.65e-07, 6.04e-07, 2.96e-08, 1.95e-09, 4.28e-09, 2.10e-10, 5.09e-11, 0.00e+00, 6.00e-12, 3.44e-06, 5.88e-09] []
77000 [2.14e-06, 2.76e-06, 6.06e-06, 3.82e-06, 4.26e-06, 3.96e-07, 2.10e-06, 7.09e-08, 2.49e-09, 2.57e-09, 3.68e-07, 1.09e-06, 7.99e-07, 3.24e-07, 0.00e+00, 3.55e-09, 0.00e+00, 2.72e-09, 8.39e-09, 1.22e-10, 5.67e-08, 3.50e-09] [2.14e-06, 2.76e-06, 6.06e-06, 3.82e-06, 4.26e-06, 3.96e-07, 2.10e-06, 7.09e-08, 2.49e-09, 2.57e-09, 3.68e-07, 1.09e-06, 7.99e-07, 3.24e-07, 0.00e+00, 3.55e-09, 0.00e+00, 2.72e-09, 8.39e-09, 1.22e-10, 5.67e-08, 3.50e-09] []
77100 [2.42e-06, 2.67e-06, 6.16e-06, 3.62e-06, 4.21e-06, 4.34e-07, 2.21e-06, 2.30e-09, 1.10e-05, 2.26e-06, 4.27e-06, 8.22e-06, 4.38e-06, 9.23e-06, 0.00e+00, 5.86e-09, 0.00e+00, 0.00e+00, 2.07e-10, 1.89e-06, 1.39e-09, 1.10e-05] [2.42e-06, 2.67e-06, 6.16e-06, 3.62e-06, 4.21e-06, 4.34e-07, 2.21e-06, 2.30e-09, 1.10e-05, 2.26e-06, 4.27e-06, 8.22e-06, 4.38e-06, 9.23e-06, 0.00e+00, 5.86e-09, 0.00e+00, 0.00e+00, 2.07e-10, 1.89e-06, 1.39e-09, 1.10e-05] []
77200 [1.96e-06, 2.80e-06, 5.89e-06, 3.78e-06, 4.39e-06, 4.10e-07, 2.34e-06, 1.48e-10, 6.30e-08, 4.67e-10, 2.69e-07, 8.72e-07, 5.44e-07, 3.76e-08, 1.94e-09, 3.21e-09, 3.04e-10, 1.80e-10, 0.00e+00, 7.61e-09, 1.15e-09, 4.71e-08] [1.96e-06, 2.80e-06, 5.89e-06, 3.78e-06, 4.39e-06, 4.10e-07, 2.34e-06, 1.48e-10, 6.30e-08, 4.67e-10, 2.69e-07, 8.72e-07, 5.44e-07, 3.76e-08, 1.94e-09, 3.21e-09, 3.04e-10, 1.80e-10, 0.00e+00, 7.61e-09, 1.15e-09, 4.71e-08] []
77300 [2.50e-05, 6.26e-06, 6.87e-06, 4.04e-06, 4.85e-06, 3.04e-06, 3.71e-06, 9.71e-05, 6.48e-08, 2.77e-05, 1.41e-04, 1.66e-04, 1.04e-04, 2.20e-04, 3.26e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-05, 1.87e-10, 6.47e-05, 1.51e-06] [2.50e-05, 6.26e-06, 6.87e-06, 4.04e-06, 4.85e-06, 3.04e-06, 3.71e-06, 9.71e-05, 6.48e-08, 2.77e-05, 1.41e-04, 1.66e-04, 1.04e-04, 2.20e-04, 3.26e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-05, 1.87e-10, 6.47e-05, 1.51e-06] []
77400 [3.89e-06, 1.70e-06, 2.89e-06, 3.20e-06, 2.25e-06, 1.74e-06, 3.60e-06, 2.76e-08, 1.43e-08, 2.59e-07, 5.71e-06, 5.82e-05, 3.86e-05, 2.50e-07, 5.86e-08, 3.23e-08, 3.90e-11, 2.49e-10, 1.07e-09, 2.07e-08, 3.10e-08, 1.05e-07] [3.89e-06, 1.70e-06, 2.89e-06, 3.20e-06, 2.25e-06, 1.74e-06, 3.60e-06, 2.76e-08, 1.43e-08, 2.59e-07, 5.71e-06, 5.82e-05, 3.86e-05, 2.50e-07, 5.86e-08, 3.23e-08, 3.90e-11, 2.49e-10, 1.07e-09, 2.07e-08, 3.10e-08, 1.05e-07] []
77500 [3.04e-06, 2.00e-06, 3.75e-06, 4.00e-06, 2.41e-06, 1.58e-06, 3.86e-06, 1.51e-09, 5.56e-09, 6.60e-08, 4.08e-06, 3.03e-05, 2.06e-05, 1.35e-07, 1.61e-08, 3.62e-09, 4.04e-08, 3.30e-08, 1.41e-09, 7.18e-09, 2.15e-08, 3.32e-08] [3.04e-06, 2.00e-06, 3.75e-06, 4.00e-06, 2.41e-06, 1.58e-06, 3.86e-06, 1.51e-09, 5.56e-09, 6.60e-08, 4.08e-06, 3.03e-05, 2.06e-05, 1.35e-07, 1.61e-08, 3.62e-09, 4.04e-08, 3.30e-08, 1.41e-09, 7.18e-09, 2.15e-08, 3.32e-08] []
77600 [2.58e-06, 2.33e-06, 4.68e-06, 5.36e-06, 2.62e-06, 1.54e-06, 4.39e-06, 1.56e-08, 8.16e-07, 1.06e-08, 3.44e-06, 1.12e-05, 6.85e-06, 4.45e-07, 1.04e-08, 1.32e-08, 2.29e-08, 4.93e-09, 2.65e-09, 1.74e-07, 2.24e-08, 1.14e-06] [2.58e-06, 2.33e-06, 4.68e-06, 5.36e-06, 2.62e-06, 1.54e-06, 4.39e-06, 1.56e-08, 8.16e-07, 1.06e-08, 3.44e-06, 1.12e-05, 6.85e-06, 4.45e-07, 1.04e-08, 1.32e-08, 2.29e-08, 4.93e-09, 2.65e-09, 1.74e-07, 2.24e-08, 1.14e-06] []
77700 [2.56e-06, 2.69e-06, 5.17e-06, 5.47e-06, 2.97e-06, 1.48e-06, 4.28e-06, 4.78e-09, 3.02e-09, 1.86e-09, 2.15e-06, 5.51e-06, 3.28e-06, 4.11e-07, 6.22e-08, 1.11e-08, 1.97e-08, 1.79e-08, 3.38e-10, 1.68e-09, 2.35e-08, 2.33e-08] [2.56e-06, 2.69e-06, 5.17e-06, 5.47e-06, 2.97e-06, 1.48e-06, 4.28e-06, 4.78e-09, 3.02e-09, 1.86e-09, 2.15e-06, 5.51e-06, 3.28e-06, 4.11e-07, 6.22e-08, 1.11e-08, 1.97e-08, 1.79e-08, 3.38e-10, 1.68e-09, 2.35e-08, 2.33e-08] []
77800 [2.51e-06, 2.88e-06, 5.43e-06, 5.48e-06, 3.16e-06, 1.46e-06, 4.17e-06, 6.78e-10, 5.84e-09, 2.13e-08, 1.47e-06, 4.02e-06, 2.36e-06, 1.05e-06, 1.16e-07, 1.75e-08, 1.10e-08, 1.61e-08, 4.25e-10, 6.20e-10, 1.76e-08, 2.49e-08] [2.51e-06, 2.88e-06, 5.43e-06, 5.48e-06, 3.16e-06, 1.46e-06, 4.17e-06, 6.78e-10, 5.84e-09, 2.13e-08, 1.47e-06, 4.02e-06, 2.36e-06, 1.05e-06, 1.16e-07, 1.75e-08, 1.10e-08, 1.61e-08, 4.25e-10, 6.20e-10, 1.76e-08, 2.49e-08] []
77900 [3.05e-06, 2.97e-06, 5.59e-06, 5.43e-06, 3.23e-06, 1.49e-06, 4.06e-06, 9.71e-11, 2.27e-09, 3.07e-07, 2.60e-06, 7.55e-06, 2.17e-06, 1.11e-05, 5.73e-07, 1.09e-07, 2.58e-08, 2.98e-08, 4.03e-10, 3.24e-10, 1.36e-08, 2.94e-08] [3.05e-06, 2.97e-06, 5.59e-06, 5.43e-06, 3.23e-06, 1.49e-06, 4.06e-06, 9.71e-11, 2.27e-09, 3.07e-07, 2.60e-06, 7.55e-06, 2.17e-06, 1.11e-05, 5.73e-07, 1.09e-07, 2.58e-08, 2.98e-08, 4.03e-10, 3.24e-10, 1.36e-08, 2.94e-08] []
78000 [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04] [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.221477 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
78000 [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04] [2.27e-06, 2.96e-06, 6.00e-06, 5.30e-06, 3.73e-06, 1.43e-06, 3.90e-06, 1.08e-08, 1.53e-04, 2.98e-07, 5.78e-07, 2.94e-06, 3.65e-06, 1.72e-06, 1.42e-08, 3.08e-10, 0.00e+00, 3.09e-10, 3.22e-09, 3.06e-05, 1.94e-08, 1.47e-04] []
78100 [2.23e-06, 2.88e-06, 5.14e-06, 4.89e-06, 3.01e-06, 1.42e-06, 4.53e-06, 3.05e-08, 3.62e-08, 1.92e-08, 5.09e-07, 2.52e-06, 2.22e-06, 2.20e-07, 1.04e-08, 7.90e-09, 3.46e-09, 1.09e-08, 0.00e+00, 8.16e-09, 4.86e-08, 4.42e-08] [2.23e-06, 2.88e-06, 5.14e-06, 4.89e-06, 3.01e-06, 1.42e-06, 4.53e-06, 3.05e-08, 3.62e-08, 1.92e-08, 5.09e-07, 2.52e-06, 2.22e-06, 2.20e-07, 1.04e-08, 7.90e-09, 3.46e-09, 1.09e-08, 0.00e+00, 8.16e-09, 4.86e-08, 4.42e-08] []
78200 [2.86e-06, 2.81e-06, 5.12e-06, 4.75e-06, 3.02e-06, 1.30e-06, 4.41e-06, 7.19e-09, 1.05e-08, 1.20e-07, 3.43e-06, 4.47e-06, 1.09e-05, 4.64e-06, 0.00e+00, 1.68e-08, 0.00e+00, 4.13e-10, 4.59e-09, 7.51e-09, 2.20e-08, 3.41e-08] [2.86e-06, 2.81e-06, 5.12e-06, 4.75e-06, 3.02e-06, 1.30e-06, 4.41e-06, 7.19e-09, 1.05e-08, 1.20e-07, 3.43e-06, 4.47e-06, 1.09e-05, 4.64e-06, 0.00e+00, 1.68e-08, 0.00e+00, 4.13e-10, 4.59e-09, 7.51e-09, 2.20e-08, 3.41e-08] []
78300 [4.02e-05, 5.06e-06, 1.09e-05, 9.07e-06, 7.14e-06, 2.25e-06, 6.46e-06, 1.71e-06, 9.06e-08, 6.20e-05, 9.89e-05, 6.78e-04, 5.31e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-07, 2.64e-09, 1.82e-06, 2.08e-08] [4.02e-05, 5.06e-06, 1.09e-05, 9.07e-06, 7.14e-06, 2.25e-06, 6.46e-06, 1.71e-06, 9.06e-08, 6.20e-05, 9.89e-05, 6.78e-04, 5.31e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-07, 2.64e-09, 1.82e-06, 2.08e-08] []
78400 [1.45e-05, 3.47e-06, 5.80e-06, 5.68e-06, 3.33e-06, 1.92e-06, 4.94e-06, 1.06e-06, 3.89e-09, 3.13e-05, 3.32e-05, 1.15e-04, 2.62e-04, 8.05e-04, 7.58e-06, 1.23e-05, 4.98e-06, 4.07e-06, 0.00e+00, 1.03e-08, 6.46e-07, 5.39e-08] [1.45e-05, 3.47e-06, 5.80e-06, 5.68e-06, 3.33e-06, 1.92e-06, 4.94e-06, 1.06e-06, 3.89e-09, 3.13e-05, 3.32e-05, 1.15e-04, 2.62e-04, 8.05e-04, 7.58e-06, 1.23e-05, 4.98e-06, 4.07e-06, 0.00e+00, 1.03e-08, 6.46e-07, 5.39e-08] []
78500 [2.09e-05, 3.63e-06, 6.72e-06, 6.29e-06, 3.87e-06, 2.06e-06, 4.96e-06, 2.56e-09, 1.65e-09, 5.16e-05, 7.99e-05, 2.07e-04, 5.45e-04, 1.57e-03, 1.65e-05, 1.93e-05, 9.14e-06, 9.02e-06, 5.75e-09, 4.37e-09, 3.13e-08, 2.25e-08] [2.09e-05, 3.63e-06, 6.72e-06, 6.29e-06, 3.87e-06, 2.06e-06, 4.96e-06, 2.56e-09, 1.65e-09, 5.16e-05, 7.99e-05, 2.07e-04, 5.45e-04, 1.57e-03, 1.65e-05, 1.93e-05, 9.14e-06, 9.02e-06, 5.75e-09, 4.37e-09, 3.13e-08, 2.25e-08] []
78600 [2.18e-06, 3.07e-06, 5.25e-06, 4.99e-06, 3.55e-06, 1.32e-06, 4.39e-06, 5.66e-10, 6.75e-11, 2.70e-08, 4.26e-07, 1.90e-06, 1.67e-06, 1.46e-07, 9.96e-08, 1.54e-08, 2.27e-09, 1.41e-08, 2.26e-10, 1.68e-09, 4.45e-09, 1.71e-08] [2.18e-06, 3.07e-06, 5.25e-06, 4.99e-06, 3.55e-06, 1.32e-06, 4.39e-06, 5.66e-10, 6.75e-11, 2.70e-08, 4.26e-07, 1.90e-06, 1.67e-06, 1.46e-07, 9.96e-08, 1.54e-08, 2.27e-09, 1.41e-08, 2.26e-10, 1.68e-09, 4.45e-09, 1.71e-08] []
78700 [1.22e-05, 3.60e-06, 7.40e-06, 5.90e-06, 5.39e-06, 1.57e-06, 4.89e-06, 1.78e-10, 2.87e-09, 3.37e-05, 3.76e-05, 2.03e-04, 2.48e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-11, 7.20e-10, 7.97e-09, 1.73e-08] [1.22e-05, 3.60e-06, 7.40e-06, 5.90e-06, 5.39e-06, 1.57e-06, 4.89e-06, 1.78e-10, 2.87e-09, 3.37e-05, 3.76e-05, 2.03e-04, 2.48e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-11, 7.20e-10, 7.97e-09, 1.73e-08] []
78800 [2.97e-06, 2.87e-06, 5.62e-06, 5.29e-06, 3.42e-06, 1.24e-06, 4.01e-06, 2.35e-09, 5.75e-09, 1.25e-10, 2.29e-06, 4.59e-06, 4.89e-06, 4.32e-07, 1.94e-07, 5.25e-08, 1.46e-08, 6.35e-08, 2.99e-09, 3.19e-09, 1.64e-08, 1.93e-08] [2.97e-06, 2.87e-06, 5.62e-06, 5.29e-06, 3.42e-06, 1.24e-06, 4.01e-06, 2.35e-09, 5.75e-09, 1.25e-10, 2.29e-06, 4.59e-06, 4.89e-06, 4.32e-07, 1.94e-07, 5.25e-08, 1.46e-08, 6.35e-08, 2.99e-09, 3.19e-09, 1.64e-08, 1.93e-08] []
78900 [2.13e-06, 3.15e-06, 5.48e-06, 5.10e-06, 3.64e-06, 1.31e-06, 4.41e-06, 4.91e-07, 4.62e-05, 2.44e-08, 2.51e-07, 1.67e-06, 1.51e-06, 2.49e-07, 2.45e-07, 3.72e-08, 0.00e+00, 2.09e-08, 0.00e+00, 5.84e-06, 2.67e-07, 3.15e-05] [2.13e-06, 3.15e-06, 5.48e-06, 5.10e-06, 3.64e-06, 1.31e-06, 4.41e-06, 4.91e-07, 4.62e-05, 2.44e-08, 2.51e-07, 1.67e-06, 1.51e-06, 2.49e-07, 2.45e-07, 3.72e-08, 0.00e+00, 2.09e-08, 0.00e+00, 5.84e-06, 2.67e-07, 3.15e-05] []
79000 [1.81e-06, 2.98e-06, 5.20e-06, 4.95e-06, 3.38e-06, 1.28e-06, 4.18e-06, 1.15e-07, 1.76e-08, 1.24e-07, 2.41e-07, 2.41e-06, 1.74e-06, 3.07e-06, 9.11e-08, 1.38e-09, 0.00e+00, 6.05e-09, 1.63e-08, 1.93e-09, 1.06e-07, 1.44e-08] [1.81e-06, 2.98e-06, 5.20e-06, 4.95e-06, 3.38e-06, 1.28e-06, 4.18e-06, 1.15e-07, 1.76e-08, 1.24e-07, 2.41e-07, 2.41e-06, 1.74e-06, 3.07e-06, 9.11e-08, 1.38e-09, 0.00e+00, 6.05e-09, 1.63e-08, 1.93e-09, 1.06e-07, 1.44e-08] []
79100 [2.05e-06, 2.93e-06, 5.36e-06, 4.97e-06, 3.28e-06, 1.38e-06, 3.94e-06, 1.23e-07, 4.16e-09, 3.55e-09, 2.30e-07, 1.99e-06, 1.64e-06, 1.73e-07, 8.27e-08, 1.28e-08, 4.69e-09, 1.71e-08, 0.00e+00, 7.97e-10, 1.20e-07, 2.24e-08] [2.05e-06, 2.93e-06, 5.36e-06, 4.97e-06, 3.28e-06, 1.38e-06, 3.94e-06, 1.23e-07, 4.16e-09, 3.55e-09, 2.30e-07, 1.99e-06, 1.64e-06, 1.73e-07, 8.27e-08, 1.28e-08, 4.69e-09, 1.71e-08, 0.00e+00, 7.97e-10, 1.20e-07, 2.24e-08] []
79200 [1.91e-06, 2.89e-06, 5.29e-06, 4.87e-06, 3.20e-06, 1.33e-06, 3.89e-06, 3.06e-11, 7.37e-10, 3.44e-13, 1.54e-07, 1.80e-06, 1.42e-06, 4.23e-08, 5.08e-08, 5.55e-09, 2.10e-09, 1.02e-08, 2.03e-10, 1.04e-09, 3.57e-09, 1.29e-08] [1.91e-06, 2.89e-06, 5.29e-06, 4.87e-06, 3.20e-06, 1.33e-06, 3.89e-06, 3.06e-11, 7.37e-10, 3.44e-13, 1.54e-07, 1.80e-06, 1.42e-06, 4.23e-08, 5.08e-08, 5.55e-09, 2.10e-09, 1.02e-08, 2.03e-10, 1.04e-09, 3.57e-09, 1.29e-08] []
79300 [1.14e-05, 4.22e-06, 6.91e-06, 5.62e-06, 2.52e-06, 1.77e-06, 4.26e-06, 2.50e-05, 2.23e-04, 5.57e-06, 5.59e-05, 9.92e-05, 2.66e-05, 2.15e-04, 4.64e-06, 5.09e-06, 5.18e-07, 1.37e-07, 5.07e-06, 0.00e+00, 2.57e-05, 2.44e-04] [1.14e-05, 4.22e-06, 6.91e-06, 5.62e-06, 2.52e-06, 1.77e-06, 4.26e-06, 2.50e-05, 2.23e-04, 5.57e-06, 5.59e-05, 9.92e-05, 2.66e-05, 2.15e-04, 4.64e-06, 5.09e-06, 5.18e-07, 1.37e-07, 5.07e-06, 0.00e+00, 2.57e-05, 2.44e-04] []
79400 [2.03e-06, 2.85e-06, 5.27e-06, 5.18e-06, 2.82e-06, 1.42e-06, 4.20e-06, 1.18e-11, 8.51e-09, 2.13e-11, 2.27e-07, 1.68e-06, 1.42e-06, 5.05e-08, 2.02e-08, 3.08e-09, 3.62e-09, 1.32e-08, 2.16e-10, 1.32e-09, 1.00e-08, 1.74e-08] [2.03e-06, 2.85e-06, 5.27e-06, 5.18e-06, 2.82e-06, 1.42e-06, 4.20e-06, 1.18e-11, 8.51e-09, 2.13e-11, 2.27e-07, 1.68e-06, 1.42e-06, 5.05e-08, 2.02e-08, 3.08e-09, 3.62e-09, 1.32e-08, 2.16e-10, 1.32e-09, 1.00e-08, 1.74e-08] []
79500 [1.91e-06, 2.79e-06, 5.24e-06, 4.86e-06, 2.92e-06, 1.35e-06, 4.23e-06, 5.00e-10, 9.40e-10, 7.83e-12, 1.85e-07, 1.61e-06, 1.34e-06, 3.89e-08, 6.33e-09, 1.36e-09, 3.24e-09, 8.58e-09, 6.50e-11, 5.47e-10, 9.71e-09, 1.80e-08] [1.91e-06, 2.79e-06, 5.24e-06, 4.86e-06, 2.92e-06, 1.35e-06, 4.23e-06, 5.00e-10, 9.40e-10, 7.83e-12, 1.85e-07, 1.61e-06, 1.34e-06, 3.89e-08, 6.33e-09, 1.36e-09, 3.24e-09, 8.58e-09, 6.50e-11, 5.47e-10, 9.71e-09, 1.80e-08] []
79600 [1.85e-06, 2.74e-06, 5.27e-06, 4.67e-06, 2.97e-06, 1.28e-06, 4.21e-06, 1.75e-09, 6.94e-10, 2.10e-09, 1.83e-07, 1.54e-06, 1.35e-06, 6.95e-08, 4.80e-09, 2.20e-09, 4.41e-09, 7.61e-09, 2.23e-11, 4.92e-10, 1.11e-08, 1.83e-08] [1.85e-06, 2.74e-06, 5.27e-06, 4.67e-06, 2.97e-06, 1.28e-06, 4.21e-06, 1.75e-09, 6.94e-10, 2.10e-09, 1.83e-07, 1.54e-06, 1.35e-06, 6.95e-08, 4.80e-09, 2.20e-09, 4.41e-09, 7.61e-09, 2.23e-11, 4.92e-10, 1.11e-08, 1.83e-08] []
79700 [2.00e-06, 2.81e-06, 5.49e-06, 4.17e-06, 3.61e-06, 1.40e-06, 4.30e-06, 8.61e-08, 1.61e-07, 1.83e-07, 1.19e-06, 2.90e-06, 2.91e-06, 1.07e-06, 1.26e-07, 1.79e-08, 5.68e-09, 6.94e-08, 3.65e-08, 4.49e-08, 9.10e-08, 1.57e-07] [2.00e-06, 2.81e-06, 5.49e-06, 4.17e-06, 3.61e-06, 1.40e-06, 4.30e-06, 8.61e-08, 1.61e-07, 1.83e-07, 1.19e-06, 2.90e-06, 2.91e-06, 1.07e-06, 1.26e-07, 1.79e-08, 5.68e-09, 6.94e-08, 3.65e-08, 4.49e-08, 9.10e-08, 1.57e-07] []
79800 [2.01e-06, 2.80e-06, 5.47e-06, 4.16e-06, 3.67e-06, 1.34e-06, 4.18e-06, 1.30e-08, 1.24e-10, 1.04e-11, 1.72e-07, 1.91e-06, 1.56e-06, 3.67e-08, 8.32e-08, 8.72e-09, 4.13e-09, 1.71e-08, 1.11e-08, 1.32e-08, 4.56e-08, 4.10e-08] [2.01e-06, 2.80e-06, 5.47e-06, 4.16e-06, 3.67e-06, 1.34e-06, 4.18e-06, 1.30e-08, 1.24e-10, 1.04e-11, 1.72e-07, 1.91e-06, 1.56e-06, 3.67e-08, 8.32e-08, 8.72e-09, 4.13e-09, 1.71e-08, 1.11e-08, 1.32e-08, 4.56e-08, 4.10e-08] []
79900 [1.92e-06, 2.72e-06, 5.52e-06, 4.07e-06, 3.66e-06, 1.29e-06, 4.11e-06, 1.07e-08, 1.89e-09, 1.14e-14, 1.52e-07, 1.86e-06, 1.50e-06, 3.54e-08, 5.96e-08, 6.74e-09, 4.29e-09, 1.84e-08, 8.93e-09, 9.93e-09, 4.09e-08, 4.31e-08] [1.92e-06, 2.72e-06, 5.52e-06, 4.07e-06, 3.66e-06, 1.29e-06, 4.11e-06, 1.07e-08, 1.89e-09, 1.14e-14, 1.52e-07, 1.86e-06, 1.50e-06, 3.54e-08, 5.96e-08, 6.74e-09, 4.29e-09, 1.84e-08, 8.93e-09, 9.93e-09, 4.09e-08, 4.31e-08] []
80000 [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07] [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 37.069933 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
80000 [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07] [1.77e-06, 2.45e-06, 5.33e-06, 3.44e-06, 3.69e-06, 1.20e-06, 3.75e-06, 9.67e-08, 3.92e-07, 3.80e-06, 1.22e-05, 1.55e-05, 7.03e-06, 3.42e-05, 2.43e-14, 0.00e+00, 6.28e-11, 2.59e-08, 2.29e-10, 1.04e-12, 1.60e-07, 4.54e-07] []
80100 [2.05e-06, 2.62e-06, 5.60e-06, 4.08e-06, 3.62e-06, 1.18e-06, 3.70e-06, 5.30e-09, 7.11e-14, 7.41e-11, 1.25e-07, 2.08e-06, 1.77e-06, 3.29e-08, 2.24e-08, 6.46e-09, 2.23e-09, 5.34e-09, 8.22e-09, 5.14e-09, 2.83e-08, 2.56e-08] [2.05e-06, 2.62e-06, 5.60e-06, 4.08e-06, 3.62e-06, 1.18e-06, 3.70e-06, 5.30e-09, 7.11e-14, 7.41e-11, 1.25e-07, 2.08e-06, 1.77e-06, 3.29e-08, 2.24e-08, 6.46e-09, 2.23e-09, 5.34e-09, 8.22e-09, 5.14e-09, 2.83e-08, 2.56e-08] []
80200 [2.00e-06, 2.85e-06, 5.81e-06, 4.14e-06, 3.95e-06, 1.87e-06, 3.60e-06, 4.39e-04, 9.37e-07, 4.09e-08, 7.80e-07, 4.30e-06, 4.68e-06, 3.77e-07, 1.45e-08, 2.35e-07, 0.00e+00, 6.09e-08, 4.02e-05, 1.27e-07, 1.81e-04, 8.44e-07] [2.00e-06, 2.85e-06, 5.81e-06, 4.14e-06, 3.95e-06, 1.87e-06, 3.60e-06, 4.39e-04, 9.37e-07, 4.09e-08, 7.80e-07, 4.30e-06, 4.68e-06, 3.77e-07, 1.45e-08, 2.35e-07, 0.00e+00, 6.09e-08, 4.02e-05, 1.27e-07, 1.81e-04, 8.44e-07] []
80300 [2.58e-06, 2.37e-06, 5.38e-06, 3.17e-06, 3.40e-06, 1.80e-06, 3.77e-06, 1.20e-08, 8.18e-10, 5.75e-08, 7.59e-06, 7.44e-06, 1.45e-05, 9.71e-07, 3.04e-08, 7.46e-08, 1.13e-07, 9.05e-08, 8.63e-10, 7.52e-09, 2.05e-08, 3.21e-08] [2.58e-06, 2.37e-06, 5.38e-06, 3.17e-06, 3.40e-06, 1.80e-06, 3.77e-06, 1.20e-08, 8.18e-10, 5.75e-08, 7.59e-06, 7.44e-06, 1.45e-05, 9.71e-07, 3.04e-08, 7.46e-08, 1.13e-07, 9.05e-08, 8.63e-10, 7.52e-09, 2.05e-08, 3.21e-08] []
80400 [2.18e-06, 2.56e-06, 5.79e-06, 3.72e-06, 3.73e-06, 1.64e-06, 3.63e-06, 4.24e-10, 5.24e-10, 7.14e-11, 1.58e-07, 2.31e-06, 2.00e-06, 4.06e-08, 2.44e-08, 9.02e-09, 3.04e-09, 7.20e-09, 1.25e-09, 5.88e-09, 6.69e-09, 2.94e-08] [2.18e-06, 2.56e-06, 5.79e-06, 3.72e-06, 3.73e-06, 1.64e-06, 3.63e-06, 4.24e-10, 5.24e-10, 7.14e-11, 1.58e-07, 2.31e-06, 2.00e-06, 4.06e-08, 2.44e-08, 9.02e-09, 3.04e-09, 7.20e-09, 1.25e-09, 5.88e-09, 6.69e-09, 2.94e-08] []
80500 [1.98e-06, 2.56e-06, 5.81e-06, 3.81e-06, 3.69e-06, 1.49e-06, 3.57e-06, 2.51e-10, 2.14e-09, 5.69e-11, 1.50e-07, 2.15e-06, 1.78e-06, 3.76e-08, 1.85e-08, 6.54e-09, 2.98e-09, 8.53e-09, 1.17e-09, 5.17e-09, 6.52e-09, 2.76e-08] [1.98e-06, 2.56e-06, 5.81e-06, 3.81e-06, 3.69e-06, 1.49e-06, 3.57e-06, 2.51e-10, 2.14e-09, 5.69e-11, 1.50e-07, 2.15e-06, 1.78e-06, 3.76e-08, 1.85e-08, 6.54e-09, 2.98e-09, 8.53e-09, 1.17e-09, 5.17e-09, 6.52e-09, 2.76e-08] []
80600 [1.86e-06, 2.54e-06, 5.84e-06, 3.88e-06, 3.64e-06, 1.37e-06, 3.51e-06, 1.96e-10, 9.32e-09, 1.59e-09, 1.52e-07, 2.03e-06, 1.70e-06, 6.03e-08, 1.64e-08, 6.95e-09, 4.45e-09, 8.97e-09, 1.16e-09, 5.85e-09, 7.10e-09, 2.99e-08] [1.86e-06, 2.54e-06, 5.84e-06, 3.88e-06, 3.64e-06, 1.37e-06, 3.51e-06, 1.96e-10, 9.32e-09, 1.59e-09, 1.52e-07, 2.03e-06, 1.70e-06, 6.03e-08, 1.64e-08, 6.95e-09, 4.45e-09, 8.97e-09, 1.16e-09, 5.85e-09, 7.10e-09, 2.99e-08] []
80700 [2.11e-06, 2.62e-06, 5.47e-06, 3.69e-06, 3.72e-06, 1.32e-06, 4.53e-06, 1.77e-08, 1.04e-06, 7.26e-09, 1.12e-06, 2.87e-06, 3.09e-06, 5.15e-07, 4.33e-08, 4.41e-08, 4.78e-09, 4.60e-08, 7.50e-10, 1.82e-07, 3.08e-08, 1.19e-06] [2.11e-06, 2.62e-06, 5.47e-06, 3.69e-06, 3.72e-06, 1.32e-06, 4.53e-06, 1.77e-08, 1.04e-06, 7.26e-09, 1.12e-06, 2.87e-06, 3.09e-06, 5.15e-07, 4.33e-08, 4.41e-08, 4.78e-09, 4.60e-08, 7.50e-10, 1.82e-07, 3.08e-08, 1.19e-06] []
80800 [1.85e-06, 2.54e-06, 5.57e-06, 3.74e-06, 3.66e-06, 1.17e-06, 4.24e-06, 1.05e-09, 1.35e-10, 1.20e-10, 2.23e-07, 2.12e-06, 1.92e-06, 3.86e-08, 2.65e-08, 4.90e-09, 7.82e-09, 1.08e-08, 3.32e-09, 3.26e-09, 1.44e-08, 2.61e-08] [1.85e-06, 2.54e-06, 5.57e-06, 3.74e-06, 3.66e-06, 1.17e-06, 4.24e-06, 1.05e-09, 1.35e-10, 1.20e-10, 2.23e-07, 2.12e-06, 1.92e-06, 3.86e-08, 2.65e-08, 4.90e-09, 7.82e-09, 1.08e-08, 3.32e-09, 3.26e-09, 1.44e-08, 2.61e-08] []
80900 [1.79e-06, 2.48e-06, 5.67e-06, 3.79e-06, 3.60e-06, 1.08e-06, 4.05e-06, 1.11e-09, 3.18e-10, 2.58e-10, 2.00e-07, 1.99e-06, 1.81e-06, 3.33e-08, 2.19e-08, 4.55e-09, 8.44e-09, 1.01e-08, 3.30e-09, 2.85e-09, 1.62e-08, 2.50e-08] [1.79e-06, 2.48e-06, 5.67e-06, 3.79e-06, 3.60e-06, 1.08e-06, 4.05e-06, 1.11e-09, 3.18e-10, 2.58e-10, 2.00e-07, 1.99e-06, 1.81e-06, 3.33e-08, 2.19e-08, 4.55e-09, 8.44e-09, 1.01e-08, 3.30e-09, 2.85e-09, 1.62e-08, 2.50e-08] []
81000 [1.63e-06, 2.53e-06, 5.54e-06, 3.51e-06, 3.70e-06, 1.21e-06, 3.86e-06, 5.28e-06, 1.01e-11, 1.12e-07, 1.19e-06, 4.65e-06, 3.03e-06, 6.53e-06, 4.20e-09, 0.00e+00, 5.62e-10, 1.15e-09, 0.00e+00, 2.70e-09, 3.94e-06, 1.94e-08] [1.63e-06, 2.53e-06, 5.54e-06, 3.51e-06, 3.70e-06, 1.21e-06, 3.86e-06, 5.28e-06, 1.01e-11, 1.12e-07, 1.19e-06, 4.65e-06, 3.03e-06, 6.53e-06, 4.20e-09, 0.00e+00, 5.62e-10, 1.15e-09, 0.00e+00, 2.70e-09, 3.94e-06, 1.94e-08] []
81100 [1.83e-06, 2.50e-06, 5.71e-06, 3.76e-06, 3.56e-06, 1.06e-06, 3.71e-06, 4.96e-10, 1.23e-10, 3.79e-11, 1.55e-07, 2.09e-06, 1.83e-06, 2.93e-08, 1.96e-08, 3.62e-09, 5.07e-09, 6.91e-09, 2.85e-09, 2.28e-09, 9.59e-09, 2.02e-08] [1.83e-06, 2.50e-06, 5.71e-06, 3.76e-06, 3.56e-06, 1.06e-06, 3.71e-06, 4.96e-10, 1.23e-10, 3.79e-11, 1.55e-07, 2.09e-06, 1.83e-06, 2.93e-08, 1.96e-08, 3.62e-09, 5.07e-09, 6.91e-09, 2.85e-09, 2.28e-09, 9.59e-09, 2.02e-08] []
81200 [9.14e-05, 5.64e-06, 1.50e-05, 1.53e-05, 1.13e-05, 4.50e-06, 8.90e-06, 3.79e-04, 6.64e-10, 2.87e-04, 3.45e-04, 1.17e-03, 1.90e-03, 8.05e-03, 1.43e-04, 1.19e-04, 6.16e-05, 3.17e-05, 0.00e+00, 4.05e-08, 4.13e-04, 2.45e-07] [9.14e-05, 5.64e-06, 1.50e-05, 1.53e-05, 1.13e-05, 4.50e-06, 8.90e-06, 3.79e-04, 6.64e-10, 2.87e-04, 3.45e-04, 1.17e-03, 1.90e-03, 8.05e-03, 1.43e-04, 1.19e-04, 6.16e-05, 3.17e-05, 0.00e+00, 4.05e-08, 4.13e-04, 2.45e-07] []
81300 [1.85e-06, 2.49e-06, 5.79e-06, 3.65e-06, 3.47e-06, 1.46e-06, 3.59e-06, 1.33e-08, 4.93e-10, 4.47e-10, 1.60e-07, 2.16e-06, 2.00e-06, 4.98e-08, 1.36e-08, 4.70e-09, 6.21e-09, 5.52e-09, 2.99e-10, 2.23e-09, 2.36e-08, 2.25e-08] [1.85e-06, 2.49e-06, 5.79e-06, 3.65e-06, 3.47e-06, 1.46e-06, 3.59e-06, 1.33e-08, 4.93e-10, 4.47e-10, 1.60e-07, 2.16e-06, 2.00e-06, 4.98e-08, 1.36e-08, 4.70e-09, 6.21e-09, 5.52e-09, 2.99e-10, 2.23e-09, 2.36e-08, 2.25e-08] []
81400 [1.77e-06, 2.46e-06, 5.89e-06, 3.64e-06, 3.48e-06, 1.27e-06, 3.49e-06, 4.42e-09, 2.29e-09, 6.61e-11, 1.66e-07, 1.98e-06, 1.78e-06, 3.09e-08, 1.85e-08, 4.15e-09, 6.05e-09, 5.87e-09, 3.37e-09, 4.20e-09, 1.26e-08, 2.38e-08] [1.77e-06, 2.46e-06, 5.89e-06, 3.64e-06, 3.48e-06, 1.27e-06, 3.49e-06, 4.42e-09, 2.29e-09, 6.61e-11, 1.66e-07, 1.98e-06, 1.78e-06, 3.09e-08, 1.85e-08, 4.15e-09, 6.05e-09, 5.87e-09, 3.37e-09, 4.20e-09, 1.26e-08, 2.38e-08] []
81500 [1.78e-06, 2.50e-06, 5.75e-06, 3.39e-06, 3.72e-06, 1.22e-06, 3.44e-06, 5.11e-08, 1.79e-09, 3.37e-09, 1.51e-06, 3.91e-06, 5.18e-06, 2.00e-06, 1.77e-09, 0.00e+00, 0.00e+00, 6.86e-11, 5.93e-09, 1.86e-09, 3.37e-08, 2.01e-08] [1.78e-06, 2.50e-06, 5.75e-06, 3.39e-06, 3.72e-06, 1.22e-06, 3.44e-06, 5.11e-08, 1.79e-09, 3.37e-09, 1.51e-06, 3.91e-06, 5.18e-06, 2.00e-06, 1.77e-09, 0.00e+00, 0.00e+00, 6.86e-11, 5.93e-09, 1.86e-09, 3.37e-08, 2.01e-08] []
81600 [1.76e-06, 2.44e-06, 5.89e-06, 3.59e-06, 3.49e-06, 1.01e-06, 3.24e-06, 3.10e-10, 1.38e-09, 4.21e-12, 1.47e-07, 2.05e-06, 1.81e-06, 2.99e-08, 1.68e-08, 3.36e-09, 3.58e-09, 4.48e-09, 1.42e-09, 1.45e-09, 6.84e-09, 2.07e-08] [1.76e-06, 2.44e-06, 5.89e-06, 3.59e-06, 3.49e-06, 1.01e-06, 3.24e-06, 3.10e-10, 1.38e-09, 4.21e-12, 1.47e-07, 2.05e-06, 1.81e-06, 2.99e-08, 1.68e-08, 3.36e-09, 3.58e-09, 4.48e-09, 1.42e-09, 1.45e-09, 6.84e-09, 2.07e-08] []
81700 [1.53e-06, 2.45e-06, 5.46e-06, 3.02e-06, 3.38e-06, 1.06e-06, 3.21e-06, 3.98e-07, 6.37e-07, 7.16e-06, 5.55e-06, 1.18e-05, 2.08e-05, 5.09e-05, 7.58e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.36e-07, 8.47e-07] [1.53e-06, 2.45e-06, 5.46e-06, 3.02e-06, 3.38e-06, 1.06e-06, 3.21e-06, 3.98e-07, 6.37e-07, 7.16e-06, 5.55e-06, 1.18e-05, 2.08e-05, 5.09e-05, 7.58e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.36e-07, 8.47e-07] []
81800 [1.73e-06, 2.38e-06, 5.91e-06, 3.53e-06, 3.50e-06, 8.04e-07, 3.04e-06, 8.02e-12, 1.61e-10, 1.37e-11, 1.47e-07, 2.08e-06, 1.81e-06, 3.60e-08, 1.72e-08, 2.70e-09, 2.44e-09, 4.25e-09, 1.14e-09, 1.31e-09, 4.99e-09, 1.65e-08] [1.73e-06, 2.38e-06, 5.91e-06, 3.53e-06, 3.50e-06, 8.04e-07, 3.04e-06, 8.02e-12, 1.61e-10, 1.37e-11, 1.47e-07, 2.08e-06, 1.81e-06, 3.60e-08, 1.72e-08, 2.70e-09, 2.44e-09, 4.25e-09, 1.14e-09, 1.31e-09, 4.99e-09, 1.65e-08] []
81900 [1.20e-05, 2.25e-06, 8.67e-06, 2.16e-06, 4.62e-06, 4.16e-06, 7.41e-06, 7.55e-05, 5.66e-06, 1.18e-04, 2.41e-04, 7.86e-04, 9.82e-04, 3.13e-04, 4.84e-07, 2.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-06, 4.56e-05, 4.83e-05] [1.20e-05, 2.25e-06, 8.67e-06, 2.16e-06, 4.62e-06, 4.16e-06, 7.41e-06, 7.55e-05, 5.66e-06, 1.18e-04, 2.41e-04, 7.86e-04, 9.82e-04, 3.13e-04, 4.84e-07, 2.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-06, 4.56e-05, 4.83e-05] []
82000 [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08] [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 38.885478 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
82000 [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08] [2.39e-06, 2.21e-06, 6.52e-06, 3.97e-06, 3.15e-06, 2.11e-06, 4.52e-06, 1.78e-09, 1.63e-09, 7.35e-09, 2.51e-06, 8.27e-06, 5.41e-06, 1.75e-07, 9.06e-09, 1.00e-07, 2.91e-08, 1.69e-07, 1.32e-09, 1.97e-09, 8.09e-09, 3.67e-08] []
82100 [2.16e-06, 2.32e-06, 6.22e-06, 3.81e-06, 3.12e-06, 1.68e-06, 4.06e-06, 3.12e-11, 1.95e-08, 4.37e-10, 1.44e-06, 4.69e-06, 3.23e-06, 3.46e-08, 6.90e-09, 1.35e-08, 2.07e-08, 2.85e-08, 8.60e-11, 1.16e-09, 3.31e-09, 8.20e-08] [2.16e-06, 2.32e-06, 6.22e-06, 3.81e-06, 3.12e-06, 1.68e-06, 4.06e-06, 3.12e-11, 1.95e-08, 4.37e-10, 1.44e-06, 4.69e-06, 3.23e-06, 3.46e-08, 6.90e-09, 1.35e-08, 2.07e-08, 2.85e-08, 8.60e-11, 1.16e-09, 3.31e-09, 8.20e-08] []
82200 [1.90e-06, 2.40e-06, 6.07e-06, 3.76e-06, 3.16e-06, 1.42e-06, 3.85e-06, 8.02e-12, 3.18e-08, 2.44e-10, 8.44e-07, 3.38e-06, 2.44e-06, 3.59e-08, 1.01e-08, 1.07e-08, 1.43e-08, 1.35e-08, 8.85e-11, 6.76e-09, 1.96e-09, 3.65e-08] [1.90e-06, 2.40e-06, 6.07e-06, 3.76e-06, 3.16e-06, 1.42e-06, 3.85e-06, 8.02e-12, 3.18e-08, 2.44e-10, 8.44e-07, 3.38e-06, 2.44e-06, 3.59e-08, 1.01e-08, 1.07e-08, 1.43e-08, 1.35e-08, 8.85e-11, 6.76e-09, 1.96e-09, 3.65e-08] []
82300 [6.02e-06, 2.96e-06, 6.54e-06, 4.51e-06, 3.38e-06, 1.86e-06, 5.28e-06, 3.18e-07, 9.60e-05, 1.19e-05, 3.17e-05, 9.03e-05, 1.49e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-05, 3.46e-07, 6.89e-05] [6.02e-06, 2.96e-06, 6.54e-06, 4.51e-06, 3.38e-06, 1.86e-06, 5.28e-06, 3.18e-07, 9.60e-05, 1.19e-05, 3.17e-05, 9.03e-05, 1.49e-04, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-05, 3.46e-07, 6.89e-05] []
82400 [1.72e-06, 2.50e-06, 5.71e-06, 3.80e-06, 3.11e-06, 1.14e-06, 4.07e-06, 2.64e-11, 2.73e-09, 8.04e-10, 3.77e-07, 2.54e-06, 1.99e-06, 3.20e-08, 1.28e-08, 2.75e-09, 1.13e-08, 1.32e-08, 9.27e-10, 1.24e-09, 3.89e-09, 2.33e-08] [1.72e-06, 2.50e-06, 5.71e-06, 3.80e-06, 3.11e-06, 1.14e-06, 4.07e-06, 2.64e-11, 2.73e-09, 8.04e-10, 3.77e-07, 2.54e-06, 1.99e-06, 3.20e-08, 1.28e-08, 2.75e-09, 1.13e-08, 1.32e-08, 9.27e-10, 1.24e-09, 3.89e-09, 2.33e-08] []
82500 [1.67e-06, 2.46e-06, 5.83e-06, 3.77e-06, 3.10e-06, 9.86e-07, 3.87e-06, 1.44e-11, 4.79e-11, 6.69e-12, 3.02e-07, 2.08e-06, 1.60e-06, 2.80e-08, 1.10e-08, 1.63e-09, 1.10e-08, 7.14e-09, 1.65e-09, 1.58e-09, 5.70e-09, 1.73e-08] [1.67e-06, 2.46e-06, 5.83e-06, 3.77e-06, 3.10e-06, 9.86e-07, 3.87e-06, 1.44e-11, 4.79e-11, 6.69e-12, 3.02e-07, 2.08e-06, 1.60e-06, 2.80e-08, 1.10e-08, 1.63e-09, 1.10e-08, 7.14e-09, 1.65e-09, 1.58e-09, 5.70e-09, 1.73e-08] []
82600 [4.53e-06, 3.46e-06, 6.17e-06, 4.89e-06, 3.12e-06, 1.63e-06, 3.99e-06, 4.27e-10, 2.41e-12, 2.15e-05, 1.97e-05, 4.03e-05, 7.89e-05, 3.23e-04, 0.00e+00, 0.00e+00, 2.33e-09, 0.00e+00, 1.17e-09, 3.47e-09, 1.43e-07, 2.45e-08] [4.53e-06, 3.46e-06, 6.17e-06, 4.89e-06, 3.12e-06, 1.63e-06, 3.99e-06, 4.27e-10, 2.41e-12, 2.15e-05, 1.97e-05, 4.03e-05, 7.89e-05, 3.23e-04, 0.00e+00, 0.00e+00, 2.33e-09, 0.00e+00, 1.17e-09, 3.47e-09, 1.43e-07, 2.45e-08] []
82700 [1.79e-06, 2.50e-06, 5.80e-06, 3.66e-06, 3.14e-06, 8.60e-07, 3.38e-06, 3.81e-09, 6.51e-10, 1.34e-09, 2.35e-07, 2.05e-06, 1.58e-06, 3.99e-08, 1.25e-08, 1.36e-09, 8.09e-09, 6.10e-09, 4.97e-09, 1.82e-09, 1.08e-08, 1.70e-08] [1.79e-06, 2.50e-06, 5.80e-06, 3.66e-06, 3.14e-06, 8.60e-07, 3.38e-06, 3.81e-09, 6.51e-10, 1.34e-09, 2.35e-07, 2.05e-06, 1.58e-06, 3.99e-08, 1.25e-08, 1.36e-09, 8.09e-09, 6.10e-09, 4.97e-09, 1.82e-09, 1.08e-08, 1.70e-08] []
82800 [1.72e-06, 2.59e-06, 6.04e-06, 3.68e-06, 3.02e-06, 1.29e-06, 3.24e-06, 1.81e-07, 6.95e-09, 3.14e-10, 2.30e-07, 1.66e-06, 1.36e-06, 4.13e-08, 5.34e-09, 2.35e-09, 1.56e-08, 5.87e-09, 0.00e+00, 3.60e-09, 8.52e-07, 2.55e-08] [1.72e-06, 2.59e-06, 6.04e-06, 3.68e-06, 3.02e-06, 1.29e-06, 3.24e-06, 1.81e-07, 6.95e-09, 3.14e-10, 2.30e-07, 1.66e-06, 1.36e-06, 4.13e-08, 5.34e-09, 2.35e-09, 1.56e-08, 5.87e-09, 0.00e+00, 3.60e-09, 8.52e-07, 2.55e-08] []
82900 [1.03e-04, 4.45e-06, 1.74e-05, 1.54e-05, 1.32e-05, 3.63e-06, 1.01e-05, 9.32e-07, 1.70e-07, 3.28e-04, 3.59e-04, 1.35e-03, 1.74e-03, 8.79e-03, 1.61e-04, 1.47e-04, 7.59e-05, 3.11e-05, 2.18e-07, 6.33e-08, 1.05e-06, 3.95e-07] [1.03e-04, 4.45e-06, 1.74e-05, 1.54e-05, 1.32e-05, 3.63e-06, 1.01e-05, 9.32e-07, 1.70e-07, 3.28e-04, 3.59e-04, 1.35e-03, 1.74e-03, 8.79e-03, 1.61e-04, 1.47e-04, 7.59e-05, 3.11e-05, 2.18e-07, 6.33e-08, 1.05e-06, 3.95e-07] []
83000 [1.76e-06, 2.57e-06, 5.81e-06, 3.56e-06, 2.97e-06, 9.20e-07, 3.01e-06, 4.22e-07, 8.32e-10, 2.12e-08, 2.00e-07, 1.95e-06, 1.53e-06, 2.36e-07, 1.07e-08, 6.20e-09, 7.07e-09, 8.60e-09, 0.00e+00, 1.95e-09, 4.79e-07, 2.10e-08] [1.76e-06, 2.57e-06, 5.81e-06, 3.56e-06, 2.97e-06, 9.20e-07, 3.01e-06, 4.22e-07, 8.32e-10, 2.12e-08, 2.00e-07, 1.95e-06, 1.53e-06, 2.36e-07, 1.07e-08, 6.20e-09, 7.07e-09, 8.60e-09, 0.00e+00, 1.95e-09, 4.79e-07, 2.10e-08] []
83100 [1.81e-06, 2.87e-06, 6.12e-06, 3.82e-06, 2.77e-06, 1.77e-06, 2.95e-06, 1.88e-05, 2.25e-06, 3.62e-08, 4.54e-07, 1.63e-06, 2.03e-06, 1.24e-06, 2.65e-08, 1.47e-08, 2.07e-08, 8.15e-08, 1.59e-06, 0.00e+00, 8.51e-06, 2.44e-06] [1.81e-06, 2.87e-06, 6.12e-06, 3.82e-06, 2.77e-06, 1.77e-06, 2.95e-06, 1.88e-05, 2.25e-06, 3.62e-08, 4.54e-07, 1.63e-06, 2.03e-06, 1.24e-06, 2.65e-08, 1.47e-08, 2.07e-08, 8.15e-08, 1.59e-06, 0.00e+00, 8.51e-06, 2.44e-06] []
83200 [1.57e-06, 2.81e-06, 5.75e-06, 3.49e-06, 2.79e-06, 1.42e-06, 3.03e-06, 5.66e-11, 4.18e-09, 9.98e-09, 2.18e-07, 1.88e-06, 1.71e-06, 2.64e-07, 1.37e-08, 1.29e-09, 7.07e-09, 1.65e-08, 7.05e-10, 3.61e-09, 2.90e-09, 2.76e-08] [1.57e-06, 2.81e-06, 5.75e-06, 3.49e-06, 2.79e-06, 1.42e-06, 3.03e-06, 5.66e-11, 4.18e-09, 9.98e-09, 2.18e-07, 1.88e-06, 1.71e-06, 2.64e-07, 1.37e-08, 1.29e-09, 7.07e-09, 1.65e-08, 7.05e-10, 3.61e-09, 2.90e-09, 2.76e-08] []
83300 [7.80e-06, 3.21e-06, 5.59e-06, 3.47e-06, 2.76e-06, 1.43e-06, 3.04e-06, 3.36e-07, 9.30e-06, 7.33e-06, 2.14e-05, 6.25e-05, 1.06e-04, 2.89e-04, 3.09e-06, 4.19e-06, 1.72e-06, 1.48e-06, 0.00e+00, 9.50e-07, 3.08e-07, 5.56e-06] [7.80e-06, 3.21e-06, 5.59e-06, 3.47e-06, 2.76e-06, 1.43e-06, 3.04e-06, 3.36e-07, 9.30e-06, 7.33e-06, 2.14e-05, 6.25e-05, 1.06e-04, 2.89e-04, 3.09e-06, 4.19e-06, 1.72e-06, 1.48e-06, 0.00e+00, 9.50e-07, 3.08e-07, 5.56e-06] []
83400 [1.54e-06, 2.67e-06, 5.72e-06, 3.34e-06, 2.72e-06, 8.42e-07, 2.82e-06, 2.62e-08, 4.63e-09, 5.45e-11, 1.74e-07, 1.43e-06, 1.26e-06, 5.64e-08, 5.43e-09, 1.22e-09, 4.94e-09, 2.15e-09, 1.73e-10, 4.68e-09, 3.21e-08, 2.25e-08] [1.54e-06, 2.67e-06, 5.72e-06, 3.34e-06, 2.72e-06, 8.42e-07, 2.82e-06, 2.62e-08, 4.63e-09, 5.45e-11, 1.74e-07, 1.43e-06, 1.26e-06, 5.64e-08, 5.43e-09, 1.22e-09, 4.94e-09, 2.15e-09, 1.73e-10, 4.68e-09, 3.21e-08, 2.25e-08] []
83500 [4.04e-06, 2.87e-06, 5.34e-06, 3.81e-06, 2.58e-06, 1.32e-06, 3.98e-06, 1.75e-05, 1.08e-04, 6.97e-06, 2.72e-05, 4.02e-05, 1.22e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-05, 1.62e-04] [4.04e-06, 2.87e-06, 5.34e-06, 3.81e-06, 2.58e-06, 1.32e-06, 3.98e-06, 1.75e-05, 1.08e-04, 6.97e-06, 2.72e-05, 4.02e-05, 1.22e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-05, 1.62e-04] []
83600 [1.38e-06, 2.67e-06, 5.41e-06, 3.63e-06, 2.34e-06, 8.25e-07, 3.39e-06, 8.08e-09, 4.07e-09, 6.70e-11, 1.82e-07, 1.36e-06, 1.14e-06, 3.12e-08, 7.78e-09, 1.80e-10, 9.83e-09, 6.71e-09, 4.93e-09, 1.45e-09, 1.57e-08, 2.36e-08] [1.38e-06, 2.67e-06, 5.41e-06, 3.63e-06, 2.34e-06, 8.25e-07, 3.39e-06, 8.08e-09, 4.07e-09, 6.70e-11, 1.82e-07, 1.36e-06, 1.14e-06, 3.12e-08, 7.78e-09, 1.80e-10, 9.83e-09, 6.71e-09, 4.93e-09, 1.45e-09, 1.57e-08, 2.36e-08] []
83700 [7.47e-06, 2.89e-06, 5.67e-06, 3.66e-06, 3.60e-06, 1.76e-06, 3.83e-06, 2.74e-07, 8.72e-09, 5.85e-06, 9.83e-05, 1.20e-04, 4.66e-04, 5.10e-04, 0.00e+00, 0.00e+00, 1.90e-10, 0.00e+00, 0.00e+00, 4.56e-09, 4.48e-07, 4.20e-08] [7.47e-06, 2.89e-06, 5.67e-06, 3.66e-06, 3.60e-06, 1.76e-06, 3.83e-06, 2.74e-07, 8.72e-09, 5.85e-06, 9.83e-05, 1.20e-04, 4.66e-04, 5.10e-04, 0.00e+00, 0.00e+00, 1.90e-10, 0.00e+00, 0.00e+00, 4.56e-09, 4.48e-07, 4.20e-08] []
83800 [1.44e-06, 2.83e-06, 5.45e-06, 3.44e-06, 2.31e-06, 9.95e-07, 2.86e-06, 8.82e-10, 1.83e-09, 1.84e-10, 1.84e-07, 1.31e-06, 1.20e-06, 4.81e-08, 7.77e-09, 1.08e-09, 8.16e-09, 4.84e-09, 2.19e-09, 1.78e-09, 6.02e-09, 2.16e-08] [1.44e-06, 2.83e-06, 5.45e-06, 3.44e-06, 2.31e-06, 9.95e-07, 2.86e-06, 8.82e-10, 1.83e-09, 1.84e-10, 1.84e-07, 1.31e-06, 1.20e-06, 4.81e-08, 7.77e-09, 1.08e-09, 8.16e-09, 4.84e-09, 2.19e-09, 1.78e-09, 6.02e-09, 2.16e-08] []
83900 [9.45e-06, 7.74e-06, 6.40e-06, 5.27e-06, 4.18e-06, 1.82e-06, 4.98e-06, 6.06e-04, 1.05e-06, 3.12e-05, 2.65e-04, 1.81e-04, 1.15e-03, 1.55e-03, 1.01e-06, 5.00e-06, 2.61e-08, 7.57e-05, 0.00e+00, 1.65e-07, 6.77e-04, 1.09e-06] [9.45e-06, 7.74e-06, 6.40e-06, 5.27e-06, 4.18e-06, 1.82e-06, 4.98e-06, 6.06e-04, 1.05e-06, 3.12e-05, 2.65e-04, 1.81e-04, 1.15e-03, 1.55e-03, 1.01e-06, 5.00e-06, 2.61e-08, 7.57e-05, 0.00e+00, 1.65e-07, 6.77e-04, 1.09e-06] []
84000 [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08] [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08] []
Best model at step 48760:
train loss: 1.93e-05
test loss: 1.93e-05
test metric: []
'train' took 39.380880 s
Best train step: 48760
lambda_a: 5.781809835493833
lambda_b: 7.404663499863061
kappa_a: 1.3895921791381567
kappa_b: 2.036173165502312
Training model...
Step Train loss Test loss Test metric
84000 [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08] [1.45e-06, 3.04e-06, 5.39e-06, 3.50e-06, 2.18e-06, 1.26e-06, 2.51e-06, 4.61e-09, 7.08e-09, 2.80e-10, 1.97e-07, 1.31e-06, 1.37e-06, 5.18e-08, 2.36e-09, 1.91e-09, 5.73e-09, 3.95e-09, 1.62e-09, 5.34e-09, 9.81e-09, 2.52e-08] []
84100 [1.36e-06, 2.91e-06, 5.21e-06, 3.29e-06, 2.16e-06, 8.44e-07, 2.47e-06, 5.47e-10, 2.20e-09, 3.19e-12, 1.74e-07, 1.03e-06, 7.79e-07, 1.92e-08, 3.34e-09, 1.72e-09, 4.94e-09, 7.34e-10, 6.50e-10, 1.38e-09, 2.80e-09, 2.16e-08] [1.36e-06, 2.91e-06, 5.21e-06, 3.29e-06, 2.16e-06, 8.44e-07, 2.47e-06, 5.47e-10, 2.20e-09, 3.19e-12, 1.74e-07, 1.03e-06, 7.79e-07, 1.92e-08, 3.34e-09, 1.72e-09, 4.94e-09, 7.34e-10, 6.50e-10, 1.38e-09, 2.80e-09, 2.16e-08] []
84200 [1.96e-06, 3.40e-06, 5.14e-06, 3.05e-06, 2.79e-06, 1.52e-06, 2.43e-06, 5.14e-06, 3.26e-07, 8.07e-08, 1.17e-05, 1.15e-05, 2.12e-05, 5.43e-06, 1.22e-09, 3.67e-09, 1.82e-09, 9.90e-10, 1.85e-06, 5.25e-08, 9.19e-06, 2.01e-07] [1.96e-06, 3.40e-06, 5.14e-06, 3.05e-06, 2.79e-06, 1.52e-06, 2.43e-06, 5.14e-06, 3.26e-07, 8.07e-08, 1.17e-05, 1.15e-05, 2.12e-05, 5.43e-06, 1.22e-09, 3.67e-09, 1.82e-09, 9.90e-10, 1.85e-06, 5.25e-08, 9.19e-06, 2.01e-07] []
84300 [1.33e-06, 3.08e-06, 4.95e-06, 3.23e-06, 2.09e-06, 8.98e-07, 2.37e-06, 1.42e-10, 2.60e-09, 2.93e-11, 1.81e-07, 9.79e-07, 7.61e-07, 2.18e-08, 2.55e-09, 7.30e-10, 4.86e-09, 5.34e-10, 4.56e-10, 1.67e-09, 1.92e-09, 2.15e-08] [1.33e-06, 3.08e-06, 4.95e-06, 3.23e-06, 2.09e-06, 8.98e-07, 2.37e-06, 1.42e-10, 2.60e-09, 2.93e-11, 1.81e-07, 9.79e-07, 7.61e-07, 2.18e-08, 2.55e-09, 7.30e-10, 4.86e-09, 5.34e-10, 4.56e-10, 1.67e-09, 1.92e-09, 2.15e-08] []
84400 [1.61e-06, 2.99e-06, 5.34e-06, 3.01e-06, 2.17e-06, 6.25e-07, 2.38e-06, 2.16e-07, 1.83e-06, 2.23e-06, 3.19e-06, 1.52e-05, 2.43e-05, 8.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 2.53e-06] [1.61e-06, 2.99e-06, 5.34e-06, 3.01e-06, 2.17e-06, 6.25e-07, 2.38e-06, 2.16e-07, 1.83e-06, 2.23e-06, 3.19e-06, 1.52e-05, 2.43e-05, 8.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 2.53e-06] []
84500 [1.10e-06, 2.97e-06, 4.94e-06, 3.27e-06, 1.90e-06, 1.43e-06, 3.72e-06, 1.54e-08, 2.92e-07, 2.77e-07, 2.04e-06, 5.07e-06, 9.61e-06, 1.43e-06, 3.22e-11, 8.25e-08, 1.11e-08, 1.32e-07, 0.00e+00, 0.00e+00, 3.23e-07, 2.12e-07] [1.10e-06, 2.97e-06, 4.94e-06, 3.27e-06, 1.90e-06, 1.43e-06, 3.72e-06, 1.54e-08, 2.92e-07, 2.77e-07, 2.04e-06, 5.07e-06, 9.61e-06, 1.43e-06, 3.22e-11, 8.25e-08, 1.11e-08, 1.32e-07, 0.00e+00, 0.00e+00, 3.23e-07, 2.12e-07] []
84600 [1.17e-06, 2.90e-06, 5.22e-06, 3.20e-06, 2.01e-06, 9.46e-07, 2.99e-06, 6.41e-08, 1.79e-10, 1.14e-10, 4.26e-07, 3.04e-06, 3.28e-06, 1.74e-08, 9.06e-09, 4.35e-09, 4.50e-09, 4.30e-09, 8.33e-09, 1.51e-09, 5.23e-08, 1.73e-08] [1.17e-06, 2.90e-06, 5.22e-06, 3.20e-06, 2.01e-06, 9.46e-07, 2.99e-06, 6.41e-08, 1.79e-10, 1.14e-10, 4.26e-07, 3.04e-06, 3.28e-06, 1.74e-08, 9.06e-09, 4.35e-09, 4.50e-09, 4.30e-09, 8.33e-09, 1.51e-09, 5.23e-08, 1.73e-08] []
84700 [6.14e-06, 3.34e-06, 4.74e-06, 2.93e-06, 3.16e-06, 9.99e-07, 3.12e-06, 2.05e-06, 3.49e-11, 8.28e-06, 9.35e-06, 4.12e-05, 6.83e-05, 2.63e-04, 1.24e-06, 3.34e-06, 6.60e-07, 3.16e-06, 4.68e-07, 4.24e-09, 1.94e-06, 1.68e-08] [6.14e-06, 3.34e-06, 4.74e-06, 2.93e-06, 3.16e-06, 9.99e-07, 3.12e-06, 2.05e-06, 3.49e-11, 8.28e-06, 9.35e-06, 4.12e-05, 6.83e-05, 2.63e-04, 1.24e-06, 3.34e-06, 6.60e-07, 3.16e-06, 4.68e-07, 4.24e-09, 1.94e-06, 1.68e-08] []
84800 [1.17e-06, 2.93e-06, 4.71e-06, 3.16e-06, 1.75e-06, 5.83e-07, 2.32e-06, 5.25e-08, 5.64e-11, 1.60e-11, 2.63e-07, 2.20e-06, 2.16e-06, 1.71e-08, 5.13e-09, 1.17e-09, 7.93e-09, 4.80e-09, 2.42e-08, 4.52e-09, 6.74e-08, 2.05e-08] [1.17e-06, 2.93e-06, 4.71e-06, 3.16e-06, 1.75e-06, 5.83e-07, 2.32e-06, 5.25e-08, 5.64e-11, 1.60e-11, 2.63e-07, 2.20e-06, 2.16e-06, 1.71e-08, 5.13e-09, 1.17e-09, 7.93e-09, 4.80e-09, 2.42e-08, 4.52e-09, 6.74e-08, 2.05e-08] []
84900 [2.44e-05, 4.00e-06, 8.76e-06, 8.67e-06, 7.80e-06, 2.22e-06, 4.63e-06, 1.90e-04, 5.49e-08, 9.08e-05, 1.12e-04, 3.63e-04, 5.11e-04, 2.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-04, 4.29e-07] [2.44e-05, 4.00e-06, 8.76e-06, 8.67e-06, 7.80e-06, 2.22e-06, 4.63e-06, 1.90e-04, 5.49e-08, 9.08e-05, 1.12e-04, 3.63e-04, 5.11e-04, 2.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-04, 4.29e-07] []
85000 [1.13e-06, 3.34e-06, 4.61e-06, 3.19e-06, 1.77e-06, 1.15e-06, 2.13e-06, 1.06e-08, 9.57e-09, 3.29e-09, 2.59e-07, 1.68e-06, 1.50e-06, 9.60e-08, 6.60e-09, 8.53e-10, 9.95e-09, 9.98e-09, 9.20e-10, 3.30e-09, 1.19e-08, 3.78e-08] [1.13e-06, 3.34e-06, 4.61e-06, 3.19e-06, 1.77e-06, 1.15e-06, 2.13e-06, 1.06e-08, 9.57e-09, 3.29e-09, 2.59e-07, 1.68e-06, 1.50e-06, 9.60e-08, 6.60e-09, 8.53e-10, 9.95e-09, 9.98e-09, 9.20e-10, 3.30e-09, 1.19e-08, 3.78e-08] []
85100 [1.08e-06, 3.13e-06, 4.41e-06, 2.94e-06, 1.67e-06, 6.99e-07, 2.04e-06, 1.28e-09, 2.30e-10, 7.83e-12, 2.40e-07, 1.28e-06, 9.95e-07, 1.55e-08, 5.03e-09, 8.55e-10, 5.35e-09, 4.15e-09, 1.13e-09, 2.06e-09, 1.44e-08, 1.86e-08] [1.08e-06, 3.13e-06, 4.41e-06, 2.94e-06, 1.67e-06, 6.99e-07, 2.04e-06, 1.28e-09, 2.30e-10, 7.83e-12, 2.40e-07, 1.28e-06, 9.95e-07, 1.55e-08, 5.03e-09, 8.55e-10, 5.35e-09, 4.15e-09, 1.13e-09, 2.06e-09, 1.44e-08, 1.86e-08] []
85200 [1.94e-05, 1.04e-05, 8.66e-06, 4.05e-06, 9.32e-06, 1.57e-06, 8.22e-06, 8.42e-05, 4.58e-06, 6.03e-05, 7.11e-05, 2.99e-04, 6.37e-04, 2.40e-03, 6.16e-06, 2.09e-05, 8.73e-05, 2.36e-08, 0.00e+00, 4.86e-07, 3.84e-05, 2.94e-06] [1.94e-05, 1.04e-05, 8.66e-06, 4.05e-06, 9.32e-06, 1.57e-06, 8.22e-06, 8.42e-05, 4.58e-06, 6.03e-05, 7.11e-05, 2.99e-04, 6.37e-04, 2.40e-03, 6.16e-06, 2.09e-05, 8.73e-05, 2.36e-08, 0.00e+00, 4.86e-07, 3.84e-05, 2.94e-06] []
85300 [1.14e-06, 2.90e-06, 4.29e-06, 3.11e-06, 1.59e-06, 5.08e-07, 1.71e-06, 2.26e-08, 5.79e-09, 5.85e-10, 2.82e-07, 1.27e-06, 1.11e-06, 3.23e-08, 6.46e-10, 3.17e-09, 8.15e-10, 8.04e-10, 8.96e-09, 1.69e-09, 5.25e-08, 2.29e-08] [1.14e-06, 2.90e-06, 4.29e-06, 3.11e-06, 1.59e-06, 5.08e-07, 1.71e-06, 2.26e-08, 5.79e-09, 5.85e-10, 2.82e-07, 1.27e-06, 1.11e-06, 3.23e-08, 6.46e-10, 3.17e-09, 8.15e-10, 8.04e-10, 8.96e-09, 1.69e-09, 5.25e-08, 2.29e-08] []
85400 [9.96e-07, 2.71e-06, 3.95e-06, 2.75e-06, 1.46e-06, 4.14e-07, 1.81e-06, 1.55e-08, 3.82e-09, 2.18e-11, 2.31e-07, 9.12e-07, 6.67e-07, 1.40e-08, 9.03e-10, 1.92e-09, 2.00e-09, 1.66e-10, 3.97e-09, 1.07e-09, 2.06e-08, 1.92e-08] [9.96e-07, 2.71e-06, 3.95e-06, 2.75e-06, 1.46e-06, 4.14e-07, 1.81e-06, 1.55e-08, 3.82e-09, 2.18e-11, 2.31e-07, 9.12e-07, 6.67e-07, 1.40e-08, 9.03e-10, 1.92e-09, 2.00e-09, 1.66e-10, 3.97e-09, 1.07e-09, 2.06e-08, 1.92e-08] []
85500 [6.93e-07, 3.70e-06, 3.44e-06, 2.83e-06, 1.48e-06, 1.26e-06, 2.72e-06, 4.35e-07, 5.44e-08, 1.29e-08, 4.72e-07, 1.40e-06, 1.21e-06, 2.28e-07, 1.46e-09, 0.00e+00, 2.58e-09, 9.65e-09, 0.00e+00, 1.40e-11, 7.00e-07, 1.11e-07] [6.93e-07, 3.70e-06, 3.44e-06, 2.83e-06, 1.48e-06, 1.26e-06, 2.72e-06, 4.35e-07, 5.44e-08, 1.29e-08, 4.72e-07, 1.40e-06, 1.21e-06, 2.28e-07, 1.46e-09, 0.00e+00, 2.58e-09, 9.65e-09, 0.00e+00, 1.40e-11, 7.00e-07, 1.11e-07] []
85600 [3.04e-06, 4.43e-06, 3.50e-06, 3.46e-06, 3.66e-06, 1.08e-06, 2.97e-06, 4.81e-07, 3.08e-05, 3.85e-06, 1.79e-04, 1.33e-04, 7.00e-04, 6.21e-04, 1.89e-07, 4.58e-06, 3.47e-06, 7.39e-06, 3.16e-08, 0.00e+00, 1.33e-07, 3.63e-05] [3.04e-06, 4.43e-06, 3.50e-06, 3.46e-06, 3.66e-06, 1.08e-06, 2.97e-06, 4.81e-07, 3.08e-05, 3.85e-06, 1.79e-04, 1.33e-04, 7.00e-04, 6.21e-04, 1.89e-07, 4.58e-06, 3.47e-06, 7.39e-06, 3.16e-08, 0.00e+00, 1.33e-07, 3.63e-05] []
85700 [8.46e-07, 3.11e-06, 3.28e-06, 2.58e-06, 1.36e-06, 4.54e-07, 1.76e-06, 7.79e-10, 7.53e-09, 1.01e-11, 2.11e-07, 9.38e-07, 8.12e-07, 2.50e-08, 1.13e-09, 9.28e-10, 2.90e-09, 8.88e-10, 9.13e-10, 3.85e-09, 5.36e-09, 1.97e-08] [8.46e-07, 3.11e-06, 3.28e-06, 2.58e-06, 1.36e-06, 4.54e-07, 1.76e-06, 7.79e-10, 7.53e-09, 1.01e-11, 2.11e-07, 9.38e-07, 8.12e-07, 2.50e-08, 1.13e-09, 9.28e-10, 2.90e-09, 8.88e-10, 9.13e-10, 3.85e-09, 5.36e-09, 1.97e-08] []
85800 [7.13e-07, 2.78e-06, 2.90e-06, 2.36e-06, 1.22e-06, 3.83e-07, 1.63e-06, 8.65e-05, 4.04e-06, 4.21e-08, 3.82e-07, 1.29e-06, 6.68e-07, 3.99e-07, 2.82e-11, 1.71e-11, 0.00e+00, 9.45e-08, 0.00e+00, 0.00e+00, 1.08e-04, 5.16e-06] [7.13e-07, 2.78e-06, 2.90e-06, 2.36e-06, 1.22e-06, 3.83e-07, 1.63e-06, 8.65e-05, 4.04e-06, 4.21e-08, 3.82e-07, 1.29e-06, 6.68e-07, 3.99e-07, 2.82e-11, 1.71e-11, 0.00e+00, 9.45e-08, 0.00e+00, 0.00e+00, 1.08e-04, 5.16e-06] []
85900 [1.01e-06, 4.08e-06, 2.95e-06, 2.79e-06, 1.43e-06, 1.38e-06, 2.07e-06, 3.36e-07, 1.12e-07, 4.38e-08, 5.57e-07, 2.19e-06, 1.47e-06, 1.80e-06, 3.82e-08, 5.04e-08, 2.47e-08, 9.48e-09, 5.25e-08, 2.39e-09, 3.15e-07, 2.68e-08] [1.01e-06, 4.08e-06, 2.95e-06, 2.79e-06, 1.43e-06, 1.38e-06, 2.07e-06, 3.36e-07, 1.12e-07, 4.38e-08, 5.57e-07, 2.19e-06, 1.47e-06, 1.80e-06, 3.82e-08, 5.04e-08, 2.47e-08, 9.48e-09, 5.25e-08, 2.39e-09, 3.15e-07, 2.68e-08] []
86000 [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08] [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08] []
Best model at step 85779:
train loss: 1.39e-05
test loss: 1.39e-05
test metric: []
'train' took 38.618403 s
Best train step: 85779
lambda_a: 4.427691941267
lambda_b: 7.890039257914759
kappa_a: 1.2545646938440604
kappa_b: 1.9308530594910882
Best train step: 85779
lambda_a: 1.4878784418
lambda_b: 2.0656011105
kappa_a: 0.22678865492
kappa_b: 0.657961905
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
86000 [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08] [8.00e-07, 3.57e-06, 2.82e-06, 2.39e-06, 1.28e-06, 6.84e-07, 1.74e-06, 3.36e-14, 9.22e-10, 1.58e-11, 2.05e-07, 8.02e-07, 6.42e-07, 1.21e-08, 3.92e-09, 1.08e-09, 6.34e-09, 4.07e-09, 2.34e-09, 2.41e-09, 6.59e-09, 1.49e-08] []
86100 [1.78e-06, 3.19e-06, 2.45e-06, 2.27e-06, 1.19e-06, 5.07e-07, 1.64e-06, 5.28e-10, 1.94e-09, 1.35e-06, 2.09e-06, 7.05e-06, 1.31e-05, 4.67e-05, 3.74e-07, 5.34e-07, 3.20e-07, 2.68e-07, 4.92e-09, 3.46e-09, 1.36e-08, 1.85e-08] [1.78e-06, 3.19e-06, 2.45e-06, 2.27e-06, 1.19e-06, 5.07e-07, 1.64e-06, 5.28e-10, 1.94e-09, 1.35e-06, 2.09e-06, 7.05e-06, 1.31e-05, 4.67e-05, 3.74e-07, 5.34e-07, 3.20e-07, 2.68e-07, 4.92e-09, 3.46e-09, 1.36e-08, 1.85e-08] []
86200 [7.26e-07, 3.05e-06, 2.69e-06, 2.28e-06, 1.12e-06, 4.48e-07, 1.44e-06, 5.19e-07, 1.20e-08, 3.32e-08, 5.68e-07, 9.93e-07, 1.31e-06, 7.16e-07, 1.15e-08, 1.57e-09, 1.42e-09, 0.00e+00, 4.51e-08, 7.46e-10, 2.08e-07, 5.42e-08] [7.26e-07, 3.05e-06, 2.69e-06, 2.28e-06, 1.12e-06, 4.48e-07, 1.44e-06, 5.19e-07, 1.20e-08, 3.32e-08, 5.68e-07, 9.93e-07, 1.31e-06, 7.16e-07, 1.15e-08, 1.57e-09, 1.42e-09, 0.00e+00, 4.51e-08, 7.46e-10, 2.08e-07, 5.42e-08] []
86300 [6.57e-07, 3.98e-06, 2.28e-06, 2.08e-06, 1.26e-06, 1.18e-06, 1.39e-06, 6.00e-06, 8.86e-09, 1.36e-10, 2.27e-07, 7.23e-07, 6.27e-07, 9.21e-09, 8.94e-10, 2.66e-09, 8.55e-09, 6.17e-09, 0.00e+00, 1.57e-09, 6.36e-06, 2.81e-08] [6.57e-07, 3.98e-06, 2.28e-06, 2.08e-06, 1.26e-06, 1.18e-06, 1.39e-06, 6.00e-06, 8.86e-09, 1.36e-10, 2.27e-07, 7.23e-07, 6.27e-07, 9.21e-09, 8.94e-10, 2.66e-09, 8.55e-09, 6.17e-09, 0.00e+00, 1.57e-09, 6.36e-06, 2.81e-08] []
86400 [1.08e-06, 3.24e-06, 2.17e-06, 2.00e-06, 1.14e-06, 5.48e-07, 1.46e-06, 8.15e-07, 4.69e-06, 6.27e-07, 9.34e-07, 2.90e-06, 4.51e-06, 1.30e-05, 1.12e-07, 1.26e-07, 4.94e-08, 1.25e-07, 0.00e+00, 0.00e+00, 8.01e-07, 6.21e-06] [1.08e-06, 3.24e-06, 2.17e-06, 2.00e-06, 1.14e-06, 5.48e-07, 1.46e-06, 8.15e-07, 4.69e-06, 6.27e-07, 9.34e-07, 2.90e-06, 4.51e-06, 1.30e-05, 1.12e-07, 1.26e-07, 4.94e-08, 1.25e-07, 0.00e+00, 0.00e+00, 8.01e-07, 6.21e-06] []
86500 [6.27e-07, 2.94e-06, 1.93e-06, 1.87e-06, 9.41e-07, 3.70e-07, 1.31e-06, 1.11e-06, 2.33e-08, 7.36e-09, 2.48e-07, 5.69e-07, 5.78e-07, 3.98e-07, 7.75e-09, 1.16e-08, 1.29e-08, 2.84e-09, 2.01e-07, 4.95e-10, 9.53e-07, 3.94e-08] [6.27e-07, 2.94e-06, 1.93e-06, 1.87e-06, 9.41e-07, 3.70e-07, 1.31e-06, 1.11e-06, 2.33e-08, 7.36e-09, 2.48e-07, 5.69e-07, 5.78e-07, 3.98e-07, 7.75e-09, 1.16e-08, 1.29e-08, 2.84e-09, 2.01e-07, 4.95e-10, 9.53e-07, 3.94e-08] []
86600 [1.14e-05, 1.28e-05, 1.49e-05, 2.06e-05, 1.56e-05, 7.35e-06, 9.38e-06, 2.54e-07, 1.02e-06, 1.86e-07, 4.17e-05, 1.03e-04, 5.10e-05, 2.62e-05, 0.00e+00, 1.78e-06, 4.77e-08, 1.51e-09, 8.18e-08, 5.06e-07, 5.30e-07, 3.20e-06] [1.14e-05, 1.28e-05, 1.49e-05, 2.06e-05, 1.56e-05, 7.35e-06, 9.38e-06, 2.54e-07, 1.02e-06, 1.86e-07, 4.17e-05, 1.03e-04, 5.10e-05, 2.62e-05, 0.00e+00, 1.78e-06, 4.77e-08, 1.51e-09, 8.18e-08, 5.06e-07, 5.30e-07, 3.20e-06] []
86700 [3.71e-06, 9.49e-06, 7.82e-06, 1.32e-05, 1.14e-05, 5.10e-06, 7.39e-06, 6.39e-11, 3.91e-08, 4.52e-08, 8.72e-06, 2.46e-05, 1.62e-05, 1.68e-07, 4.42e-07, 1.02e-07, 4.84e-09, 2.90e-08, 1.30e-09, 3.47e-08, 1.04e-08, 9.64e-08] [3.71e-06, 9.49e-06, 7.82e-06, 1.32e-05, 1.14e-05, 5.10e-06, 7.39e-06, 6.39e-11, 3.91e-08, 4.52e-08, 8.72e-06, 2.46e-05, 1.62e-05, 1.68e-07, 4.42e-07, 1.02e-07, 4.84e-09, 2.90e-08, 1.30e-09, 3.47e-08, 1.04e-08, 9.64e-08] []
86800 [1.87e-06, 8.47e-06, 6.38e-06, 1.07e-05, 1.02e-05, 3.81e-06, 6.88e-06, 2.00e-06, 1.06e-06, 8.32e-09, 3.19e-06, 1.24e-05, 9.10e-06, 1.85e-07, 2.53e-07, 2.84e-08, 4.15e-08, 1.22e-07, 0.00e+00, 2.41e-07, 2.37e-06, 1.28e-06] [1.87e-06, 8.47e-06, 6.38e-06, 1.07e-05, 1.02e-05, 3.81e-06, 6.88e-06, 2.00e-06, 1.06e-06, 8.32e-09, 3.19e-06, 1.24e-05, 9.10e-06, 1.85e-07, 2.53e-07, 2.84e-08, 4.15e-08, 1.22e-07, 0.00e+00, 2.41e-07, 2.37e-06, 1.28e-06] []
86900 [2.12e-06, 7.33e-06, 6.03e-06, 9.47e-06, 9.04e-06, 2.88e-06, 6.46e-06, 4.72e-07, 1.53e-06, 6.62e-08, 2.99e-06, 9.12e-06, 8.34e-06, 3.90e-06, 3.17e-07, 8.66e-08, 1.48e-07, 2.04e-07, 8.87e-08, 3.07e-07, 5.34e-07, 1.87e-06] [2.12e-06, 7.33e-06, 6.03e-06, 9.47e-06, 9.04e-06, 2.88e-06, 6.46e-06, 4.72e-07, 1.53e-06, 6.62e-08, 2.99e-06, 9.12e-06, 8.34e-06, 3.90e-06, 3.17e-07, 8.66e-08, 1.48e-07, 2.04e-07, 8.87e-08, 3.07e-07, 5.34e-07, 1.87e-06] []
87000 [2.17e-06, 6.65e-06, 6.17e-06, 8.99e-06, 8.02e-06, 2.07e-06, 6.20e-06, 4.09e-09, 4.50e-07, 7.99e-09, 2.71e-06, 8.41e-06, 6.19e-06, 1.38e-07, 1.47e-07, 1.98e-08, 5.98e-08, 2.04e-07, 2.19e-09, 9.40e-08, 1.94e-08, 4.78e-07] [2.17e-06, 6.65e-06, 6.17e-06, 8.99e-06, 8.02e-06, 2.07e-06, 6.20e-06, 4.09e-09, 4.50e-07, 7.99e-09, 2.71e-06, 8.41e-06, 6.19e-06, 1.38e-07, 1.47e-07, 1.98e-08, 5.98e-08, 2.04e-07, 2.19e-09, 9.40e-08, 1.94e-08, 4.78e-07] []
87100 [1.12e-05, 5.54e-06, 7.02e-06, 1.33e-05, 6.97e-06, 1.89e-06, 7.33e-06, 7.38e-05, 3.29e-05, 1.73e-07, 2.97e-05, 1.26e-04, 5.23e-05, 1.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-08, 9.36e-06, 0.00e+00, 4.37e-05, 4.90e-05] [1.12e-05, 5.54e-06, 7.02e-06, 1.33e-05, 6.97e-06, 1.89e-06, 7.33e-06, 7.38e-05, 3.29e-05, 1.73e-07, 2.97e-05, 1.26e-04, 5.23e-05, 1.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-08, 9.36e-06, 0.00e+00, 4.37e-05, 4.90e-05] []
87200 [2.27e-06, 6.13e-06, 6.05e-06, 7.81e-06, 7.18e-06, 1.49e-06, 6.50e-06, 5.63e-09, 5.97e-09, 8.76e-09, 2.31e-06, 6.31e-06, 4.87e-06, 1.07e-07, 1.56e-07, 1.07e-08, 4.76e-08, 2.00e-07, 3.81e-11, 2.22e-08, 1.20e-08, 1.06e-07] [2.27e-06, 6.13e-06, 6.05e-06, 7.81e-06, 7.18e-06, 1.49e-06, 6.50e-06, 5.63e-09, 5.97e-09, 8.76e-09, 2.31e-06, 6.31e-06, 4.87e-06, 1.07e-07, 1.56e-07, 1.07e-08, 4.76e-08, 2.00e-07, 3.81e-11, 2.22e-08, 1.20e-08, 1.06e-07] []
87300 [2.42e-06, 5.70e-06, 6.04e-06, 8.18e-06, 6.47e-06, 1.22e-06, 6.67e-06, 5.30e-07, 8.43e-07, 6.75e-07, 2.83e-06, 1.03e-05, 1.29e-05, 2.74e-05, 4.03e-08, 0.00e+00, 0.00e+00, 6.89e-08, 0.00e+00, 2.24e-10, 4.07e-07, 1.55e-06] [2.42e-06, 5.70e-06, 6.04e-06, 8.18e-06, 6.47e-06, 1.22e-06, 6.67e-06, 5.30e-07, 8.43e-07, 6.75e-07, 2.83e-06, 1.03e-05, 1.29e-05, 2.74e-05, 4.03e-08, 0.00e+00, 0.00e+00, 6.89e-08, 0.00e+00, 2.24e-10, 4.07e-07, 1.55e-06] []
87400 [5.17e-06, 5.46e-06, 5.66e-06, 7.18e-06, 6.75e-06, 1.22e-06, 6.52e-06, 4.73e-09, 6.40e-08, 3.11e-06, 6.74e-06, 3.19e-05, 2.52e-05, 1.19e-04, 2.69e-06, 1.24e-06, 1.03e-06, 1.00e-06, 3.06e-10, 4.13e-08, 8.37e-09, 2.09e-07] [5.17e-06, 5.46e-06, 5.66e-06, 7.18e-06, 6.75e-06, 1.22e-06, 6.52e-06, 4.73e-09, 6.40e-08, 3.11e-06, 6.74e-06, 3.19e-05, 2.52e-05, 1.19e-04, 2.69e-06, 1.24e-06, 1.03e-06, 1.00e-06, 3.06e-10, 4.13e-08, 8.37e-09, 2.09e-07] []
87500 [2.96e-06, 5.62e-06, 5.87e-06, 7.54e-06, 5.54e-06, 9.93e-07, 6.92e-06, 1.84e-08, 1.13e-07, 3.95e-09, 3.01e-06, 8.09e-06, 6.79e-06, 7.23e-07, 1.17e-07, 0.00e+00, 3.32e-08, 3.10e-07, 3.37e-11, 3.50e-09, 7.58e-09, 1.58e-07] [2.96e-06, 5.62e-06, 5.87e-06, 7.54e-06, 5.54e-06, 9.93e-07, 6.92e-06, 1.84e-08, 1.13e-07, 3.95e-09, 3.01e-06, 8.09e-06, 6.79e-06, 7.23e-07, 1.17e-07, 0.00e+00, 3.32e-08, 3.10e-07, 3.37e-11, 3.50e-09, 7.58e-09, 1.58e-07] []
87600 [2.59e-06, 5.32e-06, 5.73e-06, 6.49e-06, 5.84e-06, 1.05e-06, 7.17e-06, 1.18e-07, 3.04e-08, 6.38e-08, 1.98e-06, 4.89e-06, 4.40e-06, 2.54e-06, 2.31e-07, 1.75e-08, 9.14e-08, 2.38e-07, 2.37e-08, 8.48e-09, 1.49e-07, 9.85e-08] [2.59e-06, 5.32e-06, 5.73e-06, 6.49e-06, 5.84e-06, 1.05e-06, 7.17e-06, 1.18e-07, 3.04e-08, 6.38e-08, 1.98e-06, 4.89e-06, 4.40e-06, 2.54e-06, 2.31e-07, 1.75e-08, 9.14e-08, 2.38e-07, 2.37e-08, 8.48e-09, 1.49e-07, 9.85e-08] []
87700 [2.61e-06, 5.01e-06, 5.80e-06, 6.42e-06, 5.60e-06, 9.46e-07, 7.18e-06, 1.77e-07, 5.30e-08, 2.98e-09, 1.65e-06, 4.74e-06, 4.12e-06, 3.98e-07, 9.42e-08, 7.12e-09, 4.15e-08, 1.65e-07, 2.35e-08, 1.41e-08, 1.49e-07, 7.84e-08] [2.61e-06, 5.01e-06, 5.80e-06, 6.42e-06, 5.60e-06, 9.46e-07, 7.18e-06, 1.77e-07, 5.30e-08, 2.98e-09, 1.65e-06, 4.74e-06, 4.12e-06, 3.98e-07, 9.42e-08, 7.12e-09, 4.15e-08, 1.65e-07, 2.35e-08, 1.41e-08, 1.49e-07, 7.84e-08] []
87800 [6.50e-06, 4.82e-06, 5.48e-06, 6.71e-06, 5.20e-06, 9.52e-07, 6.93e-06, 3.53e-07, 3.28e-06, 4.86e-06, 9.82e-06, 3.39e-05, 4.67e-05, 1.72e-04, 2.83e-06, 1.13e-06, 1.36e-06, 1.25e-06, 3.08e-08, 4.67e-07, 1.96e-07, 3.08e-06] [6.50e-06, 4.82e-06, 5.48e-06, 6.71e-06, 5.20e-06, 9.52e-07, 6.93e-06, 3.53e-07, 3.28e-06, 4.86e-06, 9.82e-06, 3.39e-05, 4.67e-05, 1.72e-04, 2.83e-06, 1.13e-06, 1.36e-06, 1.25e-06, 3.08e-08, 4.67e-07, 1.96e-07, 3.08e-06] []
87900 [2.51e-06, 4.33e-06, 5.52e-06, 6.59e-06, 4.75e-06, 8.42e-07, 6.74e-06, 1.64e-05, 1.05e-06, 3.39e-06, 6.17e-06, 8.50e-06, 1.23e-05, 6.93e-06, 2.34e-07, 4.62e-09, 2.48e-08, 3.65e-08, 0.00e+00, 0.00e+00, 2.53e-05, 8.68e-06] [2.51e-06, 4.33e-06, 5.52e-06, 6.59e-06, 4.75e-06, 8.42e-07, 6.74e-06, 1.64e-05, 1.05e-06, 3.39e-06, 6.17e-06, 8.50e-06, 1.23e-05, 6.93e-06, 2.34e-07, 4.62e-09, 2.48e-08, 3.65e-08, 0.00e+00, 0.00e+00, 2.53e-05, 8.68e-06] []
88000 [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06] [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.632289 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Best train step: 86489
lambda_a: 1.4958091974
lambda_b: 2.1003484726
kappa_a: 0.231401667
kappa_b: 0.72070938349
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
88000 [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06] [5.17e-06, 4.53e-06, 5.79e-06, 7.68e-06, 4.37e-06, 9.87e-07, 8.45e-06, 1.30e-06, 2.33e-06, 4.13e-07, 1.15e-04, 1.38e-04, 8.30e-05, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.73e-08, 3.63e-08, 1.89e-07, 2.15e-07, 1.20e-06] []
88100 [2.92e-06, 4.34e-06, 5.45e-06, 5.63e-06, 4.67e-06, 1.21e-06, 6.55e-06, 1.55e-04, 2.33e-04, 9.87e-08, 7.47e-06, 1.47e-05, 2.63e-05, 3.03e-06, 4.91e-07, 1.28e-08, 0.00e+00, 2.74e-09, 0.00e+00, 0.00e+00, 3.04e-04, 3.02e-04] [2.92e-06, 4.34e-06, 5.45e-06, 5.63e-06, 4.67e-06, 1.21e-06, 6.55e-06, 1.55e-04, 2.33e-04, 9.87e-08, 7.47e-06, 1.47e-05, 2.63e-05, 3.03e-06, 4.91e-07, 1.28e-08, 0.00e+00, 2.74e-09, 0.00e+00, 0.00e+00, 3.04e-04, 3.02e-04] []
88200 [5.44e-06, 4.20e-06, 5.63e-06, 6.00e-06, 4.33e-06, 8.01e-07, 6.44e-06, 9.59e-07, 4.74e-06, 1.61e-07, 4.37e-06, 1.05e-05, 1.38e-05, 4.43e-05, 1.09e-06, 2.75e-07, 4.43e-07, 2.00e-07, 1.83e-07, 4.48e-07, 1.03e-06, 2.88e-06] [5.44e-06, 4.20e-06, 5.63e-06, 6.00e-06, 4.33e-06, 8.01e-07, 6.44e-06, 9.59e-07, 4.74e-06, 1.61e-07, 4.37e-06, 1.05e-05, 1.38e-05, 4.43e-05, 1.09e-06, 2.75e-07, 4.43e-07, 2.00e-07, 1.83e-07, 4.48e-07, 1.03e-06, 2.88e-06] []
88300 [2.84e-06, 4.17e-06, 5.81e-06, 5.45e-06, 4.76e-06, 7.88e-07, 6.62e-06, 6.51e-10, 5.90e-10, 1.35e-08, 8.20e-07, 3.12e-06, 2.66e-06, 7.26e-07, 1.00e-07, 2.45e-09, 2.65e-08, 1.30e-07, 6.58e-11, 6.08e-09, 6.87e-10, 2.09e-08] [2.84e-06, 4.17e-06, 5.81e-06, 5.45e-06, 4.76e-06, 7.88e-07, 6.62e-06, 6.51e-10, 5.90e-10, 1.35e-08, 8.20e-07, 3.12e-06, 2.66e-06, 7.26e-07, 1.00e-07, 2.45e-09, 2.65e-08, 1.30e-07, 6.58e-11, 6.08e-09, 6.87e-10, 2.09e-08] []
88400 [3.24e-06, 4.14e-06, 5.61e-06, 5.72e-06, 4.23e-06, 7.35e-07, 6.52e-06, 2.27e-07, 1.81e-07, 1.94e-07, 4.72e-06, 8.05e-06, 9.64e-06, 1.74e-07, 1.98e-08, 0.00e+00, 4.75e-08, 3.20e-07, 0.00e+00, 2.60e-10, 1.92e-07, 2.35e-07] [3.24e-06, 4.14e-06, 5.61e-06, 5.72e-06, 4.23e-06, 7.35e-07, 6.52e-06, 2.27e-07, 1.81e-07, 1.94e-07, 4.72e-06, 8.05e-06, 9.64e-06, 1.74e-07, 1.98e-08, 0.00e+00, 4.75e-08, 3.20e-07, 0.00e+00, 2.60e-10, 1.92e-07, 2.35e-07] []
88500 [3.71e-06, 4.20e-06, 5.48e-06, 5.11e-06, 4.46e-06, 8.16e-07, 6.17e-06, 9.23e-08, 4.89e-06, 4.22e-07, 2.06e-06, 8.00e-06, 7.41e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-08, 4.54e-08, 0.00e+00, 2.92e-07, 4.86e-06] [3.71e-06, 4.20e-06, 5.48e-06, 5.11e-06, 4.46e-06, 8.16e-07, 6.17e-06, 9.23e-08, 4.89e-06, 4.22e-07, 2.06e-06, 8.00e-06, 7.41e-06, 1.37e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-08, 4.54e-08, 0.00e+00, 2.92e-07, 4.86e-06] []
88600 [5.51e-06, 4.14e-06, 5.73e-06, 5.40e-06, 4.75e-06, 8.50e-07, 7.60e-06, 8.33e-08, 3.20e-05, 1.32e-05, 1.87e-05, 8.99e-05, 6.08e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-09, 3.35e-06, 5.61e-08, 1.99e-05] [5.51e-06, 4.14e-06, 5.73e-06, 5.40e-06, 4.75e-06, 8.50e-07, 7.60e-06, 8.33e-08, 3.20e-05, 1.32e-05, 1.87e-05, 8.99e-05, 6.08e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.35e-09, 3.35e-06, 5.61e-08, 1.99e-05] []
88700 [3.03e-06, 3.86e-06, 5.82e-06, 4.95e-06, 4.53e-06, 7.77e-07, 6.34e-06, 1.54e-12, 1.74e-07, 6.77e-09, 7.83e-07, 3.03e-06, 2.77e-06, 4.04e-07, 5.96e-08, 1.69e-09, 2.35e-08, 9.27e-08, 2.57e-10, 3.03e-08, 1.25e-09, 1.95e-07] [3.03e-06, 3.86e-06, 5.82e-06, 4.95e-06, 4.53e-06, 7.77e-07, 6.34e-06, 1.54e-12, 1.74e-07, 6.77e-09, 7.83e-07, 3.03e-06, 2.77e-06, 4.04e-07, 5.96e-08, 1.69e-09, 2.35e-08, 9.27e-08, 2.57e-10, 3.03e-08, 1.25e-09, 1.95e-07] []
88800 [3.68e-06, 3.52e-06, 5.61e-06, 5.50e-06, 3.90e-06, 7.90e-07, 6.69e-06, 1.12e-07, 4.74e-07, 2.48e-06, 9.07e-06, 1.23e-05, 2.08e-05, 6.33e-06, 1.73e-08, 4.08e-09, 4.45e-08, 1.99e-07, 0.00e+00, 0.00e+00, 2.01e-07, 7.93e-07] [3.68e-06, 3.52e-06, 5.61e-06, 5.50e-06, 3.90e-06, 7.90e-07, 6.69e-06, 1.12e-07, 4.74e-07, 2.48e-06, 9.07e-06, 1.23e-05, 2.08e-05, 6.33e-06, 1.73e-08, 4.08e-09, 4.45e-08, 1.99e-07, 0.00e+00, 0.00e+00, 2.01e-07, 7.93e-07] []
88900 [1.21e-05, 4.63e-06, 7.99e-06, 5.77e-06, 6.48e-06, 8.20e-07, 8.01e-06, 9.95e-09, 8.86e-07, 3.37e-05, 3.82e-05, 2.27e-04, 2.20e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-12, 0.00e+00, 5.99e-09, 1.01e-06] [1.21e-05, 4.63e-06, 7.99e-06, 5.77e-06, 6.48e-06, 8.20e-07, 8.01e-06, 9.95e-09, 8.86e-07, 3.37e-05, 3.82e-05, 2.27e-04, 2.20e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-12, 0.00e+00, 5.99e-09, 1.01e-06] []
89000 [3.17e-06, 3.67e-06, 5.92e-06, 4.76e-06, 4.37e-06, 7.88e-07, 6.11e-06, 3.84e-08, 2.21e-07, 1.75e-08, 1.01e-06, 3.39e-06, 2.47e-06, 1.77e-07, 3.35e-08, 5.95e-13, 4.81e-09, 8.02e-08, 3.91e-09, 0.00e+00, 2.59e-08, 2.57e-07] [3.17e-06, 3.67e-06, 5.92e-06, 4.76e-06, 4.37e-06, 7.88e-07, 6.11e-06, 3.84e-08, 2.21e-07, 1.75e-08, 1.01e-06, 3.39e-06, 2.47e-06, 1.77e-07, 3.35e-08, 5.95e-13, 4.81e-09, 8.02e-08, 3.91e-09, 0.00e+00, 2.59e-08, 2.57e-07] []
89100 [2.88e-06, 3.65e-06, 5.90e-06, 4.71e-06, 4.38e-06, 7.87e-07, 6.15e-06, 4.11e-10, 2.47e-09, 4.10e-08, 6.57e-07, 2.87e-06, 2.12e-06, 1.25e-06, 7.82e-09, 0.00e+00, 1.13e-09, 6.01e-08, 1.45e-10, 9.25e-10, 6.74e-10, 7.47e-09] [2.88e-06, 3.65e-06, 5.90e-06, 4.71e-06, 4.38e-06, 7.87e-07, 6.15e-06, 4.11e-10, 2.47e-09, 4.10e-08, 6.57e-07, 2.87e-06, 2.12e-06, 1.25e-06, 7.82e-09, 0.00e+00, 1.13e-09, 6.01e-08, 1.45e-10, 9.25e-10, 6.74e-10, 7.47e-09] []
89200 [3.44e-06, 3.59e-06, 5.99e-06, 4.79e-06, 4.32e-06, 7.09e-07, 6.10e-06, 2.40e-08, 3.89e-10, 1.41e-08, 1.54e-06, 4.13e-06, 2.67e-06, 6.23e-07, 3.30e-09, 0.00e+00, 4.28e-10, 5.19e-08, 0.00e+00, 1.11e-09, 2.28e-08, 8.53e-09] [3.44e-06, 3.59e-06, 5.99e-06, 4.79e-06, 4.32e-06, 7.09e-07, 6.10e-06, 2.40e-08, 3.89e-10, 1.41e-08, 1.54e-06, 4.13e-06, 2.67e-06, 6.23e-07, 3.30e-09, 0.00e+00, 4.28e-10, 5.19e-08, 0.00e+00, 1.11e-09, 2.28e-08, 8.53e-09] []
89300 [3.18e-06, 3.59e-06, 5.91e-06, 4.58e-06, 4.30e-06, 7.15e-07, 6.09e-06, 4.18e-10, 2.02e-09, 1.72e-09, 7.83e-07, 2.58e-06, 2.01e-06, 6.59e-08, 3.74e-08, 9.01e-10, 6.34e-09, 6.43e-08, 1.16e-10, 7.60e-10, 7.54e-10, 9.60e-09] [3.18e-06, 3.59e-06, 5.91e-06, 4.58e-06, 4.30e-06, 7.15e-07, 6.09e-06, 4.18e-10, 2.02e-09, 1.72e-09, 7.83e-07, 2.58e-06, 2.01e-06, 6.59e-08, 3.74e-08, 9.01e-10, 6.34e-09, 6.43e-08, 1.16e-10, 7.60e-10, 7.54e-10, 9.60e-09] []
89400 [1.49e-05, 3.17e-06, 6.50e-06, 6.74e-06, 3.66e-06, 1.07e-06, 5.15e-06, 5.06e-05, 1.14e-04, 4.71e-07, 1.32e-05, 1.79e-04, 2.35e-05, 2.40e-04, 5.64e-06, 4.21e-06, 2.51e-08, 7.22e-08, 4.35e-06, 1.44e-05, 2.11e-05, 7.46e-05] [1.49e-05, 3.17e-06, 6.50e-06, 6.74e-06, 3.66e-06, 1.07e-06, 5.15e-06, 5.06e-05, 1.14e-04, 4.71e-07, 1.32e-05, 1.79e-04, 2.35e-05, 2.40e-04, 5.64e-06, 4.21e-06, 2.51e-08, 7.22e-08, 4.35e-06, 1.44e-05, 2.11e-05, 7.46e-05] []
89500 [3.12e-06, 3.49e-06, 6.27e-06, 4.71e-06, 4.34e-06, 7.28e-07, 5.98e-06, 5.23e-09, 5.40e-09, 1.98e-09, 8.86e-07, 2.90e-06, 2.16e-06, 8.80e-08, 3.65e-08, 3.97e-09, 6.62e-09, 5.30e-08, 1.08e-11, 7.08e-10, 1.31e-09, 1.41e-08] [3.12e-06, 3.49e-06, 6.27e-06, 4.71e-06, 4.34e-06, 7.28e-07, 5.98e-06, 5.23e-09, 5.40e-09, 1.98e-09, 8.86e-07, 2.90e-06, 2.16e-06, 8.80e-08, 3.65e-08, 3.97e-09, 6.62e-09, 5.30e-08, 1.08e-11, 7.08e-10, 1.31e-09, 1.41e-08] []
89600 [3.04e-06, 3.46e-06, 6.15e-06, 4.71e-06, 4.22e-06, 7.26e-07, 5.99e-06, 5.33e-10, 1.74e-09, 1.08e-10, 7.69e-07, 2.53e-06, 1.83e-06, 7.39e-08, 4.19e-08, 7.06e-09, 6.89e-09, 4.14e-08, 8.52e-11, 1.33e-09, 9.73e-10, 2.23e-08] [3.04e-06, 3.46e-06, 6.15e-06, 4.71e-06, 4.22e-06, 7.26e-07, 5.99e-06, 5.33e-10, 1.74e-09, 1.08e-10, 7.69e-07, 2.53e-06, 1.83e-06, 7.39e-08, 4.19e-08, 7.06e-09, 6.89e-09, 4.14e-08, 8.52e-11, 1.33e-09, 9.73e-10, 2.23e-08] []
89700 [5.07e-06, 3.30e-06, 6.41e-06, 5.21e-06, 4.05e-06, 6.64e-07, 5.63e-06, 1.70e-08, 1.53e-08, 1.26e-07, 4.95e-06, 1.58e-05, 9.89e-06, 2.79e-06, 9.69e-07, 1.44e-07, 7.17e-08, 3.58e-08, 2.68e-09, 1.18e-08, 1.68e-08, 6.88e-08] [5.07e-06, 3.30e-06, 6.41e-06, 5.21e-06, 4.05e-06, 6.64e-07, 5.63e-06, 1.70e-08, 1.53e-08, 1.26e-07, 4.95e-06, 1.58e-05, 9.89e-06, 2.79e-06, 9.69e-07, 1.44e-07, 7.17e-08, 3.58e-08, 2.68e-09, 1.18e-08, 1.68e-08, 6.88e-08] []
89800 [3.32e-06, 3.41e-06, 6.17e-06, 4.50e-06, 4.25e-06, 6.22e-07, 5.89e-06, 2.47e-10, 4.17e-09, 3.01e-09, 8.38e-07, 2.60e-06, 1.98e-06, 6.43e-08, 3.72e-08, 2.51e-09, 5.64e-09, 4.42e-08, 1.09e-10, 9.29e-10, 1.07e-09, 1.34e-08] [3.32e-06, 3.41e-06, 6.17e-06, 4.50e-06, 4.25e-06, 6.22e-07, 5.89e-06, 2.47e-10, 4.17e-09, 3.01e-09, 8.38e-07, 2.60e-06, 1.98e-06, 6.43e-08, 3.72e-08, 2.51e-09, 5.64e-09, 4.42e-08, 1.09e-10, 9.29e-10, 1.07e-09, 1.34e-08] []
89900 [1.02e-05, 4.04e-06, 7.68e-06, 5.39e-06, 6.14e-06, 6.84e-07, 7.41e-06, 4.12e-08, 3.17e-07, 2.84e-05, 3.86e-05, 2.19e-04, 2.54e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 3.71e-07] [1.02e-05, 4.04e-06, 7.68e-06, 5.39e-06, 6.14e-06, 6.84e-07, 7.41e-06, 4.12e-08, 3.17e-07, 2.84e-05, 3.86e-05, 2.19e-04, 2.54e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 3.71e-07] []
90000 [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07] [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 39.177352 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
90000 [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07] [6.59e-06, 3.22e-06, 5.70e-06, 4.25e-06, 3.34e-06, 6.23e-07, 5.63e-06, 7.40e-07, 7.41e-08, 3.39e-06, 8.19e-06, 2.46e-05, 4.41e-05, 1.45e-04, 1.22e-06, 9.74e-07, 4.83e-07, 7.96e-07, 1.17e-07, 2.71e-08, 7.03e-07, 1.77e-07] []
90100 [1.42e-05, 3.62e-06, 6.17e-06, 4.69e-06, 3.04e-06, 6.71e-07, 5.11e-06, 9.08e-07, 6.29e-07, 1.86e-05, 2.96e-05, 1.74e-04, 1.55e-04, 7.59e-04, 8.77e-06, 8.46e-06, 2.43e-06, 3.62e-06, 0.00e+00, 8.30e-08, 1.84e-06, 5.46e-07] [1.42e-05, 3.62e-06, 6.17e-06, 4.69e-06, 3.04e-06, 6.71e-07, 5.11e-06, 9.08e-07, 6.29e-07, 1.86e-05, 2.96e-05, 1.74e-04, 1.55e-04, 7.59e-04, 8.77e-06, 8.46e-06, 2.43e-06, 3.62e-06, 0.00e+00, 8.30e-08, 1.84e-06, 5.46e-07] []
90200 [2.80e-06, 3.27e-06, 6.16e-06, 4.80e-06, 4.04e-06, 7.19e-07, 5.97e-06, 7.13e-05, 4.86e-07, 3.81e-07, 2.73e-06, 4.16e-06, 3.24e-06, 7.31e-06, 5.51e-09, 0.00e+00, 1.04e-09, 1.11e-07, 2.42e-05, 1.10e-07, 1.01e-04, 7.42e-07] [2.80e-06, 3.27e-06, 6.16e-06, 4.80e-06, 4.04e-06, 7.19e-07, 5.97e-06, 7.13e-05, 4.86e-07, 3.81e-07, 2.73e-06, 4.16e-06, 3.24e-06, 7.31e-06, 5.51e-09, 0.00e+00, 1.04e-09, 1.11e-07, 2.42e-05, 1.10e-07, 1.01e-04, 7.42e-07] []
90300 [1.22e-05, 3.30e-06, 6.05e-06, 5.22e-06, 3.99e-06, 7.95e-07, 7.68e-06, 1.67e-10, 8.28e-06, 2.49e-05, 2.68e-05, 1.71e-04, 6.08e-05, 9.25e-05, 5.26e-09, 0.00e+00, 1.22e-06, 8.20e-07, 9.11e-13, 0.00e+00, 1.58e-08, 1.93e-05] [1.22e-05, 3.30e-06, 6.05e-06, 5.22e-06, 3.99e-06, 7.95e-07, 7.68e-06, 1.67e-10, 8.28e-06, 2.49e-05, 2.68e-05, 1.71e-04, 6.08e-05, 9.25e-05, 5.26e-09, 0.00e+00, 1.22e-06, 8.20e-07, 9.11e-13, 0.00e+00, 1.58e-08, 1.93e-05] []
90400 [3.29e-06, 3.18e-06, 6.34e-06, 4.39e-06, 4.02e-06, 5.77e-07, 6.06e-06, 3.21e-10, 2.11e-09, 8.57e-09, 1.02e-06, 2.66e-06, 2.23e-06, 8.62e-08, 2.61e-08, 7.85e-11, 4.50e-09, 6.05e-08, 2.58e-10, 1.09e-09, 1.62e-09, 8.57e-09] [3.29e-06, 3.18e-06, 6.34e-06, 4.39e-06, 4.02e-06, 5.77e-07, 6.06e-06, 3.21e-10, 2.11e-09, 8.57e-09, 1.02e-06, 2.66e-06, 2.23e-06, 8.62e-08, 2.61e-08, 7.85e-11, 4.50e-09, 6.05e-08, 2.58e-10, 1.09e-09, 1.62e-09, 8.57e-09] []
90500 [4.02e-06, 2.91e-06, 6.73e-06, 5.04e-06, 3.59e-06, 5.43e-07, 5.79e-06, 4.89e-08, 2.10e-05, 5.29e-06, 1.33e-05, 7.65e-06, 1.04e-05, 2.03e-05, 1.67e-10, 3.07e-09, 0.00e+00, 1.92e-09, 2.90e-09, 1.80e-06, 1.58e-08, 1.06e-05] [4.02e-06, 2.91e-06, 6.73e-06, 5.04e-06, 3.59e-06, 5.43e-07, 5.79e-06, 4.89e-08, 2.10e-05, 5.29e-06, 1.33e-05, 7.65e-06, 1.04e-05, 2.03e-05, 1.67e-10, 3.07e-09, 0.00e+00, 1.92e-09, 2.90e-09, 1.80e-06, 1.58e-08, 1.06e-05] []
90600 [3.19e-06, 3.00e-06, 6.68e-06, 3.96e-06, 4.00e-06, 3.48e-07, 5.54e-06, 1.11e-09, 1.85e-08, 5.49e-09, 7.64e-07, 3.04e-06, 2.49e-06, 1.39e-07, 3.84e-08, 3.23e-09, 2.34e-09, 8.86e-09, 2.23e-10, 6.12e-11, 1.24e-09, 8.14e-09] [3.19e-06, 3.00e-06, 6.68e-06, 3.96e-06, 4.00e-06, 3.48e-07, 5.54e-06, 1.11e-09, 1.85e-08, 5.49e-09, 7.64e-07, 3.04e-06, 2.49e-06, 1.39e-07, 3.84e-08, 3.23e-09, 2.34e-09, 8.86e-09, 2.23e-10, 6.12e-11, 1.24e-09, 8.14e-09] []
90700 [3.33e-05, 3.39e-06, 8.12e-06, 6.99e-06, 5.23e-06, 7.80e-07, 5.58e-06, 6.49e-05, 2.35e-06, 5.63e-05, 1.27e-04, 5.17e-04, 5.62e-04, 2.59e-03, 4.64e-05, 4.44e-05, 1.05e-05, 1.27e-05, 0.00e+00, 7.02e-07, 7.02e-05, 4.06e-06] [3.33e-05, 3.39e-06, 8.12e-06, 6.99e-06, 5.23e-06, 7.80e-07, 5.58e-06, 6.49e-05, 2.35e-06, 5.63e-05, 1.27e-04, 5.17e-04, 5.62e-04, 2.59e-03, 4.64e-05, 4.44e-05, 1.05e-05, 1.27e-05, 0.00e+00, 7.02e-07, 7.02e-05, 4.06e-06] []
90800 [2.70e-06, 3.04e-06, 6.50e-06, 4.62e-06, 3.87e-06, 6.29e-07, 6.05e-06, 1.37e-08, 9.63e-08, 5.31e-08, 1.52e-06, 4.24e-06, 6.17e-06, 9.10e-06, 5.40e-10, 1.84e-11, 0.00e+00, 1.06e-08, 7.67e-11, 0.00e+00, 7.90e-09, 8.08e-08] [2.70e-06, 3.04e-06, 6.50e-06, 4.62e-06, 3.87e-06, 6.29e-07, 6.05e-06, 1.37e-08, 9.63e-08, 5.31e-08, 1.52e-06, 4.24e-06, 6.17e-06, 9.10e-06, 5.40e-10, 1.84e-11, 0.00e+00, 1.06e-08, 7.67e-11, 0.00e+00, 7.90e-09, 8.08e-08] []
90900 [3.04e-06, 2.91e-06, 6.50e-06, 4.26e-06, 3.80e-06, 4.80e-07, 5.54e-06, 6.74e-11, 3.47e-08, 1.88e-08, 7.15e-07, 2.60e-06, 1.96e-06, 8.03e-08, 2.36e-08, 3.65e-09, 1.94e-09, 1.03e-09, 8.94e-10, 7.29e-09, 9.24e-09, 3.91e-08] [3.04e-06, 2.91e-06, 6.50e-06, 4.26e-06, 3.80e-06, 4.80e-07, 5.54e-06, 6.74e-11, 3.47e-08, 1.88e-08, 7.15e-07, 2.60e-06, 1.96e-06, 8.03e-08, 2.36e-08, 3.65e-09, 1.94e-09, 1.03e-09, 8.94e-10, 7.29e-09, 9.24e-09, 3.91e-08] []
91000 [4.76e-06, 2.97e-06, 6.61e-06, 4.74e-06, 3.17e-06, 5.67e-07, 6.07e-06, 1.01e-07, 2.54e-06, 1.63e-06, 2.87e-06, 1.03e-05, 4.94e-05, 5.26e-05, 6.21e-07, 2.52e-07, 5.03e-07, 4.15e-07, 1.54e-08, 3.40e-07, 1.00e-07, 2.12e-06] [4.76e-06, 2.97e-06, 6.61e-06, 4.74e-06, 3.17e-06, 5.67e-07, 6.07e-06, 1.01e-07, 2.54e-06, 1.63e-06, 2.87e-06, 1.03e-05, 4.94e-05, 5.26e-05, 6.21e-07, 2.52e-07, 5.03e-07, 4.15e-07, 1.54e-08, 3.40e-07, 1.00e-07, 2.12e-06] []
91100 [5.75e-06, 3.60e-06, 7.53e-06, 5.29e-06, 3.81e-06, 5.22e-07, 4.79e-06, 6.90e-07, 6.33e-05, 7.54e-07, 2.62e-05, 2.48e-05, 1.74e-04, 2.17e-04, 1.78e-06, 3.83e-07, 2.43e-06, 1.49e-06, 0.00e+00, 0.00e+00, 1.26e-06, 6.90e-05] [5.75e-06, 3.60e-06, 7.53e-06, 5.29e-06, 3.81e-06, 5.22e-07, 4.79e-06, 6.90e-07, 6.33e-05, 7.54e-07, 2.62e-05, 2.48e-05, 1.74e-04, 2.17e-04, 1.78e-06, 3.83e-07, 2.43e-06, 1.49e-06, 0.00e+00, 0.00e+00, 1.26e-06, 6.90e-05] []
91200 [3.11e-06, 2.86e-06, 6.61e-06, 4.14e-06, 3.74e-06, 3.92e-07, 5.71e-06, 6.84e-10, 5.25e-09, 3.53e-10, 7.30e-07, 2.30e-06, 1.79e-06, 7.00e-08, 3.78e-08, 8.33e-10, 2.38e-09, 1.74e-08, 1.19e-10, 3.49e-10, 9.39e-10, 1.11e-08] [3.11e-06, 2.86e-06, 6.61e-06, 4.14e-06, 3.74e-06, 3.92e-07, 5.71e-06, 6.84e-10, 5.25e-09, 3.53e-10, 7.30e-07, 2.30e-06, 1.79e-06, 7.00e-08, 3.78e-08, 8.33e-10, 2.38e-09, 1.74e-08, 1.19e-10, 3.49e-10, 9.39e-10, 1.11e-08] []
91300 [6.81e-06, 2.73e-06, 7.36e-06, 4.97e-06, 3.51e-06, 4.68e-07, 5.91e-06, 1.36e-07, 1.18e-06, 6.37e-06, 1.01e-05, 3.09e-05, 2.19e-05, 9.09e-05, 1.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-08, 0.00e+00, 3.56e-07, 3.35e-07] [6.81e-06, 2.73e-06, 7.36e-06, 4.97e-06, 3.51e-06, 4.68e-07, 5.91e-06, 1.36e-07, 1.18e-06, 6.37e-06, 1.01e-05, 3.09e-05, 2.19e-05, 9.09e-05, 1.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-08, 0.00e+00, 3.56e-07, 3.35e-07] []
91400 [3.36e-06, 2.88e-06, 6.78e-06, 4.24e-06, 3.81e-06, 3.47e-07, 5.78e-06, 4.53e-10, 5.81e-09, 8.22e-09, 9.45e-07, 2.43e-06, 1.98e-06, 6.72e-08, 2.64e-08, 1.73e-10, 2.81e-09, 3.47e-08, 2.11e-10, 4.80e-10, 1.21e-09, 8.07e-09] [3.36e-06, 2.88e-06, 6.78e-06, 4.24e-06, 3.81e-06, 3.47e-07, 5.78e-06, 4.53e-10, 5.81e-09, 8.22e-09, 9.45e-07, 2.43e-06, 1.98e-06, 6.72e-08, 2.64e-08, 1.73e-10, 2.81e-09, 3.47e-08, 2.11e-10, 4.80e-10, 1.21e-09, 8.07e-09] []
91500 [3.00e-05, 3.14e-06, 8.74e-06, 4.31e-06, 4.95e-06, 8.80e-07, 6.28e-06, 7.73e-05, 9.87e-07, 4.16e-05, 7.04e-05, 2.47e-04, 2.23e-04, 1.27e-03, 1.13e-05, 2.21e-05, 2.29e-06, 1.35e-06, 0.00e+00, 2.82e-07, 1.58e-04, 1.81e-06] [3.00e-05, 3.14e-06, 8.74e-06, 4.31e-06, 4.95e-06, 8.80e-07, 6.28e-06, 7.73e-05, 9.87e-07, 4.16e-05, 7.04e-05, 2.47e-04, 2.23e-04, 1.27e-03, 1.13e-05, 2.21e-05, 2.29e-06, 1.35e-06, 0.00e+00, 2.82e-07, 1.58e-04, 1.81e-06] []
91600 [3.12e-06, 2.77e-06, 6.79e-06, 4.35e-06, 3.73e-06, 4.45e-07, 5.57e-06, 5.10e-10, 6.54e-08, 8.90e-08, 9.80e-07, 3.05e-06, 2.32e-06, 7.16e-07, 1.44e-08, 1.90e-10, 3.11e-10, 2.30e-08, 2.72e-10, 0.00e+00, 1.23e-09, 4.86e-08] [3.12e-06, 2.77e-06, 6.79e-06, 4.35e-06, 3.73e-06, 4.45e-07, 5.57e-06, 5.10e-10, 6.54e-08, 8.90e-08, 9.80e-07, 3.05e-06, 2.32e-06, 7.16e-07, 1.44e-08, 1.90e-10, 3.11e-10, 2.30e-08, 2.72e-10, 0.00e+00, 1.23e-09, 4.86e-08] []
91700 [2.87e-06, 2.66e-06, 6.81e-06, 3.96e-06, 3.54e-06, 3.35e-07, 5.51e-06, 3.35e-09, 4.78e-09, 1.36e-09, 5.94e-07, 2.12e-06, 1.70e-06, 7.84e-08, 4.32e-08, 8.01e-09, 3.17e-09, 1.26e-08, 3.56e-10, 9.41e-10, 3.09e-09, 1.25e-08] [2.87e-06, 2.66e-06, 6.81e-06, 3.96e-06, 3.54e-06, 3.35e-07, 5.51e-06, 3.35e-09, 4.78e-09, 1.36e-09, 5.94e-07, 2.12e-06, 1.70e-06, 7.84e-08, 4.32e-08, 8.01e-09, 3.17e-09, 1.26e-08, 3.56e-10, 9.41e-10, 3.09e-09, 1.25e-08] []
91800 [2.58e-05, 5.47e-06, 6.51e-06, 1.17e-05, 5.85e-06, 5.93e-07, 8.32e-06, 3.87e-06, 1.56e-04, 5.58e-06, 1.86e-04, 8.79e-04, 1.41e-03, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.33e-07, 0.00e+00, 1.31e-06, 2.91e-04] [2.58e-05, 5.47e-06, 6.51e-06, 1.17e-05, 5.85e-06, 5.93e-07, 8.32e-06, 3.87e-06, 1.56e-04, 5.58e-06, 1.86e-04, 8.79e-04, 1.41e-03, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.33e-07, 0.00e+00, 1.31e-06, 2.91e-04] []
91900 [3.87e-06, 3.07e-06, 7.36e-06, 3.73e-06, 4.76e-06, 3.31e-07, 4.54e-06, 3.41e-06, 5.09e-10, 1.42e-08, 4.15e-06, 8.30e-06, 1.07e-05, 2.03e-06, 2.93e-07, 2.05e-08, 3.65e-09, 1.58e-08, 0.00e+00, 2.85e-09, 5.92e-06, 9.22e-08] [3.87e-06, 3.07e-06, 7.36e-06, 3.73e-06, 4.76e-06, 3.31e-07, 4.54e-06, 3.41e-06, 5.09e-10, 1.42e-08, 4.15e-06, 8.30e-06, 1.07e-05, 2.03e-06, 2.93e-07, 2.05e-08, 3.65e-09, 1.58e-08, 0.00e+00, 2.85e-09, 5.92e-06, 9.22e-08] []
92000 [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08] [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.737696 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
92000 [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08] [3.33e-06, 3.02e-06, 7.61e-06, 4.68e-06, 3.94e-06, 3.40e-07, 4.16e-06, 3.27e-09, 1.77e-10, 7.60e-11, 1.36e-06, 2.93e-06, 3.62e-06, 5.43e-08, 2.26e-08, 1.83e-08, 8.01e-09, 4.89e-09, 3.39e-11, 3.60e-09, 8.46e-09, 1.97e-08] []
92100 [3.19e-06, 2.96e-06, 7.59e-06, 4.84e-06, 3.76e-06, 3.14e-07, 4.19e-06, 5.87e-12, 8.52e-10, 2.70e-10, 1.26e-06, 2.03e-06, 2.69e-06, 5.76e-08, 1.48e-08, 1.08e-08, 1.06e-08, 1.41e-09, 1.34e-10, 3.83e-09, 1.72e-09, 1.30e-08] [3.19e-06, 2.96e-06, 7.59e-06, 4.84e-06, 3.76e-06, 3.14e-07, 4.19e-06, 5.87e-12, 8.52e-10, 2.70e-10, 1.26e-06, 2.03e-06, 2.69e-06, 5.76e-08, 1.48e-08, 1.08e-08, 1.06e-08, 1.41e-09, 1.34e-10, 3.83e-09, 1.72e-09, 1.30e-08] []
92200 [5.48e-06, 4.18e-06, 7.44e-06, 4.67e-06, 5.32e-06, 3.64e-07, 4.25e-06, 7.88e-05, 8.31e-07, 1.33e-05, 1.22e-05, 3.51e-05, 1.70e-05, 5.83e-05, 0.00e+00, 0.00e+00, 1.43e-09, 4.70e-09, 1.11e-05, 0.00e+00, 4.98e-05, 4.20e-07] [5.48e-06, 4.18e-06, 7.44e-06, 4.67e-06, 5.32e-06, 3.64e-07, 4.25e-06, 7.88e-05, 8.31e-07, 1.33e-05, 1.22e-05, 3.51e-05, 1.70e-05, 5.83e-05, 0.00e+00, 0.00e+00, 1.43e-09, 4.70e-09, 1.11e-05, 0.00e+00, 4.98e-05, 4.20e-07] []
92300 [3.04e-06, 2.91e-06, 7.20e-06, 4.47e-06, 3.81e-06, 3.85e-07, 3.92e-06, 6.78e-10, 9.33e-10, 1.74e-09, 1.09e-06, 2.37e-06, 3.34e-06, 8.53e-08, 6.86e-09, 2.64e-09, 2.89e-08, 5.56e-09, 4.12e-10, 4.71e-09, 2.16e-09, 1.56e-08] [3.04e-06, 2.91e-06, 7.20e-06, 4.47e-06, 3.81e-06, 3.85e-07, 3.92e-06, 6.78e-10, 9.33e-10, 1.74e-09, 1.09e-06, 2.37e-06, 3.34e-06, 8.53e-08, 6.86e-09, 2.64e-09, 2.89e-08, 5.56e-09, 4.12e-10, 4.71e-09, 2.16e-09, 1.56e-08] []
92400 [2.87e-06, 2.91e-06, 7.28e-06, 4.59e-06, 3.76e-06, 3.38e-07, 3.97e-06, 1.25e-08, 1.90e-09, 6.10e-11, 1.07e-06, 1.86e-06, 2.73e-06, 4.98e-08, 6.53e-09, 1.48e-09, 2.67e-08, 5.57e-09, 3.48e-11, 5.59e-09, 2.04e-08, 1.49e-08] [2.87e-06, 2.91e-06, 7.28e-06, 4.59e-06, 3.76e-06, 3.38e-07, 3.97e-06, 1.25e-08, 1.90e-09, 6.10e-11, 1.07e-06, 1.86e-06, 2.73e-06, 4.98e-08, 6.53e-09, 1.48e-09, 2.67e-08, 5.57e-09, 3.48e-11, 5.59e-09, 2.04e-08, 1.49e-08] []
92500 [9.36e-06, 4.59e-06, 7.36e-06, 5.19e-06, 4.96e-06, 2.92e-07, 3.43e-06, 3.56e-08, 1.85e-05, 6.39e-05, 4.28e-05, 1.30e-04, 1.02e-04, 5.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.47e-07, 1.13e-05] [9.36e-06, 4.59e-06, 7.36e-06, 5.19e-06, 4.96e-06, 2.92e-07, 3.43e-06, 3.56e-08, 1.85e-05, 6.39e-05, 4.28e-05, 1.30e-04, 1.02e-04, 5.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.47e-07, 1.13e-05] []
92600 [2.91e-06, 2.84e-06, 7.37e-06, 4.57e-06, 3.70e-06, 2.01e-07, 3.61e-06, 3.45e-11, 3.18e-10, 3.86e-11, 8.75e-07, 2.26e-06, 3.01e-06, 5.05e-08, 5.56e-09, 2.51e-11, 3.87e-08, 8.12e-09, 2.10e-10, 3.86e-10, 2.08e-09, 6.71e-09] [2.91e-06, 2.84e-06, 7.37e-06, 4.57e-06, 3.70e-06, 2.01e-07, 3.61e-06, 3.45e-11, 3.18e-10, 3.86e-11, 8.75e-07, 2.26e-06, 3.01e-06, 5.05e-08, 5.56e-09, 2.51e-11, 3.87e-08, 8.12e-09, 2.10e-10, 3.86e-10, 2.08e-09, 6.71e-09] []
92700 [2.67e-06, 2.85e-06, 7.37e-06, 4.60e-06, 3.68e-06, 1.91e-07, 3.73e-06, 1.48e-09, 9.45e-10, 2.59e-11, 8.75e-07, 1.89e-06, 2.57e-06, 3.85e-08, 5.81e-09, 4.95e-10, 2.90e-08, 5.87e-09, 1.33e-10, 1.03e-09, 4.99e-09, 5.13e-09] [2.67e-06, 2.85e-06, 7.37e-06, 4.60e-06, 3.68e-06, 1.91e-07, 3.73e-06, 1.48e-09, 9.45e-10, 2.59e-11, 8.75e-07, 1.89e-06, 2.57e-06, 3.85e-08, 5.81e-09, 4.95e-10, 2.90e-08, 5.87e-09, 1.33e-10, 1.03e-09, 4.99e-09, 5.13e-09] []
92800 [2.51e-06, 2.85e-06, 7.37e-06, 4.33e-06, 3.83e-06, 2.77e-07, 3.57e-06, 1.53e-06, 1.26e-06, 1.85e-06, 3.94e-06, 1.64e-05, 1.25e-05, 7.24e-05, 0.00e+00, 0.00e+00, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-06, 1.95e-06] [2.51e-06, 2.85e-06, 7.37e-06, 4.33e-06, 3.83e-06, 2.77e-07, 3.57e-06, 1.53e-06, 1.26e-06, 1.85e-06, 3.94e-06, 1.64e-05, 1.25e-05, 7.24e-05, 0.00e+00, 0.00e+00, 2.35e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-06, 1.95e-06] []
92900 [5.20e-06, 3.20e-06, 7.31e-06, 4.25e-06, 4.00e-06, 2.30e-07, 3.09e-06, 3.14e-08, 1.72e-07, 1.17e-08, 1.49e-06, 7.56e-06, 6.45e-06, 1.51e-06, 4.22e-08, 6.53e-08, 1.14e-08, 1.67e-08, 3.36e-09, 0.00e+00, 1.88e-08, 2.81e-07] [5.20e-06, 3.20e-06, 7.31e-06, 4.25e-06, 4.00e-06, 2.30e-07, 3.09e-06, 3.14e-08, 1.72e-07, 1.17e-08, 1.49e-06, 7.56e-06, 6.45e-06, 1.51e-06, 4.22e-08, 6.53e-08, 1.14e-08, 1.67e-08, 3.36e-09, 0.00e+00, 1.88e-08, 2.81e-07] []
93000 [2.57e-06, 2.85e-06, 7.33e-06, 4.46e-06, 3.70e-06, 2.04e-07, 3.38e-06, 5.61e-10, 5.29e-12, 6.73e-10, 7.85e-07, 2.10e-06, 2.70e-06, 6.67e-08, 5.62e-09, 7.41e-10, 2.66e-08, 4.86e-09, 9.32e-10, 7.08e-10, 2.53e-09, 6.96e-09] [2.57e-06, 2.85e-06, 7.33e-06, 4.46e-06, 3.70e-06, 2.04e-07, 3.38e-06, 5.61e-10, 5.29e-12, 6.73e-10, 7.85e-07, 2.10e-06, 2.70e-06, 6.67e-08, 5.62e-09, 7.41e-10, 2.66e-08, 4.86e-09, 9.32e-10, 7.08e-10, 2.53e-09, 6.96e-09] []
93100 [4.29e-06, 3.48e-06, 7.06e-06, 3.74e-06, 4.18e-06, 1.19e-07, 2.79e-06, 4.83e-07, 4.34e-06, 5.09e-06, 2.32e-06, 3.27e-05, 5.36e-05, 1.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-07, 5.83e-07, 3.70e-06] [4.29e-06, 3.48e-06, 7.06e-06, 3.74e-06, 4.18e-06, 1.19e-07, 2.79e-06, 4.83e-07, 4.34e-06, 5.09e-06, 2.32e-06, 3.27e-05, 5.36e-05, 1.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-07, 5.83e-07, 3.70e-06] []
93200 [2.52e-06, 2.81e-06, 7.49e-06, 4.60e-06, 3.60e-06, 1.74e-07, 3.14e-06, 9.58e-05, 1.55e-07, 3.89e-08, 1.51e-06, 2.73e-06, 3.15e-06, 1.65e-07, 4.44e-09, 1.35e-11, 2.49e-08, 7.66e-09, 0.00e+00, 0.00e+00, 1.43e-04, 2.93e-07] [2.52e-06, 2.81e-06, 7.49e-06, 4.60e-06, 3.60e-06, 1.74e-07, 3.14e-06, 9.58e-05, 1.55e-07, 3.89e-08, 1.51e-06, 2.73e-06, 3.15e-06, 1.65e-07, 4.44e-09, 1.35e-11, 2.49e-08, 7.66e-09, 0.00e+00, 0.00e+00, 1.43e-04, 2.93e-07] []
93300 [2.35e-06, 2.82e-06, 7.37e-06, 4.45e-06, 3.63e-06, 2.49e-07, 3.27e-06, 6.58e-08, 3.02e-08, 5.76e-12, 7.23e-07, 2.09e-06, 2.64e-06, 5.80e-08, 6.86e-09, 2.06e-09, 2.98e-08, 1.06e-08, 1.06e-08, 1.95e-10, 5.56e-08, 4.58e-08] [2.35e-06, 2.82e-06, 7.37e-06, 4.45e-06, 3.63e-06, 2.49e-07, 3.27e-06, 6.58e-08, 3.02e-08, 5.76e-12, 7.23e-07, 2.09e-06, 2.64e-06, 5.80e-08, 6.86e-09, 2.06e-09, 2.98e-08, 1.06e-08, 1.06e-08, 1.95e-10, 5.56e-08, 4.58e-08] []
93400 [2.53e-06, 2.77e-06, 7.52e-06, 4.08e-06, 3.78e-06, 1.65e-07, 2.84e-06, 1.97e-08, 5.40e-07, 3.44e-07, 1.04e-06, 4.34e-06, 5.13e-06, 3.37e-06, 3.67e-14, 0.00e+00, 1.87e-08, 0.00e+00, 1.15e-12, 5.50e-08, 4.08e-08, 3.50e-07] [2.53e-06, 2.77e-06, 7.52e-06, 4.08e-06, 3.78e-06, 1.65e-07, 2.84e-06, 1.97e-08, 5.40e-07, 3.44e-07, 1.04e-06, 4.34e-06, 5.13e-06, 3.37e-06, 3.67e-14, 0.00e+00, 1.87e-08, 0.00e+00, 1.15e-12, 5.50e-08, 4.08e-08, 3.50e-07] []
93500 [2.52e-06, 2.84e-06, 7.40e-06, 4.41e-06, 3.68e-06, 1.67e-07, 3.02e-06, 3.63e-10, 3.28e-09, 8.75e-12, 7.68e-07, 2.06e-06, 2.68e-06, 3.85e-08, 6.48e-09, 4.23e-10, 2.32e-08, 5.71e-09, 1.53e-09, 1.20e-09, 3.70e-09, 9.20e-09] [2.52e-06, 2.84e-06, 7.40e-06, 4.41e-06, 3.68e-06, 1.67e-07, 3.02e-06, 3.63e-10, 3.28e-09, 8.75e-12, 7.68e-07, 2.06e-06, 2.68e-06, 3.85e-08, 6.48e-09, 4.23e-10, 2.32e-08, 5.71e-09, 1.53e-09, 1.20e-09, 3.70e-09, 9.20e-09] []
93600 [2.47e-06, 2.82e-06, 7.33e-06, 4.34e-06, 3.65e-06, 1.63e-07, 3.12e-06, 1.05e-08, 9.05e-09, 2.31e-08, 7.63e-07, 1.90e-06, 3.10e-06, 9.34e-07, 1.95e-08, 2.04e-09, 3.11e-08, 1.83e-08, 2.93e-10, 4.23e-09, 1.76e-08, 1.42e-08] [2.47e-06, 2.82e-06, 7.33e-06, 4.34e-06, 3.65e-06, 1.63e-07, 3.12e-06, 1.05e-08, 9.05e-09, 2.31e-08, 7.63e-07, 1.90e-06, 3.10e-06, 9.34e-07, 1.95e-08, 2.04e-09, 3.11e-08, 1.83e-08, 2.93e-10, 4.23e-09, 1.76e-08, 1.42e-08] []
93700 [2.38e-06, 2.76e-06, 7.25e-06, 4.11e-06, 3.64e-06, 3.12e-07, 3.00e-06, 1.09e-06, 3.61e-07, 4.73e-08, 6.89e-07, 2.86e-06, 3.86e-06, 1.39e-07, 1.81e-08, 1.09e-09, 3.46e-08, 1.02e-08, 7.05e-08, 5.25e-08, 4.05e-07, 3.19e-07] [2.38e-06, 2.76e-06, 7.25e-06, 4.11e-06, 3.64e-06, 3.12e-07, 3.00e-06, 1.09e-06, 3.61e-07, 4.73e-08, 6.89e-07, 2.86e-06, 3.86e-06, 1.39e-07, 1.81e-08, 1.09e-09, 3.46e-08, 1.02e-08, 7.05e-08, 5.25e-08, 4.05e-07, 3.19e-07] []
93800 [2.18e-06, 2.81e-06, 7.31e-06, 4.27e-06, 3.65e-06, 2.93e-07, 3.07e-06, 8.70e-08, 5.26e-08, 4.67e-09, 7.10e-07, 2.26e-06, 2.72e-06, 4.08e-07, 1.09e-09, 3.34e-11, 1.72e-08, 4.34e-09, 1.40e-08, 1.44e-09, 7.18e-08, 7.28e-08] [2.18e-06, 2.81e-06, 7.31e-06, 4.27e-06, 3.65e-06, 2.93e-07, 3.07e-06, 8.70e-08, 5.26e-08, 4.67e-09, 7.10e-07, 2.26e-06, 2.72e-06, 4.08e-07, 1.09e-09, 3.34e-11, 1.72e-08, 4.34e-09, 1.40e-08, 1.44e-09, 7.18e-08, 7.28e-08] []
93900 [2.33e-06, 2.78e-06, 7.36e-06, 4.11e-06, 3.69e-06, 2.21e-07, 2.80e-06, 4.38e-11, 6.63e-11, 9.23e-08, 9.43e-07, 3.14e-06, 3.83e-06, 1.19e-06, 3.20e-09, 1.96e-09, 3.62e-08, 4.71e-09, 1.23e-09, 2.66e-09, 1.60e-08, 5.03e-08] [2.33e-06, 2.78e-06, 7.36e-06, 4.11e-06, 3.69e-06, 2.21e-07, 2.80e-06, 4.38e-11, 6.63e-11, 9.23e-08, 9.43e-07, 3.14e-06, 3.83e-06, 1.19e-06, 3.20e-09, 1.96e-09, 3.62e-08, 4.71e-09, 1.23e-09, 2.66e-09, 1.60e-08, 5.03e-08] []
94000 [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09] [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 37.338784 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
94000 [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09] [2.32e-06, 2.86e-06, 7.30e-06, 4.24e-06, 3.69e-06, 2.13e-07, 2.93e-06, 2.03e-08, 1.30e-09, 4.48e-11, 7.17e-07, 2.06e-06, 2.59e-06, 4.17e-08, 6.64e-09, 7.60e-10, 1.76e-08, 5.43e-09, 2.08e-10, 7.40e-10, 2.34e-08, 7.37e-09] []
94100 [2.33e-05, 4.24e-06, 1.53e-05, 5.80e-06, 1.12e-05, 8.56e-07, 7.95e-06, 1.13e-07, 2.86e-06, 3.44e-05, 2.84e-04, 7.34e-04, 2.30e-03, 1.31e-03, 1.61e-07, 6.28e-10, 0.00e+00, 0.00e+00, 4.25e-11, 0.00e+00, 2.32e-09, 1.81e-06] [2.33e-05, 4.24e-06, 1.53e-05, 5.80e-06, 1.12e-05, 8.56e-07, 7.95e-06, 1.13e-07, 2.86e-06, 3.44e-05, 2.84e-04, 7.34e-04, 2.30e-03, 1.31e-03, 1.61e-07, 6.28e-10, 0.00e+00, 0.00e+00, 4.25e-11, 0.00e+00, 2.32e-09, 1.81e-06] []
94200 [4.38e-06, 2.85e-06, 8.86e-06, 5.93e-06, 3.97e-06, 1.12e-07, 6.31e-06, 4.79e-08, 4.35e-08, 1.19e-06, 6.39e-06, 1.57e-05, 1.35e-05, 1.61e-06, 4.71e-08, 0.00e+00, 5.95e-08, 2.61e-07, 4.29e-09, 7.66e-08, 2.35e-08, 2.43e-07] [4.38e-06, 2.85e-06, 8.86e-06, 5.93e-06, 3.97e-06, 1.12e-07, 6.31e-06, 4.79e-08, 4.35e-08, 1.19e-06, 6.39e-06, 1.57e-05, 1.35e-05, 1.61e-06, 4.71e-08, 0.00e+00, 5.95e-08, 2.61e-07, 4.29e-09, 7.66e-08, 2.35e-08, 2.43e-07] []
94300 [2.55e-06, 2.62e-06, 8.16e-06, 6.12e-06, 3.07e-06, 1.11e-07, 4.92e-06, 2.80e-05, 2.70e-08, 2.37e-10, 1.86e-06, 5.28e-06, 4.86e-06, 4.97e-08, 5.46e-08, 0.00e+00, 1.42e-08, 7.28e-08, 0.00e+00, 1.22e-08, 2.96e-05, 4.94e-08] [2.55e-06, 2.62e-06, 8.16e-06, 6.12e-06, 3.07e-06, 1.11e-07, 4.92e-06, 2.80e-05, 2.70e-08, 2.37e-10, 1.86e-06, 5.28e-06, 4.86e-06, 4.97e-08, 5.46e-08, 0.00e+00, 1.42e-08, 7.28e-08, 0.00e+00, 1.22e-08, 2.96e-05, 4.94e-08] []
94400 [2.40e-06, 2.55e-06, 8.16e-06, 5.51e-06, 3.15e-06, 3.07e-07, 4.50e-06, 1.02e-08, 3.40e-11, 3.41e-09, 1.54e-06, 3.86e-06, 3.72e-06, 5.43e-08, 3.86e-08, 0.00e+00, 2.45e-09, 1.59e-08, 1.24e-09, 4.08e-09, 5.67e-09, 2.40e-08] [2.40e-06, 2.55e-06, 8.16e-06, 5.51e-06, 3.15e-06, 3.07e-07, 4.50e-06, 1.02e-08, 3.40e-11, 3.41e-09, 1.54e-06, 3.86e-06, 3.72e-06, 5.43e-08, 3.86e-08, 0.00e+00, 2.45e-09, 1.59e-08, 1.24e-09, 4.08e-09, 5.67e-09, 2.40e-08] []
94500 [2.32e-06, 2.56e-06, 7.95e-06, 5.07e-06, 3.25e-06, 2.90e-07, 4.27e-06, 1.46e-11, 1.71e-08, 1.89e-09, 1.18e-06, 3.21e-06, 3.26e-06, 4.82e-08, 2.58e-08, 0.00e+00, 9.80e-10, 4.79e-09, 2.01e-10, 7.49e-09, 1.15e-09, 3.09e-08] [2.32e-06, 2.56e-06, 7.95e-06, 5.07e-06, 3.25e-06, 2.90e-07, 4.27e-06, 1.46e-11, 1.71e-08, 1.89e-09, 1.18e-06, 3.21e-06, 3.26e-06, 4.82e-08, 2.58e-08, 0.00e+00, 9.80e-10, 4.79e-09, 2.01e-10, 7.49e-09, 1.15e-09, 3.09e-08] []
94600 [8.12e-06, 4.32e-06, 8.02e-06, 4.02e-06, 3.96e-06, 1.95e-07, 2.34e-06, 2.01e-07, 3.77e-05, 2.43e-07, 4.34e-06, 2.18e-05, 1.97e-05, 2.75e-05, 2.89e-08, 6.28e-08, 1.02e-07, 3.86e-07, 1.82e-08, 0.00e+00, 9.64e-08, 7.87e-05] [8.12e-06, 4.32e-06, 8.02e-06, 4.02e-06, 3.96e-06, 1.95e-07, 2.34e-06, 2.01e-07, 3.77e-05, 2.43e-07, 4.34e-06, 2.18e-05, 1.97e-05, 2.75e-05, 2.89e-08, 6.28e-08, 1.02e-07, 3.86e-07, 1.82e-08, 0.00e+00, 9.64e-08, 7.87e-05] []
94700 [3.15e-06, 2.67e-06, 7.96e-06, 4.61e-06, 3.74e-06, 2.71e-07, 2.64e-06, 4.32e-07, 4.54e-09, 3.63e-10, 1.60e-06, 3.10e-06, 3.34e-06, 6.88e-08, 2.69e-08, 1.59e-08, 9.97e-09, 9.56e-09, 1.52e-08, 3.77e-08, 4.59e-08, 2.30e-07] [3.15e-06, 2.67e-06, 7.96e-06, 4.61e-06, 3.74e-06, 2.71e-07, 2.64e-06, 4.32e-07, 4.54e-09, 3.63e-10, 1.60e-06, 3.10e-06, 3.34e-06, 6.88e-08, 2.69e-08, 1.59e-08, 9.97e-09, 9.56e-09, 1.52e-08, 3.77e-08, 4.59e-08, 2.30e-07] []
94800 [2.86e-06, 2.73e-06, 7.81e-06, 4.50e-06, 3.82e-06, 2.78e-07, 2.80e-06, 1.12e-07, 2.35e-09, 7.29e-10, 1.22e-06, 2.43e-06, 2.85e-06, 4.85e-08, 1.06e-08, 1.79e-09, 7.22e-09, 8.47e-09, 1.51e-08, 5.63e-09, 9.31e-08, 1.85e-08] [2.86e-06, 2.73e-06, 7.81e-06, 4.50e-06, 3.82e-06, 2.78e-07, 2.80e-06, 1.12e-07, 2.35e-09, 7.29e-10, 1.22e-06, 2.43e-06, 2.85e-06, 4.85e-08, 1.06e-08, 1.79e-09, 7.22e-09, 8.47e-09, 1.51e-08, 5.63e-09, 9.31e-08, 1.85e-08] []
94900 [2.69e-06, 2.74e-06, 7.69e-06, 4.37e-06, 3.85e-06, 2.69e-07, 2.93e-06, 2.71e-10, 4.74e-10, 4.66e-12, 1.12e-06, 2.24e-06, 2.67e-06, 3.73e-08, 9.96e-09, 1.38e-09, 6.64e-09, 4.97e-09, 5.15e-10, 2.32e-09, 1.75e-09, 1.06e-08] [2.69e-06, 2.74e-06, 7.69e-06, 4.37e-06, 3.85e-06, 2.69e-07, 2.93e-06, 2.71e-10, 4.74e-10, 4.66e-12, 1.12e-06, 2.24e-06, 2.67e-06, 3.73e-08, 9.96e-09, 1.38e-09, 6.64e-09, 4.97e-09, 5.15e-10, 2.32e-09, 1.75e-09, 1.06e-08] []
95000 [5.92e-05, 4.25e-06, 1.40e-05, 1.03e-05, 9.48e-06, 7.73e-07, 6.91e-06, 6.72e-05, 2.90e-07, 1.94e-04, 1.71e-04, 5.80e-04, 1.12e-03, 3.98e-03, 5.75e-05, 4.34e-05, 3.41e-05, 3.80e-05, 0.00e+00, 2.78e-08, 6.74e-05, 1.87e-07] [5.92e-05, 4.25e-06, 1.40e-05, 1.03e-05, 9.48e-06, 7.73e-07, 6.91e-06, 6.72e-05, 2.90e-07, 1.94e-04, 1.71e-04, 5.80e-04, 1.12e-03, 3.98e-03, 5.75e-05, 4.34e-05, 3.41e-05, 3.80e-05, 0.00e+00, 2.78e-08, 6.74e-05, 1.87e-07] []
95100 [2.63e-06, 2.62e-06, 7.72e-06, 4.43e-06, 3.79e-06, 4.45e-07, 2.62e-06, 2.07e-08, 5.48e-08, 3.21e-09, 9.00e-07, 2.70e-06, 3.03e-06, 1.21e-07, 1.16e-08, 4.55e-09, 1.77e-08, 3.19e-09, 3.92e-09, 1.43e-08, 1.29e-08, 7.23e-08] [2.63e-06, 2.62e-06, 7.72e-06, 4.43e-06, 3.79e-06, 4.45e-07, 2.62e-06, 2.07e-08, 5.48e-08, 3.21e-09, 9.00e-07, 2.70e-06, 3.03e-06, 1.21e-07, 1.16e-08, 4.55e-09, 1.77e-08, 3.19e-09, 3.92e-09, 1.43e-08, 1.29e-08, 7.23e-08] []
95200 [2.44e-06, 2.67e-06, 7.59e-06, 4.33e-06, 3.83e-06, 3.92e-07, 2.83e-06, 5.69e-11, 2.23e-08, 1.13e-10, 9.08e-07, 2.36e-06, 2.66e-06, 3.67e-08, 6.99e-09, 1.48e-09, 1.18e-08, 1.82e-09, 8.16e-10, 5.60e-10, 8.24e-09, 2.91e-08] [2.44e-06, 2.67e-06, 7.59e-06, 4.33e-06, 3.83e-06, 3.92e-07, 2.83e-06, 5.69e-11, 2.23e-08, 1.13e-10, 9.08e-07, 2.36e-06, 2.66e-06, 3.67e-08, 6.99e-09, 1.48e-09, 1.18e-08, 1.82e-09, 8.16e-10, 5.60e-10, 8.24e-09, 2.91e-08] []
95300 [2.32e-06, 2.70e-06, 7.48e-06, 4.24e-06, 3.87e-06, 3.54e-07, 2.95e-06, 1.98e-08, 4.12e-09, 3.04e-11, 8.65e-07, 2.22e-06, 2.50e-06, 3.61e-08, 7.38e-09, 1.69e-09, 1.01e-08, 1.60e-09, 2.97e-09, 3.12e-09, 1.22e-08, 1.11e-08] [2.32e-06, 2.70e-06, 7.48e-06, 4.24e-06, 3.87e-06, 3.54e-07, 2.95e-06, 1.98e-08, 4.12e-09, 3.04e-11, 8.65e-07, 2.22e-06, 2.50e-06, 3.61e-08, 7.38e-09, 1.69e-09, 1.01e-08, 1.60e-09, 2.97e-09, 3.12e-09, 1.22e-08, 1.11e-08] []
95400 [1.23e-05, 3.90e-06, 7.32e-06, 4.29e-06, 5.34e-06, 5.37e-07, 3.57e-06, 3.97e-07, 2.25e-05, 3.56e-05, 8.41e-05, 2.08e-04, 8.86e-04, 1.71e-03, 1.23e-05, 8.59e-06, 1.72e-06, 1.18e-05, 3.11e-08, 3.54e-06, 1.84e-07, 1.88e-05] [1.23e-05, 3.90e-06, 7.32e-06, 4.29e-06, 5.34e-06, 5.37e-07, 3.57e-06, 3.97e-07, 2.25e-05, 3.56e-05, 8.41e-05, 2.08e-04, 8.86e-04, 1.71e-03, 1.23e-05, 8.59e-06, 1.72e-06, 1.18e-05, 3.11e-08, 3.54e-06, 1.84e-07, 1.88e-05] []
95500 [2.42e-06, 2.70e-06, 7.44e-06, 4.34e-06, 3.80e-06, 2.27e-07, 2.68e-06, 1.34e-08, 8.98e-10, 1.70e-09, 8.46e-07, 2.61e-06, 2.89e-06, 4.93e-08, 3.20e-09, 1.94e-09, 1.44e-08, 1.87e-09, 1.73e-09, 1.35e-09, 8.09e-09, 8.12e-09] [2.42e-06, 2.70e-06, 7.44e-06, 4.34e-06, 3.80e-06, 2.27e-07, 2.68e-06, 1.34e-08, 8.98e-10, 1.70e-09, 8.46e-07, 2.61e-06, 2.89e-06, 4.93e-08, 3.20e-09, 1.94e-09, 1.44e-08, 1.87e-09, 1.73e-09, 1.35e-09, 8.09e-09, 8.12e-09] []
95600 [2.29e-06, 2.75e-06, 7.38e-06, 4.24e-06, 3.84e-06, 2.26e-07, 2.85e-06, 8.37e-11, 6.35e-10, 4.16e-11, 8.42e-07, 2.27e-06, 2.56e-06, 3.01e-08, 6.46e-09, 1.34e-09, 1.17e-08, 1.82e-09, 2.51e-10, 1.10e-10, 1.93e-09, 4.64e-09] [2.29e-06, 2.75e-06, 7.38e-06, 4.24e-06, 3.84e-06, 2.26e-07, 2.85e-06, 8.37e-11, 6.35e-10, 4.16e-11, 8.42e-07, 2.27e-06, 2.56e-06, 3.01e-08, 6.46e-09, 1.34e-09, 1.17e-08, 1.82e-09, 2.51e-10, 1.10e-10, 1.93e-09, 4.64e-09] []
95700 [2.17e-06, 2.76e-06, 7.29e-06, 4.15e-06, 3.86e-06, 2.22e-07, 2.97e-06, 1.33e-10, 8.07e-10, 2.52e-10, 7.98e-07, 2.14e-06, 2.43e-06, 2.95e-08, 7.18e-09, 1.48e-09, 1.13e-08, 2.10e-09, 1.93e-10, 4.86e-10, 1.93e-09, 5.24e-09] [2.17e-06, 2.76e-06, 7.29e-06, 4.15e-06, 3.86e-06, 2.22e-07, 2.97e-06, 1.33e-10, 8.07e-10, 2.52e-10, 7.98e-07, 2.14e-06, 2.43e-06, 2.95e-08, 7.18e-09, 1.48e-09, 1.13e-08, 2.10e-09, 1.93e-10, 4.86e-10, 1.93e-09, 5.24e-09] []
95800 [2.84e-06, 2.52e-06, 7.28e-06, 4.05e-06, 3.62e-06, 2.58e-07, 2.79e-06, 1.95e-06, 1.31e-08, 5.20e-07, 1.60e-05, 1.53e-05, 3.30e-05, 9.34e-06, 0.00e+00, 7.24e-10, 0.00e+00, 0.00e+00, 3.02e-07, 1.46e-10, 1.63e-06, 9.10e-08] [2.84e-06, 2.52e-06, 7.28e-06, 4.05e-06, 3.62e-06, 2.58e-07, 2.79e-06, 1.95e-06, 1.31e-08, 5.20e-07, 1.60e-05, 1.53e-05, 3.30e-05, 9.34e-06, 0.00e+00, 7.24e-10, 0.00e+00, 0.00e+00, 3.02e-07, 1.46e-10, 1.63e-06, 9.10e-08] []
95900 [2.14e-06, 2.73e-06, 7.37e-06, 4.32e-06, 3.75e-06, 2.44e-07, 2.80e-06, 3.23e-10, 4.95e-10, 1.33e-09, 8.24e-07, 2.92e-06, 3.28e-06, 3.40e-08, 6.91e-09, 4.65e-09, 1.02e-08, 2.15e-09, 3.58e-10, 1.74e-10, 3.00e-09, 3.18e-09] [2.14e-06, 2.73e-06, 7.37e-06, 4.32e-06, 3.75e-06, 2.44e-07, 2.80e-06, 3.23e-10, 4.95e-10, 1.33e-09, 8.24e-07, 2.92e-06, 3.28e-06, 3.40e-08, 6.91e-09, 4.65e-09, 1.02e-08, 2.15e-09, 3.58e-10, 1.74e-10, 3.00e-09, 3.18e-09] []
96000 [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09] [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.923763 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
96000 [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09] [2.05e-06, 2.75e-06, 7.28e-06, 4.21e-06, 3.81e-06, 2.37e-07, 2.92e-06, 3.27e-08, 1.02e-09, 3.34e-10, 8.10e-07, 2.55e-06, 2.89e-06, 3.52e-08, 6.14e-09, 2.14e-09, 1.12e-08, 2.21e-09, 0.00e+00, 1.11e-10, 4.37e-08, 3.31e-09] []
96100 [3.89e-06, 2.82e-06, 6.66e-06, 3.79e-06, 3.50e-06, 3.36e-07, 2.37e-06, 1.22e-05, 2.11e-07, 1.23e-06, 4.41e-06, 1.43e-05, 3.40e-05, 9.71e-05, 2.07e-07, 4.35e-07, 4.13e-07, 3.06e-07, 0.00e+00, 0.00e+00, 1.53e-05, 5.07e-07] [3.89e-06, 2.82e-06, 6.66e-06, 3.79e-06, 3.50e-06, 3.36e-07, 2.37e-06, 1.22e-05, 2.11e-07, 1.23e-06, 4.41e-06, 1.43e-05, 3.40e-05, 9.71e-05, 2.07e-07, 4.35e-07, 4.13e-07, 3.06e-07, 0.00e+00, 0.00e+00, 1.53e-05, 5.07e-07] []
96200 [2.22e-06, 2.76e-06, 7.28e-06, 4.18e-06, 3.83e-06, 3.13e-07, 2.68e-06, 9.62e-10, 3.70e-10, 4.31e-10, 8.41e-07, 2.51e-06, 2.84e-06, 2.77e-08, 3.76e-09, 2.73e-10, 2.24e-08, 4.00e-09, 7.12e-10, 1.26e-10, 2.86e-09, 6.46e-09] [2.22e-06, 2.76e-06, 7.28e-06, 4.18e-06, 3.83e-06, 3.13e-07, 2.68e-06, 9.62e-10, 3.70e-10, 4.31e-10, 8.41e-07, 2.51e-06, 2.84e-06, 2.77e-08, 3.76e-09, 2.73e-10, 2.24e-08, 4.00e-09, 7.12e-10, 1.26e-10, 2.86e-09, 6.46e-09] []
96300 [2.08e-06, 2.79e-06, 7.18e-06, 4.07e-06, 3.86e-06, 2.92e-07, 2.80e-06, 1.10e-11, 5.45e-10, 2.14e-10, 8.31e-07, 2.25e-06, 2.71e-06, 3.18e-08, 4.89e-09, 6.02e-10, 1.92e-08, 5.11e-09, 5.77e-10, 1.40e-10, 1.92e-09, 3.38e-09] [2.08e-06, 2.79e-06, 7.18e-06, 4.07e-06, 3.86e-06, 2.92e-07, 2.80e-06, 1.10e-11, 5.45e-10, 2.14e-10, 8.31e-07, 2.25e-06, 2.71e-06, 3.18e-08, 4.89e-09, 6.02e-10, 1.92e-08, 5.11e-09, 5.77e-10, 1.40e-10, 1.92e-09, 3.38e-09] []
96400 [4.29e-06, 3.20e-06, 6.81e-06, 3.60e-06, 4.27e-06, 2.10e-07, 3.03e-06, 5.37e-08, 1.26e-07, 3.98e-06, 4.76e-06, 5.18e-05, 1.75e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-09, 1.03e-07, 1.09e-07] [4.29e-06, 3.20e-06, 6.81e-06, 3.60e-06, 4.27e-06, 2.10e-07, 3.03e-06, 5.37e-08, 1.26e-07, 3.98e-06, 4.76e-06, 5.18e-05, 1.75e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-09, 1.03e-07, 1.09e-07] []
96500 [2.08e-06, 2.83e-06, 7.14e-06, 4.18e-06, 3.75e-06, 2.33e-07, 2.74e-06, 3.18e-09, 4.23e-09, 8.96e-10, 8.29e-07, 2.30e-06, 2.67e-06, 2.94e-08, 5.41e-09, 6.41e-10, 1.53e-08, 2.18e-09, 1.34e-10, 1.10e-09, 7.58e-09, 6.32e-09] [2.08e-06, 2.83e-06, 7.14e-06, 4.18e-06, 3.75e-06, 2.33e-07, 2.74e-06, 3.18e-09, 4.23e-09, 8.96e-10, 8.29e-07, 2.30e-06, 2.67e-06, 2.94e-08, 5.41e-09, 6.41e-10, 1.53e-08, 2.18e-09, 1.34e-10, 1.10e-09, 7.58e-09, 6.32e-09] []
96600 [5.37e-06, 3.17e-06, 6.96e-06, 3.43e-06, 4.55e-06, 2.68e-07, 2.39e-06, 3.57e-05, 7.46e-06, 8.64e-06, 5.35e-05, 8.16e-05, 1.74e-04, 9.79e-05, 1.63e-08, 9.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.11e-07, 6.71e-05, 3.76e-06] [5.37e-06, 3.17e-06, 6.96e-06, 3.43e-06, 4.55e-06, 2.68e-07, 2.39e-06, 3.57e-05, 7.46e-06, 8.64e-06, 5.35e-05, 8.16e-05, 1.74e-04, 9.79e-05, 1.63e-08, 9.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.11e-07, 6.71e-05, 3.76e-06] []
96700 [2.09e-06, 2.81e-06, 7.13e-06, 4.15e-06, 3.75e-06, 3.14e-07, 2.63e-06, 4.21e-09, 1.45e-10, 9.78e-11, 8.02e-07, 2.70e-06, 3.17e-06, 4.70e-08, 3.82e-09, 1.01e-09, 2.46e-08, 4.16e-09, 1.13e-09, 1.98e-10, 2.78e-09, 3.13e-09] [2.09e-06, 2.81e-06, 7.13e-06, 4.15e-06, 3.75e-06, 3.14e-07, 2.63e-06, 4.21e-09, 1.45e-10, 9.78e-11, 8.02e-07, 2.70e-06, 3.17e-06, 4.70e-08, 3.82e-09, 1.01e-09, 2.46e-08, 4.16e-09, 1.13e-09, 1.98e-10, 2.78e-09, 3.13e-09] []
96800 [2.00e-06, 2.85e-06, 7.07e-06, 4.04e-06, 3.81e-06, 2.95e-07, 2.74e-06, 2.46e-10, 5.47e-11, 7.32e-11, 7.91e-07, 2.40e-06, 2.76e-06, 3.18e-08, 3.42e-09, 4.88e-10, 2.10e-08, 3.15e-09, 5.97e-10, 1.87e-10, 1.86e-09, 2.57e-09] [2.00e-06, 2.85e-06, 7.07e-06, 4.04e-06, 3.81e-06, 2.95e-07, 2.74e-06, 2.46e-10, 5.47e-11, 7.32e-11, 7.91e-07, 2.40e-06, 2.76e-06, 3.18e-08, 3.42e-09, 4.88e-10, 2.10e-08, 3.15e-09, 5.97e-10, 1.87e-10, 1.86e-09, 2.57e-09] []
96900 [5.68e-06, 2.84e-06, 6.09e-06, 3.76e-06, 3.38e-06, 2.26e-07, 2.41e-06, 1.79e-08, 1.31e-07, 1.84e-05, 4.32e-05, 2.73e-05, 2.04e-05, 9.62e-05, 2.41e-07, 2.46e-07, 5.06e-07, 6.35e-07, 6.36e-09, 2.52e-09, 2.83e-08, 2.13e-07] [5.68e-06, 2.84e-06, 6.09e-06, 3.76e-06, 3.38e-06, 2.26e-07, 2.41e-06, 1.79e-08, 1.31e-07, 1.84e-05, 4.32e-05, 2.73e-05, 2.04e-05, 9.62e-05, 2.41e-07, 2.46e-07, 5.06e-07, 6.35e-07, 6.36e-09, 2.52e-09, 2.83e-08, 2.13e-07] []
97000 [2.17e-06, 2.92e-06, 7.12e-06, 4.24e-06, 3.71e-06, 2.23e-07, 2.55e-06, 6.66e-08, 2.35e-08, 8.26e-11, 8.97e-07, 2.62e-06, 3.01e-06, 3.25e-08, 3.06e-09, 4.61e-10, 1.91e-08, 2.48e-09, 0.00e+00, 3.56e-09, 7.28e-08, 2.17e-08] [2.17e-06, 2.92e-06, 7.12e-06, 4.24e-06, 3.71e-06, 2.23e-07, 2.55e-06, 6.66e-08, 2.35e-08, 8.26e-11, 8.97e-07, 2.62e-06, 3.01e-06, 3.25e-08, 3.06e-09, 4.61e-10, 1.91e-08, 2.48e-09, 0.00e+00, 3.56e-09, 7.28e-08, 2.17e-08] []
97100 [2.02e-06, 2.92e-06, 7.04e-06, 4.08e-06, 3.77e-06, 2.22e-07, 2.70e-06, 6.32e-10, 5.65e-09, 2.99e-11, 8.53e-07, 2.38e-06, 2.74e-06, 2.90e-08, 3.54e-09, 4.06e-10, 1.87e-08, 2.81e-09, 4.98e-10, 1.22e-11, 1.35e-09, 9.09e-09] [2.02e-06, 2.92e-06, 7.04e-06, 4.08e-06, 3.77e-06, 2.22e-07, 2.70e-06, 6.32e-10, 5.65e-09, 2.99e-11, 8.53e-07, 2.38e-06, 2.74e-06, 2.90e-08, 3.54e-09, 4.06e-10, 1.87e-08, 2.81e-09, 4.98e-10, 1.22e-11, 1.35e-09, 9.09e-09] []
97200 [1.52e-05, 3.48e-06, 1.01e-05, 8.41e-06, 6.92e-06, 3.88e-07, 3.85e-06, 2.56e-04, 7.38e-05, 9.65e-05, 7.95e-05, 6.73e-04, 1.75e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-05, 1.07e-05, 1.63e-04, 5.42e-05] [1.52e-05, 3.48e-06, 1.01e-05, 8.41e-06, 6.92e-06, 3.88e-07, 3.85e-06, 2.56e-04, 7.38e-05, 9.65e-05, 7.95e-05, 6.73e-04, 1.75e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-05, 1.07e-05, 1.63e-04, 5.42e-05] []
97300 [2.19e-06, 2.92e-06, 7.08e-06, 4.25e-06, 3.68e-06, 3.41e-07, 2.37e-06, 9.73e-10, 1.07e-08, 1.37e-11, 8.51e-07, 2.62e-06, 3.05e-06, 2.25e-08, 3.98e-09, 4.55e-10, 2.08e-08, 4.78e-09, 4.63e-10, 3.07e-12, 6.93e-09, 1.57e-08] [2.19e-06, 2.92e-06, 7.08e-06, 4.25e-06, 3.68e-06, 3.41e-07, 2.37e-06, 9.73e-10, 1.07e-08, 1.37e-11, 8.51e-07, 2.62e-06, 3.05e-06, 2.25e-08, 3.98e-09, 4.55e-10, 2.08e-08, 4.78e-09, 4.63e-10, 3.07e-12, 6.93e-09, 1.57e-08] []
97400 [2.06e-06, 2.94e-06, 7.01e-06, 4.05e-06, 3.79e-06, 3.14e-07, 2.51e-06, 2.16e-09, 2.27e-08, 1.31e-12, 8.28e-07, 2.39e-06, 2.72e-06, 2.92e-08, 3.08e-09, 3.99e-10, 1.63e-08, 2.66e-09, 1.08e-09, 3.20e-09, 2.53e-09, 1.94e-08] [2.06e-06, 2.94e-06, 7.01e-06, 4.05e-06, 3.79e-06, 3.14e-07, 2.51e-06, 2.16e-09, 2.27e-08, 1.31e-12, 8.28e-07, 2.39e-06, 2.72e-06, 2.92e-08, 3.08e-09, 3.99e-10, 1.63e-08, 2.66e-09, 1.08e-09, 3.20e-09, 2.53e-09, 1.94e-08] []
97500 [1.86e-06, 2.96e-06, 6.98e-06, 3.95e-06, 3.85e-06, 2.92e-07, 2.61e-06, 1.10e-09, 7.06e-10, 2.48e-08, 8.22e-07, 2.48e-06, 2.69e-06, 1.13e-06, 7.32e-12, 0.00e+00, 8.33e-09, 6.45e-12, 3.78e-10, 8.03e-11, 4.61e-09, 4.74e-09] [1.86e-06, 2.96e-06, 6.98e-06, 3.95e-06, 3.85e-06, 2.92e-07, 2.61e-06, 1.10e-09, 7.06e-10, 2.48e-08, 8.22e-07, 2.48e-06, 2.69e-06, 1.13e-06, 7.32e-12, 0.00e+00, 8.33e-09, 6.45e-12, 3.78e-10, 8.03e-11, 4.61e-09, 4.74e-09] []
97600 [2.45e-06, 3.02e-06, 6.88e-06, 4.11e-06, 3.84e-06, 2.43e-07, 2.32e-06, 2.47e-09, 2.48e-08, 1.20e-07, 1.50e-06, 4.64e-06, 7.88e-06, 3.58e-06, 7.20e-09, 4.96e-08, 4.13e-08, 1.58e-09, 2.54e-10, 3.16e-09, 1.16e-08, 1.75e-08] [2.45e-06, 3.02e-06, 6.88e-06, 4.11e-06, 3.84e-06, 2.43e-07, 2.32e-06, 2.47e-09, 2.48e-08, 1.20e-07, 1.50e-06, 4.64e-06, 7.88e-06, 3.58e-06, 7.20e-09, 4.96e-08, 4.13e-08, 1.58e-09, 2.54e-10, 3.16e-09, 1.16e-08, 1.75e-08] []
97700 [2.13e-06, 3.06e-06, 6.94e-06, 4.26e-06, 3.76e-06, 2.52e-07, 2.51e-06, 2.64e-09, 1.79e-10, 2.67e-11, 1.05e-06, 2.87e-06, 3.39e-06, 3.03e-08, 3.15e-09, 2.55e-10, 1.61e-08, 2.86e-09, 2.02e-10, 2.30e-11, 4.34e-09, 3.62e-09] [2.13e-06, 3.06e-06, 6.94e-06, 4.26e-06, 3.76e-06, 2.52e-07, 2.51e-06, 2.64e-09, 1.79e-10, 2.67e-11, 1.05e-06, 2.87e-06, 3.39e-06, 3.03e-08, 3.15e-09, 2.55e-10, 1.61e-08, 2.86e-09, 2.02e-10, 2.30e-11, 4.34e-09, 3.62e-09] []
97800 [2.01e-06, 3.05e-06, 6.91e-06, 4.09e-06, 3.82e-06, 2.48e-07, 2.61e-06, 6.20e-09, 8.53e-10, 4.55e-12, 9.83e-07, 2.56e-06, 3.01e-06, 2.72e-08, 3.14e-09, 1.52e-10, 1.32e-08, 2.31e-09, 1.13e-09, 3.04e-11, 4.44e-09, 3.94e-09] [2.01e-06, 3.05e-06, 6.91e-06, 4.09e-06, 3.82e-06, 2.48e-07, 2.61e-06, 6.20e-09, 8.53e-10, 4.55e-12, 9.83e-07, 2.56e-06, 3.01e-06, 2.72e-08, 3.14e-09, 1.52e-10, 1.32e-08, 2.31e-09, 1.13e-09, 3.04e-11, 4.44e-09, 3.94e-09] []
97900 [2.90e-06, 3.00e-06, 6.56e-06, 3.60e-06, 3.98e-06, 5.48e-07, 2.74e-06, 1.11e-05, 4.41e-06, 1.62e-06, 4.09e-06, 2.59e-05, 3.88e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 9.54e-07, 9.07e-06, 5.45e-06] [2.90e-06, 3.00e-06, 6.56e-06, 3.60e-06, 3.98e-06, 5.48e-07, 2.74e-06, 1.11e-05, 4.41e-06, 1.62e-06, 4.09e-06, 2.59e-05, 3.88e-05, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 9.54e-07, 9.07e-06, 5.45e-06] []
98000 [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09] [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.092091 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
98000 [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09] [1.89e-06, 3.01e-06, 6.78e-06, 4.01e-06, 3.80e-06, 5.24e-07, 2.61e-06, 5.59e-09, 2.79e-09, 7.83e-12, 9.36e-07, 2.45e-06, 2.90e-06, 2.82e-08, 3.09e-09, 2.11e-10, 9.88e-09, 2.22e-09, 1.89e-09, 7.11e-10, 6.42e-09, 5.63e-09] []
98100 [2.03e-05, 5.20e-06, 8.31e-06, 5.04e-06, 5.13e-06, 5.84e-07, 2.85e-06, 4.62e-11, 1.22e-04, 5.75e-05, 6.45e-05, 1.83e-04, 3.32e-04, 1.11e-03, 1.28e-05, 9.86e-06, 1.11e-05, 1.17e-05, 1.05e-09, 2.82e-05, 1.86e-08, 1.27e-04] [2.03e-05, 5.20e-06, 8.31e-06, 5.04e-06, 5.13e-06, 5.84e-07, 2.85e-06, 4.62e-11, 1.22e-04, 5.75e-05, 6.45e-05, 1.83e-04, 3.32e-04, 1.11e-03, 1.28e-05, 9.86e-06, 1.11e-05, 1.17e-05, 1.05e-09, 2.82e-05, 1.86e-08, 1.27e-04] []
98200 [2.18e-06, 3.09e-06, 6.73e-06, 4.17e-06, 3.68e-06, 3.58e-07, 2.39e-06, 2.69e-09, 8.18e-09, 1.37e-10, 9.89e-07, 2.42e-06, 3.23e-06, 2.03e-07, 6.63e-09, 8.46e-10, 1.48e-08, 8.42e-09, 1.12e-10, 1.83e-09, 8.60e-09, 1.24e-08] [2.18e-06, 3.09e-06, 6.73e-06, 4.17e-06, 3.68e-06, 3.58e-07, 2.39e-06, 2.69e-09, 8.18e-09, 1.37e-10, 9.89e-07, 2.42e-06, 3.23e-06, 2.03e-07, 6.63e-09, 8.46e-10, 1.48e-08, 8.42e-09, 1.12e-10, 1.83e-09, 8.60e-09, 1.24e-08] []
98300 [1.97e-06, 3.10e-06, 6.71e-06, 3.99e-06, 3.77e-06, 3.32e-07, 2.51e-06, 8.88e-09, 3.75e-08, 4.66e-12, 9.33e-07, 2.31e-06, 2.73e-06, 2.63e-08, 2.63e-09, 1.95e-10, 1.17e-08, 1.90e-09, 1.45e-09, 0.00e+00, 6.50e-09, 5.12e-08] [1.97e-06, 3.10e-06, 6.71e-06, 3.99e-06, 3.77e-06, 3.32e-07, 2.51e-06, 8.88e-09, 3.75e-08, 4.66e-12, 9.33e-07, 2.31e-06, 2.73e-06, 2.63e-08, 2.63e-09, 1.95e-10, 1.17e-08, 1.90e-09, 1.45e-09, 0.00e+00, 6.50e-09, 5.12e-08] []
98400 [3.78e-06, 3.00e-06, 6.45e-06, 4.10e-06, 3.69e-06, 3.40e-07, 2.50e-06, 5.20e-10, 6.34e-09, 3.04e-06, 4.24e-06, 1.43e-05, 3.28e-05, 1.01e-04, 6.44e-07, 7.04e-07, 5.07e-07, 4.51e-07, 2.06e-10, 1.97e-09, 2.61e-09, 1.23e-08] [3.78e-06, 3.00e-06, 6.45e-06, 4.10e-06, 3.69e-06, 3.40e-07, 2.50e-06, 5.20e-10, 6.34e-09, 3.04e-06, 4.24e-06, 1.43e-05, 3.28e-05, 1.01e-04, 6.44e-07, 7.04e-07, 5.07e-07, 4.51e-07, 2.06e-10, 1.97e-09, 2.61e-09, 1.23e-08] []
98500 [2.02e-06, 3.21e-06, 6.66e-06, 4.47e-06, 3.96e-06, 2.99e-07, 2.30e-06, 2.26e-09, 9.87e-11, 1.14e-06, 2.37e-06, 9.51e-06, 8.76e-06, 1.09e-06, 6.41e-08, 5.88e-11, 0.00e+00, 4.26e-08, 1.02e-10, 3.12e-08, 1.34e-09, 1.74e-07] [2.02e-06, 3.21e-06, 6.66e-06, 4.47e-06, 3.96e-06, 2.99e-07, 2.30e-06, 2.26e-09, 9.87e-11, 1.14e-06, 2.37e-06, 9.51e-06, 8.76e-06, 1.09e-06, 6.41e-08, 5.88e-11, 0.00e+00, 4.26e-08, 1.02e-10, 3.12e-08, 1.34e-09, 1.74e-07] []
98600 [1.99e-06, 3.19e-06, 6.64e-06, 4.29e-06, 3.88e-06, 2.83e-07, 2.39e-06, 7.36e-10, 4.95e-11, 7.28e-09, 1.18e-06, 3.37e-06, 3.59e-06, 5.58e-07, 3.31e-09, 1.51e-10, 5.60e-11, 1.72e-10, 1.17e-10, 2.21e-09, 3.83e-10, 1.16e-08] [1.99e-06, 3.19e-06, 6.64e-06, 4.29e-06, 3.88e-06, 2.83e-07, 2.39e-06, 7.36e-10, 4.95e-11, 7.28e-09, 1.18e-06, 3.37e-06, 3.59e-06, 5.58e-07, 3.31e-09, 1.51e-10, 5.60e-11, 1.72e-10, 1.17e-10, 2.21e-09, 3.83e-10, 1.16e-08] []
98700 [1.95e-06, 3.13e-06, 6.73e-06, 4.15e-06, 3.89e-06, 4.06e-07, 2.45e-06, 1.30e-06, 1.83e-11, 1.04e-11, 7.68e-07, 2.79e-06, 3.13e-06, 3.57e-08, 6.31e-09, 1.90e-09, 1.23e-08, 3.56e-09, 2.61e-07, 1.74e-09, 1.40e-06, 1.09e-08] [1.95e-06, 3.13e-06, 6.73e-06, 4.15e-06, 3.89e-06, 4.06e-07, 2.45e-06, 1.30e-06, 1.83e-11, 1.04e-11, 7.68e-07, 2.79e-06, 3.13e-06, 3.57e-08, 6.31e-09, 1.90e-09, 1.23e-08, 3.56e-09, 2.61e-07, 1.74e-09, 1.40e-06, 1.09e-08] []
98800 [1.83e-06, 3.15e-06, 6.64e-06, 4.09e-06, 3.85e-06, 3.80e-07, 2.51e-06, 7.11e-16, 1.34e-09, 1.24e-11, 7.92e-07, 2.51e-06, 2.74e-06, 2.66e-08, 2.27e-09, 3.62e-10, 8.60e-09, 1.41e-09, 2.30e-11, 6.90e-10, 7.91e-10, 1.28e-08] [1.83e-06, 3.15e-06, 6.64e-06, 4.09e-06, 3.85e-06, 3.80e-07, 2.51e-06, 7.11e-16, 1.34e-09, 1.24e-11, 7.92e-07, 2.51e-06, 2.74e-06, 2.66e-08, 2.27e-09, 3.62e-10, 8.60e-09, 1.41e-09, 2.30e-11, 6.90e-10, 7.91e-10, 1.28e-08] []
98900 [3.44e-06, 3.05e-06, 5.80e-06, 4.03e-06, 3.41e-06, 3.09e-07, 2.05e-06, 1.06e-08, 2.37e-05, 6.55e-07, 3.78e-06, 1.09e-05, 9.60e-06, 4.08e-05, 9.09e-08, 1.87e-07, 9.38e-08, 2.09e-08, 2.80e-10, 0.00e+00, 7.92e-10, 3.02e-05] [3.44e-06, 3.05e-06, 5.80e-06, 4.03e-06, 3.41e-06, 3.09e-07, 2.05e-06, 1.06e-08, 2.37e-05, 6.55e-07, 3.78e-06, 1.09e-05, 9.60e-06, 4.08e-05, 9.09e-08, 1.87e-07, 9.38e-08, 2.09e-08, 2.80e-10, 0.00e+00, 7.92e-10, 3.02e-05] []
99000 [1.96e-06, 3.23e-06, 6.57e-06, 4.21e-06, 3.73e-06, 3.00e-07, 2.38e-06, 4.22e-11, 5.67e-11, 7.25e-12, 8.62e-07, 2.40e-06, 2.71e-06, 2.68e-08, 2.15e-09, 1.23e-10, 5.67e-09, 8.48e-10, 1.49e-11, 8.17e-10, 2.57e-10, 9.32e-09] [1.96e-06, 3.23e-06, 6.57e-06, 4.21e-06, 3.73e-06, 3.00e-07, 2.38e-06, 4.22e-11, 5.67e-11, 7.25e-12, 8.62e-07, 2.40e-06, 2.71e-06, 2.68e-08, 2.15e-09, 1.23e-10, 5.67e-09, 8.48e-10, 1.49e-11, 8.17e-10, 2.57e-10, 9.32e-09] []
99100 [1.84e-06, 3.21e-06, 6.53e-06, 4.07e-06, 3.77e-06, 2.94e-07, 2.48e-06, 1.38e-12, 5.07e-12, 2.00e-12, 8.16e-07, 2.28e-06, 2.52e-06, 2.42e-08, 2.28e-09, 8.19e-11, 4.42e-09, 7.04e-10, 8.43e-12, 8.34e-10, 2.99e-10, 9.02e-09] [1.84e-06, 3.21e-06, 6.53e-06, 4.07e-06, 3.77e-06, 2.94e-07, 2.48e-06, 1.38e-12, 5.07e-12, 2.00e-12, 8.16e-07, 2.28e-06, 2.52e-06, 2.42e-08, 2.28e-09, 8.19e-11, 4.42e-09, 7.04e-10, 8.43e-12, 8.34e-10, 2.99e-10, 9.02e-09] []
99200 [9.91e-05, 4.00e-06, 1.81e-05, 1.50e-05, 1.44e-05, 1.18e-06, 9.77e-06, 8.97e-06, 2.77e-06, 2.99e-04, 3.33e-04, 1.40e-03, 1.99e-03, 9.46e-03, 1.64e-04, 1.71e-04, 5.49e-05, 5.79e-05, 2.02e-06, 6.53e-07, 8.90e-06, 3.85e-06] [9.91e-05, 4.00e-06, 1.81e-05, 1.50e-05, 1.44e-05, 1.18e-06, 9.77e-06, 8.97e-06, 2.77e-06, 2.99e-04, 3.33e-04, 1.40e-03, 1.99e-03, 9.46e-03, 1.64e-04, 1.71e-04, 5.49e-05, 5.79e-05, 2.02e-06, 6.53e-07, 8.90e-06, 3.85e-06] []
99300 [1.67e-06, 3.25e-06, 6.42e-06, 4.41e-06, 3.69e-06, 7.69e-07, 2.43e-06, 3.68e-07, 3.36e-08, 1.84e-09, 8.34e-07, 3.49e-06, 3.82e-06, 4.96e-07, 9.19e-11, 8.20e-10, 1.02e-09, 1.51e-10, 4.28e-08, 5.85e-11, 2.75e-07, 5.08e-08] [1.67e-06, 3.25e-06, 6.42e-06, 4.41e-06, 3.69e-06, 7.69e-07, 2.43e-06, 3.68e-07, 3.36e-08, 1.84e-09, 8.34e-07, 3.49e-06, 3.82e-06, 4.96e-07, 9.19e-11, 8.20e-10, 1.02e-09, 1.51e-10, 4.28e-08, 5.85e-11, 2.75e-07, 5.08e-08] []
99400 [1.77e-06, 3.19e-06, 6.36e-06, 4.23e-06, 3.69e-06, 6.89e-07, 2.48e-06, 2.45e-11, 5.53e-10, 1.82e-13, 8.66e-07, 2.67e-06, 2.99e-06, 2.57e-08, 1.84e-09, 3.52e-10, 4.62e-09, 1.19e-09, 1.66e-11, 6.32e-10, 1.26e-09, 1.08e-08] [1.77e-06, 3.19e-06, 6.36e-06, 4.23e-06, 3.69e-06, 6.89e-07, 2.48e-06, 2.45e-11, 5.53e-10, 1.82e-13, 8.66e-07, 2.67e-06, 2.99e-06, 2.57e-08, 1.84e-09, 3.52e-10, 4.62e-09, 1.19e-09, 1.66e-11, 6.32e-10, 1.26e-09, 1.08e-08] []
99500 [1.71e-06, 3.20e-06, 6.36e-06, 4.09e-06, 3.74e-06, 6.12e-07, 2.52e-06, 4.94e-11, 5.24e-10, 1.04e-11, 8.53e-07, 2.42e-06, 2.71e-06, 2.39e-08, 1.92e-09, 1.64e-10, 3.14e-09, 8.97e-10, 1.29e-11, 1.06e-09, 9.20e-10, 8.84e-09] [1.71e-06, 3.20e-06, 6.36e-06, 4.09e-06, 3.74e-06, 6.12e-07, 2.52e-06, 4.94e-11, 5.24e-10, 1.04e-11, 8.53e-07, 2.42e-06, 2.71e-06, 2.39e-08, 1.92e-09, 1.64e-10, 3.14e-09, 8.97e-10, 1.29e-11, 1.06e-09, 9.20e-10, 8.84e-09] []
99600 [1.86e-05, 3.83e-06, 1.09e-05, 6.18e-06, 7.81e-06, 8.45e-07, 4.55e-06, 6.25e-07, 1.75e-05, 1.60e-05, 6.45e-05, 3.95e-04, 1.89e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-08, 0.00e+00, 2.56e-07, 5.52e-05] [1.86e-05, 3.83e-06, 1.09e-05, 6.18e-06, 7.81e-06, 8.45e-07, 4.55e-06, 6.25e-07, 1.75e-05, 1.60e-05, 6.45e-05, 3.95e-04, 1.89e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-08, 0.00e+00, 2.56e-07, 5.52e-05] []
99700 [1.92e-06, 3.32e-06, 6.37e-06, 4.35e-06, 3.62e-06, 4.35e-07, 2.19e-06, 9.69e-12, 2.49e-08, 2.34e-08, 9.14e-07, 2.50e-06, 2.80e-06, 2.87e-07, 1.17e-11, 0.00e+00, 3.00e-09, 7.04e-11, 3.87e-13, 4.37e-09, 9.34e-10, 2.15e-08] [1.92e-06, 3.32e-06, 6.37e-06, 4.35e-06, 3.62e-06, 4.35e-07, 2.19e-06, 9.69e-12, 2.49e-08, 2.34e-08, 9.14e-07, 2.50e-06, 2.80e-06, 2.87e-07, 1.17e-11, 0.00e+00, 3.00e-09, 7.04e-11, 3.87e-13, 4.37e-09, 9.34e-10, 2.15e-08] []
99800 [1.86e-06, 3.29e-06, 6.33e-06, 4.12e-06, 3.71e-06, 4.06e-07, 2.27e-06, 2.65e-11, 6.05e-10, 3.73e-11, 8.60e-07, 2.29e-06, 2.59e-06, 2.49e-08, 1.55e-09, 0.00e+00, 3.47e-09, 5.19e-10, 1.22e-12, 5.56e-10, 2.08e-10, 8.53e-09] [1.86e-06, 3.29e-06, 6.33e-06, 4.12e-06, 3.71e-06, 4.06e-07, 2.27e-06, 2.65e-11, 6.05e-10, 3.73e-11, 8.60e-07, 2.29e-06, 2.59e-06, 2.49e-08, 1.55e-09, 0.00e+00, 3.47e-09, 5.19e-10, 1.22e-12, 5.56e-10, 2.08e-10, 8.53e-09] []
99900 [1.76e-06, 3.29e-06, 6.30e-06, 4.03e-06, 3.72e-06, 3.85e-07, 2.32e-06, 1.58e-10, 3.23e-10, 8.44e-12, 8.12e-07, 2.18e-06, 2.44e-06, 2.32e-08, 1.74e-09, 0.00e+00, 2.65e-09, 3.82e-10, 4.99e-12, 5.95e-10, 1.49e-10, 6.85e-09] [1.76e-06, 3.29e-06, 6.30e-06, 4.03e-06, 3.72e-06, 3.85e-07, 2.32e-06, 1.58e-10, 3.23e-10, 8.44e-12, 8.12e-07, 2.18e-06, 2.44e-06, 2.32e-08, 1.74e-09, 0.00e+00, 2.65e-09, 3.82e-10, 4.99e-12, 5.95e-10, 1.49e-10, 6.85e-09] []
100000 [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07] [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.190859 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
100000 [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07] [4.87e-06, 3.36e-06, 5.00e-06, 4.20e-06, 3.04e-06, 4.26e-07, 2.69e-06, 1.68e-08, 1.20e-07, 1.47e-08, 2.34e-05, 3.64e-05, 3.54e-05, 1.74e-05, 3.25e-07, 6.17e-07, 8.52e-08, 4.40e-08, 6.95e-09, 9.37e-08, 4.41e-08, 6.03e-07] []
100100 [1.91e-06, 3.45e-06, 6.14e-06, 4.62e-06, 3.55e-06, 3.75e-07, 2.37e-06, 2.51e-11, 5.89e-10, 4.09e-13, 1.02e-06, 3.06e-06, 3.54e-06, 2.45e-08, 1.42e-09, 9.53e-12, 7.14e-09, 1.17e-09, 2.25e-12, 4.29e-10, 3.39e-10, 6.72e-09] [1.91e-06, 3.45e-06, 6.14e-06, 4.62e-06, 3.55e-06, 3.75e-07, 2.37e-06, 2.51e-11, 5.89e-10, 4.09e-13, 1.02e-06, 3.06e-06, 3.54e-06, 2.45e-08, 1.42e-09, 9.53e-12, 7.14e-09, 1.17e-09, 2.25e-12, 4.29e-10, 3.39e-10, 6.72e-09] []
100200 [1.83e-06, 3.39e-06, 6.22e-06, 4.33e-06, 3.66e-06, 3.63e-07, 2.39e-06, 7.33e-11, 7.66e-10, 1.57e-12, 1.00e-06, 2.68e-06, 3.08e-06, 2.33e-08, 1.38e-09, 0.00e+00, 4.06e-09, 6.36e-10, 1.21e-12, 4.39e-10, 4.54e-10, 7.53e-09] [1.83e-06, 3.39e-06, 6.22e-06, 4.33e-06, 3.66e-06, 3.63e-07, 2.39e-06, 7.33e-11, 7.66e-10, 1.57e-12, 1.00e-06, 2.68e-06, 3.08e-06, 2.33e-08, 1.38e-09, 0.00e+00, 4.06e-09, 6.36e-10, 1.21e-12, 4.39e-10, 4.54e-10, 7.53e-09] []
100300 [1.73e-06, 3.32e-06, 6.22e-06, 4.24e-06, 3.68e-06, 3.44e-07, 2.41e-06, 1.94e-05, 1.85e-09, 1.33e-11, 9.61e-07, 2.49e-06, 2.80e-06, 2.61e-08, 1.03e-09, 0.00e+00, 2.62e-09, 2.07e-10, 0.00e+00, 2.78e-10, 2.06e-05, 1.09e-08] [1.73e-06, 3.32e-06, 6.22e-06, 4.24e-06, 3.68e-06, 3.44e-07, 2.41e-06, 1.94e-05, 1.85e-09, 1.33e-11, 9.61e-07, 2.49e-06, 2.80e-06, 2.61e-08, 1.03e-09, 0.00e+00, 2.62e-09, 2.07e-10, 0.00e+00, 2.78e-10, 2.06e-05, 1.09e-08] []
100400 [1.80e-06, 3.36e-06, 6.09e-06, 4.35e-06, 3.57e-06, 7.04e-07, 2.11e-06, 8.08e-08, 2.29e-09, 3.76e-08, 1.05e-06, 2.96e-06, 3.24e-06, 4.79e-07, 1.23e-09, 3.80e-10, 3.80e-09, 1.80e-09, 0.00e+00, 5.14e-10, 2.04e-07, 3.13e-08] [1.80e-06, 3.36e-06, 6.09e-06, 4.35e-06, 3.57e-06, 7.04e-07, 2.11e-06, 8.08e-08, 2.29e-09, 3.76e-08, 1.05e-06, 2.96e-06, 3.24e-06, 4.79e-07, 1.23e-09, 3.80e-10, 3.80e-09, 1.80e-09, 0.00e+00, 5.14e-10, 2.04e-07, 3.13e-08] []
100500 [1.67e-06, 3.33e-06, 6.08e-06, 4.25e-06, 3.61e-06, 6.33e-07, 2.29e-06, 1.77e-11, 2.92e-10, 3.10e-12, 8.76e-07, 2.45e-06, 2.75e-06, 2.25e-08, 1.06e-09, 0.00e+00, 2.74e-09, 5.87e-10, 9.59e-12, 1.08e-09, 5.37e-10, 7.28e-09] [1.67e-06, 3.33e-06, 6.08e-06, 4.25e-06, 3.61e-06, 6.33e-07, 2.29e-06, 1.77e-11, 2.92e-10, 3.10e-12, 8.76e-07, 2.45e-06, 2.75e-06, 2.25e-08, 1.06e-09, 0.00e+00, 2.74e-09, 5.87e-10, 9.59e-12, 1.08e-09, 5.37e-10, 7.28e-09] []
100600 [3.73e-05, 4.67e-06, 1.08e-05, 5.23e-06, 7.65e-06, 1.20e-06, 6.05e-06, 1.56e-10, 1.71e-05, 4.50e-05, 5.13e-05, 2.72e-04, 4.20e-04, 1.80e-03, 2.54e-05, 3.32e-05, 5.42e-06, 1.55e-05, 2.94e-09, 3.33e-06, 1.90e-08, 1.77e-05] [3.73e-05, 4.67e-06, 1.08e-05, 5.23e-06, 7.65e-06, 1.20e-06, 6.05e-06, 1.56e-10, 1.71e-05, 4.50e-05, 5.13e-05, 2.72e-04, 4.20e-04, 1.80e-03, 2.54e-05, 3.32e-05, 5.42e-06, 1.55e-05, 2.94e-09, 3.33e-06, 1.90e-08, 1.77e-05] []
100700 [1.74e-06, 3.44e-06, 5.92e-06, 4.48e-06, 3.43e-06, 4.80e-07, 2.13e-06, 2.30e-08, 2.77e-09, 1.07e-08, 8.32e-07, 2.55e-06, 3.02e-06, 7.67e-08, 1.98e-09, 9.28e-10, 2.03e-09, 8.77e-10, 2.60e-09, 5.10e-10, 1.74e-08, 1.48e-08] [1.74e-06, 3.44e-06, 5.92e-06, 4.48e-06, 3.43e-06, 4.80e-07, 2.13e-06, 2.30e-08, 2.77e-09, 1.07e-08, 8.32e-07, 2.55e-06, 3.02e-06, 7.67e-08, 1.98e-09, 9.28e-10, 2.03e-09, 8.77e-10, 2.60e-09, 5.10e-10, 1.74e-08, 1.48e-08] []
100800 [1.62e-06, 3.42e-06, 5.93e-06, 4.23e-06, 3.53e-06, 4.51e-07, 2.23e-06, 4.81e-11, 1.97e-09, 1.60e-13, 8.06e-07, 2.38e-06, 2.64e-06, 2.20e-08, 1.27e-09, 0.00e+00, 2.73e-09, 4.95e-10, 1.41e-11, 1.59e-09, 1.85e-10, 9.18e-09] [1.62e-06, 3.42e-06, 5.93e-06, 4.23e-06, 3.53e-06, 4.51e-07, 2.23e-06, 4.81e-11, 1.97e-09, 1.60e-13, 8.06e-07, 2.38e-06, 2.64e-06, 2.20e-08, 1.27e-09, 0.00e+00, 2.73e-09, 4.95e-10, 1.41e-11, 1.59e-09, 1.85e-10, 9.18e-09] []
100900 [1.37e-04, 6.41e-06, 2.30e-05, 2.33e-05, 1.74e-05, 2.12e-06, 1.56e-05, 2.87e-06, 2.41e-04, 1.18e-03, 1.21e-03, 2.03e-03, 7.76e-04, 1.11e-02, 3.12e-04, 1.64e-04, 4.74e-05, 4.71e-05, 0.00e+00, 5.98e-05, 3.28e-06, 2.67e-04] [1.37e-04, 6.41e-06, 2.30e-05, 2.33e-05, 1.74e-05, 2.12e-06, 1.56e-05, 2.87e-06, 2.41e-04, 1.18e-03, 1.21e-03, 2.03e-03, 7.76e-04, 1.11e-02, 3.12e-04, 1.64e-04, 4.74e-05, 4.71e-05, 0.00e+00, 5.98e-05, 3.28e-06, 2.67e-04] []
101000 [4.34e-06, 3.84e-06, 5.63e-06, 6.27e-06, 3.43e-06, 9.89e-07, 2.96e-06, 4.89e-08, 4.90e-07, 4.82e-06, 8.93e-06, 2.67e-05, 2.67e-05, 1.12e-06, 2.85e-07, 5.72e-07, 7.18e-08, 5.23e-08, 6.75e-12, 1.73e-07, 1.92e-07, 9.70e-07] [4.34e-06, 3.84e-06, 5.63e-06, 6.27e-06, 3.43e-06, 9.89e-07, 2.96e-06, 4.89e-08, 4.90e-07, 4.82e-06, 8.93e-06, 2.67e-05, 2.67e-05, 1.12e-06, 2.85e-07, 5.72e-07, 7.18e-08, 5.23e-08, 6.75e-12, 1.73e-07, 1.92e-07, 9.70e-07] []
101100 [2.12e-06, 3.49e-06, 6.27e-06, 5.40e-06, 3.27e-06, 5.17e-07, 2.22e-06, 4.00e-10, 7.15e-09, 2.13e-10, 1.19e-06, 4.18e-06, 4.65e-06, 3.30e-08, 2.68e-08, 4.05e-08, 1.47e-09, 3.62e-09, 1.54e-10, 2.86e-09, 7.28e-10, 1.26e-08] [2.12e-06, 3.49e-06, 6.27e-06, 5.40e-06, 3.27e-06, 5.17e-07, 2.22e-06, 4.00e-10, 7.15e-09, 2.13e-10, 1.19e-06, 4.18e-06, 4.65e-06, 3.30e-08, 2.68e-08, 4.05e-08, 1.47e-09, 3.62e-09, 1.54e-10, 2.86e-09, 7.28e-10, 1.26e-08] []
101200 [1.97e-06, 3.40e-06, 6.25e-06, 4.78e-06, 3.48e-06, 4.60e-07, 2.31e-06, 1.11e-10, 1.21e-08, 4.20e-11, 1.13e-06, 3.30e-06, 3.55e-06, 2.45e-08, 9.56e-09, 1.08e-08, 2.97e-10, 1.35e-09, 1.02e-10, 2.90e-09, 3.77e-10, 1.46e-08] [1.97e-06, 3.40e-06, 6.25e-06, 4.78e-06, 3.48e-06, 4.60e-07, 2.31e-06, 1.11e-10, 1.21e-08, 4.20e-11, 1.13e-06, 3.30e-06, 3.55e-06, 2.45e-08, 9.56e-09, 1.08e-08, 2.97e-10, 1.35e-09, 1.02e-10, 2.90e-09, 3.77e-10, 1.46e-08] []
101300 [4.69e-05, 4.65e-06, 1.14e-05, 6.59e-06, 7.57e-06, 1.44e-06, 6.38e-06, 1.51e-03, 4.87e-06, 6.26e-05, 1.24e-04, 3.68e-04, 4.42e-04, 2.50e-03, 4.25e-05, 3.96e-05, 8.20e-06, 1.97e-05, 4.34e-04, 4.99e-07, 1.50e-03, 2.98e-06] [4.69e-05, 4.65e-06, 1.14e-05, 6.59e-06, 7.57e-06, 1.44e-06, 6.38e-06, 1.51e-03, 4.87e-06, 6.26e-05, 1.24e-04, 3.68e-04, 4.42e-04, 2.50e-03, 4.25e-05, 3.96e-05, 8.20e-06, 1.97e-05, 4.34e-04, 4.99e-07, 1.50e-03, 2.98e-06] []
101400 [1.67e-06, 3.33e-06, 5.90e-06, 4.51e-06, 3.44e-06, 8.29e-07, 2.33e-06, 1.22e-07, 2.29e-10, 6.70e-10, 1.02e-06, 3.67e-06, 4.07e-06, 5.22e-08, 4.69e-08, 5.36e-08, 3.45e-10, 1.23e-09, 1.35e-08, 8.57e-10, 8.76e-08, 7.54e-09] [1.67e-06, 3.33e-06, 5.90e-06, 4.51e-06, 3.44e-06, 8.29e-07, 2.33e-06, 1.22e-07, 2.29e-10, 6.70e-10, 1.02e-06, 3.67e-06, 4.07e-06, 5.22e-08, 4.69e-08, 5.36e-08, 3.45e-10, 1.23e-09, 1.35e-08, 8.57e-10, 8.76e-08, 7.54e-09] []
101500 [1.59e-06, 3.34e-06, 5.87e-06, 4.33e-06, 3.56e-06, 7.41e-07, 2.34e-06, 1.07e-10, 4.79e-10, 2.76e-10, 1.00e-06, 2.90e-06, 3.26e-06, 2.30e-08, 1.30e-08, 1.36e-08, 1.24e-10, 4.34e-10, 9.84e-11, 4.17e-10, 1.30e-09, 5.26e-09] [1.59e-06, 3.34e-06, 5.87e-06, 4.33e-06, 3.56e-06, 7.41e-07, 2.34e-06, 1.07e-10, 4.79e-10, 2.76e-10, 1.00e-06, 2.90e-06, 3.26e-06, 2.30e-08, 1.30e-08, 1.36e-08, 1.24e-10, 4.34e-10, 9.84e-11, 4.17e-10, 1.30e-09, 5.26e-09] []
101600 [1.69e-06, 3.53e-06, 6.42e-06, 4.19e-06, 3.68e-06, 6.46e-07, 2.72e-06, 5.64e-12, 3.77e-08, 2.08e-06, 3.33e-06, 1.70e-05, 1.90e-05, 8.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-11, 0.00e+00, 2.28e-09, 5.03e-08] [1.69e-06, 3.53e-06, 6.42e-06, 4.19e-06, 3.68e-06, 6.46e-07, 2.72e-06, 5.64e-12, 3.77e-08, 2.08e-06, 3.33e-06, 1.70e-05, 1.90e-05, 8.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-11, 0.00e+00, 2.28e-09, 5.03e-08] []
101700 [1.81e-06, 3.55e-06, 5.61e-06, 4.58e-06, 3.49e-06, 5.63e-07, 1.97e-06, 7.64e-11, 3.68e-09, 1.30e-08, 1.20e-06, 2.97e-06, 3.64e-06, 7.95e-07, 1.08e-08, 1.45e-08, 2.54e-09, 1.28e-09, 2.58e-10, 9.33e-09, 1.01e-09, 5.22e-08] [1.81e-06, 3.55e-06, 5.61e-06, 4.58e-06, 3.49e-06, 5.63e-07, 1.97e-06, 7.64e-11, 3.68e-09, 1.30e-08, 1.20e-06, 2.97e-06, 3.64e-06, 7.95e-07, 1.08e-08, 1.45e-08, 2.54e-09, 1.28e-09, 2.58e-10, 9.33e-09, 1.01e-09, 5.22e-08] []
101800 [1.61e-06, 3.48e-06, 5.64e-06, 4.34e-06, 3.52e-06, 5.23e-07, 2.19e-06, 2.51e-11, 8.38e-10, 8.75e-12, 9.60e-07, 2.58e-06, 2.83e-06, 2.09e-08, 3.81e-09, 1.45e-09, 3.39e-11, 1.34e-10, 3.11e-11, 6.02e-10, 8.13e-10, 6.34e-09] [1.61e-06, 3.48e-06, 5.64e-06, 4.34e-06, 3.52e-06, 5.23e-07, 2.19e-06, 2.51e-11, 8.38e-10, 8.75e-12, 9.60e-07, 2.58e-06, 2.83e-06, 2.09e-08, 3.81e-09, 1.45e-09, 3.39e-11, 1.34e-10, 3.11e-11, 6.02e-10, 8.13e-10, 6.34e-09] []
101900 [1.49e-06, 3.49e-06, 5.56e-06, 4.21e-06, 3.55e-06, 4.96e-07, 2.23e-06, 3.14e-11, 5.33e-10, 7.11e-16, 8.79e-07, 2.43e-06, 2.62e-06, 1.92e-08, 1.53e-09, 5.31e-10, 8.35e-11, 8.04e-11, 2.31e-11, 2.48e-10, 4.80e-10, 4.75e-09] [1.49e-06, 3.49e-06, 5.56e-06, 4.21e-06, 3.55e-06, 4.96e-07, 2.23e-06, 3.14e-11, 5.33e-10, 7.11e-16, 8.79e-07, 2.43e-06, 2.62e-06, 1.92e-08, 1.53e-09, 5.31e-10, 8.35e-11, 8.04e-11, 2.31e-11, 2.48e-10, 4.80e-10, 4.75e-09] []
102000 [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04] [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 37.765844 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
102000 [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04] [6.57e-05, 7.82e-06, 5.10e-05, 1.10e-05, 5.97e-05, 2.92e-06, 2.52e-05, 2.15e-06, 1.22e-04, 2.77e-04, 1.20e-03, 2.98e-03, 6.36e-03, 1.83e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-06, 2.32e-04] []
102100 [1.93e-06, 3.64e-06, 5.67e-06, 4.88e-06, 3.62e-06, 4.50e-07, 1.84e-06, 5.29e-12, 1.54e-08, 4.91e-10, 1.60e-06, 3.98e-06, 4.47e-06, 3.80e-07, 0.00e+00, 1.38e-09, 5.94e-08, 1.52e-08, 9.17e-11, 3.04e-09, 8.37e-10, 2.05e-08] [1.93e-06, 3.64e-06, 5.67e-06, 4.88e-06, 3.62e-06, 4.50e-07, 1.84e-06, 5.29e-12, 1.54e-08, 4.91e-10, 1.60e-06, 3.98e-06, 4.47e-06, 3.80e-07, 0.00e+00, 1.38e-09, 5.94e-08, 1.52e-08, 9.17e-11, 3.04e-09, 8.37e-10, 2.05e-08] []
102200 [1.91e-06, 3.61e-06, 5.76e-06, 4.57e-06, 3.72e-06, 4.34e-07, 1.99e-06, 3.04e-11, 1.04e-08, 4.74e-10, 1.11e-06, 2.84e-06, 3.18e-06, 2.32e-08, 5.94e-10, 6.24e-10, 1.93e-08, 4.16e-09, 6.67e-11, 4.01e-09, 5.12e-10, 1.80e-08] [1.91e-06, 3.61e-06, 5.76e-06, 4.57e-06, 3.72e-06, 4.34e-07, 1.99e-06, 3.04e-11, 1.04e-08, 4.74e-10, 1.11e-06, 2.84e-06, 3.18e-06, 2.32e-08, 5.94e-10, 6.24e-10, 1.93e-08, 4.16e-09, 6.67e-11, 4.01e-09, 5.12e-10, 1.80e-08] []
102300 [1.82e-06, 3.60e-06, 5.70e-06, 4.37e-06, 3.76e-06, 4.24e-07, 2.05e-06, 9.21e-13, 2.52e-10, 5.13e-12, 9.95e-07, 2.58e-06, 2.87e-06, 2.19e-08, 4.37e-10, 5.98e-12, 7.32e-09, 1.48e-09, 6.02e-11, 1.02e-09, 2.79e-10, 7.37e-09] [1.82e-06, 3.60e-06, 5.70e-06, 4.37e-06, 3.76e-06, 4.24e-07, 2.05e-06, 9.21e-13, 2.52e-10, 5.13e-12, 9.95e-07, 2.58e-06, 2.87e-06, 2.19e-08, 4.37e-10, 5.98e-12, 7.32e-09, 1.48e-09, 6.02e-11, 1.02e-09, 2.79e-10, 7.37e-09] []
102400 [1.71e-06, 3.60e-06, 5.61e-06, 4.28e-06, 3.75e-06, 4.21e-07, 2.07e-06, 6.84e-12, 1.45e-09, 4.58e-11, 9.34e-07, 2.43e-06, 2.68e-06, 2.11e-08, 4.65e-10, 3.15e-12, 3.78e-09, 7.38e-10, 4.87e-11, 6.69e-10, 2.45e-10, 6.76e-09] [1.71e-06, 3.60e-06, 5.61e-06, 4.28e-06, 3.75e-06, 4.21e-07, 2.07e-06, 6.84e-12, 1.45e-09, 4.58e-11, 9.34e-07, 2.43e-06, 2.68e-06, 2.11e-08, 4.65e-10, 3.15e-12, 3.78e-09, 7.38e-10, 4.87e-11, 6.69e-10, 2.45e-10, 6.76e-09] []
102500 [1.61e-06, 3.60e-06, 5.51e-06, 4.24e-06, 3.73e-06, 4.21e-07, 2.07e-06, 8.60e-14, 8.14e-10, 2.03e-11, 8.84e-07, 2.32e-06, 2.54e-06, 2.03e-08, 4.31e-10, 7.56e-12, 2.46e-09, 5.38e-10, 4.20e-11, 7.22e-10, 2.88e-10, 5.79e-09] [1.61e-06, 3.60e-06, 5.51e-06, 4.24e-06, 3.73e-06, 4.21e-07, 2.07e-06, 8.60e-14, 8.14e-10, 2.03e-11, 8.84e-07, 2.32e-06, 2.54e-06, 2.03e-08, 4.31e-10, 7.56e-12, 2.46e-09, 5.38e-10, 4.20e-11, 7.22e-10, 2.88e-10, 5.79e-09] []
102600 [9.17e-06, 5.69e-06, 6.17e-06, 4.01e-06, 3.98e-06, 4.79e-07, 1.77e-06, 6.26e-05, 4.55e-09, 2.95e-06, 1.56e-05, 3.96e-05, 2.68e-05, 3.07e-05, 3.77e-07, 5.94e-07, 6.83e-09, 1.65e-07, 7.99e-06, 1.52e-12, 3.51e-05, 2.04e-07] [9.17e-06, 5.69e-06, 6.17e-06, 4.01e-06, 3.98e-06, 4.79e-07, 1.77e-06, 6.26e-05, 4.55e-09, 2.95e-06, 1.56e-05, 3.96e-05, 2.68e-05, 3.07e-05, 3.77e-07, 5.94e-07, 6.83e-09, 1.65e-07, 7.99e-06, 1.52e-12, 3.51e-05, 2.04e-07] []
102700 [1.65e-06, 3.68e-06, 5.26e-06, 4.56e-06, 3.49e-06, 4.71e-07, 1.85e-06, 3.27e-10, 3.86e-10, 2.71e-10, 9.42e-07, 2.47e-06, 2.73e-06, 3.00e-08, 2.22e-09, 2.14e-10, 3.03e-09, 9.05e-10, 1.13e-11, 1.50e-09, 1.36e-09, 9.74e-09] [1.65e-06, 3.68e-06, 5.26e-06, 4.56e-06, 3.49e-06, 4.71e-07, 1.85e-06, 3.27e-10, 3.86e-10, 2.71e-10, 9.42e-07, 2.47e-06, 2.73e-06, 3.00e-08, 2.22e-09, 2.14e-10, 3.03e-09, 9.05e-10, 1.13e-11, 1.50e-09, 1.36e-09, 9.74e-09] []
102800 [1.53e-06, 3.66e-06, 5.26e-06, 4.32e-06, 3.57e-06, 4.58e-07, 1.94e-06, 5.49e-12, 1.34e-09, 1.84e-11, 8.57e-07, 2.30e-06, 2.51e-06, 1.93e-08, 4.81e-10, 0.00e+00, 1.44e-09, 4.25e-10, 3.29e-11, 1.92e-09, 2.90e-10, 9.19e-09] [1.53e-06, 3.66e-06, 5.26e-06, 4.32e-06, 3.57e-06, 4.58e-07, 1.94e-06, 5.49e-12, 1.34e-09, 1.84e-11, 8.57e-07, 2.30e-06, 2.51e-06, 1.93e-08, 4.81e-10, 0.00e+00, 1.44e-09, 4.25e-10, 3.29e-11, 1.92e-09, 2.90e-10, 9.19e-09] []
102900 [1.43e-06, 3.66e-06, 5.18e-06, 4.21e-06, 3.57e-06, 4.52e-07, 1.96e-06, 4.60e-12, 3.93e-09, 2.59e-11, 8.08e-07, 2.20e-06, 2.38e-06, 1.85e-08, 3.48e-10, 3.03e-12, 1.04e-09, 3.16e-10, 3.59e-11, 4.79e-10, 1.67e-10, 9.30e-09] [1.43e-06, 3.66e-06, 5.18e-06, 4.21e-06, 3.57e-06, 4.52e-07, 1.96e-06, 4.60e-12, 3.93e-09, 2.59e-11, 8.08e-07, 2.20e-06, 2.38e-06, 1.85e-08, 3.48e-10, 3.03e-12, 1.04e-09, 3.16e-10, 3.59e-11, 4.79e-10, 1.67e-10, 9.30e-09] []
103000 [3.06e-06, 3.77e-06, 3.58e-06, 3.19e-06, 2.85e-06, 4.66e-07, 2.57e-06, 8.51e-06, 1.49e-06, 1.05e-06, 6.86e-06, 2.29e-05, 2.84e-05, 7.15e-07, 4.10e-10, 0.00e+00, 3.42e-08, 1.27e-07, 1.36e-06, 9.62e-08, 6.63e-06, 4.66e-07] [3.06e-06, 3.77e-06, 3.58e-06, 3.19e-06, 2.85e-06, 4.66e-07, 2.57e-06, 8.51e-06, 1.49e-06, 1.05e-06, 6.86e-06, 2.29e-05, 2.84e-05, 7.15e-07, 4.10e-10, 0.00e+00, 3.42e-08, 1.27e-07, 1.36e-06, 9.62e-08, 6.63e-06, 4.66e-07] []
103100 [1.47e-06, 3.83e-06, 4.74e-06, 5.01e-06, 3.20e-06, 5.91e-07, 1.82e-06, 2.91e-10, 3.13e-08, 1.71e-11, 1.03e-06, 3.23e-06, 3.59e-06, 3.72e-08, 1.51e-10, 3.81e-11, 4.00e-09, 1.17e-09, 1.19e-10, 3.03e-10, 5.28e-10, 4.17e-08] [1.47e-06, 3.83e-06, 4.74e-06, 5.01e-06, 3.20e-06, 5.91e-07, 1.82e-06, 2.91e-10, 3.13e-08, 1.71e-11, 1.03e-06, 3.23e-06, 3.59e-06, 3.72e-08, 1.51e-10, 3.81e-11, 4.00e-09, 1.17e-09, 1.19e-10, 3.03e-10, 5.28e-10, 4.17e-08] []
103200 [1.46e-06, 3.77e-06, 4.92e-06, 4.50e-06, 3.38e-06, 5.51e-07, 1.92e-06, 4.58e-10, 8.14e-10, 4.10e-12, 9.29e-07, 2.69e-06, 2.98e-06, 1.83e-08, 1.51e-10, 0.00e+00, 2.01e-09, 6.71e-10, 1.35e-10, 1.22e-09, 5.07e-10, 8.38e-09] [1.46e-06, 3.77e-06, 4.92e-06, 4.50e-06, 3.38e-06, 5.51e-07, 1.92e-06, 4.58e-10, 8.14e-10, 4.10e-12, 9.29e-07, 2.69e-06, 2.98e-06, 1.83e-08, 1.51e-10, 0.00e+00, 2.01e-09, 6.71e-10, 1.35e-10, 1.22e-09, 5.07e-10, 8.38e-09] []
103300 [1.94e-06, 3.70e-06, 4.74e-06, 4.37e-06, 3.45e-06, 5.45e-07, 1.89e-06, 1.11e-13, 9.99e-10, 5.49e-07, 1.46e-06, 4.83e-06, 6.23e-06, 1.70e-05, 7.81e-08, 1.58e-07, 6.31e-08, 6.00e-08, 4.27e-11, 1.89e-09, 2.67e-10, 8.72e-09] [1.94e-06, 3.70e-06, 4.74e-06, 4.37e-06, 3.45e-06, 5.45e-07, 1.89e-06, 1.11e-13, 9.99e-10, 5.49e-07, 1.46e-06, 4.83e-06, 6.23e-06, 1.70e-05, 7.81e-08, 1.58e-07, 6.31e-08, 6.00e-08, 4.27e-11, 1.89e-09, 2.67e-10, 8.72e-09] []
103400 [1.61e-06, 3.96e-06, 4.76e-06, 4.52e-06, 3.30e-06, 4.84e-07, 1.58e-06, 2.56e-10, 4.21e-08, 1.76e-10, 1.22e-06, 2.95e-06, 3.28e-06, 9.25e-07, 5.48e-09, 1.60e-09, 5.18e-09, 8.59e-11, 1.39e-10, 7.44e-09, 5.77e-10, 3.58e-08] [1.61e-06, 3.96e-06, 4.76e-06, 4.52e-06, 3.30e-06, 4.84e-07, 1.58e-06, 2.56e-10, 4.21e-08, 1.76e-10, 1.22e-06, 2.95e-06, 3.28e-06, 9.25e-07, 5.48e-09, 1.60e-09, 5.18e-09, 8.59e-11, 1.39e-10, 7.44e-09, 5.77e-10, 3.58e-08] []
103500 [1.44e-06, 3.81e-06, 4.75e-06, 4.32e-06, 3.36e-06, 4.80e-07, 1.76e-06, 3.10e-11, 4.33e-09, 1.49e-11, 9.17e-07, 2.40e-06, 2.66e-06, 1.76e-08, 1.95e-10, 4.75e-12, 1.64e-09, 3.85e-10, 4.89e-11, 3.73e-10, 1.91e-10, 1.06e-08] [1.44e-06, 3.81e-06, 4.75e-06, 4.32e-06, 3.36e-06, 4.80e-07, 1.76e-06, 3.10e-11, 4.33e-09, 1.49e-11, 9.17e-07, 2.40e-06, 2.66e-06, 1.76e-08, 1.95e-10, 4.75e-12, 1.64e-09, 3.85e-10, 4.89e-11, 3.73e-10, 1.91e-10, 1.06e-08] []
103600 [1.29e-06, 3.80e-06, 4.66e-06, 4.15e-06, 3.38e-06, 4.76e-07, 1.81e-06, 2.40e-10, 8.49e-09, 2.97e-10, 8.32e-07, 2.31e-06, 2.49e-06, 4.14e-08, 3.67e-11, 1.06e-10, 1.02e-09, 1.07e-10, 8.24e-12, 1.59e-10, 8.47e-10, 1.32e-08] [1.29e-06, 3.80e-06, 4.66e-06, 4.15e-06, 3.38e-06, 4.76e-07, 1.81e-06, 2.40e-10, 8.49e-09, 2.97e-10, 8.32e-07, 2.31e-06, 2.49e-06, 4.14e-08, 3.67e-11, 1.06e-10, 1.02e-09, 1.07e-10, 8.24e-12, 1.59e-10, 8.47e-10, 1.32e-08] []
103700 [3.45e-06, 3.74e-06, 3.50e-06, 4.37e-06, 3.12e-06, 8.31e-07, 1.44e-06, 2.89e-06, 1.04e-06, 2.21e-07, 5.96e-06, 1.25e-05, 1.08e-05, 8.42e-06, 3.27e-08, 5.27e-08, 1.06e-10, 4.85e-09, 2.94e-07, 0.00e+00, 1.67e-06, 6.33e-07] [3.45e-06, 3.74e-06, 3.50e-06, 4.37e-06, 3.12e-06, 8.31e-07, 1.44e-06, 2.89e-06, 1.04e-06, 2.21e-07, 5.96e-06, 1.25e-05, 1.08e-05, 8.42e-06, 3.27e-08, 5.27e-08, 1.06e-10, 4.85e-09, 2.94e-07, 0.00e+00, 1.67e-06, 6.33e-07] []
103800 [1.61e-06, 3.84e-06, 4.63e-06, 4.61e-06, 3.43e-06, 7.41e-07, 1.59e-06, 1.98e-11, 2.21e-10, 5.27e-10, 1.16e-06, 2.77e-06, 3.15e-06, 2.09e-08, 2.57e-09, 2.89e-09, 3.90e-09, 2.75e-09, 1.47e-10, 2.49e-09, 2.32e-09, 1.72e-08] [1.61e-06, 3.84e-06, 4.63e-06, 4.61e-06, 3.43e-06, 7.41e-07, 1.59e-06, 1.98e-11, 2.21e-10, 5.27e-10, 1.16e-06, 2.77e-06, 3.15e-06, 2.09e-08, 2.57e-09, 2.89e-09, 3.90e-09, 2.75e-09, 1.47e-10, 2.49e-09, 2.32e-09, 1.72e-08] []
103900 [1.51e-06, 3.79e-06, 4.64e-06, 4.29e-06, 3.51e-06, 6.82e-07, 1.69e-06, 6.48e-12, 1.95e-10, 9.07e-12, 1.02e-06, 2.52e-06, 2.85e-06, 1.87e-08, 5.40e-10, 1.35e-09, 2.87e-09, 1.86e-09, 1.00e-10, 1.56e-09, 1.26e-09, 1.26e-08] [1.51e-06, 3.79e-06, 4.64e-06, 4.29e-06, 3.51e-06, 6.82e-07, 1.69e-06, 6.48e-12, 1.95e-10, 9.07e-12, 1.02e-06, 2.52e-06, 2.85e-06, 1.87e-08, 5.40e-10, 1.35e-09, 2.87e-09, 1.86e-09, 1.00e-10, 1.56e-09, 1.26e-09, 1.26e-08] []
104000 [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08] [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.554681 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
104000 [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08] [1.39e-06, 3.79e-06, 4.56e-06, 4.16e-06, 3.50e-06, 6.43e-07, 1.71e-06, 1.04e-11, 1.69e-10, 1.82e-13, 9.44e-07, 2.39e-06, 2.67e-06, 1.78e-08, 3.19e-10, 1.19e-09, 2.34e-09, 1.27e-09, 4.80e-11, 1.12e-09, 1.08e-09, 1.06e-08] []
104100 [1.38e-06, 3.79e-06, 4.41e-06, 4.10e-06, 3.49e-06, 6.17e-07, 1.68e-06, 4.20e-11, 5.96e-10, 2.02e-08, 9.09e-07, 2.33e-06, 2.69e-06, 6.11e-07, 3.53e-09, 9.89e-09, 4.19e-09, 4.51e-09, 5.48e-11, 1.47e-09, 6.67e-10, 1.01e-08] [1.38e-06, 3.79e-06, 4.41e-06, 4.10e-06, 3.49e-06, 6.17e-07, 1.68e-06, 4.20e-11, 5.96e-10, 2.02e-08, 9.09e-07, 2.33e-06, 2.69e-06, 6.11e-07, 3.53e-09, 9.89e-09, 4.19e-09, 4.51e-09, 5.48e-11, 1.47e-09, 6.67e-10, 1.01e-08] []
104200 [1.68e-06, 4.08e-06, 4.07e-06, 4.36e-06, 3.29e-06, 5.40e-07, 1.28e-06, 1.92e-09, 1.16e-08, 2.79e-09, 1.18e-06, 3.35e-06, 3.66e-06, 1.41e-06, 2.05e-08, 2.98e-09, 1.02e-08, 9.64e-10, 7.60e-10, 7.10e-09, 4.04e-09, 2.96e-08] [1.68e-06, 4.08e-06, 4.07e-06, 4.36e-06, 3.29e-06, 5.40e-07, 1.28e-06, 1.92e-09, 1.16e-08, 2.79e-09, 1.18e-06, 3.35e-06, 3.66e-06, 1.41e-06, 2.05e-08, 2.98e-09, 1.02e-08, 9.64e-10, 7.60e-10, 7.10e-09, 4.04e-09, 2.96e-08] []
104300 [1.39e-06, 3.89e-06, 4.30e-06, 4.30e-06, 3.30e-06, 5.37e-07, 1.53e-06, 1.85e-11, 1.56e-10, 3.16e-11, 9.16e-07, 2.42e-06, 2.70e-06, 1.69e-08, 2.68e-10, 7.24e-10, 2.88e-09, 1.25e-09, 6.04e-11, 1.21e-09, 5.54e-10, 1.03e-08] [1.39e-06, 3.89e-06, 4.30e-06, 4.30e-06, 3.30e-06, 5.37e-07, 1.53e-06, 1.85e-11, 1.56e-10, 3.16e-11, 9.16e-07, 2.42e-06, 2.70e-06, 1.69e-08, 2.68e-10, 7.24e-10, 2.88e-09, 1.25e-09, 6.04e-11, 1.21e-09, 5.54e-10, 1.03e-08] []
104400 [1.27e-06, 3.85e-06, 4.23e-06, 4.09e-06, 3.33e-06, 5.25e-07, 1.59e-06, 8.46e-13, 7.91e-12, 2.64e-12, 8.48e-07, 2.31e-06, 2.54e-06, 1.62e-08, 2.48e-10, 7.34e-10, 2.33e-09, 8.73e-10, 3.69e-11, 9.37e-10, 4.97e-10, 8.88e-09] [1.27e-06, 3.85e-06, 4.23e-06, 4.09e-06, 3.33e-06, 5.25e-07, 1.59e-06, 8.46e-13, 7.91e-12, 2.64e-12, 8.48e-07, 2.31e-06, 2.54e-06, 1.62e-08, 2.48e-10, 7.34e-10, 2.33e-09, 8.73e-10, 3.69e-11, 9.37e-10, 4.97e-10, 8.88e-09] []
104500 [1.19e-06, 3.85e-06, 4.10e-06, 3.98e-06, 3.32e-06, 5.21e-07, 1.58e-06, 6.36e-12, 2.93e-11, 1.34e-09, 8.03e-07, 2.21e-06, 2.44e-06, 5.97e-08, 6.95e-10, 2.40e-09, 2.54e-09, 1.32e-09, 3.74e-11, 6.20e-10, 3.56e-10, 7.94e-09] [1.19e-06, 3.85e-06, 4.10e-06, 3.98e-06, 3.32e-06, 5.21e-07, 1.58e-06, 6.36e-12, 2.93e-11, 1.34e-09, 8.03e-07, 2.21e-06, 2.44e-06, 5.97e-08, 6.95e-10, 2.40e-09, 2.54e-09, 1.32e-09, 3.74e-11, 6.20e-10, 3.56e-10, 7.94e-09] []
104600 [1.33e-06, 4.11e-06, 3.75e-06, 4.10e-06, 3.04e-06, 4.80e-07, 1.25e-06, 2.28e-09, 8.59e-09, 1.35e-06, 2.07e-06, 4.76e-06, 4.31e-06, 7.57e-06, 0.00e+00, 0.00e+00, 8.37e-10, 0.00e+00, 4.65e-10, 1.62e-08, 2.12e-09, 8.92e-08] [1.33e-06, 4.11e-06, 3.75e-06, 4.10e-06, 3.04e-06, 4.80e-07, 1.25e-06, 2.28e-09, 8.59e-09, 1.35e-06, 2.07e-06, 4.76e-06, 4.31e-06, 7.57e-06, 0.00e+00, 0.00e+00, 8.37e-10, 0.00e+00, 4.65e-10, 1.62e-08, 2.12e-09, 8.92e-08] []
104700 [1.22e-06, 3.94e-06, 3.86e-06, 4.14e-06, 3.13e-06, 5.08e-07, 1.41e-06, 3.29e-11, 3.90e-09, 7.83e-12, 8.20e-07, 2.41e-06, 2.67e-06, 1.46e-08, 1.36e-10, 2.78e-10, 3.86e-09, 9.95e-10, 6.81e-11, 3.95e-10, 3.29e-10, 1.09e-08] [1.22e-06, 3.94e-06, 3.86e-06, 4.14e-06, 3.13e-06, 5.08e-07, 1.41e-06, 3.29e-11, 3.90e-09, 7.83e-12, 8.20e-07, 2.41e-06, 2.67e-06, 1.46e-08, 1.36e-10, 2.78e-10, 3.86e-09, 9.95e-10, 6.81e-11, 3.95e-10, 3.29e-10, 1.09e-08] []
104800 [1.07e-06, 3.91e-06, 3.83e-06, 3.90e-06, 3.14e-06, 5.05e-07, 1.46e-06, 3.84e-10, 1.64e-08, 1.20e-08, 7.93e-07, 2.43e-06, 2.59e-06, 6.14e-07, 0.00e+00, 0.00e+00, 1.66e-09, 0.00e+00, 1.37e-11, 4.17e-11, 1.19e-09, 2.09e-08] [1.07e-06, 3.91e-06, 3.83e-06, 3.90e-06, 3.14e-06, 5.05e-07, 1.46e-06, 3.84e-10, 1.64e-08, 1.20e-08, 7.93e-07, 2.43e-06, 2.59e-06, 6.14e-07, 0.00e+00, 0.00e+00, 1.66e-09, 0.00e+00, 1.37e-11, 4.17e-11, 1.19e-09, 2.09e-08] []
104900 [2.20e-06, 4.12e-06, 3.06e-06, 4.63e-06, 2.82e-06, 9.32e-07, 1.39e-06, 5.04e-08, 9.59e-10, 3.94e-08, 1.99e-06, 1.06e-05, 1.41e-05, 2.84e-06, 0.00e+00, 8.62e-08, 8.22e-10, 0.00e+00, 1.04e-08, 3.64e-08, 6.60e-08, 1.91e-07] [2.20e-06, 4.12e-06, 3.06e-06, 4.63e-06, 2.82e-06, 9.32e-07, 1.39e-06, 5.04e-08, 9.59e-10, 3.94e-08, 1.99e-06, 1.06e-05, 1.41e-05, 2.84e-06, 0.00e+00, 8.62e-08, 8.22e-10, 0.00e+00, 1.04e-08, 3.64e-08, 6.60e-08, 1.91e-07] []
105000 [1.42e-06, 3.90e-06, 3.91e-06, 4.74e-06, 3.17e-06, 8.12e-07, 1.58e-06, 8.02e-14, 1.82e-09, 4.10e-12, 1.06e-06, 3.54e-06, 3.94e-06, 1.73e-08, 6.00e-11, 2.66e-09, 5.05e-09, 1.71e-09, 1.76e-10, 1.10e-09, 8.61e-10, 9.71e-09] [1.42e-06, 3.90e-06, 3.91e-06, 4.74e-06, 3.17e-06, 8.12e-07, 1.58e-06, 8.02e-14, 1.82e-09, 4.10e-12, 1.06e-06, 3.54e-06, 3.94e-06, 1.73e-08, 6.00e-11, 2.66e-09, 5.05e-09, 1.71e-09, 1.76e-10, 1.10e-09, 8.61e-10, 9.71e-09] []
105100 [1.37e-06, 3.83e-06, 3.96e-06, 4.32e-06, 3.29e-06, 7.50e-07, 1.58e-06, 2.40e-12, 2.06e-09, 5.76e-14, 1.00e-06, 3.05e-06, 3.39e-06, 1.63e-08, 1.00e-12, 1.94e-09, 3.43e-09, 1.44e-09, 1.27e-10, 2.13e-09, 8.70e-10, 9.40e-09] [1.37e-06, 3.83e-06, 3.96e-06, 4.32e-06, 3.29e-06, 7.50e-07, 1.58e-06, 2.40e-12, 2.06e-09, 5.76e-14, 1.00e-06, 3.05e-06, 3.39e-06, 1.63e-08, 1.00e-12, 1.94e-09, 3.43e-09, 1.44e-09, 1.27e-10, 2.13e-09, 8.70e-10, 9.40e-09] []
105200 [1.28e-06, 3.82e-06, 3.86e-06, 4.14e-06, 3.32e-06, 7.14e-07, 1.55e-06, 6.93e-10, 6.13e-09, 4.41e-11, 9.58e-07, 2.81e-06, 3.09e-06, 1.53e-08, 1.67e-12, 1.98e-09, 2.16e-09, 8.66e-10, 2.23e-10, 4.36e-10, 6.72e-10, 1.12e-08] [1.28e-06, 3.82e-06, 3.86e-06, 4.14e-06, 3.32e-06, 7.14e-07, 1.55e-06, 6.93e-10, 6.13e-09, 4.41e-11, 9.58e-07, 2.81e-06, 3.09e-06, 1.53e-08, 1.67e-12, 1.98e-09, 2.16e-09, 8.66e-10, 2.23e-10, 4.36e-10, 6.72e-10, 1.12e-08] []
105300 [1.19e-06, 3.83e-06, 3.73e-06, 4.02e-06, 3.33e-06, 6.90e-07, 1.51e-06, 1.25e-10, 3.91e-11, 2.15e-12, 9.12e-07, 2.64e-06, 2.88e-06, 1.43e-08, 3.18e-11, 1.87e-09, 1.50e-09, 6.58e-10, 7.34e-11, 1.30e-09, 7.23e-10, 6.28e-09] [1.19e-06, 3.83e-06, 3.73e-06, 4.02e-06, 3.33e-06, 6.90e-07, 1.51e-06, 1.25e-10, 3.91e-11, 2.15e-12, 9.12e-07, 2.64e-06, 2.88e-06, 1.43e-08, 3.18e-11, 1.87e-09, 1.50e-09, 6.58e-10, 7.34e-11, 1.30e-09, 7.23e-10, 6.28e-09] []
105400 [1.88e-06, 4.14e-06, 3.17e-06, 4.20e-06, 2.95e-06, 6.35e-07, 1.05e-06, 8.94e-10, 1.19e-07, 1.92e-07, 1.94e-06, 4.71e-06, 5.80e-06, 5.75e-06, 4.26e-09, 0.00e+00, 5.33e-09, 0.00e+00, 7.96e-11, 2.05e-08, 5.32e-09, 8.93e-08] [1.88e-06, 4.14e-06, 3.17e-06, 4.20e-06, 2.95e-06, 6.35e-07, 1.05e-06, 8.94e-10, 1.19e-07, 1.92e-07, 1.94e-06, 4.71e-06, 5.80e-06, 5.75e-06, 4.26e-09, 0.00e+00, 5.33e-09, 0.00e+00, 7.96e-11, 2.05e-08, 5.32e-09, 8.93e-08] []
105500 [1.27e-06, 3.91e-06, 3.57e-06, 4.18e-06, 3.17e-06, 6.28e-07, 1.32e-06, 3.89e-10, 8.18e-11, 6.52e-11, 9.59e-07, 2.61e-06, 2.88e-06, 1.48e-08, 6.58e-12, 5.28e-10, 1.48e-09, 6.63e-10, 1.97e-10, 1.63e-09, 6.25e-10, 9.18e-09] [1.27e-06, 3.91e-06, 3.57e-06, 4.18e-06, 3.17e-06, 6.28e-07, 1.32e-06, 3.89e-10, 8.18e-11, 6.52e-11, 9.59e-07, 2.61e-06, 2.88e-06, 1.48e-08, 6.58e-12, 5.28e-10, 1.48e-09, 6.63e-10, 1.97e-10, 1.63e-09, 6.25e-10, 9.18e-09] []
105600 [1.13e-06, 3.87e-06, 3.49e-06, 3.93e-06, 3.20e-06, 6.12e-07, 1.39e-06, 1.14e-10, 1.28e-09, 2.91e-12, 8.61e-07, 2.49e-06, 2.70e-06, 1.35e-08, 1.21e-11, 1.31e-09, 1.04e-09, 4.09e-10, 7.33e-11, 7.93e-10, 7.42e-10, 9.10e-09] [1.13e-06, 3.87e-06, 3.49e-06, 3.93e-06, 3.20e-06, 6.12e-07, 1.39e-06, 1.14e-10, 1.28e-09, 2.91e-12, 8.61e-07, 2.49e-06, 2.70e-06, 1.35e-08, 1.21e-11, 1.31e-09, 1.04e-09, 4.09e-10, 7.33e-11, 7.93e-10, 7.42e-10, 9.10e-09] []
105700 [1.44e-06, 4.03e-06, 4.23e-06, 3.75e-06, 3.20e-06, 5.88e-07, 1.80e-06, 4.07e-10, 5.97e-07, 2.02e-06, 2.84e-06, 1.52e-05, 1.88e-05, 7.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-11, 0.00e+00, 2.01e-09, 7.44e-07] [1.44e-06, 4.03e-06, 4.23e-06, 3.75e-06, 3.20e-06, 5.88e-07, 1.80e-06, 4.07e-10, 5.97e-07, 2.02e-06, 2.84e-06, 1.52e-05, 1.88e-05, 7.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-11, 0.00e+00, 2.01e-09, 7.44e-07] []
105800 [1.32e-06, 4.08e-06, 3.18e-06, 4.13e-06, 2.99e-06, 5.93e-07, 1.02e-06, 3.66e-10, 2.00e-06, 7.75e-09, 1.25e-06, 3.01e-06, 3.56e-06, 1.11e-06, 5.44e-11, 4.72e-10, 3.07e-09, 0.00e+00, 1.88e-10, 0.00e+00, 1.86e-09, 2.48e-06] [1.32e-06, 4.08e-06, 3.18e-06, 4.13e-06, 2.99e-06, 5.93e-07, 1.02e-06, 3.66e-10, 2.00e-06, 7.75e-09, 1.25e-06, 3.01e-06, 3.56e-06, 1.11e-06, 5.44e-11, 4.72e-10, 3.07e-09, 0.00e+00, 1.88e-10, 0.00e+00, 1.86e-09, 2.48e-06] []
105900 [1.08e-06, 3.86e-06, 3.24e-06, 3.87e-06, 3.08e-06, 6.80e-07, 1.22e-06, 8.84e-08, 4.80e-08, 9.67e-11, 8.31e-07, 2.43e-06, 2.62e-06, 1.26e-08, 5.35e-12, 3.89e-10, 1.36e-09, 2.10e-10, 1.43e-08, 2.01e-10, 9.13e-08, 5.25e-08] [1.08e-06, 3.86e-06, 3.24e-06, 3.87e-06, 3.08e-06, 6.80e-07, 1.22e-06, 8.84e-08, 4.80e-08, 9.67e-11, 8.31e-07, 2.43e-06, 2.62e-06, 1.26e-08, 5.35e-12, 3.89e-10, 1.36e-09, 2.10e-10, 1.43e-08, 2.01e-10, 9.13e-08, 5.25e-08] []
106000 [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08] [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 37.578307 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
106000 [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08] [1.11e-06, 3.80e-06, 3.04e-06, 3.69e-06, 3.10e-06, 6.62e-07, 1.23e-06, 1.71e-10, 1.25e-08, 6.60e-08, 8.54e-07, 2.56e-06, 3.50e-06, 2.70e-06, 9.51e-09, 3.99e-08, 1.25e-08, 1.55e-08, 2.43e-10, 4.95e-09, 1.06e-09, 3.21e-08] []
106100 [1.30e-06, 4.04e-06, 2.79e-06, 3.87e-06, 2.95e-06, 6.25e-07, 9.93e-07, 3.47e-09, 1.02e-07, 1.22e-07, 1.14e-06, 3.88e-06, 3.50e-06, 1.46e-06, 5.78e-09, 1.21e-08, 6.35e-09, 2.33e-09, 6.41e-10, 1.67e-08, 2.81e-09, 9.19e-08] [1.30e-06, 4.04e-06, 2.79e-06, 3.87e-06, 2.95e-06, 6.25e-07, 9.93e-07, 3.47e-09, 1.02e-07, 1.22e-07, 1.14e-06, 3.88e-06, 3.50e-06, 1.46e-06, 5.78e-09, 1.21e-08, 6.35e-09, 2.33e-09, 6.41e-10, 1.67e-08, 2.81e-09, 9.19e-08] []
106200 [9.81e-07, 3.87e-06, 2.92e-06, 3.75e-06, 2.93e-06, 6.27e-07, 1.17e-06, 5.17e-10, 1.84e-09, 1.84e-11, 7.68e-07, 2.51e-06, 2.76e-06, 1.13e-08, 1.03e-14, 6.90e-10, 2.21e-09, 8.43e-10, 2.60e-10, 1.93e-09, 7.46e-10, 9.43e-09] [9.81e-07, 3.87e-06, 2.92e-06, 3.75e-06, 2.93e-06, 6.27e-07, 1.17e-06, 5.17e-10, 1.84e-09, 1.84e-11, 7.68e-07, 2.51e-06, 2.76e-06, 1.13e-08, 1.03e-14, 6.90e-10, 2.21e-09, 8.43e-10, 2.60e-10, 1.93e-09, 7.46e-10, 9.43e-09] []
106300 [2.12e-05, 6.95e-06, 1.86e-05, 6.13e-06, 1.76e-05, 1.49e-06, 1.37e-05, 4.31e-04, 6.27e-04, 5.23e-05, 4.81e-04, 6.62e-04, 2.46e-03, 4.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.74e-05, 1.53e-04, 2.86e-04, 6.90e-04] [2.12e-05, 6.95e-06, 1.86e-05, 6.13e-06, 1.76e-05, 1.49e-06, 1.37e-05, 4.31e-04, 6.27e-04, 5.23e-05, 4.81e-04, 6.62e-04, 2.46e-03, 4.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.74e-05, 1.53e-04, 2.86e-04, 6.90e-04] []
106400 [1.63e-05, 5.25e-06, 5.95e-06, 4.93e-06, 3.54e-06, 1.12e-06, 5.49e-06, 1.76e-08, 5.15e-06, 1.16e-05, 6.32e-05, 1.65e-04, 7.17e-05, 1.90e-04, 2.41e-06, 4.61e-06, 0.00e+00, 0.00e+00, 1.24e-10, 2.90e-07, 3.30e-07, 1.88e-06] [1.63e-05, 5.25e-06, 5.95e-06, 4.93e-06, 3.54e-06, 1.12e-06, 5.49e-06, 1.76e-08, 5.15e-06, 1.16e-05, 6.32e-05, 1.65e-04, 7.17e-05, 1.90e-04, 2.41e-06, 4.61e-06, 0.00e+00, 0.00e+00, 1.24e-10, 2.90e-07, 3.30e-07, 1.88e-06] []
106500 [1.95e-06, 3.80e-06, 3.78e-06, 4.78e-06, 2.97e-06, 7.46e-07, 1.77e-06, 2.36e-10, 1.67e-07, 1.30e-08, 2.64e-06, 4.61e-06, 4.43e-06, 4.02e-08, 1.57e-08, 4.14e-08, 6.93e-09, 9.66e-09, 3.27e-09, 6.07e-08, 1.54e-08, 2.92e-07] [1.95e-06, 3.80e-06, 3.78e-06, 4.78e-06, 2.97e-06, 7.46e-07, 1.77e-06, 2.36e-10, 1.67e-07, 1.30e-08, 2.64e-06, 4.61e-06, 4.43e-06, 4.02e-08, 1.57e-08, 4.14e-08, 6.93e-09, 9.66e-09, 3.27e-09, 6.07e-08, 1.54e-08, 2.92e-07] []
106600 [1.99e-06, 3.74e-06, 3.80e-06, 4.16e-06, 3.12e-06, 6.85e-07, 1.75e-06, 1.70e-08, 3.23e-07, 6.19e-08, 2.24e-06, 3.78e-06, 3.95e-06, 1.15e-07, 9.03e-09, 4.05e-08, 6.66e-09, 1.57e-08, 8.86e-11, 2.06e-07, 5.69e-09, 1.28e-06] [1.99e-06, 3.74e-06, 3.80e-06, 4.16e-06, 3.12e-06, 6.85e-07, 1.75e-06, 1.70e-08, 3.23e-07, 6.19e-08, 2.24e-06, 3.78e-06, 3.95e-06, 1.15e-07, 9.03e-09, 4.05e-08, 6.66e-09, 1.57e-08, 8.86e-11, 2.06e-07, 5.69e-09, 1.28e-06] []
106700 [1.84e-06, 3.72e-06, 3.65e-06, 3.96e-06, 3.18e-06, 6.69e-07, 1.69e-06, 6.53e-10, 4.74e-07, 1.58e-08, 2.30e-06, 3.59e-06, 3.39e-06, 2.49e-08, 8.48e-09, 2.58e-08, 4.00e-09, 7.05e-09, 1.14e-09, 2.30e-10, 6.94e-09, 2.43e-07] [1.84e-06, 3.72e-06, 3.65e-06, 3.96e-06, 3.18e-06, 6.69e-07, 1.69e-06, 6.53e-10, 4.74e-07, 1.58e-08, 2.30e-06, 3.59e-06, 3.39e-06, 2.49e-08, 8.48e-09, 2.58e-08, 4.00e-09, 7.05e-09, 1.14e-09, 2.30e-10, 6.94e-09, 2.43e-07] []
106800 [1.74e-06, 3.72e-06, 3.52e-06, 3.81e-06, 3.18e-06, 6.60e-07, 1.63e-06, 2.59e-09, 3.81e-09, 1.49e-09, 1.87e-06, 3.17e-06, 3.20e-06, 1.72e-08, 7.11e-09, 2.98e-08, 4.65e-09, 1.03e-08, 7.90e-11, 1.61e-08, 3.05e-09, 9.96e-08] [1.74e-06, 3.72e-06, 3.52e-06, 3.81e-06, 3.18e-06, 6.60e-07, 1.63e-06, 2.59e-09, 3.81e-09, 1.49e-09, 1.87e-06, 3.17e-06, 3.20e-06, 1.72e-08, 7.11e-09, 2.98e-08, 4.65e-09, 1.03e-08, 7.90e-11, 1.61e-08, 3.05e-09, 9.96e-08] []
106900 [1.50e-06, 3.65e-06, 3.41e-06, 3.69e-06, 3.22e-06, 7.50e-07, 1.69e-06, 3.46e-07, 2.11e-07, 5.34e-09, 1.49e-06, 3.00e-06, 3.06e-06, 1.55e-08, 1.85e-08, 2.05e-08, 9.81e-09, 1.07e-08, 0.00e+00, 6.30e-08, 9.50e-07, 3.28e-07] [1.50e-06, 3.65e-06, 3.41e-06, 3.69e-06, 3.22e-06, 7.50e-07, 1.69e-06, 3.46e-07, 2.11e-07, 5.34e-09, 1.49e-06, 3.00e-06, 3.06e-06, 1.55e-08, 1.85e-08, 2.05e-08, 9.81e-09, 1.07e-08, 0.00e+00, 6.30e-08, 9.50e-07, 3.28e-07] []
107000 [3.01e-06, 3.69e-06, 2.59e-06, 4.12e-06, 2.92e-06, 7.95e-07, 1.16e-06, 2.62e-09, 1.29e-08, 1.14e-06, 4.09e-06, 8.61e-06, 1.09e-05, 3.92e-05, 7.84e-08, 5.55e-07, 1.67e-07, 1.88e-07, 2.83e-10, 1.80e-08, 6.72e-09, 1.46e-07] [3.01e-06, 3.69e-06, 2.59e-06, 4.12e-06, 2.92e-06, 7.95e-07, 1.16e-06, 2.62e-09, 1.29e-08, 1.14e-06, 4.09e-06, 8.61e-06, 1.09e-05, 3.92e-05, 7.84e-08, 5.55e-07, 1.67e-07, 1.88e-07, 2.83e-10, 1.80e-08, 6.72e-09, 1.46e-07] []
107100 [1.41e-06, 3.76e-06, 2.96e-06, 3.72e-06, 2.98e-06, 7.30e-07, 1.30e-06, 8.62e-12, 8.46e-10, 1.00e-09, 1.58e-06, 3.03e-06, 3.10e-06, 1.68e-08, 6.74e-09, 3.63e-08, 1.40e-08, 1.54e-08, 1.14e-10, 7.22e-09, 4.23e-09, 8.97e-08] [1.41e-06, 3.76e-06, 2.96e-06, 3.72e-06, 2.98e-06, 7.30e-07, 1.30e-06, 8.62e-12, 8.46e-10, 1.00e-09, 1.58e-06, 3.03e-06, 3.10e-06, 1.68e-08, 6.74e-09, 3.63e-08, 1.40e-08, 1.54e-08, 1.14e-10, 7.22e-09, 4.23e-09, 8.97e-08] []
107200 [8.02e-06, 4.87e-06, 2.96e-06, 3.38e-06, 3.57e-06, 6.32e-07, 2.92e-06, 5.45e-09, 1.29e-06, 7.84e-06, 1.49e-05, 3.79e-05, 3.25e-05, 1.76e-04, 3.00e-06, 1.06e-06, 2.04e-07, 2.71e-07, 1.26e-10, 1.49e-07, 3.04e-09, 9.61e-07] [8.02e-06, 4.87e-06, 2.96e-06, 3.38e-06, 3.57e-06, 6.32e-07, 2.92e-06, 5.45e-09, 1.29e-06, 7.84e-06, 1.49e-05, 3.79e-05, 3.25e-05, 1.76e-04, 3.00e-06, 1.06e-06, 2.04e-07, 2.71e-07, 1.26e-10, 1.49e-07, 3.04e-09, 9.61e-07] []
107300 [1.40e-06, 3.80e-06, 2.66e-06, 3.68e-06, 2.86e-06, 7.00e-07, 1.20e-06, 3.10e-09, 1.40e-07, 3.22e-10, 1.58e-06, 2.98e-06, 3.46e-06, 5.66e-07, 1.20e-08, 5.88e-08, 2.27e-08, 2.81e-08, 6.61e-10, 4.01e-08, 4.47e-09, 2.19e-07] [1.40e-06, 3.80e-06, 2.66e-06, 3.68e-06, 2.86e-06, 7.00e-07, 1.20e-06, 3.10e-09, 1.40e-07, 3.22e-10, 1.58e-06, 2.98e-06, 3.46e-06, 5.66e-07, 1.20e-08, 5.88e-08, 2.27e-08, 2.81e-08, 6.61e-10, 4.01e-08, 4.47e-09, 2.19e-07] []
107400 [1.50e-06, 3.93e-06, 2.71e-06, 3.61e-06, 2.59e-06, 6.69e-07, 1.19e-06, 1.82e-08, 1.33e-08, 1.21e-06, 2.54e-06, 8.18e-06, 8.94e-06, 3.09e-05, 0.00e+00, 2.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.55e-09, 1.77e-08, 1.16e-07] [1.50e-06, 3.93e-06, 2.71e-06, 3.61e-06, 2.59e-06, 6.69e-07, 1.19e-06, 1.82e-08, 1.33e-08, 1.21e-06, 2.54e-06, 8.18e-06, 8.94e-06, 3.09e-05, 0.00e+00, 2.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.55e-09, 1.77e-08, 1.16e-07] []
107500 [1.44e-05, 4.66e-06, 4.19e-06, 3.20e-06, 4.05e-06, 1.01e-06, 3.56e-06, 2.38e-08, 7.44e-06, 2.44e-05, 2.92e-05, 1.05e-04, 1.90e-04, 7.55e-04, 9.35e-06, 8.00e-06, 1.82e-06, 4.48e-06, 2.11e-09, 1.18e-06, 1.29e-08, 7.11e-06] [1.44e-05, 4.66e-06, 4.19e-06, 3.20e-06, 4.05e-06, 1.01e-06, 3.56e-06, 2.38e-08, 7.44e-06, 2.44e-05, 2.92e-05, 1.05e-04, 1.90e-04, 7.55e-04, 9.35e-06, 8.00e-06, 1.82e-06, 4.48e-06, 2.11e-09, 1.18e-06, 1.29e-08, 7.11e-06] []
107600 [1.19e-06, 4.29e-06, 2.41e-06, 3.39e-06, 2.75e-06, 7.17e-07, 1.04e-06, 3.73e-04, 1.15e-06, 6.63e-08, 1.57e-06, 2.90e-06, 3.47e-06, 1.08e-07, 8.80e-09, 4.75e-08, 2.08e-08, 2.37e-08, 9.45e-05, 1.85e-07, 3.57e-04, 1.15e-06] [1.19e-06, 4.29e-06, 2.41e-06, 3.39e-06, 2.75e-06, 7.17e-07, 1.04e-06, 3.73e-04, 1.15e-06, 6.63e-08, 1.57e-06, 2.90e-06, 3.47e-06, 1.08e-07, 8.80e-09, 4.75e-08, 2.08e-08, 2.37e-08, 9.45e-05, 1.85e-07, 3.57e-04, 1.15e-06] []
107700 [3.62e-06, 3.77e-06, 1.95e-06, 3.64e-06, 2.66e-06, 7.33e-07, 9.39e-07, 2.29e-07, 4.60e-06, 3.06e-06, 5.87e-06, 1.57e-05, 2.27e-05, 9.19e-05, 2.32e-07, 1.21e-06, 4.25e-07, 3.61e-07, 0.00e+00, 0.00e+00, 2.45e-07, 4.00e-06] [3.62e-06, 3.77e-06, 1.95e-06, 3.64e-06, 2.66e-06, 7.33e-07, 9.39e-07, 2.29e-07, 4.60e-06, 3.06e-06, 5.87e-06, 1.57e-05, 2.27e-05, 9.19e-05, 2.32e-07, 1.21e-06, 4.25e-07, 3.61e-07, 0.00e+00, 0.00e+00, 2.45e-07, 4.00e-06] []
107800 [1.13e-06, 3.80e-06, 2.65e-06, 3.25e-06, 2.60e-06, 6.65e-07, 1.11e-06, 5.76e-11, 2.22e-08, 4.79e-07, 1.86e-06, 5.81e-06, 9.13e-06, 1.97e-05, 0.00e+00, 1.46e-11, 0.00e+00, 0.00e+00, 2.07e-10, 8.50e-10, 2.78e-09, 1.10e-07] [1.13e-06, 3.80e-06, 2.65e-06, 3.25e-06, 2.60e-06, 6.65e-07, 1.11e-06, 5.76e-11, 2.22e-08, 4.79e-07, 1.86e-06, 5.81e-06, 9.13e-06, 1.97e-05, 0.00e+00, 1.46e-11, 0.00e+00, 0.00e+00, 2.07e-10, 8.50e-10, 2.78e-09, 1.10e-07] []
107900 [1.05e-06, 3.75e-06, 2.17e-06, 3.42e-06, 2.48e-06, 6.85e-07, 9.62e-07, 5.92e-07, 1.10e-06, 1.20e-08, 1.22e-06, 2.94e-06, 3.16e-06, 2.86e-08, 2.83e-09, 3.79e-08, 1.65e-08, 1.93e-08, 8.78e-08, 1.85e-07, 5.31e-07, 1.17e-06] [1.05e-06, 3.75e-06, 2.17e-06, 3.42e-06, 2.48e-06, 6.85e-07, 9.62e-07, 5.92e-07, 1.10e-06, 1.20e-08, 1.22e-06, 2.94e-06, 3.16e-06, 2.86e-08, 2.83e-09, 3.79e-08, 1.65e-08, 1.93e-08, 8.78e-08, 1.85e-07, 5.31e-07, 1.17e-06] []
108000 [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07] [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.330558 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
108000 [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07] [1.93e-06, 3.60e-06, 1.92e-06, 3.17e-06, 2.49e-06, 7.37e-07, 1.03e-06, 5.67e-08, 1.34e-07, 7.87e-07, 2.93e-06, 7.39e-06, 1.67e-05, 3.87e-05, 1.36e-08, 5.31e-07, 1.60e-07, 1.97e-07, 6.42e-09, 4.30e-08, 3.62e-08, 2.42e-07] []
108100 [1.08e-06, 3.82e-06, 1.78e-06, 3.21e-06, 2.25e-06, 7.02e-07, 7.90e-07, 2.07e-07, 3.27e-06, 3.18e-08, 1.83e-06, 3.99e-06, 4.69e-06, 7.39e-08, 1.92e-10, 3.38e-08, 4.52e-09, 1.98e-09, 0.00e+00, 0.00e+00, 2.19e-07, 3.21e-06] [1.08e-06, 3.82e-06, 1.78e-06, 3.21e-06, 2.25e-06, 7.02e-07, 7.90e-07, 2.07e-07, 3.27e-06, 3.18e-08, 1.83e-06, 3.99e-06, 4.69e-06, 7.39e-08, 1.92e-10, 3.38e-08, 4.52e-09, 1.98e-09, 0.00e+00, 0.00e+00, 2.19e-07, 3.21e-06] []
108200 [1.87e-06, 3.77e-06, 2.95e-06, 3.19e-06, 2.48e-06, 6.90e-07, 1.40e-06, 5.79e-07, 1.44e-05, 1.95e-06, 4.03e-06, 1.69e-05, 3.01e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.46e-07, 1.69e-05] [1.87e-06, 3.77e-06, 2.95e-06, 3.19e-06, 2.48e-06, 6.90e-07, 1.40e-06, 5.79e-07, 1.44e-05, 1.95e-06, 4.03e-06, 1.69e-05, 3.01e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.46e-07, 1.69e-05] []
108300 [1.47e-06, 3.55e-06, 1.64e-06, 3.20e-06, 2.13e-06, 6.86e-07, 7.55e-07, 6.74e-06, 2.08e-06, 6.45e-09, 2.47e-06, 4.11e-06, 7.74e-06, 4.53e-06, 5.57e-08, 6.23e-09, 2.22e-08, 5.02e-08, 0.00e+00, 3.49e-07, 1.04e-05, 2.32e-06] [1.47e-06, 3.55e-06, 1.64e-06, 3.20e-06, 2.13e-06, 6.86e-07, 7.55e-07, 6.74e-06, 2.08e-06, 6.45e-09, 2.47e-06, 4.11e-06, 7.74e-06, 4.53e-06, 5.57e-08, 6.23e-09, 2.22e-08, 5.02e-08, 0.00e+00, 3.49e-07, 1.04e-05, 2.32e-06] []
108400 [1.31e-06, 3.74e-06, 1.95e-06, 3.18e-06, 2.09e-06, 7.01e-07, 8.49e-07, 9.99e-08, 4.36e-07, 3.57e-07, 3.43e-06, 8.36e-06, 2.39e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 7.36e-16, 6.37e-08, 3.17e-07] [1.31e-06, 3.74e-06, 1.95e-06, 3.18e-06, 2.09e-06, 7.01e-07, 8.49e-07, 9.99e-08, 4.36e-07, 3.57e-07, 3.43e-06, 8.36e-06, 2.39e-05, 2.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 7.36e-16, 6.37e-08, 3.17e-07] []
108500 [2.14e-05, 9.12e-06, 7.24e-06, 4.90e-06, 6.80e-06, 8.06e-07, 8.91e-06, 1.13e-03, 1.03e-04, 6.07e-05, 1.12e-04, 2.24e-04, 6.40e-04, 2.07e-03, 1.03e-05, 3.66e-05, 8.49e-06, 1.09e-05, 0.00e+00, 1.43e-05, 1.20e-03, 7.63e-05] [2.14e-05, 9.12e-06, 7.24e-06, 4.90e-06, 6.80e-06, 8.06e-07, 8.91e-06, 1.13e-03, 1.03e-04, 6.07e-05, 1.12e-04, 2.24e-04, 6.40e-04, 2.07e-03, 1.03e-05, 3.66e-05, 8.49e-06, 1.09e-05, 0.00e+00, 1.43e-05, 1.20e-03, 7.63e-05] []
108600 [7.97e-07, 3.46e-06, 1.81e-06, 3.11e-06, 2.20e-06, 8.43e-07, 9.28e-07, 7.16e-08, 1.20e-07, 2.55e-09, 8.43e-07, 3.07e-06, 3.28e-06, 2.07e-08, 2.29e-10, 7.36e-09, 1.87e-09, 1.90e-09, 0.00e+00, 4.89e-10, 1.16e-07, 7.18e-08] [7.97e-07, 3.46e-06, 1.81e-06, 3.11e-06, 2.20e-06, 8.43e-07, 9.28e-07, 7.16e-08, 1.20e-07, 2.55e-09, 8.43e-07, 3.07e-06, 3.28e-06, 2.07e-08, 2.29e-10, 7.36e-09, 1.87e-09, 1.90e-09, 0.00e+00, 4.89e-10, 1.16e-07, 7.18e-08] []
108700 [1.33e-04, 8.61e-06, 2.92e-05, 1.82e-05, 2.10e-05, 3.57e-06, 2.80e-05, 6.88e-08, 3.68e-04, 3.92e-04, 4.40e-04, 1.71e-03, 1.92e-03, 1.07e-02, 2.46e-04, 1.96e-04, 5.88e-05, 6.52e-05, 1.53e-08, 8.12e-05, 9.73e-08, 3.70e-04] [1.33e-04, 8.61e-06, 2.92e-05, 1.82e-05, 2.10e-05, 3.57e-06, 2.80e-05, 6.88e-08, 3.68e-04, 3.92e-04, 4.40e-04, 1.71e-03, 1.92e-03, 1.07e-02, 2.46e-04, 1.96e-04, 5.88e-05, 6.52e-05, 1.53e-08, 8.12e-05, 9.73e-08, 3.70e-04] []
108800 [8.28e-07, 3.56e-06, 1.60e-06, 3.44e-06, 2.23e-06, 9.05e-07, 8.12e-07, 3.18e-08, 8.82e-08, 6.73e-08, 1.08e-06, 4.18e-06, 4.89e-06, 1.09e-07, 0.00e+00, 3.44e-10, 1.49e-09, 1.27e-09, 2.43e-12, 1.53e-09, 2.12e-08, 4.20e-08] [8.28e-07, 3.56e-06, 1.60e-06, 3.44e-06, 2.23e-06, 9.05e-07, 8.12e-07, 3.18e-08, 8.82e-08, 6.73e-08, 1.08e-06, 4.18e-06, 4.89e-06, 1.09e-07, 0.00e+00, 3.44e-10, 1.49e-09, 1.27e-09, 2.43e-12, 1.53e-09, 2.12e-08, 4.20e-08] []
108900 [8.05e-07, 3.42e-06, 1.78e-06, 3.10e-06, 2.39e-06, 8.47e-07, 9.58e-07, 7.58e-10, 7.25e-08, 3.05e-10, 8.76e-07, 3.11e-06, 3.40e-06, 1.29e-08, 1.50e-15, 3.19e-09, 1.34e-09, 1.41e-09, 7.19e-10, 1.52e-09, 4.65e-09, 3.01e-08] [8.05e-07, 3.42e-06, 1.78e-06, 3.10e-06, 2.39e-06, 8.47e-07, 9.58e-07, 7.58e-10, 7.25e-08, 3.05e-10, 8.76e-07, 3.11e-06, 3.40e-06, 1.29e-08, 1.50e-15, 3.19e-09, 1.34e-09, 1.41e-09, 7.19e-10, 1.52e-09, 4.65e-09, 3.01e-08] []
109000 [4.40e-06, 3.82e-06, 3.51e-06, 2.69e-06, 3.80e-06, 6.97e-07, 1.79e-06, 5.38e-08, 1.91e-05, 1.53e-05, 1.71e-05, 4.58e-05, 4.65e-05, 2.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-09, 2.27e-06, 5.23e-08, 1.42e-05] [4.40e-06, 3.82e-06, 3.51e-06, 2.69e-06, 3.80e-06, 6.97e-07, 1.79e-06, 5.38e-08, 1.91e-05, 1.53e-05, 1.71e-05, 4.58e-05, 4.65e-05, 2.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-09, 2.27e-06, 5.23e-08, 1.42e-05] []
109100 [7.97e-07, 3.35e-06, 1.68e-06, 2.94e-06, 2.30e-06, 7.97e-07, 9.01e-07, 1.41e-09, 1.02e-09, 2.17e-09, 9.20e-07, 2.74e-06, 3.09e-06, 2.50e-07, 6.82e-11, 1.22e-08, 3.66e-09, 3.92e-09, 6.31e-10, 7.92e-09, 2.84e-09, 4.16e-08] [7.97e-07, 3.35e-06, 1.68e-06, 2.94e-06, 2.30e-06, 7.97e-07, 9.01e-07, 1.41e-09, 1.02e-09, 2.17e-09, 9.20e-07, 2.74e-06, 3.09e-06, 2.50e-07, 6.82e-11, 1.22e-08, 3.66e-09, 3.92e-09, 6.31e-10, 7.92e-09, 2.84e-09, 4.16e-08] []
109200 [1.11e-06, 3.65e-06, 1.74e-06, 3.10e-06, 2.05e-06, 7.97e-07, 6.14e-07, 5.85e-09, 3.04e-08, 4.74e-08, 2.11e-06, 4.77e-06, 6.17e-06, 9.85e-07, 1.18e-08, 1.49e-08, 1.89e-08, 2.15e-09, 6.07e-09, 6.45e-08, 3.24e-08, 5.60e-07] [1.11e-06, 3.65e-06, 1.74e-06, 3.10e-06, 2.05e-06, 7.97e-07, 6.14e-07, 5.85e-09, 3.04e-08, 4.74e-08, 2.11e-06, 4.77e-06, 6.17e-06, 9.85e-07, 1.18e-08, 1.49e-08, 1.89e-08, 2.15e-09, 6.07e-09, 6.45e-08, 3.24e-08, 5.60e-07] []
109300 [7.87e-07, 3.30e-06, 1.69e-06, 2.92e-06, 2.16e-06, 7.74e-07, 8.72e-07, 3.91e-09, 1.57e-08, 2.91e-09, 8.98e-07, 2.73e-06, 2.98e-06, 7.83e-09, 0.00e+00, 3.25e-09, 1.18e-09, 1.28e-09, 6.26e-10, 2.56e-09, 3.26e-09, 1.67e-08] [7.87e-07, 3.30e-06, 1.69e-06, 2.92e-06, 2.16e-06, 7.74e-07, 8.72e-07, 3.91e-09, 1.57e-08, 2.91e-09, 8.98e-07, 2.73e-06, 2.98e-06, 7.83e-09, 0.00e+00, 3.25e-09, 1.18e-09, 1.28e-09, 6.26e-10, 2.56e-09, 3.26e-09, 1.67e-08] []
109400 [8.27e-06, 6.51e-06, 2.20e-06, 3.84e-06, 3.19e-06, 1.23e-06, 3.99e-06, 8.18e-05, 1.04e-07, 1.36e-05, 2.20e-04, 1.97e-04, 6.47e-04, 8.82e-04, 7.81e-06, 6.23e-06, 7.71e-07, 1.08e-06, 0.00e+00, 9.40e-09, 1.44e-04, 3.12e-07] [8.27e-06, 6.51e-06, 2.20e-06, 3.84e-06, 3.19e-06, 1.23e-06, 3.99e-06, 8.18e-05, 1.04e-07, 1.36e-05, 2.20e-04, 1.97e-04, 6.47e-04, 8.82e-04, 7.81e-06, 6.23e-06, 7.71e-07, 1.08e-06, 0.00e+00, 9.40e-09, 1.44e-04, 3.12e-07] []
109500 [8.21e-07, 3.26e-06, 1.54e-06, 3.31e-06, 2.00e-06, 1.06e-06, 9.86e-07, 2.97e-08, 1.79e-08, 2.43e-08, 1.07e-06, 4.54e-06, 4.65e-06, 3.74e-07, 5.51e-09, 4.05e-08, 1.04e-08, 8.34e-09, 4.52e-09, 8.21e-09, 2.47e-08, 5.48e-08] [8.21e-07, 3.26e-06, 1.54e-06, 3.31e-06, 2.00e-06, 1.06e-06, 9.86e-07, 2.97e-08, 1.79e-08, 2.43e-08, 1.07e-06, 4.54e-06, 4.65e-06, 3.74e-07, 5.51e-09, 4.05e-08, 1.04e-08, 8.34e-09, 4.52e-09, 8.21e-09, 2.47e-08, 5.48e-08] []
109600 [7.70e-07, 3.16e-06, 1.63e-06, 2.92e-06, 2.17e-06, 9.71e-07, 9.97e-07, 4.69e-11, 5.62e-10, 3.31e-10, 9.96e-07, 3.32e-06, 3.57e-06, 6.07e-09, 5.67e-10, 1.52e-08, 6.13e-09, 6.38e-09, 4.21e-10, 2.05e-09, 2.79e-09, 2.95e-08] [7.70e-07, 3.16e-06, 1.63e-06, 2.92e-06, 2.17e-06, 9.71e-07, 9.97e-07, 4.69e-11, 5.62e-10, 3.31e-10, 9.96e-07, 3.32e-06, 3.57e-06, 6.07e-09, 5.67e-10, 1.52e-08, 6.13e-09, 6.38e-09, 4.21e-10, 2.05e-09, 2.79e-09, 2.95e-08] []
109700 [1.45e-05, 3.61e-06, 4.08e-06, 4.25e-06, 4.24e-06, 1.24e-06, 3.87e-06, 2.59e-07, 7.76e-04, 8.10e-06, 2.35e-05, 1.31e-04, 1.65e-04, 7.49e-04, 9.19e-06, 1.37e-05, 4.33e-06, 4.58e-06, 3.98e-08, 1.70e-04, 2.55e-07, 7.62e-04] [1.45e-05, 3.61e-06, 4.08e-06, 4.25e-06, 4.24e-06, 1.24e-06, 3.87e-06, 2.59e-07, 7.76e-04, 8.10e-06, 2.35e-05, 1.31e-04, 1.65e-04, 7.49e-04, 9.19e-06, 1.37e-05, 4.33e-06, 4.58e-06, 3.98e-08, 1.70e-04, 2.55e-07, 7.62e-04] []
109800 [1.09e-06, 3.26e-06, 1.56e-06, 3.32e-06, 2.12e-06, 9.47e-07, 7.34e-07, 1.29e-09, 8.24e-08, 6.13e-08, 1.80e-06, 3.33e-06, 3.81e-06, 7.65e-07, 3.83e-09, 5.90e-08, 1.36e-08, 2.83e-08, 2.58e-09, 3.74e-08, 1.59e-08, 2.44e-07] [1.09e-06, 3.26e-06, 1.56e-06, 3.32e-06, 2.12e-06, 9.47e-07, 7.34e-07, 1.29e-09, 8.24e-08, 6.13e-08, 1.80e-06, 3.33e-06, 3.81e-06, 7.65e-07, 3.83e-09, 5.90e-08, 1.36e-08, 2.83e-08, 2.58e-09, 3.74e-08, 1.59e-08, 2.44e-07] []
109900 [8.40e-07, 3.17e-06, 1.69e-06, 2.86e-06, 2.19e-06, 8.66e-07, 9.32e-07, 6.65e-10, 6.38e-09, 2.22e-09, 1.04e-06, 2.77e-06, 3.06e-06, 6.92e-09, 2.31e-11, 6.77e-09, 1.38e-09, 1.79e-09, 6.73e-10, 5.89e-10, 4.08e-09, 5.81e-09] [8.40e-07, 3.17e-06, 1.69e-06, 2.86e-06, 2.19e-06, 8.66e-07, 9.32e-07, 6.65e-10, 6.38e-09, 2.22e-09, 1.04e-06, 2.77e-06, 3.06e-06, 6.92e-09, 2.31e-11, 6.77e-09, 1.38e-09, 1.79e-09, 6.73e-10, 5.89e-10, 4.08e-09, 5.81e-09] []
110000 [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09] [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.246163 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
110000 [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09] [7.57e-07, 3.11e-06, 1.63e-06, 2.61e-06, 2.27e-06, 8.15e-07, 9.65e-07, 4.41e-10, 2.81e-08, 2.85e-09, 9.27e-07, 2.76e-06, 2.85e-06, 9.16e-08, 1.31e-10, 2.03e-08, 1.23e-09, 5.22e-10, 6.60e-10, 6.71e-11, 4.00e-09, 8.83e-09] []
110100 [8.95e-07, 3.32e-06, 1.46e-06, 2.60e-06, 1.84e-06, 7.74e-07, 8.22e-07, 4.46e-08, 6.04e-08, 6.30e-07, 1.44e-06, 5.60e-06, 5.88e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-09, 7.73e-11, 4.74e-08, 2.07e-08] [8.95e-07, 3.32e-06, 1.46e-06, 2.60e-06, 1.84e-06, 7.74e-07, 8.22e-07, 4.46e-08, 6.04e-08, 6.30e-07, 1.44e-06, 5.60e-06, 5.88e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-09, 7.73e-11, 4.74e-08, 2.07e-08] []
110200 [8.04e-07, 3.13e-06, 1.81e-06, 2.51e-06, 2.04e-06, 7.63e-07, 1.02e-06, 3.81e-09, 5.17e-08, 5.65e-07, 1.44e-06, 6.62e-06, 9.53e-06, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-10, 3.67e-12, 4.71e-09, 4.34e-08] [8.04e-07, 3.13e-06, 1.81e-06, 2.51e-06, 2.04e-06, 7.63e-07, 1.02e-06, 3.81e-09, 5.17e-08, 5.65e-07, 1.44e-06, 6.62e-06, 9.53e-06, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-10, 3.67e-12, 4.71e-09, 4.34e-08] []
110300 [5.63e-07, 2.90e-06, 1.36e-06, 2.68e-06, 1.88e-06, 8.66e-07, 8.27e-07, 6.70e-05, 9.83e-10, 7.89e-09, 7.50e-07, 3.03e-06, 3.20e-06, 2.54e-08, 0.00e+00, 1.24e-09, 4.28e-09, 2.89e-09, 0.00e+00, 5.70e-09, 9.33e-05, 2.74e-08] [5.63e-07, 2.90e-06, 1.36e-06, 2.68e-06, 1.88e-06, 8.66e-07, 8.27e-07, 6.70e-05, 9.83e-10, 7.89e-09, 7.50e-07, 3.03e-06, 3.20e-06, 2.54e-08, 0.00e+00, 1.24e-09, 4.28e-09, 2.89e-09, 0.00e+00, 5.70e-09, 9.33e-05, 2.74e-08] []
110400 [1.77e-05, 4.13e-06, 4.32e-06, 2.70e-06, 3.82e-06, 1.87e-06, 4.52e-06, 3.95e-08, 5.75e-07, 3.78e-05, 4.76e-05, 1.45e-04, 1.77e-04, 9.54e-04, 1.46e-05, 1.03e-05, 1.87e-06, 5.33e-06, 1.94e-09, 3.20e-08, 9.77e-09, 1.66e-07] [1.77e-05, 4.13e-06, 4.32e-06, 2.70e-06, 3.82e-06, 1.87e-06, 4.52e-06, 3.95e-08, 5.75e-07, 3.78e-05, 4.76e-05, 1.45e-04, 1.77e-04, 9.54e-04, 1.46e-05, 1.03e-05, 1.87e-06, 5.33e-06, 1.94e-09, 3.20e-08, 9.77e-09, 1.66e-07] []
110500 [5.65e-07, 3.02e-06, 1.25e-06, 2.61e-06, 1.87e-06, 9.13e-07, 7.37e-07, 6.72e-10, 2.23e-08, 1.63e-08, 7.17e-07, 3.00e-06, 3.27e-06, 1.01e-07, 0.00e+00, 1.47e-09, 1.88e-09, 1.53e-09, 9.79e-10, 1.30e-09, 5.20e-09, 1.07e-08] [5.65e-07, 3.02e-06, 1.25e-06, 2.61e-06, 1.87e-06, 9.13e-07, 7.37e-07, 6.72e-10, 2.23e-08, 1.63e-08, 7.17e-07, 3.00e-06, 3.27e-06, 1.01e-07, 0.00e+00, 1.47e-09, 1.88e-09, 1.53e-09, 9.79e-10, 1.30e-09, 5.20e-09, 1.07e-08] []
110600 [1.13e-05, 3.91e-06, 6.96e-06, 2.77e-06, 3.88e-06, 8.07e-07, 4.24e-06, 7.16e-09, 2.02e-06, 1.78e-05, 2.07e-05, 1.20e-04, 2.15e-04, 7.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.75e-11, 0.00e+00, 2.64e-08, 3.56e-06] [1.13e-05, 3.91e-06, 6.96e-06, 2.77e-06, 3.88e-06, 8.07e-07, 4.24e-06, 7.16e-09, 2.02e-06, 1.78e-05, 2.07e-05, 1.20e-04, 2.15e-04, 7.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.75e-11, 0.00e+00, 2.64e-08, 3.56e-06] []
110700 [6.08e-07, 3.02e-06, 1.20e-06, 2.60e-06, 1.86e-06, 8.73e-07, 7.02e-07, 4.07e-09, 9.31e-09, 6.89e-10, 7.83e-07, 3.28e-06, 3.49e-06, 3.36e-08, 0.00e+00, 6.08e-09, 2.55e-09, 2.67e-09, 6.72e-10, 1.32e-08, 4.56e-09, 7.24e-08] [6.08e-07, 3.02e-06, 1.20e-06, 2.60e-06, 1.86e-06, 8.73e-07, 7.02e-07, 4.07e-09, 9.31e-09, 6.89e-10, 7.83e-07, 3.28e-06, 3.49e-06, 3.36e-08, 0.00e+00, 6.08e-09, 2.55e-09, 2.67e-09, 6.72e-10, 1.32e-08, 4.56e-09, 7.24e-08] []
110800 [5.41e-07, 2.93e-06, 1.22e-06, 2.35e-06, 1.96e-06, 8.40e-07, 7.99e-07, 1.82e-09, 7.80e-09, 8.33e-10, 6.85e-07, 2.68e-06, 2.92e-06, 5.15e-09, 0.00e+00, 4.62e-09, 2.20e-09, 2.37e-09, 7.12e-10, 1.73e-09, 3.87e-09, 9.62e-09] [5.41e-07, 2.93e-06, 1.22e-06, 2.35e-06, 1.96e-06, 8.40e-07, 7.99e-07, 1.82e-09, 7.80e-09, 8.33e-10, 6.85e-07, 2.68e-06, 2.92e-06, 5.15e-09, 0.00e+00, 4.62e-09, 2.20e-09, 2.37e-09, 7.12e-10, 1.73e-09, 3.87e-09, 9.62e-09] []
110900 [1.09e-06, 3.26e-06, 1.17e-06, 2.48e-06, 1.77e-06, 8.96e-07, 5.21e-07, 8.27e-10, 2.06e-06, 7.35e-07, 1.63e-06, 6.90e-06, 1.06e-05, 4.88e-06, 0.00e+00, 0.00e+00, 2.07e-08, 5.24e-12, 1.95e-09, 2.72e-07, 1.21e-08, 1.82e-06] [1.09e-06, 3.26e-06, 1.17e-06, 2.48e-06, 1.77e-06, 8.96e-07, 5.21e-07, 8.27e-10, 2.06e-06, 7.35e-07, 1.63e-06, 6.90e-06, 1.06e-05, 4.88e-06, 0.00e+00, 0.00e+00, 2.07e-08, 5.24e-12, 1.95e-09, 2.72e-07, 1.21e-08, 1.82e-06] []
111000 [7.28e-07, 2.93e-06, 1.38e-06, 2.51e-06, 2.04e-06, 8.71e-07, 7.51e-07, 3.03e-07, 8.59e-05, 5.22e-07, 2.68e-06, 3.55e-06, 6.23e-06, 1.41e-06, 7.42e-09, 8.06e-08, 2.33e-08, 3.37e-08, 3.89e-08, 1.41e-05, 2.06e-07, 7.79e-05] [7.28e-07, 2.93e-06, 1.38e-06, 2.51e-06, 2.04e-06, 8.71e-07, 7.51e-07, 3.03e-07, 8.59e-05, 5.22e-07, 2.68e-06, 3.55e-06, 6.23e-06, 1.41e-06, 7.42e-09, 8.06e-08, 2.33e-08, 3.37e-08, 3.89e-08, 1.41e-05, 2.06e-07, 7.79e-05] []
111100 [1.93e-06, 3.30e-06, 1.34e-06, 1.97e-06, 2.15e-06, 6.78e-07, 1.15e-06, 8.30e-06, 1.56e-05, 1.99e-09, 4.52e-06, 1.51e-05, 1.17e-05, 3.40e-06, 4.23e-09, 6.03e-07, 3.60e-08, 2.06e-10, 1.31e-06, 2.26e-06, 8.10e-06, 1.45e-05] [1.93e-06, 3.30e-06, 1.34e-06, 1.97e-06, 2.15e-06, 6.78e-07, 1.15e-06, 8.30e-06, 1.56e-05, 1.99e-09, 4.52e-06, 1.51e-05, 1.17e-05, 3.40e-06, 4.23e-09, 6.03e-07, 3.60e-08, 2.06e-10, 1.31e-06, 2.26e-06, 8.10e-06, 1.45e-05] []
111200 [5.66e-06, 3.03e-06, 1.69e-06, 2.62e-06, 2.40e-06, 8.95e-07, 1.53e-06, 8.59e-07, 4.54e-05, 1.02e-05, 1.38e-05, 4.91e-05, 1.04e-04, 3.48e-04, 2.43e-06, 4.14e-06, 1.54e-06, 2.01e-06, 0.00e+00, 6.15e-06, 8.22e-07, 3.88e-05] [5.66e-06, 3.03e-06, 1.69e-06, 2.62e-06, 2.40e-06, 8.95e-07, 1.53e-06, 8.59e-07, 4.54e-05, 1.02e-05, 1.38e-05, 4.91e-05, 1.04e-04, 3.48e-04, 2.43e-06, 4.14e-06, 1.54e-06, 2.01e-06, 0.00e+00, 6.15e-06, 8.22e-07, 3.88e-05] []
111300 [5.59e-07, 2.83e-06, 1.11e-06, 2.23e-06, 1.63e-06, 7.79e-07, 6.39e-07, 4.17e-06, 5.59e-06, 1.97e-07, 1.15e-06, 4.07e-06, 3.77e-06, 4.26e-06, 0.00e+00, 5.64e-10, 6.32e-11, 3.99e-10, 0.00e+00, 9.16e-07, 4.13e-06, 6.02e-06] [5.59e-07, 2.83e-06, 1.11e-06, 2.23e-06, 1.63e-06, 7.79e-07, 6.39e-07, 4.17e-06, 5.59e-06, 1.97e-07, 1.15e-06, 4.07e-06, 3.77e-06, 4.26e-06, 0.00e+00, 5.64e-10, 6.32e-11, 3.99e-10, 0.00e+00, 9.16e-07, 4.13e-06, 6.02e-06] []
111400 [2.82e-06, 2.88e-06, 1.06e-06, 2.49e-06, 1.89e-06, 8.89e-07, 8.76e-07, 7.28e-09, 1.02e-06, 3.66e-06, 6.91e-06, 2.26e-05, 5.23e-05, 1.53e-04, 9.46e-07, 1.39e-06, 7.47e-07, 7.08e-07, 5.79e-09, 1.69e-07, 3.10e-08, 9.38e-07] [2.82e-06, 2.88e-06, 1.06e-06, 2.49e-06, 1.89e-06, 8.89e-07, 8.76e-07, 7.28e-09, 1.02e-06, 3.66e-06, 6.91e-06, 2.26e-05, 5.23e-05, 1.53e-04, 9.46e-07, 1.39e-06, 7.47e-07, 7.08e-07, 5.79e-09, 1.69e-07, 3.10e-08, 9.38e-07] []
111500 [3.91e-06, 3.05e-06, 1.44e-06, 2.00e-06, 1.94e-06, 7.18e-07, 1.03e-06, 1.83e-05, 5.89e-05, 6.99e-06, 1.45e-05, 2.71e-05, 9.98e-05, 2.04e-04, 3.43e-07, 3.00e-06, 1.50e-06, 9.51e-07, 2.54e-06, 0.00e+00, 1.61e-05, 6.30e-05] [3.91e-06, 3.05e-06, 1.44e-06, 2.00e-06, 1.94e-06, 7.18e-07, 1.03e-06, 1.83e-05, 5.89e-05, 6.99e-06, 1.45e-05, 2.71e-05, 9.98e-05, 2.04e-04, 3.43e-07, 3.00e-06, 1.50e-06, 9.51e-07, 2.54e-06, 0.00e+00, 1.61e-05, 6.30e-05] []
111600 [1.24e-06, 2.81e-06, 1.72e-06, 2.13e-06, 1.78e-06, 7.44e-07, 1.04e-06, 3.73e-08, 7.89e-08, 1.45e-06, 1.91e-06, 1.05e-05, 1.89e-05, 4.84e-05, 3.51e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.61e-11, 6.88e-08, 1.98e-08, 7.77e-07] [1.24e-06, 2.81e-06, 1.72e-06, 2.13e-06, 1.78e-06, 7.44e-07, 1.04e-06, 3.73e-08, 7.89e-08, 1.45e-06, 1.91e-06, 1.05e-05, 1.89e-05, 4.84e-05, 3.51e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.61e-11, 6.88e-08, 1.98e-08, 7.77e-07] []
111700 [9.38e-07, 2.76e-06, 8.94e-07, 2.33e-06, 1.47e-06, 9.14e-07, 5.79e-07, 5.11e-07, 4.70e-06, 4.32e-07, 1.51e-06, 5.80e-06, 8.19e-06, 1.95e-05, 2.08e-07, 2.68e-08, 1.21e-07, 9.91e-08, 9.27e-08, 7.37e-07, 5.82e-07, 4.47e-06] [9.38e-07, 2.76e-06, 8.94e-07, 2.33e-06, 1.47e-06, 9.14e-07, 5.79e-07, 5.11e-07, 4.70e-06, 4.32e-07, 1.51e-06, 5.80e-06, 8.19e-06, 1.95e-05, 2.08e-07, 2.68e-08, 1.21e-07, 9.91e-08, 9.27e-08, 7.37e-07, 5.82e-07, 4.47e-06] []
111800 [5.78e-07, 2.75e-06, 9.73e-07, 2.08e-06, 1.55e-06, 8.62e-07, 5.90e-07, 1.18e-08, 1.54e-06, 5.76e-08, 1.08e-06, 4.30e-06, 5.22e-06, 3.11e-06, 0.00e+00, 0.00e+00, 3.83e-10, 0.00e+00, 9.74e-09, 0.00e+00, 5.35e-08, 1.05e-06] [5.78e-07, 2.75e-06, 9.73e-07, 2.08e-06, 1.55e-06, 8.62e-07, 5.90e-07, 1.18e-08, 1.54e-06, 5.76e-08, 1.08e-06, 4.30e-06, 5.22e-06, 3.11e-06, 0.00e+00, 0.00e+00, 3.83e-10, 0.00e+00, 9.74e-09, 0.00e+00, 5.35e-08, 1.05e-06] []
111900 [2.08e-06, 2.75e-06, 1.45e-06, 2.07e-06, 1.52e-06, 7.72e-07, 9.76e-07, 1.18e-07, 1.97e-09, 3.45e-06, 3.33e-06, 2.49e-05, 4.33e-05, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.24e-09, 1.08e-07, 7.08e-08] [2.08e-06, 2.75e-06, 1.45e-06, 2.07e-06, 1.52e-06, 7.72e-07, 9.76e-07, 1.18e-07, 1.97e-09, 3.45e-06, 3.33e-06, 2.49e-05, 4.33e-05, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.24e-09, 1.08e-07, 7.08e-08] []
112000 [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07] [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 36.757443 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
112000 [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07] [4.90e-06, 2.81e-06, 1.60e-06, 2.53e-06, 2.31e-06, 1.00e-06, 1.43e-06, 7.87e-08, 7.11e-07, 8.21e-06, 1.23e-05, 4.48e-05, 9.29e-05, 3.15e-04, 2.10e-06, 4.37e-06, 1.58e-06, 1.47e-06, 2.02e-08, 1.30e-07, 1.34e-07, 8.63e-07] []
112100 [4.69e-07, 2.56e-06, 9.48e-07, 2.09e-06, 1.59e-06, 8.77e-07, 6.73e-07, 3.90e-08, 4.75e-10, 7.13e-09, 6.74e-07, 2.68e-06, 3.35e-06, 7.25e-07, 2.52e-12, 1.98e-08, 1.31e-08, 9.12e-09, 1.36e-08, 6.18e-09, 7.86e-08, 3.74e-08] [4.69e-07, 2.56e-06, 9.48e-07, 2.09e-06, 1.59e-06, 8.77e-07, 6.73e-07, 3.90e-08, 4.75e-10, 7.13e-09, 6.74e-07, 2.68e-06, 3.35e-06, 7.25e-07, 2.52e-12, 1.98e-08, 1.31e-08, 9.12e-09, 1.36e-08, 6.18e-09, 7.86e-08, 3.74e-08] []
112200 [6.87e-07, 2.62e-06, 8.84e-07, 2.17e-06, 1.53e-06, 8.90e-07, 4.81e-07, 1.72e-08, 1.46e-06, 4.45e-08, 1.93e-06, 3.76e-06, 4.29e-06, 3.35e-07, 0.00e+00, 2.80e-08, 2.05e-09, 9.24e-09, 8.75e-09, 0.00e+00, 4.97e-08, 1.50e-06] [6.87e-07, 2.62e-06, 8.84e-07, 2.17e-06, 1.53e-06, 8.90e-07, 4.81e-07, 1.72e-08, 1.46e-06, 4.45e-08, 1.93e-06, 3.76e-06, 4.29e-06, 3.35e-07, 0.00e+00, 2.80e-08, 2.05e-09, 9.24e-09, 8.75e-09, 0.00e+00, 4.97e-08, 1.50e-06] []
112300 [5.66e-05, 9.32e-06, 2.68e-05, 5.43e-06, 1.39e-05, 9.11e-07, 1.76e-05, 4.18e-04, 1.45e-06, 1.89e-04, 1.84e-04, 6.76e-04, 5.74e-04, 3.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.82e-05, 7.10e-08, 4.05e-04, 4.26e-07] [5.66e-05, 9.32e-06, 2.68e-05, 5.43e-06, 1.39e-05, 9.11e-07, 1.76e-05, 4.18e-04, 1.45e-06, 1.89e-04, 1.84e-04, 6.76e-04, 5.74e-04, 3.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.82e-05, 7.10e-08, 4.05e-04, 4.26e-07] []
112400 [4.29e-07, 2.49e-06, 8.83e-07, 2.01e-06, 1.62e-06, 9.39e-07, 6.62e-07, 6.20e-10, 3.17e-07, 1.34e-09, 6.10e-07, 2.71e-06, 2.96e-06, 2.96e-09, 0.00e+00, 2.85e-09, 1.17e-09, 1.42e-09, 1.73e-09, 0.00e+00, 1.05e-08, 1.93e-07] [4.29e-07, 2.49e-06, 8.83e-07, 2.01e-06, 1.62e-06, 9.39e-07, 6.62e-07, 6.20e-10, 3.17e-07, 1.34e-09, 6.10e-07, 2.71e-06, 2.96e-06, 2.96e-09, 0.00e+00, 2.85e-09, 1.17e-09, 1.42e-09, 1.73e-09, 0.00e+00, 1.05e-08, 1.93e-07] []
112500 [5.30e-07, 2.49e-06, 8.78e-07, 2.04e-06, 1.51e-06, 9.07e-07, 6.05e-07, 2.38e-11, 4.55e-12, 8.87e-08, 7.96e-07, 3.12e-06, 3.20e-06, 2.22e-06, 2.08e-09, 3.62e-08, 1.37e-08, 1.00e-08, 2.08e-09, 3.31e-09, 1.13e-08, 1.97e-08] [5.30e-07, 2.49e-06, 8.78e-07, 2.04e-06, 1.51e-06, 9.07e-07, 6.05e-07, 2.38e-11, 4.55e-12, 8.87e-08, 7.96e-07, 3.12e-06, 3.20e-06, 2.22e-06, 2.08e-09, 3.62e-08, 1.37e-08, 1.00e-08, 2.08e-09, 3.31e-09, 1.13e-08, 1.97e-08] []
112600 [8.53e-07, 2.60e-06, 9.17e-07, 1.93e-06, 1.47e-06, 8.84e-07, 5.46e-07, 3.13e-08, 3.73e-06, 1.05e-07, 1.40e-06, 7.17e-06, 1.14e-05, 6.81e-06, 0.00e+00, 0.00e+00, 8.55e-11, 0.00e+00, 1.44e-10, 5.92e-07, 1.35e-08, 3.70e-06] [8.53e-07, 2.60e-06, 9.17e-07, 1.93e-06, 1.47e-06, 8.84e-07, 5.46e-07, 3.13e-08, 3.73e-06, 1.05e-07, 1.40e-06, 7.17e-06, 1.14e-05, 6.81e-06, 0.00e+00, 0.00e+00, 8.55e-11, 0.00e+00, 1.44e-10, 5.92e-07, 1.35e-08, 3.70e-06] []
112700 [3.16e-05, 4.35e-06, 1.72e-05, 3.94e-06, 9.04e-06, 9.14e-07, 1.07e-05, 1.17e-05, 9.96e-05, 4.35e-05, 4.11e-05, 4.13e-04, 3.97e-04, 2.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.11e-04] [3.16e-05, 4.35e-06, 1.72e-05, 3.94e-06, 9.04e-06, 9.14e-07, 1.07e-05, 1.17e-05, 9.96e-05, 4.35e-05, 4.11e-05, 4.13e-04, 3.97e-04, 2.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.11e-04] []
112800 [7.06e-06, 2.48e-06, 4.27e-06, 2.96e-06, 2.97e-06, 8.34e-07, 2.65e-06, 1.55e-05, 1.26e-05, 3.25e-05, 2.59e-05, 1.45e-04, 1.21e-04, 4.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 1.59e-05, 8.88e-06] [7.06e-06, 2.48e-06, 4.27e-06, 2.96e-06, 2.97e-06, 8.34e-07, 2.65e-06, 1.55e-05, 1.26e-05, 3.25e-05, 2.59e-05, 1.45e-04, 1.21e-04, 4.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 1.59e-05, 8.88e-06] []
112900 [9.73e-06, 3.12e-06, 5.78e-06, 2.23e-06, 3.28e-06, 8.97e-07, 3.73e-06, 1.18e-08, 2.43e-05, 1.56e-05, 1.74e-05, 1.13e-04, 1.48e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-11, 0.00e+00, 7.70e-09, 2.57e-05] [9.73e-06, 3.12e-06, 5.78e-06, 2.23e-06, 3.28e-06, 8.97e-07, 3.73e-06, 1.18e-08, 2.43e-05, 1.56e-05, 1.74e-05, 1.13e-04, 1.48e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-11, 0.00e+00, 7.70e-09, 2.57e-05] []
113000 [6.19e-07, 2.33e-06, 1.20e-06, 2.08e-06, 1.63e-06, 9.54e-07, 6.38e-07, 3.69e-09, 2.11e-04, 4.07e-07, 4.84e-06, 5.10e-06, 1.23e-05, 5.37e-06, 1.56e-08, 1.70e-07, 5.63e-08, 8.60e-08, 4.68e-09, 4.18e-05, 2.80e-08, 2.14e-04] [6.19e-07, 2.33e-06, 1.20e-06, 2.08e-06, 1.63e-06, 9.54e-07, 6.38e-07, 3.69e-09, 2.11e-04, 4.07e-07, 4.84e-06, 5.10e-06, 1.23e-05, 5.37e-06, 1.56e-08, 1.70e-07, 5.63e-08, 8.60e-08, 4.68e-09, 4.18e-05, 2.80e-08, 2.14e-04] []
113100 [9.26e-07, 2.34e-06, 6.29e-07, 1.92e-06, 1.41e-06, 8.93e-07, 5.11e-07, 7.04e-09, 1.30e-06, 6.69e-07, 3.91e-06, 7.80e-06, 2.52e-05, 3.41e-05, 1.34e-07, 2.90e-07, 2.42e-07, 2.02e-07, 7.09e-09, 2.22e-07, 4.04e-08, 1.32e-06] [9.26e-07, 2.34e-06, 6.29e-07, 1.92e-06, 1.41e-06, 8.93e-07, 5.11e-07, 7.04e-09, 1.30e-06, 6.69e-07, 3.91e-06, 7.80e-06, 2.52e-05, 3.41e-05, 1.34e-07, 2.90e-07, 2.42e-07, 2.02e-07, 7.09e-09, 2.22e-07, 4.04e-08, 1.32e-06] []
113200 [5.53e-04, 3.02e-05, 1.34e-04, 1.50e-04, 3.97e-04, 2.48e-05, 1.76e-04, 4.25e-04, 2.73e-04, 7.80e-04, 2.76e-04, 3.00e-03, 1.22e-02, 2.11e-02, 8.13e-04, 8.46e-04, 1.25e-04, 2.90e-04, 0.00e+00, 3.09e-05, 6.73e-04, 1.49e-04] [5.53e-04, 3.02e-05, 1.34e-04, 1.50e-04, 3.97e-04, 2.48e-05, 1.76e-04, 4.25e-04, 2.73e-04, 7.80e-04, 2.76e-04, 3.00e-03, 1.22e-02, 2.11e-02, 8.13e-04, 8.46e-04, 1.25e-04, 2.90e-04, 0.00e+00, 3.09e-05, 6.73e-04, 1.49e-04] []
113300 [1.48e-05, 5.79e-06, 4.97e-06, 7.11e-06, 4.16e-06, 3.47e-06, 4.56e-05, 2.61e-09, 4.82e-08, 1.68e-08, 1.74e-05, 6.31e-04, 7.15e-04, 2.56e-06, 6.11e-07, 2.53e-07, 9.83e-08, 2.22e-07, 6.99e-10, 1.46e-09, 2.76e-09, 9.51e-09] [1.48e-05, 5.79e-06, 4.97e-06, 7.11e-06, 4.16e-06, 3.47e-06, 4.56e-05, 2.61e-09, 4.82e-08, 1.68e-08, 1.74e-05, 6.31e-04, 7.15e-04, 2.56e-06, 6.11e-07, 2.53e-07, 9.83e-08, 2.22e-07, 6.99e-10, 1.46e-09, 2.76e-09, 9.51e-09] []
113400 [1.13e-05, 5.22e-06, 3.29e-06, 5.36e-06, 3.90e-06, 3.50e-06, 2.46e-05, 9.99e-09, 1.02e-09, 5.15e-08, 1.39e-05, 6.26e-04, 7.04e-04, 9.89e-07, 3.98e-07, 7.46e-08, 5.79e-08, 8.60e-08, 5.56e-09, 5.57e-12, 3.46e-08, 2.82e-09] [1.13e-05, 5.22e-06, 3.29e-06, 5.36e-06, 3.90e-06, 3.50e-06, 2.46e-05, 9.99e-09, 1.02e-09, 5.15e-08, 1.39e-05, 6.26e-04, 7.04e-04, 9.89e-07, 3.98e-07, 7.46e-08, 5.79e-08, 8.60e-08, 5.56e-09, 5.57e-12, 3.46e-08, 2.82e-09] []
113500 [9.55e-06, 4.52e-06, 2.03e-06, 4.23e-06, 4.18e-06, 3.69e-06, 1.39e-05, 4.17e-08, 2.32e-10, 7.13e-08, 1.33e-05, 6.23e-04, 6.90e-04, 7.68e-07, 2.98e-07, 9.83e-08, 5.70e-08, 1.01e-07, 4.96e-12, 3.02e-12, 1.52e-08, 1.04e-09] [9.55e-06, 4.52e-06, 2.03e-06, 4.23e-06, 4.18e-06, 3.69e-06, 1.39e-05, 4.17e-08, 2.32e-10, 7.13e-08, 1.33e-05, 6.23e-04, 6.90e-04, 7.68e-07, 2.98e-07, 9.83e-08, 5.70e-08, 1.01e-07, 4.96e-12, 3.02e-12, 1.52e-08, 1.04e-09] []
113600 [8.15e-06, 3.40e-06, 1.24e-06, 3.81e-06, 4.92e-06, 3.70e-06, 8.39e-06, 1.02e-08, 3.47e-10, 1.25e-07, 1.84e-05, 6.12e-04, 6.49e-04, 1.10e-06, 2.04e-07, 8.50e-08, 1.98e-07, 5.06e-07, 6.30e-10, 1.95e-10, 1.61e-09, 2.25e-09] [8.15e-06, 3.40e-06, 1.24e-06, 3.81e-06, 4.92e-06, 3.70e-06, 8.39e-06, 1.02e-08, 3.47e-10, 1.25e-07, 1.84e-05, 6.12e-04, 6.49e-04, 1.10e-06, 2.04e-07, 8.50e-08, 1.98e-07, 5.06e-07, 6.30e-10, 1.95e-10, 1.61e-09, 2.25e-09] []
113700 [2.37e-05, 7.30e-06, 2.75e-06, 2.81e-06, 1.86e-05, 3.69e-06, 6.06e-06, 1.09e-08, 1.06e-10, 4.56e-05, 1.98e-04, 5.81e-04, 7.00e-04, 1.01e-04, 4.43e-10, 0.00e+00, 1.03e-09, 0.00e+00, 2.30e-09, 0.00e+00, 5.60e-09, 1.48e-09] [2.37e-05, 7.30e-06, 2.75e-06, 2.81e-06, 1.86e-05, 3.69e-06, 6.06e-06, 1.09e-08, 1.06e-10, 4.56e-05, 1.98e-04, 5.81e-04, 7.00e-04, 1.01e-04, 4.43e-10, 0.00e+00, 1.03e-09, 0.00e+00, 2.30e-09, 0.00e+00, 5.60e-09, 1.48e-09] []
113800 [7.05e-06, 3.86e-06, 2.37e-06, 6.54e-06, 3.48e-06, 4.96e-06, 4.07e-06, 1.02e-07, 3.58e-07, 7.20e-07, 1.49e-05, 7.50e-05, 4.54e-05, 6.62e-07, 5.99e-08, 0.00e+00, 0.00e+00, 9.01e-09, 5.75e-09, 2.21e-09, 8.35e-08, 3.81e-07] [7.05e-06, 3.86e-06, 2.37e-06, 6.54e-06, 3.48e-06, 4.96e-06, 4.07e-06, 1.02e-07, 3.58e-07, 7.20e-07, 1.49e-05, 7.50e-05, 4.54e-05, 6.62e-07, 5.99e-08, 0.00e+00, 0.00e+00, 9.01e-09, 5.75e-09, 2.21e-09, 8.35e-08, 3.81e-07] []
113900 [5.77e-06, 3.73e-06, 2.47e-06, 7.70e-06, 3.17e-06, 4.78e-06, 4.24e-06, 1.17e-05, 3.16e-09, 9.24e-08, 7.23e-06, 6.11e-05, 3.68e-05, 2.74e-07, 9.66e-08, 0.00e+00, 1.70e-08, 7.64e-08, 2.50e-06, 3.52e-09, 1.14e-05, 2.54e-08] [5.77e-06, 3.73e-06, 2.47e-06, 7.70e-06, 3.17e-06, 4.78e-06, 4.24e-06, 1.17e-05, 3.16e-09, 9.24e-08, 7.23e-06, 6.11e-05, 3.68e-05, 2.74e-07, 9.66e-08, 0.00e+00, 1.70e-08, 7.64e-08, 2.50e-06, 3.52e-09, 1.14e-05, 2.54e-08] []
114000 [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09] [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.643781 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
114000 [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09] [4.70e-06, 4.10e-06, 2.96e-06, 8.28e-06, 3.05e-06, 4.56e-06, 3.85e-06, 2.89e-11, 2.94e-09, 1.84e-09, 4.52e-06, 5.11e-05, 3.23e-05, 1.62e-07, 6.79e-08, 0.00e+00, 1.68e-08, 9.94e-08, 6.38e-09, 3.05e-10, 4.53e-08, 8.19e-09] []
114100 [4.74e-06, 4.64e-06, 2.87e-06, 7.96e-06, 2.69e-06, 4.38e-06, 3.41e-06, 1.11e-07, 4.75e-12, 1.66e-07, 3.46e-06, 4.05e-05, 2.79e-05, 2.67e-06, 1.11e-07, 8.51e-09, 7.34e-08, 1.23e-07, 2.43e-08, 2.82e-14, 9.68e-08, 3.12e-08] [4.74e-06, 4.64e-06, 2.87e-06, 7.96e-06, 2.69e-06, 4.38e-06, 3.41e-06, 1.11e-07, 4.75e-12, 1.66e-07, 3.46e-06, 4.05e-05, 2.79e-05, 2.67e-06, 1.11e-07, 8.51e-09, 7.34e-08, 1.23e-07, 2.43e-08, 2.82e-14, 9.68e-08, 3.12e-08] []
114200 [5.30e-06, 4.90e-06, 3.09e-06, 7.44e-06, 2.66e-06, 3.65e-06, 2.86e-06, 2.19e-06, 2.98e-07, 1.04e-07, 2.92e-06, 2.92e-05, 2.00e-05, 1.97e-06, 7.44e-08, 5.10e-09, 8.27e-08, 1.41e-07, 0.00e+00, 1.95e-08, 1.66e-06, 1.01e-07] [5.30e-06, 4.90e-06, 3.09e-06, 7.44e-06, 2.66e-06, 3.65e-06, 2.86e-06, 2.19e-06, 2.98e-07, 1.04e-07, 2.92e-06, 2.92e-05, 2.00e-05, 1.97e-06, 7.44e-08, 5.10e-09, 8.27e-08, 1.41e-07, 0.00e+00, 1.95e-08, 1.66e-06, 1.01e-07] []
114300 [4.61e-06, 5.53e-06, 3.48e-06, 7.72e-06, 3.17e-06, 3.69e-06, 2.68e-06, 3.75e-08, 4.38e-09, 1.85e-10, 2.17e-06, 1.65e-05, 1.22e-05, 1.22e-07, 1.86e-08, 5.44e-11, 4.76e-08, 9.47e-08, 2.98e-08, 6.29e-11, 1.67e-07, 1.43e-08] [4.61e-06, 5.53e-06, 3.48e-06, 7.72e-06, 3.17e-06, 3.69e-06, 2.68e-06, 3.75e-08, 4.38e-09, 1.85e-10, 2.17e-06, 1.65e-05, 1.22e-05, 1.22e-07, 1.86e-08, 5.44e-11, 4.76e-08, 9.47e-08, 2.98e-08, 6.29e-11, 1.67e-07, 1.43e-08] []
114400 [1.08e-05, 6.16e-06, 4.18e-06, 6.89e-06, 3.12e-06, 2.98e-06, 2.52e-06, 8.62e-07, 2.04e-05, 2.59e-06, 1.02e-05, 2.77e-05, 2.06e-05, 1.01e-04, 1.31e-06, 7.22e-07, 9.40e-08, 2.52e-07, 9.23e-08, 3.01e-06, 5.40e-07, 1.59e-05] [1.08e-05, 6.16e-06, 4.18e-06, 6.89e-06, 3.12e-06, 2.98e-06, 2.52e-06, 8.62e-07, 2.04e-05, 2.59e-06, 1.02e-05, 2.77e-05, 2.06e-05, 1.01e-04, 1.31e-06, 7.22e-07, 9.40e-08, 2.52e-07, 9.23e-08, 3.01e-06, 5.40e-07, 1.59e-05] []
114500 [5.27e-06, 5.86e-06, 4.10e-06, 7.87e-06, 3.24e-06, 3.00e-06, 2.28e-06, 1.82e-07, 1.09e-08, 2.32e-09, 2.39e-06, 4.83e-06, 3.93e-06, 8.70e-08, 1.13e-08, 6.96e-09, 1.69e-08, 3.89e-08, 4.39e-10, 8.21e-11, 6.33e-08, 1.70e-08] [5.27e-06, 5.86e-06, 4.10e-06, 7.87e-06, 3.24e-06, 3.00e-06, 2.28e-06, 1.82e-07, 1.09e-08, 2.32e-09, 2.39e-06, 4.83e-06, 3.93e-06, 8.70e-08, 1.13e-08, 6.96e-09, 1.69e-08, 3.89e-08, 4.39e-10, 8.21e-11, 6.33e-08, 1.70e-08] []
114600 [4.87e-06, 5.84e-06, 4.11e-06, 7.73e-06, 3.30e-06, 3.06e-06, 2.32e-06, 9.17e-09, 1.27e-08, 9.94e-11, 2.30e-06, 3.42e-06, 2.99e-06, 9.37e-08, 8.83e-09, 1.17e-08, 1.04e-08, 2.26e-08, 2.51e-08, 7.59e-11, 1.43e-07, 2.03e-08] [4.87e-06, 5.84e-06, 4.11e-06, 7.73e-06, 3.30e-06, 3.06e-06, 2.32e-06, 9.17e-09, 1.27e-08, 9.94e-11, 2.30e-06, 3.42e-06, 2.99e-06, 9.37e-08, 8.83e-09, 1.17e-08, 1.04e-08, 2.26e-08, 2.51e-08, 7.59e-11, 1.43e-07, 2.03e-08] []
114700 [5.32e-06, 5.74e-06, 4.00e-06, 7.22e-06, 3.12e-06, 2.84e-06, 2.29e-06, 5.52e-07, 5.26e-10, 1.79e-07, 2.82e-06, 4.29e-06, 3.98e-06, 5.21e-06, 0.00e+00, 0.00e+00, 1.83e-08, 2.83e-08, 1.24e-07, 1.53e-10, 7.47e-07, 3.47e-09] [5.32e-06, 5.74e-06, 4.00e-06, 7.22e-06, 3.12e-06, 2.84e-06, 2.29e-06, 5.52e-07, 5.26e-10, 1.79e-07, 2.82e-06, 4.29e-06, 3.98e-06, 5.21e-06, 0.00e+00, 0.00e+00, 1.83e-08, 2.83e-08, 1.24e-07, 1.53e-10, 7.47e-07, 3.47e-09] []
114800 [4.80e-06, 5.69e-06, 3.99e-06, 7.23e-06, 3.28e-06, 2.88e-06, 2.26e-06, 3.81e-08, 1.31e-08, 1.75e-08, 2.21e-06, 2.32e-06, 2.57e-06, 4.43e-07, 1.47e-08, 3.91e-08, 1.16e-08, 1.69e-08, 3.12e-09, 4.28e-10, 1.13e-08, 4.29e-09] [4.80e-06, 5.69e-06, 3.99e-06, 7.23e-06, 3.28e-06, 2.88e-06, 2.26e-06, 3.81e-08, 1.31e-08, 1.75e-08, 2.21e-06, 2.32e-06, 2.57e-06, 4.43e-07, 1.47e-08, 3.91e-08, 1.16e-08, 1.69e-08, 3.12e-09, 4.28e-10, 1.13e-08, 4.29e-09] []
114900 [5.53e-06, 5.44e-06, 4.01e-06, 6.83e-06, 3.07e-06, 2.50e-06, 2.26e-06, 4.50e-07, 1.93e-08, 2.63e-06, 2.70e-05, 1.87e-05, 1.50e-05, 6.33e-06, 3.64e-09, 0.00e+00, 1.67e-07, 1.84e-07, 0.00e+00, 5.73e-10, 2.59e-07, 2.91e-08] [5.53e-06, 5.44e-06, 4.01e-06, 6.83e-06, 3.07e-06, 2.50e-06, 2.26e-06, 4.50e-07, 1.93e-08, 2.63e-06, 2.70e-05, 1.87e-05, 1.50e-05, 6.33e-06, 3.64e-09, 0.00e+00, 1.67e-07, 1.84e-07, 0.00e+00, 5.73e-10, 2.59e-07, 2.91e-08] []
115000 [4.60e-06, 5.33e-06, 4.02e-06, 6.83e-06, 3.21e-06, 2.64e-06, 1.95e-06, 3.20e-07, 4.03e-06, 2.70e-08, 2.46e-06, 2.10e-06, 3.06e-06, 7.30e-08, 8.02e-09, 1.72e-08, 5.16e-09, 5.35e-09, 9.18e-08, 4.39e-07, 5.58e-07, 2.68e-06] [4.60e-06, 5.33e-06, 4.02e-06, 6.83e-06, 3.21e-06, 2.64e-06, 1.95e-06, 3.20e-07, 4.03e-06, 2.70e-08, 2.46e-06, 2.10e-06, 3.06e-06, 7.30e-08, 8.02e-09, 1.72e-08, 5.16e-09, 5.35e-09, 9.18e-08, 4.39e-07, 5.58e-07, 2.68e-06] []
115100 [4.28e-06, 5.34e-06, 3.92e-06, 6.83e-06, 3.17e-06, 2.73e-06, 2.02e-06, 1.21e-07, 4.56e-09, 1.08e-09, 1.89e-06, 1.97e-06, 2.24e-06, 6.74e-08, 6.30e-09, 2.27e-08, 3.81e-09, 3.99e-09, 5.66e-10, 2.65e-11, 4.09e-08, 2.44e-08] [4.28e-06, 5.34e-06, 3.92e-06, 6.83e-06, 3.17e-06, 2.73e-06, 2.02e-06, 1.21e-07, 4.56e-09, 1.08e-09, 1.89e-06, 1.97e-06, 2.24e-06, 6.74e-08, 6.30e-09, 2.27e-08, 3.81e-09, 3.99e-09, 5.66e-10, 2.65e-11, 4.09e-08, 2.44e-08] []
115200 [5.17e-06, 5.02e-06, 3.87e-06, 5.65e-06, 2.95e-06, 2.41e-06, 1.87e-06, 1.33e-07, 2.11e-07, 1.97e-06, 1.50e-05, 2.87e-05, 1.06e-05, 6.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.47e-10, 1.59e-10, 6.11e-09, 1.30e-07, 2.42e-08] [5.17e-06, 5.02e-06, 3.87e-06, 5.65e-06, 2.95e-06, 2.41e-06, 1.87e-06, 1.33e-07, 2.11e-07, 1.97e-06, 1.50e-05, 2.87e-05, 1.06e-05, 6.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.47e-10, 1.59e-10, 6.11e-09, 1.30e-07, 2.42e-08] []
115300 [4.52e-06, 5.05e-06, 3.97e-06, 6.82e-06, 3.02e-06, 2.43e-06, 1.66e-06, 8.16e-08, 4.50e-09, 1.94e-10, 1.84e-06, 2.18e-06, 2.76e-06, 6.13e-08, 9.84e-09, 2.11e-08, 2.79e-09, 4.70e-09, 8.27e-10, 0.00e+00, 1.70e-08, 1.96e-08] [4.52e-06, 5.05e-06, 3.97e-06, 6.82e-06, 3.02e-06, 2.43e-06, 1.66e-06, 8.16e-08, 4.50e-09, 1.94e-10, 1.84e-06, 2.18e-06, 2.76e-06, 6.13e-08, 9.84e-09, 2.11e-08, 2.79e-09, 4.70e-09, 8.27e-10, 0.00e+00, 1.70e-08, 1.96e-08] []
115400 [2.76e-06, 4.64e-06, 3.63e-06, 5.70e-06, 2.94e-06, 2.17e-06, 1.79e-06, 6.17e-04, 1.16e-05, 2.30e-08, 5.94e-06, 9.07e-06, 1.20e-05, 1.86e-07, 0.00e+00, 0.00e+00, 6.27e-08, 1.68e-08, 0.00e+00, 0.00e+00, 6.29e-04, 1.67e-05] [2.76e-06, 4.64e-06, 3.63e-06, 5.70e-06, 2.94e-06, 2.17e-06, 1.79e-06, 6.17e-04, 1.16e-05, 2.30e-08, 5.94e-06, 9.07e-06, 1.20e-05, 1.86e-07, 0.00e+00, 0.00e+00, 6.27e-08, 1.68e-08, 0.00e+00, 0.00e+00, 6.29e-04, 1.67e-05] []
115500 [1.51e-05, 6.34e-06, 5.29e-06, 9.14e-06, 4.91e-06, 2.86e-06, 4.19e-06, 4.79e-08, 9.64e-10, 3.78e-05, 4.47e-05, 2.62e-04, 2.75e-04, 1.49e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-10, 7.62e-12, 2.41e-08, 1.73e-08] [1.51e-05, 6.34e-06, 5.29e-06, 9.14e-06, 4.91e-06, 2.86e-06, 4.19e-06, 4.79e-08, 9.64e-10, 3.78e-05, 4.47e-05, 2.62e-04, 2.75e-04, 1.49e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-10, 7.62e-12, 2.41e-08, 1.73e-08] []
115600 [4.14e-06, 4.96e-06, 4.04e-06, 6.65e-06, 3.16e-06, 2.25e-06, 1.41e-06, 1.91e-08, 8.22e-09, 9.17e-08, 1.76e-06, 2.56e-06, 3.05e-06, 5.60e-07, 4.01e-09, 4.05e-09, 7.30e-10, 2.75e-09, 2.24e-09, 2.36e-11, 7.73e-09, 1.16e-08] [4.14e-06, 4.96e-06, 4.04e-06, 6.65e-06, 3.16e-06, 2.25e-06, 1.41e-06, 1.91e-08, 8.22e-09, 9.17e-08, 1.76e-06, 2.56e-06, 3.05e-06, 5.60e-07, 4.01e-09, 4.05e-09, 7.30e-10, 2.75e-09, 2.24e-09, 2.36e-11, 7.73e-09, 1.16e-08] []
115700 [3.81e-06, 4.85e-06, 3.93e-06, 6.65e-06, 2.98e-06, 2.35e-06, 1.60e-06, 1.38e-09, 4.39e-11, 9.73e-12, 1.38e-06, 2.17e-06, 2.52e-06, 5.89e-08, 6.85e-09, 1.89e-08, 1.90e-09, 1.85e-09, 8.97e-09, 2.37e-11, 5.11e-08, 8.66e-09] [3.81e-06, 4.85e-06, 3.93e-06, 6.65e-06, 2.98e-06, 2.35e-06, 1.60e-06, 1.38e-09, 4.39e-11, 9.73e-12, 1.38e-06, 2.17e-06, 2.52e-06, 5.89e-08, 6.85e-09, 1.89e-08, 1.90e-09, 1.85e-09, 8.97e-09, 2.37e-11, 5.11e-08, 8.66e-09] []
115800 [1.53e-04, 1.47e-05, 1.29e-05, 2.00e-05, 2.31e-05, 8.03e-06, 1.33e-05, 1.01e-09, 2.93e-06, 5.34e-04, 6.39e-04, 2.30e-03, 2.59e-03, 1.48e-02, 2.95e-04, 2.81e-04, 6.92e-05, 7.19e-05, 2.22e-09, 4.69e-07, 1.05e-08, 2.80e-06] [1.53e-04, 1.47e-05, 1.29e-05, 2.00e-05, 2.31e-05, 8.03e-06, 1.33e-05, 1.01e-09, 2.93e-06, 5.34e-04, 6.39e-04, 2.30e-03, 2.59e-03, 1.48e-02, 2.95e-04, 2.81e-04, 6.92e-05, 7.19e-05, 2.22e-09, 4.69e-07, 1.05e-08, 2.80e-06] []
115900 [3.94e-06, 4.56e-06, 4.00e-06, 6.49e-06, 3.03e-06, 2.10e-06, 1.34e-06, 7.08e-10, 1.39e-07, 3.02e-08, 1.50e-06, 2.85e-06, 3.33e-06, 3.50e-07, 5.47e-09, 2.32e-09, 3.55e-10, 6.70e-10, 3.67e-09, 1.38e-08, 1.65e-08, 8.29e-08] [3.94e-06, 4.56e-06, 4.00e-06, 6.49e-06, 3.03e-06, 2.10e-06, 1.34e-06, 7.08e-10, 1.39e-07, 3.02e-08, 1.50e-06, 2.85e-06, 3.33e-06, 3.50e-07, 5.47e-09, 2.32e-09, 3.55e-10, 6.70e-10, 3.67e-09, 1.38e-08, 1.65e-08, 8.29e-08] []
116000 [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08] [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 39.215645 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
116000 [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08] [3.54e-06, 4.52e-06, 4.00e-06, 6.56e-06, 2.82e-06, 2.16e-06, 1.53e-06, 7.00e-09, 5.44e-11, 1.60e-10, 1.24e-06, 2.31e-06, 2.71e-06, 5.64e-08, 4.52e-09, 1.56e-08, 1.24e-09, 7.15e-10, 1.45e-09, 2.80e-12, 5.85e-09, 2.00e-08] []
116100 [6.61e-06, 4.75e-06, 4.13e-06, 6.60e-06, 4.07e-06, 2.15e-06, 2.81e-06, 5.15e-07, 7.30e-05, 6.45e-06, 1.46e-05, 9.42e-05, 9.07e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 0.00e+00, 1.79e-07, 9.25e-05] [6.61e-06, 4.75e-06, 4.13e-06, 6.60e-06, 4.07e-06, 2.15e-06, 2.81e-06, 5.15e-07, 7.30e-05, 6.45e-06, 1.46e-05, 9.42e-05, 9.07e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 0.00e+00, 1.79e-07, 9.25e-05] []
116200 [3.44e-06, 4.49e-06, 4.19e-06, 6.41e-06, 3.17e-06, 2.01e-06, 1.34e-06, 2.74e-08, 9.75e-11, 7.59e-09, 1.16e-06, 2.43e-06, 2.47e-06, 5.23e-07, 1.99e-09, 3.36e-09, 8.82e-11, 9.17e-11, 6.54e-10, 8.51e-11, 5.29e-09, 1.39e-08] [3.44e-06, 4.49e-06, 4.19e-06, 6.41e-06, 3.17e-06, 2.01e-06, 1.34e-06, 2.74e-08, 9.75e-11, 7.59e-09, 1.16e-06, 2.43e-06, 2.47e-06, 5.23e-07, 1.99e-09, 3.36e-09, 8.82e-11, 9.17e-11, 6.54e-10, 8.51e-11, 5.29e-09, 1.39e-08] []
116300 [5.10e-06, 5.15e-06, 3.71e-06, 5.06e-06, 3.69e-06, 1.76e-06, 1.54e-06, 3.87e-05, 5.10e-08, 6.47e-07, 1.03e-05, 2.19e-05, 1.25e-04, 6.22e-05, 1.09e-09, 0.00e+00, 7.88e-07, 1.17e-06, 0.00e+00, 1.05e-09, 4.06e-05, 2.10e-08] [5.10e-06, 5.15e-06, 3.71e-06, 5.06e-06, 3.69e-06, 1.76e-06, 1.54e-06, 3.87e-05, 5.10e-08, 6.47e-07, 1.03e-05, 2.19e-05, 1.25e-04, 6.22e-05, 1.09e-09, 0.00e+00, 7.88e-07, 1.17e-06, 0.00e+00, 1.05e-09, 4.06e-05, 2.10e-08] []
116400 [3.33e-06, 4.11e-06, 4.14e-06, 6.05e-06, 3.11e-06, 1.84e-06, 1.33e-06, 2.93e-10, 1.74e-10, 1.09e-09, 1.05e-06, 2.40e-06, 2.79e-06, 6.98e-08, 3.44e-09, 8.97e-09, 5.10e-10, 6.64e-10, 3.03e-09, 4.28e-10, 1.61e-08, 1.19e-08] [3.33e-06, 4.11e-06, 4.14e-06, 6.05e-06, 3.11e-06, 1.84e-06, 1.33e-06, 2.93e-10, 1.74e-10, 1.09e-09, 1.05e-06, 2.40e-06, 2.79e-06, 6.98e-08, 3.44e-09, 8.97e-09, 5.10e-10, 6.64e-10, 3.03e-09, 4.28e-10, 1.61e-08, 1.19e-08] []
116500 [2.68e-06, 4.10e-06, 4.16e-06, 6.02e-06, 3.14e-06, 1.81e-06, 1.54e-06, 4.97e-09, 3.73e-10, 3.28e-07, 1.30e-06, 4.51e-06, 4.78e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.45e-10, 5.81e-09, 1.39e-08] [2.68e-06, 4.10e-06, 4.16e-06, 6.02e-06, 3.14e-06, 1.81e-06, 1.54e-06, 4.97e-09, 3.73e-10, 3.28e-07, 1.30e-06, 4.51e-06, 4.78e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.45e-10, 5.81e-09, 1.39e-08] []
116600 [3.17e-06, 3.77e-06, 3.97e-06, 4.81e-06, 4.21e-06, 1.55e-06, 1.08e-06, 1.50e-09, 1.13e-07, 2.25e-07, 1.85e-06, 3.56e-06, 4.00e-06, 2.38e-06, 5.53e-09, 3.15e-11, 5.86e-17, 1.49e-10, 2.09e-09, 1.93e-08, 1.00e-08, 1.11e-07] [3.17e-06, 3.77e-06, 3.97e-06, 4.81e-06, 4.21e-06, 1.55e-06, 1.08e-06, 1.50e-09, 1.13e-07, 2.25e-07, 1.85e-06, 3.56e-06, 4.00e-06, 2.38e-06, 5.53e-09, 3.15e-11, 5.86e-17, 1.49e-10, 2.09e-09, 1.93e-08, 1.00e-08, 1.11e-07] []
116700 [2.86e-06, 3.75e-06, 3.96e-06, 4.98e-06, 3.76e-06, 1.50e-06, 1.26e-06, 3.76e-09, 3.40e-10, 3.38e-12, 9.02e-07, 2.35e-06, 2.50e-06, 5.53e-08, 2.97e-09, 1.02e-08, 5.14e-10, 5.58e-10, 8.65e-10, 2.04e-10, 5.18e-09, 1.50e-08] [2.86e-06, 3.75e-06, 3.96e-06, 4.98e-06, 3.76e-06, 1.50e-06, 1.26e-06, 3.76e-09, 3.40e-10, 3.38e-12, 9.02e-07, 2.35e-06, 2.50e-06, 5.53e-08, 2.97e-09, 1.02e-08, 5.14e-10, 5.58e-10, 8.65e-10, 2.04e-10, 5.18e-09, 1.50e-08] []
116800 [2.47e-06, 3.69e-06, 3.84e-06, 4.73e-06, 3.72e-06, 1.45e-06, 1.41e-06, 4.32e-09, 1.81e-10, 1.69e-10, 7.94e-07, 2.10e-06, 2.11e-06, 7.18e-08, 2.61e-09, 1.09e-08, 4.48e-10, 3.53e-10, 6.11e-10, 1.33e-10, 3.99e-09, 1.63e-08] [2.47e-06, 3.69e-06, 3.84e-06, 4.73e-06, 3.72e-06, 1.45e-06, 1.41e-06, 4.32e-09, 1.81e-10, 1.69e-10, 7.94e-07, 2.10e-06, 2.11e-06, 7.18e-08, 2.61e-09, 1.09e-08, 4.48e-10, 3.53e-10, 6.11e-10, 1.33e-10, 3.99e-09, 1.63e-08] []
116900 [2.29e-06, 3.47e-06, 3.07e-06, 2.63e-06, 5.07e-06, 1.21e-06, 1.69e-06, 2.97e-05, 1.71e-07, 5.27e-07, 1.61e-06, 9.00e-06, 4.81e-06, 8.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 2.93e-05, 2.11e-07] [2.29e-06, 3.47e-06, 3.07e-06, 2.63e-06, 5.07e-06, 1.21e-06, 1.69e-06, 2.97e-05, 1.71e-07, 5.27e-07, 1.61e-06, 9.00e-06, 4.81e-06, 8.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 2.93e-05, 2.11e-07] []
117000 [2.22e-06, 3.46e-06, 3.46e-06, 3.64e-06, 4.04e-06, 1.28e-06, 1.44e-06, 4.27e-12, 2.02e-10, 1.44e-12, 7.60e-07, 2.30e-06, 2.36e-06, 4.26e-08, 2.32e-09, 1.06e-08, 8.82e-10, 2.13e-10, 8.89e-10, 3.13e-10, 4.97e-09, 2.19e-08] [2.22e-06, 3.46e-06, 3.46e-06, 3.64e-06, 4.04e-06, 1.28e-06, 1.44e-06, 4.27e-12, 2.02e-10, 1.44e-12, 7.60e-07, 2.30e-06, 2.36e-06, 4.26e-08, 2.32e-09, 1.06e-08, 8.82e-10, 2.13e-10, 8.89e-10, 3.13e-10, 4.97e-09, 2.19e-08] []
117100 [1.87e-06, 3.38e-06, 3.35e-06, 3.51e-06, 3.84e-06, 1.22e-06, 1.54e-06, 1.60e-09, 7.51e-11, 5.87e-10, 7.04e-07, 2.11e-06, 2.04e-06, 1.02e-07, 1.73e-09, 7.48e-09, 4.43e-10, 3.93e-11, 3.20e-10, 2.01e-10, 2.32e-09, 2.16e-08] [1.87e-06, 3.38e-06, 3.35e-06, 3.51e-06, 3.84e-06, 1.22e-06, 1.54e-06, 1.60e-09, 7.51e-11, 5.87e-10, 7.04e-07, 2.11e-06, 2.04e-06, 1.02e-07, 1.73e-09, 7.48e-09, 4.43e-10, 3.93e-11, 3.20e-10, 2.01e-10, 2.32e-09, 2.16e-08] []
117200 [2.67e-06, 3.35e-06, 3.48e-06, 3.35e-06, 3.95e-06, 1.16e-06, 1.01e-06, 3.65e-07, 2.04e-06, 1.74e-09, 1.76e-06, 5.18e-06, 4.33e-06, 5.82e-06, 1.00e-08, 8.33e-08, 2.50e-09, 8.12e-10, 0.00e+00, 9.99e-08, 5.23e-07, 4.51e-07] [2.67e-06, 3.35e-06, 3.48e-06, 3.35e-06, 3.95e-06, 1.16e-06, 1.01e-06, 3.65e-07, 2.04e-06, 1.74e-09, 1.76e-06, 5.18e-06, 4.33e-06, 5.82e-06, 1.00e-08, 8.33e-08, 2.50e-09, 8.12e-10, 0.00e+00, 9.99e-08, 5.23e-07, 4.51e-07] []
117300 [2.09e-06, 3.24e-06, 3.50e-06, 3.39e-06, 3.74e-06, 1.05e-06, 1.29e-06, 1.77e-09, 1.89e-09, 7.32e-11, 7.49e-07, 2.29e-06, 2.31e-06, 3.85e-08, 5.26e-10, 7.97e-09, 1.84e-09, 2.32e-10, 2.99e-10, 2.23e-10, 2.05e-09, 1.27e-08] [2.09e-06, 3.24e-06, 3.50e-06, 3.39e-06, 3.74e-06, 1.05e-06, 1.29e-06, 1.77e-09, 1.89e-09, 7.32e-11, 7.49e-07, 2.29e-06, 2.31e-06, 3.85e-08, 5.26e-10, 7.97e-09, 1.84e-09, 2.32e-10, 2.99e-10, 2.23e-10, 2.05e-09, 1.27e-08] []
117400 [1.81e-06, 3.15e-06, 3.40e-06, 3.26e-06, 3.59e-06, 1.01e-06, 1.38e-06, 9.81e-09, 3.21e-09, 5.41e-11, 6.90e-07, 2.08e-06, 2.03e-06, 3.56e-08, 9.72e-10, 7.92e-09, 1.44e-09, 2.93e-10, 1.03e-11, 3.92e-10, 1.12e-09, 1.03e-08] [1.81e-06, 3.15e-06, 3.40e-06, 3.26e-06, 3.59e-06, 1.01e-06, 1.38e-06, 9.81e-09, 3.21e-09, 5.41e-11, 6.90e-07, 2.08e-06, 2.03e-06, 3.56e-08, 9.72e-10, 7.92e-09, 1.44e-09, 2.93e-10, 1.03e-11, 3.92e-10, 1.12e-09, 1.03e-08] []
117500 [3.81e-06, 2.57e-06, 1.90e-06, 1.29e-06, 2.88e-06, 1.24e-06, 2.23e-06, 2.61e-08, 2.96e-06, 8.55e-06, 1.41e-05, 2.48e-05, 7.52e-05, 4.33e-05, 1.29e-08, 5.56e-10, 1.93e-06, 1.69e-06, 1.14e-09, 0.00e+00, 4.60e-08, 8.19e-07] [3.81e-06, 2.57e-06, 1.90e-06, 1.29e-06, 2.88e-06, 1.24e-06, 2.23e-06, 2.61e-08, 2.96e-06, 8.55e-06, 1.41e-05, 2.48e-05, 7.52e-05, 4.33e-05, 1.29e-08, 5.56e-10, 1.93e-06, 1.69e-06, 1.14e-09, 0.00e+00, 4.60e-08, 8.19e-07] []
117600 [2.15e-06, 3.04e-06, 3.19e-06, 3.47e-06, 3.11e-06, 1.06e-06, 1.27e-06, 1.85e-09, 1.41e-08, 2.40e-09, 1.14e-06, 3.40e-06, 3.71e-06, 4.16e-08, 1.68e-10, 4.52e-09, 4.69e-09, 1.27e-10, 4.02e-10, 4.61e-09, 2.43e-09, 2.60e-08] [2.15e-06, 3.04e-06, 3.19e-06, 3.47e-06, 3.11e-06, 1.06e-06, 1.27e-06, 1.85e-09, 1.41e-08, 2.40e-09, 1.14e-06, 3.40e-06, 3.71e-06, 4.16e-08, 1.68e-10, 4.52e-09, 4.69e-09, 1.27e-10, 4.02e-10, 4.61e-09, 2.43e-09, 2.60e-08] []
117700 [1.80e-06, 2.98e-06, 3.19e-06, 3.31e-06, 3.11e-06, 1.02e-06, 1.35e-06, 1.81e-09, 7.28e-13, 1.49e-11, 9.65e-07, 2.68e-06, 2.73e-06, 2.93e-08, 8.64e-10, 3.56e-09, 1.91e-09, 3.46e-10, 3.09e-10, 4.01e-10, 2.08e-09, 1.23e-08] [1.80e-06, 2.98e-06, 3.19e-06, 3.31e-06, 3.11e-06, 1.02e-06, 1.35e-06, 1.81e-09, 7.28e-13, 1.49e-11, 9.65e-07, 2.68e-06, 2.73e-06, 2.93e-08, 8.64e-10, 3.56e-09, 1.91e-09, 3.46e-10, 3.09e-10, 4.01e-10, 2.08e-09, 1.23e-08] []
117800 [1.57e-06, 2.92e-06, 3.08e-06, 3.17e-06, 3.05e-06, 9.93e-07, 1.38e-06, 1.55e-09, 1.34e-10, 2.88e-10, 9.16e-07, 2.42e-06, 2.37e-06, 2.64e-08, 1.44e-09, 4.77e-09, 1.70e-09, 4.61e-10, 2.86e-10, 4.56e-11, 1.95e-09, 1.38e-08] [1.57e-06, 2.92e-06, 3.08e-06, 3.17e-06, 3.05e-06, 9.93e-07, 1.38e-06, 1.55e-09, 1.34e-10, 2.88e-10, 9.16e-07, 2.42e-06, 2.37e-06, 2.64e-08, 1.44e-09, 4.77e-09, 1.70e-09, 4.61e-10, 2.86e-10, 4.56e-11, 1.95e-09, 1.38e-08] []
117900 [1.75e-06, 2.89e-06, 2.89e-06, 3.44e-06, 2.64e-06, 1.15e-06, 9.60e-07, 1.26e-06, 5.61e-07, 1.38e-08, 1.47e-06, 4.10e-06, 3.40e-06, 5.59e-07, 0.00e+00, 3.65e-09, 1.16e-08, 6.23e-09, 0.00e+00, 0.00e+00, 2.42e-06, 8.93e-07] [1.75e-06, 2.89e-06, 2.89e-06, 3.44e-06, 2.64e-06, 1.15e-06, 9.60e-07, 1.26e-06, 5.61e-07, 1.38e-08, 1.47e-06, 4.10e-06, 3.40e-06, 5.59e-07, 0.00e+00, 3.65e-09, 1.16e-08, 6.23e-09, 0.00e+00, 0.00e+00, 2.42e-06, 8.93e-07] []
118000 [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08] [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 40.906337 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
118000 [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08] [1.42e-06, 2.83e-06, 2.92e-06, 3.13e-06, 2.75e-06, 1.05e-06, 1.26e-06, 1.42e-08, 2.94e-09, 2.38e-09, 8.06e-07, 2.51e-06, 2.41e-06, 4.24e-08, 6.42e-10, 6.21e-09, 5.48e-09, 8.75e-10, 6.37e-10, 3.29e-09, 3.06e-09, 2.84e-08] []
118100 [1.24e-06, 2.79e-06, 2.78e-06, 2.92e-06, 2.71e-06, 1.01e-06, 1.30e-06, 1.35e-10, 2.92e-10, 1.33e-10, 7.73e-07, 2.28e-06, 2.13e-06, 3.00e-08, 9.48e-10, 5.19e-09, 2.00e-09, 4.04e-10, 1.31e-10, 6.40e-10, 1.58e-09, 1.64e-08] [1.24e-06, 2.79e-06, 2.78e-06, 2.92e-06, 2.71e-06, 1.01e-06, 1.30e-06, 1.35e-10, 2.92e-10, 1.33e-10, 7.73e-07, 2.28e-06, 2.13e-06, 3.00e-08, 9.48e-10, 5.19e-09, 2.00e-09, 4.04e-10, 1.31e-10, 6.40e-10, 1.58e-09, 1.64e-08] []
118200 [2.27e-06, 2.92e-06, 2.53e-06, 3.39e-06, 2.27e-06, 1.09e-06, 8.33e-07, 1.04e-08, 1.91e-07, 5.90e-08, 2.04e-06, 4.59e-06, 7.41e-06, 1.43e-05, 2.08e-08, 1.87e-08, 4.36e-08, 2.19e-08, 1.33e-09, 9.22e-08, 6.36e-09, 6.12e-07] [2.27e-06, 2.92e-06, 2.53e-06, 3.39e-06, 2.27e-06, 1.09e-06, 8.33e-07, 1.04e-08, 1.91e-07, 5.90e-08, 2.04e-06, 4.59e-06, 7.41e-06, 1.43e-05, 2.08e-08, 1.87e-08, 4.36e-08, 2.19e-08, 1.33e-09, 9.22e-08, 6.36e-09, 6.12e-07] []
118300 [1.33e-06, 2.82e-06, 2.66e-06, 2.98e-06, 2.55e-06, 9.41e-07, 1.04e-06, 5.57e-10, 2.99e-09, 2.54e-09, 8.18e-07, 2.31e-06, 2.19e-06, 2.52e-08, 2.00e-10, 5.80e-09, 2.48e-09, 1.32e-10, 2.10e-10, 5.60e-09, 1.42e-09, 3.37e-08] [1.33e-06, 2.82e-06, 2.66e-06, 2.98e-06, 2.55e-06, 9.41e-07, 1.04e-06, 5.57e-10, 2.99e-09, 2.54e-09, 8.18e-07, 2.31e-06, 2.19e-06, 2.52e-08, 2.00e-10, 5.80e-09, 2.48e-09, 1.32e-10, 2.10e-10, 5.60e-09, 1.42e-09, 3.37e-08] []
118400 [1.14e-06, 2.75e-06, 2.52e-06, 2.70e-06, 2.53e-06, 9.04e-07, 1.14e-06, 1.52e-09, 3.70e-09, 1.37e-11, 7.05e-07, 2.11e-06, 1.95e-06, 1.80e-08, 7.23e-10, 6.16e-09, 1.19e-09, 2.82e-10, 2.10e-10, 1.37e-10, 1.42e-09, 7.85e-09] [1.14e-06, 2.75e-06, 2.52e-06, 2.70e-06, 2.53e-06, 9.04e-07, 1.14e-06, 1.52e-09, 3.70e-09, 1.37e-11, 7.05e-07, 2.11e-06, 1.95e-06, 1.80e-08, 7.23e-10, 6.16e-09, 1.19e-09, 2.82e-10, 2.10e-10, 1.37e-10, 1.42e-09, 7.85e-09] []
118500 [1.75e-06, 2.90e-06, 2.35e-06, 2.82e-06, 2.39e-06, 9.23e-07, 7.66e-07, 3.65e-10, 8.46e-08, 5.57e-07, 3.27e-06, 8.12e-06, 1.58e-05, 2.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 1.83e-08, 1.26e-09, 1.08e-07] [1.75e-06, 2.90e-06, 2.35e-06, 2.82e-06, 2.39e-06, 9.23e-07, 7.66e-07, 3.65e-10, 8.46e-08, 5.57e-07, 3.27e-06, 8.12e-06, 1.58e-05, 2.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 1.83e-08, 1.26e-09, 1.08e-07] []
118600 [1.05e-06, 2.72e-06, 2.20e-06, 2.61e-06, 2.29e-06, 8.66e-07, 9.96e-07, 1.67e-09, 8.79e-09, 2.56e-14, 6.67e-07, 2.26e-06, 2.12e-06, 1.50e-08, 4.73e-10, 4.81e-09, 1.32e-09, 2.11e-10, 2.05e-10, 2.24e-10, 1.37e-09, 9.09e-09] [1.05e-06, 2.72e-06, 2.20e-06, 2.61e-06, 2.29e-06, 8.66e-07, 9.96e-07, 1.67e-09, 8.79e-09, 2.56e-14, 6.67e-07, 2.26e-06, 2.12e-06, 1.50e-08, 4.73e-10, 4.81e-09, 1.32e-09, 2.11e-10, 2.05e-10, 2.24e-10, 1.37e-09, 9.09e-09] []
118700 [2.57e-06, 2.70e-06, 2.46e-06, 1.82e-06, 2.51e-06, 7.90e-07, 1.39e-06, 2.67e-07, 2.33e-05, 2.32e-06, 8.11e-06, 2.43e-05, 8.14e-06, 3.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 6.49e-07, 4.00e-05] [2.57e-06, 2.70e-06, 2.46e-06, 1.82e-06, 2.51e-06, 7.90e-07, 1.39e-06, 2.67e-07, 2.33e-05, 2.32e-06, 8.11e-06, 2.43e-05, 8.14e-06, 3.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 6.49e-07, 4.00e-05] []
118800 [1.42e-06, 2.84e-06, 2.20e-06, 2.69e-06, 2.25e-06, 8.48e-07, 7.28e-07, 7.94e-09, 1.79e-08, 4.78e-07, 1.80e-06, 4.61e-06, 4.85e-06, 8.21e-06, 0.00e+00, 0.00e+00, 5.10e-09, 1.50e-08, 4.28e-10, 6.38e-09, 2.15e-09, 3.13e-08] [1.42e-06, 2.84e-06, 2.20e-06, 2.69e-06, 2.25e-06, 8.48e-07, 7.28e-07, 7.94e-09, 1.79e-08, 4.78e-07, 1.80e-06, 4.61e-06, 4.85e-06, 8.21e-06, 0.00e+00, 0.00e+00, 5.10e-09, 1.50e-08, 4.28e-10, 6.38e-09, 2.15e-09, 3.13e-08] []
118900 [6.17e-05, 6.46e-06, 1.01e-05, 8.03e-06, 8.52e-06, 3.45e-06, 9.03e-06, 5.70e-10, 1.07e-08, 1.87e-04, 1.89e-04, 6.35e-04, 7.95e-04, 4.32e-03, 8.95e-05, 5.24e-05, 2.01e-05, 2.52e-05, 9.13e-10, 9.76e-09, 5.84e-09, 5.87e-08] [6.17e-05, 6.46e-06, 1.01e-05, 8.03e-06, 8.52e-06, 3.45e-06, 9.03e-06, 5.70e-10, 1.07e-08, 1.87e-04, 1.89e-04, 6.35e-04, 7.95e-04, 4.32e-03, 8.95e-05, 5.24e-05, 2.01e-05, 2.52e-05, 9.13e-10, 9.76e-09, 5.84e-09, 5.87e-08] []
119000 [1.08e-06, 2.65e-06, 1.87e-06, 2.47e-06, 2.17e-06, 8.32e-07, 8.55e-07, 4.09e-09, 1.10e-08, 1.84e-10, 7.44e-07, 2.34e-06, 2.39e-06, 1.67e-07, 5.62e-10, 7.68e-09, 9.49e-09, 1.01e-08, 4.79e-10, 2.41e-09, 3.01e-09, 1.60e-08] [1.08e-06, 2.65e-06, 1.87e-06, 2.47e-06, 2.17e-06, 8.32e-07, 8.55e-07, 4.09e-09, 1.10e-08, 1.84e-10, 7.44e-07, 2.34e-06, 2.39e-06, 1.67e-07, 5.62e-10, 7.68e-09, 9.49e-09, 1.01e-08, 4.79e-10, 2.41e-09, 3.01e-09, 1.60e-08] []
119100 [9.40e-07, 2.63e-06, 2.19e-06, 2.22e-06, 2.23e-06, 7.93e-07, 9.98e-07, 1.77e-09, 1.95e-09, 6.03e-07, 1.45e-06, 6.35e-06, 9.20e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-10, 2.06e-11, 1.38e-09, 1.87e-08] [9.40e-07, 2.63e-06, 2.19e-06, 2.22e-06, 2.23e-06, 7.93e-07, 9.98e-07, 1.77e-09, 1.95e-09, 6.03e-07, 1.45e-06, 6.35e-06, 9.20e-06, 2.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-10, 2.06e-11, 1.38e-09, 1.87e-08] []
119200 [9.67e-07, 2.79e-06, 1.63e-06, 2.29e-06, 2.08e-06, 8.99e-07, 8.48e-07, 9.50e-05, 2.11e-06, 1.22e-06, 3.52e-06, 3.90e-06, 6.03e-06, 5.54e-08, 1.07e-08, 3.67e-08, 2.71e-08, 2.03e-08, 2.35e-05, 4.91e-07, 9.69e-05, 3.13e-06] [9.67e-07, 2.79e-06, 1.63e-06, 2.29e-06, 2.08e-06, 8.99e-07, 8.48e-07, 9.50e-05, 2.11e-06, 1.22e-06, 3.52e-06, 3.90e-06, 6.03e-06, 5.54e-08, 1.07e-08, 3.67e-08, 2.71e-08, 2.03e-08, 2.35e-05, 4.91e-07, 9.69e-05, 3.13e-06] []
119300 [8.06e-07, 2.54e-06, 1.64e-06, 2.16e-06, 2.16e-06, 8.64e-07, 8.84e-07, 4.71e-10, 8.21e-09, 5.98e-13, 6.50e-07, 2.05e-06, 1.96e-06, 1.17e-08, 1.67e-10, 2.87e-09, 2.79e-09, 1.57e-09, 6.43e-10, 7.38e-10, 3.99e-09, 9.29e-09] [8.06e-07, 2.54e-06, 1.64e-06, 2.16e-06, 2.16e-06, 8.64e-07, 8.84e-07, 4.71e-10, 8.21e-09, 5.98e-13, 6.50e-07, 2.05e-06, 1.96e-06, 1.17e-08, 1.67e-10, 2.87e-09, 2.79e-09, 1.57e-09, 6.43e-10, 7.38e-10, 3.99e-09, 9.29e-09] []
119400 [1.11e-06, 2.67e-06, 1.43e-06, 2.22e-06, 1.89e-06, 8.81e-07, 6.36e-07, 4.78e-09, 1.29e-06, 3.90e-07, 1.30e-06, 4.29e-06, 3.78e-06, 3.61e-06, 0.00e+00, 0.00e+00, 9.27e-10, 1.04e-08, 1.49e-09, 2.38e-07, 9.48e-09, 1.58e-06] [1.11e-06, 2.67e-06, 1.43e-06, 2.22e-06, 1.89e-06, 8.81e-07, 6.36e-07, 4.78e-09, 1.29e-06, 3.90e-07, 1.30e-06, 4.29e-06, 3.78e-06, 3.61e-06, 0.00e+00, 0.00e+00, 9.27e-10, 1.04e-08, 1.49e-09, 2.38e-07, 9.48e-09, 1.58e-06] []
119500 [7.56e-07, 2.47e-06, 1.52e-06, 2.08e-06, 2.00e-06, 8.46e-07, 8.21e-07, 9.85e-10, 3.02e-09, 1.42e-09, 6.15e-07, 2.10e-06, 2.01e-06, 1.11e-08, 1.73e-10, 2.88e-09, 1.91e-09, 4.83e-09, 2.12e-10, 2.07e-09, 1.34e-09, 1.32e-08] [7.56e-07, 2.47e-06, 1.52e-06, 2.08e-06, 2.00e-06, 8.46e-07, 8.21e-07, 9.85e-10, 3.02e-09, 1.42e-09, 6.15e-07, 2.10e-06, 2.01e-06, 1.11e-08, 1.73e-10, 2.88e-09, 1.91e-09, 4.83e-09, 2.12e-10, 2.07e-09, 1.34e-09, 1.32e-08] []
119600 [4.88e-06, 3.70e-06, 2.82e-06, 2.13e-06, 2.63e-06, 1.05e-06, 2.15e-06, 2.89e-05, 5.37e-05, 2.50e-06, 4.72e-05, 3.02e-05, 8.50e-05, 5.22e-05, 1.63e-07, 1.43e-07, 2.95e-07, 6.49e-07, 6.27e-06, 0.00e+00, 2.71e-05, 6.87e-05] [4.88e-06, 3.70e-06, 2.82e-06, 2.13e-06, 2.63e-06, 1.05e-06, 2.15e-06, 2.89e-05, 5.37e-05, 2.50e-06, 4.72e-05, 3.02e-05, 8.50e-05, 5.22e-05, 1.63e-07, 1.43e-07, 2.95e-07, 6.49e-07, 6.27e-06, 0.00e+00, 2.71e-05, 6.87e-05] []
119700 [7.21e-07, 2.44e-06, 1.33e-06, 2.10e-06, 1.97e-06, 9.33e-07, 7.47e-07, 2.91e-10, 1.94e-07, 2.50e-08, 6.47e-07, 2.38e-06, 2.30e-06, 2.08e-08, 7.49e-10, 5.64e-09, 5.53e-09, 1.55e-08, 1.57e-11, 3.05e-08, 5.53e-09, 1.95e-07] [7.21e-07, 2.44e-06, 1.33e-06, 2.10e-06, 1.97e-06, 9.33e-07, 7.47e-07, 2.91e-10, 1.94e-07, 2.50e-08, 6.47e-07, 2.38e-06, 2.30e-06, 2.08e-08, 7.49e-10, 5.64e-09, 5.53e-09, 1.55e-08, 1.57e-11, 3.05e-08, 5.53e-09, 1.95e-07] []
119800 [3.85e-06, 2.83e-06, 2.02e-06, 1.88e-06, 4.51e-06, 2.01e-06, 2.92e-06, 2.43e-06, 2.42e-04, 3.85e-07, 6.85e-05, 7.29e-05, 2.08e-04, 6.25e-05, 5.71e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.25e-05, 3.12e-06, 2.05e-04] [3.85e-06, 2.83e-06, 2.02e-06, 1.88e-06, 4.51e-06, 2.01e-06, 2.92e-06, 2.43e-06, 2.42e-04, 3.85e-07, 6.85e-05, 7.29e-05, 2.08e-04, 6.25e-05, 5.71e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.25e-05, 3.12e-06, 2.05e-04] []
119900 [9.01e-07, 2.47e-06, 1.40e-06, 2.14e-06, 2.20e-06, 9.22e-07, 6.85e-07, 6.88e-08, 1.54e-07, 2.40e-10, 1.22e-06, 2.70e-06, 2.48e-06, 7.41e-07, 0.00e+00, 9.30e-10, 5.34e-08, 1.54e-07, 0.00e+00, 0.00e+00, 3.61e-08, 6.77e-07] [9.01e-07, 2.47e-06, 1.40e-06, 2.14e-06, 2.20e-06, 9.22e-07, 6.85e-07, 6.88e-08, 1.54e-07, 2.40e-10, 1.22e-06, 2.70e-06, 2.48e-06, 7.41e-07, 0.00e+00, 9.30e-10, 5.34e-08, 1.54e-07, 0.00e+00, 0.00e+00, 3.61e-08, 6.77e-07] []
120000 [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08] [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.722563 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
120000 [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08] [2.75e-06, 2.63e-06, 1.34e-06, 1.73e-06, 2.01e-06, 8.40e-07, 8.61e-07, 1.73e-09, 7.16e-08, 1.77e-06, 4.35e-06, 1.18e-05, 2.63e-05, 6.84e-05, 2.61e-07, 4.08e-07, 3.43e-07, 4.80e-07, 1.53e-10, 8.44e-09, 8.87e-10, 4.77e-08] []
120100 [2.52e-05, 4.31e-06, 7.72e-06, 2.98e-06, 6.48e-06, 2.46e-06, 7.97e-06, 3.64e-10, 5.42e-08, 5.63e-05, 6.36e-05, 2.77e-04, 1.86e-04, 1.40e-03, 1.80e-05, 3.80e-05, 5.21e-06, 9.33e-06, 3.40e-10, 0.00e+00, 1.93e-09, 1.29e-07] [2.52e-05, 4.31e-06, 7.72e-06, 2.98e-06, 6.48e-06, 2.46e-06, 7.97e-06, 3.64e-10, 5.42e-08, 5.63e-05, 6.36e-05, 2.77e-04, 1.86e-04, 1.40e-03, 1.80e-05, 3.80e-05, 5.21e-06, 9.33e-06, 3.40e-10, 0.00e+00, 1.93e-09, 1.29e-07] []
120200 [6.79e-07, 2.20e-06, 1.25e-06, 2.15e-06, 1.86e-06, 8.34e-07, 7.36e-07, 1.90e-04, 1.17e-07, 5.83e-08, 9.63e-07, 2.25e-06, 2.20e-06, 2.15e-08, 0.00e+00, 1.27e-10, 4.36e-09, 4.05e-08, 0.00e+00, 0.00e+00, 1.90e-04, 9.88e-08] [6.79e-07, 2.20e-06, 1.25e-06, 2.15e-06, 1.86e-06, 8.34e-07, 7.36e-07, 1.90e-04, 1.17e-07, 5.83e-08, 9.63e-07, 2.25e-06, 2.20e-06, 2.15e-08, 0.00e+00, 1.27e-10, 4.36e-09, 4.05e-08, 0.00e+00, 0.00e+00, 1.90e-04, 9.88e-08] []
120300 [3.31e-06, 3.12e-06, 1.94e-06, 1.51e-06, 2.51e-06, 8.45e-07, 1.59e-06, 2.22e-07, 8.95e-06, 3.03e-06, 6.33e-06, 2.18e-05, 4.58e-05, 1.44e-04, 2.49e-07, 4.05e-06, 1.37e-06, 1.44e-06, 0.00e+00, 0.00e+00, 4.70e-07, 1.08e-05] [3.31e-06, 3.12e-06, 1.94e-06, 1.51e-06, 2.51e-06, 8.45e-07, 1.59e-06, 2.22e-07, 8.95e-06, 3.03e-06, 6.33e-06, 2.18e-05, 4.58e-05, 1.44e-04, 2.49e-07, 4.05e-06, 1.37e-06, 1.44e-06, 0.00e+00, 0.00e+00, 4.70e-07, 1.08e-05] []
120400 [5.76e-07, 2.21e-06, 1.16e-06, 1.83e-06, 1.81e-06, 8.59e-07, 7.64e-07, 1.82e-10, 1.63e-11, 8.64e-10, 5.66e-07, 1.92e-06, 1.71e-06, 3.05e-08, 1.08e-10, 2.22e-09, 7.71e-09, 2.91e-08, 3.89e-11, 1.09e-09, 2.96e-10, 9.26e-09] [5.76e-07, 2.21e-06, 1.16e-06, 1.83e-06, 1.81e-06, 8.59e-07, 7.64e-07, 1.82e-10, 1.63e-11, 8.64e-10, 5.66e-07, 1.92e-06, 1.71e-06, 3.05e-08, 1.08e-10, 2.22e-09, 7.71e-09, 2.91e-08, 3.89e-11, 1.09e-09, 2.96e-10, 9.26e-09] []
120500 [8.47e-07, 2.35e-06, 9.34e-07, 1.97e-06, 1.81e-06, 9.59e-07, 5.66e-07, 9.98e-09, 7.42e-08, 2.96e-08, 1.70e-06, 4.66e-06, 7.94e-06, 6.00e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-08, 7.98e-10, 1.30e-08, 4.62e-09, 7.06e-08] [8.47e-07, 2.35e-06, 9.34e-07, 1.97e-06, 1.81e-06, 9.59e-07, 5.66e-07, 9.98e-09, 7.42e-08, 2.96e-08, 1.70e-06, 4.66e-06, 7.94e-06, 6.00e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-08, 7.98e-10, 1.30e-08, 4.62e-09, 7.06e-08] []
120600 [5.52e-07, 2.19e-06, 1.08e-06, 1.80e-06, 1.88e-06, 9.19e-07, 7.29e-07, 9.92e-10, 9.03e-12, 6.27e-11, 5.51e-07, 2.02e-06, 1.79e-06, 8.01e-09, 2.77e-11, 1.61e-09, 6.75e-09, 3.03e-08, 1.50e-10, 7.76e-10, 9.47e-10, 7.88e-09] [5.52e-07, 2.19e-06, 1.08e-06, 1.80e-06, 1.88e-06, 9.19e-07, 7.29e-07, 9.92e-10, 9.03e-12, 6.27e-11, 5.51e-07, 2.02e-06, 1.79e-06, 8.01e-09, 2.77e-11, 1.61e-09, 6.75e-09, 3.03e-08, 1.50e-10, 7.76e-10, 9.47e-10, 7.88e-09] []
120700 [1.88e-05, 7.35e-06, 1.47e-05, 2.39e-05, 8.31e-06, 5.95e-06, 1.21e-05, 1.49e-06, 7.99e-05, 4.00e-05, 1.15e-04, 7.68e-04, 4.73e-04, 2.14e-04, 0.00e+00, 0.00e+00, 9.37e-06, 5.67e-06, 2.57e-08, 0.00e+00, 5.08e-06, 1.93e-04] [1.88e-05, 7.35e-06, 1.47e-05, 2.39e-05, 8.31e-06, 5.95e-06, 1.21e-05, 1.49e-06, 7.99e-05, 4.00e-05, 1.15e-04, 7.68e-04, 4.73e-04, 2.14e-04, 0.00e+00, 0.00e+00, 9.37e-06, 5.67e-06, 2.57e-08, 0.00e+00, 5.08e-06, 1.93e-04] []
120800 [8.66e-07, 2.25e-06, 1.16e-06, 2.20e-06, 2.07e-06, 1.18e-06, 7.79e-07, 2.00e-09, 1.67e-09, 1.83e-07, 1.19e-06, 3.70e-06, 3.85e-06, 7.11e-08, 4.08e-10, 1.54e-08, 1.70e-08, 4.15e-08, 1.77e-11, 7.09e-10, 2.98e-09, 9.55e-08] [8.66e-07, 2.25e-06, 1.16e-06, 2.20e-06, 2.07e-06, 1.18e-06, 7.79e-07, 2.00e-09, 1.67e-09, 1.83e-07, 1.19e-06, 3.70e-06, 3.85e-06, 7.11e-08, 4.08e-10, 1.54e-08, 1.70e-08, 4.15e-08, 1.77e-11, 7.09e-10, 2.98e-09, 9.55e-08] []
120900 [6.91e-07, 2.16e-06, 1.45e-06, 2.14e-06, 2.26e-06, 1.11e-06, 8.88e-07, 3.03e-11, 2.48e-10, 3.37e-09, 6.93e-07, 2.36e-06, 2.14e-06, 1.20e-07, 3.35e-09, 7.91e-10, 1.07e-09, 4.86e-09, 1.58e-11, 6.58e-11, 2.56e-10, 1.64e-08] [6.91e-07, 2.16e-06, 1.45e-06, 2.14e-06, 2.26e-06, 1.11e-06, 8.88e-07, 3.03e-11, 2.48e-10, 3.37e-09, 6.93e-07, 2.36e-06, 2.14e-06, 1.20e-07, 3.35e-09, 7.91e-10, 1.07e-09, 4.86e-09, 1.58e-11, 6.58e-11, 2.56e-10, 1.64e-08] []
121000 [1.16e-05, 2.28e-06, 6.06e-06, 2.14e-06, 5.07e-06, 9.53e-07, 3.63e-06, 6.63e-10, 6.55e-08, 2.79e-05, 2.48e-05, 1.54e-04, 1.49e-04, 8.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-11, 7.80e-10, 3.13e-10, 1.26e-08] [1.16e-05, 2.28e-06, 6.06e-06, 2.14e-06, 5.07e-06, 9.53e-07, 3.63e-06, 6.63e-10, 6.55e-08, 2.79e-05, 2.48e-05, 1.54e-04, 1.49e-04, 8.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-11, 7.80e-10, 3.13e-10, 1.26e-08] []
121100 [6.18e-07, 2.11e-06, 1.42e-06, 1.93e-06, 2.09e-06, 1.00e-06, 9.13e-07, 9.52e-11, 1.76e-13, 2.02e-07, 8.10e-07, 3.32e-06, 2.92e-06, 6.05e-06, 4.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-12, 2.63e-11, 2.16e-10, 1.38e-08] [6.18e-07, 2.11e-06, 1.42e-06, 1.93e-06, 2.09e-06, 1.00e-06, 9.13e-07, 9.52e-11, 1.76e-13, 2.02e-07, 8.10e-07, 3.32e-06, 2.92e-06, 6.05e-06, 4.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-12, 2.63e-11, 2.16e-10, 1.38e-08] []
121200 [6.46e-07, 2.18e-06, 1.24e-06, 2.11e-06, 1.89e-06, 1.00e-06, 7.43e-07, 4.75e-10, 2.82e-08, 1.89e-08, 7.92e-07, 2.55e-06, 2.19e-06, 2.64e-07, 2.70e-09, 1.02e-09, 2.47e-12, 0.00e+00, 1.89e-12, 2.87e-09, 1.88e-10, 2.05e-08] [6.46e-07, 2.18e-06, 1.24e-06, 2.11e-06, 1.89e-06, 1.00e-06, 7.43e-07, 4.75e-10, 2.82e-08, 1.89e-08, 7.92e-07, 2.55e-06, 2.19e-06, 2.64e-07, 2.70e-09, 1.02e-09, 2.47e-12, 0.00e+00, 1.89e-12, 2.87e-09, 1.88e-10, 2.05e-08] []
121300 [5.77e-07, 2.08e-06, 1.28e-06, 1.87e-06, 2.00e-06, 9.42e-07, 8.74e-07, 4.78e-10, 2.49e-12, 1.08e-10, 6.18e-07, 2.08e-06, 1.79e-06, 4.25e-09, 2.80e-09, 4.30e-09, 1.35e-09, 1.68e-09, 1.05e-12, 6.01e-10, 2.51e-10, 1.16e-08] [5.77e-07, 2.08e-06, 1.28e-06, 1.87e-06, 2.00e-06, 9.42e-07, 8.74e-07, 4.78e-10, 2.49e-12, 1.08e-10, 6.18e-07, 2.08e-06, 1.79e-06, 4.25e-09, 2.80e-09, 4.30e-09, 1.35e-09, 1.68e-09, 1.05e-12, 6.01e-10, 2.51e-10, 1.16e-08] []
121400 [2.71e-06, 2.73e-06, 3.10e-06, 2.13e-06, 2.22e-06, 1.05e-06, 1.45e-06, 1.23e-08, 1.57e-05, 3.12e-07, 4.54e-06, 3.80e-05, 1.80e-05, 1.06e-04, 0.00e+00, 3.36e-09, 2.03e-08, 1.95e-08, 2.21e-09, 0.00e+00, 1.27e-08, 1.50e-05] [2.71e-06, 2.73e-06, 3.10e-06, 2.13e-06, 2.22e-06, 1.05e-06, 1.45e-06, 1.23e-08, 1.57e-05, 3.12e-07, 4.54e-06, 3.80e-05, 1.80e-05, 1.06e-04, 0.00e+00, 3.36e-09, 2.03e-08, 1.95e-08, 2.21e-09, 0.00e+00, 1.27e-08, 1.50e-05] []
121500 [5.75e-07, 2.12e-06, 1.23e-06, 1.96e-06, 1.79e-06, 9.15e-07, 7.96e-07, 8.84e-11, 3.99e-10, 1.21e-10, 6.12e-07, 2.13e-06, 1.93e-06, 5.85e-09, 2.28e-09, 5.30e-09, 1.54e-09, 1.07e-09, 1.13e-11, 3.29e-10, 1.72e-10, 1.14e-08] [5.75e-07, 2.12e-06, 1.23e-06, 1.96e-06, 1.79e-06, 9.15e-07, 7.96e-07, 8.84e-11, 3.99e-10, 1.21e-10, 6.12e-07, 2.13e-06, 1.93e-06, 5.85e-09, 2.28e-09, 5.30e-09, 1.54e-09, 1.07e-09, 1.13e-11, 3.29e-10, 1.72e-10, 1.14e-08] []
121600 [5.06e-07, 2.06e-06, 1.16e-06, 1.75e-06, 1.84e-06, 8.79e-07, 8.48e-07, 7.27e-11, 3.60e-13, 3.13e-13, 5.57e-07, 1.98e-06, 1.74e-06, 3.92e-09, 2.20e-09, 5.25e-09, 1.60e-09, 1.97e-09, 1.26e-11, 2.94e-10, 1.94e-10, 1.33e-08] [5.06e-07, 2.06e-06, 1.16e-06, 1.75e-06, 1.84e-06, 8.79e-07, 8.48e-07, 7.27e-11, 3.60e-13, 3.13e-13, 5.57e-07, 1.98e-06, 1.74e-06, 3.92e-09, 2.20e-09, 5.25e-09, 1.60e-09, 1.97e-09, 1.26e-11, 2.94e-10, 1.94e-10, 1.33e-08] []
121700 [1.51e-05, 4.46e-06, 5.50e-06, 2.80e-06, 2.69e-06, 1.69e-06, 3.65e-06, 1.92e-04, 1.81e-06, 8.82e-05, 1.37e-04, 1.78e-04, 1.07e-04, 5.79e-04, 6.83e-06, 1.91e-06, 6.24e-06, 8.12e-06, 3.78e-05, 0.00e+00, 1.54e-04, 4.30e-06] [1.51e-05, 4.46e-06, 5.50e-06, 2.80e-06, 2.69e-06, 1.69e-06, 3.65e-06, 1.92e-04, 1.81e-06, 8.82e-05, 1.37e-04, 1.78e-04, 1.07e-04, 5.79e-04, 6.83e-06, 1.91e-06, 6.24e-06, 8.12e-06, 3.78e-05, 0.00e+00, 1.54e-04, 4.30e-06] []
121800 [5.20e-07, 2.04e-06, 1.08e-06, 1.86e-06, 1.74e-06, 9.58e-07, 7.62e-07, 1.76e-08, 2.07e-07, 3.28e-09, 5.57e-07, 2.27e-06, 2.09e-06, 6.80e-08, 2.76e-09, 1.34e-08, 4.32e-09, 2.78e-09, 2.68e-09, 2.65e-08, 1.81e-08, 1.63e-07] [5.20e-07, 2.04e-06, 1.08e-06, 1.86e-06, 1.74e-06, 9.58e-07, 7.62e-07, 1.76e-08, 2.07e-07, 3.28e-09, 5.57e-07, 2.27e-06, 2.09e-06, 6.80e-08, 2.76e-09, 1.34e-08, 4.32e-09, 2.78e-09, 2.68e-09, 2.65e-08, 1.81e-08, 1.63e-07] []
121900 [4.58e-07, 2.01e-06, 1.04e-06, 1.63e-06, 1.86e-06, 9.00e-07, 8.17e-07, 2.59e-11, 2.33e-12, 5.88e-12, 5.40e-07, 1.97e-06, 1.71e-06, 3.39e-09, 1.62e-09, 4.75e-09, 1.74e-09, 2.35e-09, 1.38e-11, 2.18e-10, 2.80e-10, 1.40e-08] [4.58e-07, 2.01e-06, 1.04e-06, 1.63e-06, 1.86e-06, 9.00e-07, 8.17e-07, 2.59e-11, 2.33e-12, 5.88e-12, 5.40e-07, 1.97e-06, 1.71e-06, 3.39e-09, 1.62e-09, 4.75e-09, 1.74e-09, 2.35e-09, 1.38e-11, 2.18e-10, 2.80e-10, 1.40e-08] []
122000 [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04] [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.451957 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
122000 [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04] [2.21e-05, 6.24e-06, 8.87e-06, 2.35e-06, 4.40e-06, 1.66e-06, 8.34e-06, 2.67e-08, 2.51e-04, 9.25e-06, 4.37e-05, 2.79e-04, 6.86e-05, 7.82e-04, 7.13e-06, 2.83e-05, 9.05e-08, 2.77e-08, 0.00e+00, 0.00e+00, 1.38e-07, 3.87e-04] []
122100 [5.94e-07, 2.11e-06, 1.04e-06, 2.03e-06, 1.70e-06, 1.02e-06, 6.47e-07, 1.03e-10, 1.65e-08, 2.43e-09, 6.86e-07, 2.17e-06, 2.01e-06, 2.42e-08, 1.16e-09, 2.45e-09, 9.52e-10, 1.15e-09, 1.81e-12, 0.00e+00, 1.72e-10, 3.95e-08] [5.94e-07, 2.11e-06, 1.04e-06, 2.03e-06, 1.70e-06, 1.02e-06, 6.47e-07, 1.03e-10, 1.65e-08, 2.43e-09, 6.86e-07, 2.17e-06, 2.01e-06, 2.42e-08, 1.16e-09, 2.45e-09, 9.52e-10, 1.15e-09, 1.81e-12, 0.00e+00, 1.72e-10, 3.95e-08] []
122200 [5.09e-07, 2.02e-06, 1.05e-06, 1.74e-06, 1.76e-06, 9.45e-07, 7.38e-07, 4.34e-11, 4.60e-11, 9.40e-12, 5.50e-07, 1.96e-06, 1.77e-06, 3.51e-09, 2.56e-09, 5.58e-09, 1.76e-09, 2.76e-09, 1.28e-11, 1.25e-10, 1.74e-10, 1.04e-08] [5.09e-07, 2.02e-06, 1.05e-06, 1.74e-06, 1.76e-06, 9.45e-07, 7.38e-07, 4.34e-11, 4.60e-11, 9.40e-12, 5.50e-07, 1.96e-06, 1.77e-06, 3.51e-09, 2.56e-09, 5.58e-09, 1.76e-09, 2.76e-09, 1.28e-11, 1.25e-10, 1.74e-10, 1.04e-08] []
122300 [4.44e-07, 1.97e-06, 9.83e-07, 1.60e-06, 1.76e-06, 9.08e-07, 7.72e-07, 7.03e-11, 1.04e-10, 2.23e-11, 5.08e-07, 1.87e-06, 1.65e-06, 2.97e-09, 2.00e-09, 6.51e-09, 1.79e-09, 2.78e-09, 9.83e-12, 1.88e-10, 1.76e-10, 9.90e-09] [4.44e-07, 1.97e-06, 9.83e-07, 1.60e-06, 1.76e-06, 9.08e-07, 7.72e-07, 7.03e-11, 1.04e-10, 2.23e-11, 5.08e-07, 1.87e-06, 1.65e-06, 2.97e-09, 2.00e-09, 6.51e-09, 1.79e-09, 2.78e-09, 9.83e-12, 1.88e-10, 1.76e-10, 9.90e-09] []
122400 [1.52e-04, 6.95e-06, 2.40e-05, 4.52e-05, 3.99e-05, 1.25e-05, 5.93e-05, 1.05e-06, 2.80e-07, 2.59e-04, 1.73e-03, 1.60e-03, 1.03e-03, 4.38e-04, 1.04e-04, 8.79e-05, 6.57e-07, 2.15e-06, 0.00e+00, 8.32e-08, 9.36e-07, 2.96e-07] [1.52e-04, 6.95e-06, 2.40e-05, 4.52e-05, 3.99e-05, 1.25e-05, 5.93e-05, 1.05e-06, 2.80e-07, 2.59e-04, 1.73e-03, 1.60e-03, 1.03e-03, 4.38e-04, 1.04e-04, 8.79e-05, 6.57e-07, 2.15e-06, 0.00e+00, 8.32e-08, 9.36e-07, 2.96e-07] []
122500 [4.26e-06, 3.14e-06, 7.03e-06, 9.37e-06, 8.92e-06, 9.05e-07, 6.03e-06, 1.39e-04, 2.27e-06, 2.75e-07, 3.49e-05, 4.94e-04, 4.83e-04, 5.05e-06, 7.12e-08, 0.00e+00, 1.88e-07, 5.98e-08, 0.00e+00, 0.00e+00, 1.41e-04, 2.39e-05] [4.26e-06, 3.14e-06, 7.03e-06, 9.37e-06, 8.92e-06, 9.05e-07, 6.03e-06, 1.39e-04, 2.27e-06, 2.75e-07, 3.49e-05, 4.94e-04, 4.83e-04, 5.05e-06, 7.12e-08, 0.00e+00, 1.88e-07, 5.98e-08, 0.00e+00, 0.00e+00, 1.41e-04, 2.39e-05] []
122600 [4.09e-06, 2.53e-06, 4.38e-06, 6.05e-06, 5.10e-06, 6.39e-07, 5.88e-06, 5.52e-06, 1.06e-05, 1.98e-06, 4.02e-05, 3.27e-04, 2.83e-04, 2.61e-06, 8.00e-08, 9.55e-08, 2.07e-07, 1.99e-07, 9.60e-07, 1.06e-06, 5.33e-06, 6.06e-06] [4.09e-06, 2.53e-06, 4.38e-06, 6.05e-06, 5.10e-06, 6.39e-07, 5.88e-06, 5.52e-06, 1.06e-05, 1.98e-06, 4.02e-05, 3.27e-04, 2.83e-04, 2.61e-06, 8.00e-08, 9.55e-08, 2.07e-07, 1.99e-07, 9.60e-07, 1.06e-06, 5.33e-06, 6.06e-06] []
122700 [2.48e-05, 2.85e-06, 7.54e-06, 8.85e-06, 6.88e-06, 4.87e-07, 8.78e-06, 1.61e-08, 4.03e-07, 7.26e-05, 8.88e-05, 5.60e-04, 7.53e-04, 2.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-08, 1.19e-07, 4.14e-07] [2.48e-05, 2.85e-06, 7.54e-06, 8.85e-06, 6.88e-06, 4.87e-07, 8.78e-06, 1.61e-08, 4.03e-07, 7.26e-05, 8.88e-05, 5.60e-04, 7.53e-04, 2.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-08, 1.19e-07, 4.14e-07] []
122800 [6.27e-06, 2.71e-06, 3.02e-06, 5.10e-06, 3.09e-06, 4.38e-07, 4.85e-06, 7.67e-06, 1.31e-07, 7.47e-07, 6.26e-05, 1.55e-04, 1.24e-04, 7.02e-07, 2.18e-07, 1.51e-07, 1.77e-07, 3.66e-07, 0.00e+00, 8.42e-10, 9.41e-06, 6.40e-07] [6.27e-06, 2.71e-06, 3.02e-06, 5.10e-06, 3.09e-06, 4.38e-07, 4.85e-06, 7.67e-06, 1.31e-07, 7.47e-07, 6.26e-05, 1.55e-04, 1.24e-04, 7.02e-07, 2.18e-07, 1.51e-07, 1.77e-07, 3.66e-07, 0.00e+00, 8.42e-10, 9.41e-06, 6.40e-07] []
122900 [1.17e-05, 2.40e-06, 5.31e-06, 6.97e-06, 3.17e-06, 3.63e-07, 4.27e-06, 6.45e-06, 3.48e-05, 2.58e-05, 3.99e-04, 1.71e-04, 7.18e-04, 3.34e-04, 3.90e-06, 6.71e-06, 1.30e-05, 1.60e-05, 1.49e-06, 6.57e-06, 6.81e-06, 4.18e-05] [1.17e-05, 2.40e-06, 5.31e-06, 6.97e-06, 3.17e-06, 3.63e-07, 4.27e-06, 6.45e-06, 3.48e-05, 2.58e-05, 3.99e-04, 1.71e-04, 7.18e-04, 3.34e-04, 3.90e-06, 6.71e-06, 1.30e-05, 1.60e-05, 1.49e-06, 6.57e-06, 6.81e-06, 4.18e-05] []
123000 [6.35e-06, 2.57e-06, 6.63e-06, 8.34e-06, 2.93e-06, 4.61e-07, 4.10e-06, 2.63e-06, 1.02e-05, 6.43e-06, 8.28e-05, 8.55e-05, 2.37e-04, 8.67e-05, 3.25e-08, 2.05e-08, 0.00e+00, 0.00e+00, 2.23e-07, 0.00e+00, 1.30e-06, 1.02e-05] [6.35e-06, 2.57e-06, 6.63e-06, 8.34e-06, 2.93e-06, 4.61e-07, 4.10e-06, 2.63e-06, 1.02e-05, 6.43e-06, 8.28e-05, 8.55e-05, 2.37e-04, 8.67e-05, 3.25e-08, 2.05e-08, 0.00e+00, 0.00e+00, 2.23e-07, 0.00e+00, 1.30e-06, 1.02e-05] []
123100 [6.19e-06, 2.95e-06, 7.49e-06, 8.07e-06, 2.65e-06, 4.02e-07, 3.50e-06, 7.16e-06, 2.32e-07, 2.77e-06, 2.84e-05, 2.94e-05, 2.05e-05, 2.18e-05, 4.93e-07, 3.76e-07, 5.17e-07, 2.44e-07, 0.00e+00, 1.92e-10, 1.11e-05, 3.63e-07] [6.19e-06, 2.95e-06, 7.49e-06, 8.07e-06, 2.65e-06, 4.02e-07, 3.50e-06, 7.16e-06, 2.32e-07, 2.77e-06, 2.84e-05, 2.94e-05, 2.05e-05, 2.18e-05, 4.93e-07, 3.76e-07, 5.17e-07, 2.44e-07, 0.00e+00, 1.92e-10, 1.11e-05, 3.63e-07] []
123200 [5.47e-06, 2.98e-06, 7.79e-06, 7.66e-06, 2.75e-06, 3.19e-07, 3.20e-06, 4.17e-07, 1.61e-06, 5.59e-07, 3.92e-05, 2.19e-05, 2.79e-05, 9.56e-06, 3.90e-07, 5.28e-07, 7.24e-07, 8.29e-07, 5.89e-08, 1.97e-07, 3.78e-07, 1.17e-06] [5.47e-06, 2.98e-06, 7.79e-06, 7.66e-06, 2.75e-06, 3.19e-07, 3.20e-06, 4.17e-07, 1.61e-06, 5.59e-07, 3.92e-05, 2.19e-05, 2.79e-05, 9.56e-06, 3.90e-07, 5.28e-07, 7.24e-07, 8.29e-07, 5.89e-08, 1.97e-07, 3.78e-07, 1.17e-06] []
123300 [4.97e-06, 3.07e-06, 7.70e-06, 7.41e-06, 3.10e-06, 2.91e-07, 3.03e-06, 8.17e-09, 7.11e-09, 1.41e-08, 2.38e-05, 2.18e-05, 3.45e-05, 2.33e-05, 3.55e-09, 1.65e-08, 0.00e+00, 6.43e-09, 7.95e-11, 1.33e-09, 1.21e-08, 2.02e-07] [4.97e-06, 3.07e-06, 7.70e-06, 7.41e-06, 3.10e-06, 2.91e-07, 3.03e-06, 8.17e-09, 7.11e-09, 1.41e-08, 2.38e-05, 2.18e-05, 3.45e-05, 2.33e-05, 3.55e-09, 1.65e-08, 0.00e+00, 6.43e-09, 7.95e-11, 1.33e-09, 1.21e-08, 2.02e-07] []
123400 [2.46e-05, 3.32e-06, 8.99e-06, 8.48e-06, 3.95e-06, 3.90e-07, 2.92e-06, 2.82e-06, 3.52e-05, 7.05e-06, 1.32e-04, 1.90e-04, 5.43e-04, 1.08e-03, 1.56e-05, 1.53e-05, 1.53e-05, 1.54e-05, 4.24e-07, 5.43e-06, 2.52e-06, 3.41e-05] [2.46e-05, 3.32e-06, 8.99e-06, 8.48e-06, 3.95e-06, 3.90e-07, 2.92e-06, 2.82e-06, 3.52e-05, 7.05e-06, 1.32e-04, 1.90e-04, 5.43e-04, 1.08e-03, 1.56e-05, 1.53e-05, 1.53e-05, 1.54e-05, 4.24e-07, 5.43e-06, 2.52e-06, 3.41e-05] []
123500 [8.15e-06, 3.18e-06, 7.80e-06, 6.85e-06, 2.96e-06, 2.62e-07, 2.77e-06, 5.43e-06, 2.28e-05, 3.72e-06, 8.48e-05, 3.98e-05, 1.19e-04, 5.94e-05, 1.46e-06, 1.46e-06, 2.81e-06, 2.27e-06, 9.56e-07, 3.96e-06, 5.39e-06, 2.54e-05] [8.15e-06, 3.18e-06, 7.80e-06, 6.85e-06, 2.96e-06, 2.62e-07, 2.77e-06, 5.43e-06, 2.28e-05, 3.72e-06, 8.48e-05, 3.98e-05, 1.19e-04, 5.94e-05, 1.46e-06, 1.46e-06, 2.81e-06, 2.27e-06, 9.56e-07, 3.96e-06, 5.39e-06, 2.54e-05] []
123600 [2.36e-05, 3.41e-06, 9.99e-06, 1.04e-05, 6.32e-06, 5.05e-07, 4.97e-06, 7.44e-05, 1.65e-05, 2.38e-04, 2.15e-04, 7.49e-04, 1.20e-04, 2.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 7.95e-05, 1.34e-05] [2.36e-05, 3.41e-06, 9.99e-06, 1.04e-05, 6.32e-06, 5.05e-07, 4.97e-06, 7.44e-05, 1.65e-05, 2.38e-04, 2.15e-04, 7.49e-04, 1.20e-04, 2.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 7.95e-05, 1.34e-05] []
123700 [8.23e-06, 3.15e-06, 7.72e-06, 6.44e-06, 3.14e-06, 2.45e-07, 2.59e-06, 4.39e-05, 4.48e-05, 7.08e-06, 1.26e-04, 5.19e-05, 1.66e-04, 4.90e-05, 9.22e-07, 2.19e-06, 3.20e-06, 3.92e-06, 0.00e+00, 7.88e-06, 4.99e-05, 4.95e-05] [8.23e-06, 3.15e-06, 7.72e-06, 6.44e-06, 3.14e-06, 2.45e-07, 2.59e-06, 4.39e-05, 4.48e-05, 7.08e-06, 1.26e-04, 5.19e-05, 1.66e-04, 4.90e-05, 9.22e-07, 2.19e-06, 3.20e-06, 3.92e-06, 0.00e+00, 7.88e-06, 4.99e-05, 4.95e-05] []
123800 [5.66e-06, 3.14e-06, 7.59e-06, 6.34e-06, 3.30e-06, 2.55e-07, 2.20e-06, 1.74e-07, 1.38e-06, 5.06e-07, 1.74e-05, 1.36e-05, 9.96e-06, 5.25e-06, 2.14e-07, 1.32e-07, 2.06e-07, 1.72e-07, 0.00e+00, 1.37e-07, 4.12e-07, 8.92e-07] [5.66e-06, 3.14e-06, 7.59e-06, 6.34e-06, 3.30e-06, 2.55e-07, 2.20e-06, 1.74e-07, 1.38e-06, 5.06e-07, 1.74e-05, 1.36e-05, 9.96e-06, 5.25e-06, 2.14e-07, 1.32e-07, 2.06e-07, 1.72e-07, 0.00e+00, 1.37e-07, 4.12e-07, 8.92e-07] []
123900 [6.22e-06, 2.98e-06, 7.49e-06, 6.64e-06, 3.90e-06, 2.41e-07, 2.50e-06, 1.50e-05, 9.09e-09, 1.55e-05, 2.50e-05, 6.34e-05, 8.74e-05, 3.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.72e-05, 3.36e-07] [6.22e-06, 2.98e-06, 7.49e-06, 6.64e-06, 3.90e-06, 2.41e-07, 2.50e-06, 1.50e-05, 9.09e-09, 1.55e-05, 2.50e-05, 6.34e-05, 8.74e-05, 3.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.72e-05, 3.36e-07] []
124000 [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06] [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 40.163709 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
124000 [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06] [6.06e-06, 3.05e-06, 7.45e-06, 5.96e-06, 3.39e-06, 2.41e-07, 2.11e-06, 3.83e-06, 9.86e-06, 1.48e-06, 3.71e-05, 1.69e-05, 2.97e-05, 7.10e-06, 3.84e-07, 2.68e-07, 4.48e-07, 7.22e-07, 0.00e+00, 1.38e-06, 4.58e-06, 9.13e-06] []
124100 [5.14e-06, 3.13e-06, 7.61e-06, 6.08e-06, 3.99e-06, 2.49e-07, 1.97e-06, 2.97e-08, 3.88e-06, 1.31e-06, 3.84e-05, 2.68e-05, 7.67e-05, 3.14e-05, 0.00e+00, 7.55e-10, 0.00e+00, 0.00e+00, 5.67e-10, 0.00e+00, 2.76e-08, 5.52e-06] [5.14e-06, 3.13e-06, 7.61e-06, 6.08e-06, 3.99e-06, 2.49e-07, 1.97e-06, 2.97e-08, 3.88e-06, 1.31e-06, 3.84e-05, 2.68e-05, 7.67e-05, 3.14e-05, 0.00e+00, 7.55e-10, 0.00e+00, 0.00e+00, 5.67e-10, 0.00e+00, 2.76e-08, 5.52e-06] []
124200 [2.50e-05, 3.38e-06, 8.88e-06, 7.20e-06, 4.66e-06, 4.65e-07, 2.23e-06, 3.41e-05, 8.82e-05, 9.49e-06, 1.19e-04, 1.86e-04, 5.10e-04, 1.07e-03, 1.49e-05, 1.63e-05, 1.31e-05, 1.45e-05, 6.45e-06, 1.42e-05, 3.31e-05, 8.69e-05] [2.50e-05, 3.38e-06, 8.88e-06, 7.20e-06, 4.66e-06, 4.65e-07, 2.23e-06, 3.41e-05, 8.82e-05, 9.49e-06, 1.19e-04, 1.86e-04, 5.10e-04, 1.07e-03, 1.49e-05, 1.63e-05, 1.31e-05, 1.45e-05, 6.45e-06, 1.42e-05, 3.31e-05, 8.69e-05] []
124300 [5.02e-06, 3.01e-06, 7.38e-06, 5.55e-06, 3.69e-06, 2.56e-07, 2.04e-06, 5.94e-08, 4.29e-06, 2.25e-06, 1.89e-05, 1.20e-05, 7.32e-06, 6.27e-06, 5.23e-08, 3.16e-08, 1.62e-07, 1.45e-08, 0.00e+00, 7.93e-07, 2.22e-07, 5.16e-06] [5.02e-06, 3.01e-06, 7.38e-06, 5.55e-06, 3.69e-06, 2.56e-07, 2.04e-06, 5.94e-08, 4.29e-06, 2.25e-06, 1.89e-05, 1.20e-05, 7.32e-06, 6.27e-06, 5.23e-08, 3.16e-08, 1.62e-07, 1.45e-08, 0.00e+00, 7.93e-07, 2.22e-07, 5.16e-06] []
124400 [4.12e-05, 3.70e-06, 9.74e-06, 1.04e-05, 5.83e-06, 1.15e-06, 2.87e-06, 7.92e-06, 1.30e-04, 8.69e-05, 1.16e-04, 5.62e-04, 1.66e-04, 2.10e-03, 6.62e-05, 5.94e-05, 1.01e-05, 6.72e-06, 1.15e-06, 1.92e-05, 7.11e-06, 1.18e-04] [4.12e-05, 3.70e-06, 9.74e-06, 1.04e-05, 5.83e-06, 1.15e-06, 2.87e-06, 7.92e-06, 1.30e-04, 8.69e-05, 1.16e-04, 5.62e-04, 1.66e-04, 2.10e-03, 6.62e-05, 5.94e-05, 1.01e-05, 6.72e-06, 1.15e-06, 1.92e-05, 7.11e-06, 1.18e-04] []
124500 [9.34e-06, 2.89e-06, 7.72e-06, 6.29e-06, 4.88e-06, 2.97e-07, 2.53e-06, 5.16e-07, 1.57e-07, 7.00e-05, 6.48e-05, 2.21e-04, 7.42e-05, 8.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.77e-08, 1.24e-08, 5.78e-07, 3.42e-07] [9.34e-06, 2.89e-06, 7.72e-06, 6.29e-06, 4.88e-06, 2.97e-07, 2.53e-06, 5.16e-07, 1.57e-07, 7.00e-05, 6.48e-05, 2.21e-04, 7.42e-05, 8.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.77e-08, 1.24e-08, 5.78e-07, 3.42e-07] []
124600 [5.95e-06, 2.79e-06, 7.07e-06, 5.40e-06, 4.14e-06, 2.78e-07, 1.98e-06, 1.88e-05, 1.33e-07, 3.43e-07, 3.68e-05, 2.93e-05, 1.13e-04, 7.59e-05, 0.00e+00, 4.26e-09, 0.00e+00, 0.00e+00, 2.79e-06, 1.32e-09, 1.62e-05, 2.91e-07] [5.95e-06, 2.79e-06, 7.07e-06, 5.40e-06, 4.14e-06, 2.78e-07, 1.98e-06, 1.88e-05, 1.33e-07, 3.43e-07, 3.68e-05, 2.93e-05, 1.13e-04, 7.59e-05, 0.00e+00, 4.26e-09, 0.00e+00, 0.00e+00, 2.79e-06, 1.32e-09, 1.62e-05, 2.91e-07] []
124700 [5.77e-06, 2.71e-06, 7.03e-06, 4.69e-06, 4.02e-06, 2.77e-07, 1.91e-06, 2.21e-06, 8.33e-06, 1.83e-08, 2.79e-05, 1.60e-05, 3.90e-05, 2.85e-05, 2.02e-07, 5.19e-07, 9.92e-07, 9.79e-07, 2.08e-07, 0.00e+00, 1.37e-06, 1.24e-05] [5.77e-06, 2.71e-06, 7.03e-06, 4.69e-06, 4.02e-06, 2.77e-07, 1.91e-06, 2.21e-06, 8.33e-06, 1.83e-08, 2.79e-05, 1.60e-05, 3.90e-05, 2.85e-05, 2.02e-07, 5.19e-07, 9.92e-07, 9.79e-07, 2.08e-07, 0.00e+00, 1.37e-06, 1.24e-05] []
124800 [4.90e-06, 2.65e-06, 6.84e-06, 4.79e-06, 4.57e-06, 3.40e-07, 1.99e-06, 6.75e-08, 2.69e-05, 4.18e-07, 1.53e-05, 1.83e-05, 1.89e-05, 2.85e-05, 0.00e+00, 9.61e-09, 0.00e+00, 7.66e-10, 4.58e-09, 0.00e+00, 4.61e-08, 2.94e-05] [4.90e-06, 2.65e-06, 6.84e-06, 4.79e-06, 4.57e-06, 3.40e-07, 1.99e-06, 6.75e-08, 2.69e-05, 4.18e-07, 1.53e-05, 1.83e-05, 1.89e-05, 2.85e-05, 0.00e+00, 9.61e-09, 0.00e+00, 7.66e-10, 4.58e-09, 0.00e+00, 4.61e-08, 2.94e-05] []
124900 [5.85e-06, 2.86e-06, 7.29e-06, 5.02e-06, 4.51e-06, 2.53e-07, 1.77e-06, 1.63e-06, 1.67e-07, 1.70e-06, 1.53e-05, 1.32e-05, 1.25e-05, 3.70e-05, 6.92e-07, 6.88e-07, 3.80e-07, 2.85e-07, 1.13e-07, 0.00e+00, 6.87e-07, 4.82e-07] [5.85e-06, 2.86e-06, 7.29e-06, 5.02e-06, 4.51e-06, 2.53e-07, 1.77e-06, 1.63e-06, 1.67e-07, 1.70e-06, 1.53e-05, 1.32e-05, 1.25e-05, 3.70e-05, 6.92e-07, 6.88e-07, 3.80e-07, 2.85e-07, 1.13e-07, 0.00e+00, 6.87e-07, 4.82e-07] []
125000 [1.98e-05, 3.04e-06, 8.68e-06, 5.87e-06, 6.86e-06, 6.52e-07, 3.03e-06, 1.47e-06, 8.35e-05, 4.91e-05, 4.05e-05, 3.85e-04, 2.17e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 8.80e-05] [1.98e-05, 3.04e-06, 8.68e-06, 5.87e-06, 6.86e-06, 6.52e-07, 3.03e-06, 1.47e-06, 8.35e-05, 4.91e-05, 4.05e-05, 3.85e-04, 2.17e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 8.80e-05] []
125100 [4.85e-06, 2.65e-06, 6.96e-06, 4.70e-06, 5.19e-06, 2.19e-07, 1.79e-06, 2.13e-06, 1.67e-05, 1.75e-06, 2.67e-05, 1.84e-05, 3.82e-05, 1.34e-06, 7.29e-09, 5.90e-07, 0.00e+00, 0.00e+00, 2.69e-07, 0.00e+00, 1.80e-06, 1.98e-05] [4.85e-06, 2.65e-06, 6.96e-06, 4.70e-06, 5.19e-06, 2.19e-07, 1.79e-06, 2.13e-06, 1.67e-05, 1.75e-06, 2.67e-05, 1.84e-05, 3.82e-05, 1.34e-06, 7.29e-09, 5.90e-07, 0.00e+00, 0.00e+00, 2.69e-07, 0.00e+00, 1.80e-06, 1.98e-05] []
125200 [4.27e-06, 2.55e-06, 7.15e-06, 4.58e-06, 6.13e-06, 2.20e-07, 2.09e-06, 4.21e-05, 5.30e-09, 1.96e-05, 4.00e-05, 8.70e-05, 8.54e-06, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-08, 0.00e+00, 3.68e-08, 4.28e-05, 3.62e-07] [4.27e-06, 2.55e-06, 7.15e-06, 4.58e-06, 6.13e-06, 2.20e-07, 2.09e-06, 4.21e-05, 5.30e-09, 1.96e-05, 4.00e-05, 8.70e-05, 8.54e-06, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-08, 0.00e+00, 3.68e-08, 4.28e-05, 3.62e-07] []
125300 [4.46e-06, 2.44e-06, 6.85e-06, 3.94e-06, 5.40e-06, 1.56e-07, 1.72e-06, 6.88e-07, 1.40e-06, 1.57e-08, 1.96e-05, 1.19e-05, 2.40e-05, 1.68e-05, 2.55e-07, 3.58e-07, 3.73e-07, 6.71e-07, 4.48e-08, 0.00e+00, 2.53e-07, 2.65e-06] [4.46e-06, 2.44e-06, 6.85e-06, 3.94e-06, 5.40e-06, 1.56e-07, 1.72e-06, 6.88e-07, 1.40e-06, 1.57e-08, 1.96e-05, 1.19e-05, 2.40e-05, 1.68e-05, 2.55e-07, 3.58e-07, 3.73e-07, 6.71e-07, 4.48e-08, 0.00e+00, 2.53e-07, 2.65e-06] []
125400 [3.55e-05, 3.42e-06, 9.60e-06, 7.77e-06, 7.24e-06, 1.34e-06, 2.42e-06, 7.75e-05, 1.05e-04, 6.66e-05, 8.38e-05, 3.71e-04, 3.99e-04, 1.97e-03, 3.56e-05, 4.40e-05, 1.20e-05, 1.42e-05, 1.53e-05, 1.73e-05, 7.60e-05, 1.05e-04] [3.55e-05, 3.42e-06, 9.60e-06, 7.77e-06, 7.24e-06, 1.34e-06, 2.42e-06, 7.75e-05, 1.05e-04, 6.66e-05, 8.38e-05, 3.71e-04, 3.99e-04, 1.97e-03, 3.56e-05, 4.40e-05, 1.20e-05, 1.42e-05, 1.53e-05, 1.73e-05, 7.60e-05, 1.05e-04] []
125500 [1.18e-05, 3.38e-06, 8.75e-06, 5.67e-06, 1.09e-05, 1.32e-06, 1.74e-06, 1.03e-05, 9.10e-05, 3.10e-05, 6.18e-05, 5.86e-05, 2.11e-04, 6.27e-04, 3.22e-06, 5.16e-06, 5.23e-06, 5.18e-06, 0.00e+00, 0.00e+00, 1.04e-05, 8.37e-05] [1.18e-05, 3.38e-06, 8.75e-06, 5.67e-06, 1.09e-05, 1.32e-06, 1.74e-06, 1.03e-05, 9.10e-05, 3.10e-05, 6.18e-05, 5.86e-05, 2.11e-04, 6.27e-04, 3.22e-06, 5.16e-06, 5.23e-06, 5.18e-06, 0.00e+00, 0.00e+00, 1.04e-05, 8.37e-05] []
125600 [3.70e-06, 2.55e-06, 7.00e-06, 3.69e-06, 6.09e-06, 1.07e-07, 1.62e-06, 1.36e-07, 6.83e-07, 1.31e-07, 1.78e-05, 1.73e-05, 5.07e-05, 5.84e-05, 0.00e+00, 0.00e+00, 2.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.43e-06] [3.70e-06, 2.55e-06, 7.00e-06, 3.69e-06, 6.09e-06, 1.07e-07, 1.62e-06, 1.36e-07, 6.83e-07, 1.31e-07, 1.78e-05, 1.73e-05, 5.07e-05, 5.84e-05, 0.00e+00, 0.00e+00, 2.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.43e-06] []
125700 [3.87e-06, 2.48e-06, 6.35e-06, 2.62e-06, 7.55e-06, 1.84e-07, 1.51e-06, 5.06e-08, 7.58e-08, 6.81e-07, 1.32e-05, 7.99e-06, 8.58e-06, 1.63e-07, 3.40e-08, 2.86e-07, 9.24e-08, 6.85e-08, 9.10e-11, 3.32e-11, 2.46e-07, 6.90e-07] [3.87e-06, 2.48e-06, 6.35e-06, 2.62e-06, 7.55e-06, 1.84e-07, 1.51e-06, 5.06e-08, 7.58e-08, 6.81e-07, 1.32e-05, 7.99e-06, 8.58e-06, 1.63e-07, 3.40e-08, 2.86e-07, 9.24e-08, 6.85e-08, 9.10e-11, 3.32e-11, 2.46e-07, 6.90e-07] []
125800 [3.56e-05, 3.80e-06, 1.14e-05, 4.56e-06, 1.15e-05, 1.10e-06, 3.67e-06, 2.87e-04, 1.47e-05, 8.27e-05, 1.12e-04, 5.39e-04, 6.48e-04, 3.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-06, 3.00e-04, 1.18e-05] [3.56e-05, 3.80e-06, 1.14e-05, 4.56e-06, 1.15e-05, 1.10e-06, 3.67e-06, 2.87e-04, 1.47e-05, 8.27e-05, 1.12e-04, 5.39e-04, 6.48e-04, 3.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-06, 3.00e-04, 1.18e-05] []
125900 [6.05e-06, 2.69e-06, 7.29e-06, 2.95e-06, 7.20e-06, 1.89e-07, 1.64e-06, 3.22e-07, 2.73e-07, 6.61e-06, 2.10e-05, 6.29e-05, 1.23e-04, 3.44e-04, 0.00e+00, 0.00e+00, 3.01e-09, 0.00e+00, 1.10e-08, 0.00e+00, 1.97e-07, 5.34e-07] [6.05e-06, 2.69e-06, 7.29e-06, 2.95e-06, 7.20e-06, 1.89e-07, 1.64e-06, 3.22e-07, 2.73e-07, 6.61e-06, 2.10e-05, 6.29e-05, 1.23e-04, 3.44e-04, 0.00e+00, 0.00e+00, 3.01e-09, 0.00e+00, 1.10e-08, 0.00e+00, 1.97e-07, 5.34e-07] []
126000 [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07] [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 37.962557 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
126000 [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07] [3.69e-06, 2.41e-06, 6.75e-06, 2.78e-06, 5.19e-06, 1.72e-07, 1.35e-06, 1.55e-08, 2.62e-08, 1.31e-07, 1.02e-05, 6.94e-06, 9.82e-06, 1.13e-05, 2.43e-07, 2.57e-07, 5.34e-07, 5.06e-07, 2.03e-09, 8.96e-12, 1.21e-07, 2.17e-07] []
126100 [3.22e-06, 2.47e-06, 6.64e-06, 2.78e-06, 5.59e-06, 1.67e-07, 1.51e-06, 2.00e-09, 2.94e-07, 4.38e-07, 1.63e-05, 1.85e-05, 5.49e-05, 7.30e-05, 0.00e+00, 0.00e+00, 2.76e-08, 0.00e+00, 1.72e-09, 0.00e+00, 8.72e-08, 7.91e-07] [3.22e-06, 2.47e-06, 6.64e-06, 2.78e-06, 5.59e-06, 1.67e-07, 1.51e-06, 2.00e-09, 2.94e-07, 4.38e-07, 1.63e-05, 1.85e-05, 5.49e-05, 7.30e-05, 0.00e+00, 0.00e+00, 2.76e-08, 0.00e+00, 1.72e-09, 0.00e+00, 8.72e-08, 7.91e-07] []
126200 [3.72e-05, 3.90e-06, 1.06e-05, 5.48e-06, 8.80e-06, 1.89e-06, 4.31e-06, 2.99e-08, 1.39e-05, 1.51e-04, 1.16e-04, 7.82e-04, 2.68e-04, 2.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-10, 0.00e+00, 7.88e-08, 1.38e-05] [3.72e-05, 3.90e-06, 1.06e-05, 5.48e-06, 8.80e-06, 1.89e-06, 4.31e-06, 2.99e-08, 1.39e-05, 1.51e-04, 1.16e-04, 7.82e-04, 2.68e-04, 2.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.61e-10, 0.00e+00, 7.88e-08, 1.38e-05] []
126300 [3.88e-05, 3.70e-06, 9.89e-06, 6.64e-06, 7.28e-06, 1.85e-06, 3.17e-06, 4.93e-09, 2.07e-07, 1.35e-04, 1.50e-04, 4.94e-04, 2.58e-04, 2.48e-03, 5.23e-05, 5.45e-05, 9.13e-06, 1.28e-05, 6.89e-09, 7.97e-08, 8.24e-08, 5.21e-07] [3.88e-05, 3.70e-06, 9.89e-06, 6.64e-06, 7.28e-06, 1.85e-06, 3.17e-06, 4.93e-09, 2.07e-07, 1.35e-04, 1.50e-04, 4.94e-04, 2.58e-04, 2.48e-03, 5.23e-05, 5.45e-05, 9.13e-06, 1.28e-05, 6.89e-09, 7.97e-08, 8.24e-08, 5.21e-07] []
126400 [5.78e-06, 2.35e-06, 7.03e-06, 3.29e-06, 5.67e-06, 3.57e-07, 1.81e-06, 3.16e-09, 1.62e-05, 1.96e-05, 1.81e-05, 7.91e-05, 7.99e-05, 4.07e-04, 0.00e+00, 0.00e+00, 4.59e-11, 0.00e+00, 7.55e-09, 2.36e-06, 7.64e-08, 1.58e-05] [5.78e-06, 2.35e-06, 7.03e-06, 3.29e-06, 5.67e-06, 3.57e-07, 1.81e-06, 3.16e-09, 1.62e-05, 1.96e-05, 1.81e-05, 7.91e-05, 7.99e-05, 4.07e-04, 0.00e+00, 0.00e+00, 4.59e-11, 0.00e+00, 7.55e-09, 2.36e-06, 7.64e-08, 1.58e-05] []
126500 [3.05e-05, 4.04e-06, 1.06e-05, 1.18e-05, 1.19e-05, 3.89e-06, 8.40e-06, 7.18e-06, 8.05e-06, 3.43e-04, 2.28e-03, 1.60e-03, 2.89e-03, 1.72e-04, 2.04e-05, 8.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-06, 5.48e-06, 1.41e-05] [3.05e-05, 4.04e-06, 1.06e-05, 1.18e-05, 1.19e-05, 3.89e-06, 8.40e-06, 7.18e-06, 8.05e-06, 3.43e-04, 2.28e-03, 1.60e-03, 2.89e-03, 1.72e-04, 2.04e-05, 8.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-06, 5.48e-06, 1.41e-05] []
126600 [5.00e-04, 3.01e-06, 3.94e-05, 2.24e-05, 1.14e-04, 1.06e-07, 7.64e-07, 4.54e-05, 2.73e-07, 5.13e-04, 3.59e-02, 1.86e-03, 3.23e-02, 6.25e-04, 0.00e+00, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-07, 1.59e-05, 1.08e-07] [5.00e-04, 3.01e-06, 3.94e-05, 2.24e-05, 1.14e-04, 1.06e-07, 7.64e-07, 4.54e-05, 2.73e-07, 5.13e-04, 3.59e-02, 1.86e-03, 3.23e-02, 6.25e-04, 0.00e+00, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-07, 1.59e-05, 1.08e-07] []
126700 [3.68e-04, 2.57e-06, 4.81e-06, 5.18e-05, 8.39e-05, 6.34e-10, 8.21e-08, 5.20e-09, 2.68e-06, 1.30e-03, 3.47e-02, 3.72e-03, 3.26e-02, 3.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-09, 0.00e+00, 3.43e-09, 4.17e-07] [3.68e-04, 2.57e-06, 4.81e-06, 5.18e-05, 8.39e-05, 6.34e-10, 8.21e-08, 5.20e-09, 2.68e-06, 1.30e-03, 3.47e-02, 3.72e-03, 3.26e-02, 3.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-09, 0.00e+00, 3.43e-09, 4.17e-07] []
126800 [4.78e-05, 4.17e-07, 2.43e-06, 1.86e-05, 4.40e-05, 1.07e-10, 1.13e-08, 5.96e-11, 3.31e-07, 7.38e-05, 9.76e-03, 2.09e-03, 1.61e-02, 3.24e-03, 5.75e-05, 8.12e-06, 5.02e-08, 4.84e-06, 3.27e-08, 3.31e-09, 6.28e-09, 9.35e-07] [4.78e-05, 4.17e-07, 2.43e-06, 1.86e-05, 4.40e-05, 1.07e-10, 1.13e-08, 5.96e-11, 3.31e-07, 7.38e-05, 9.76e-03, 2.09e-03, 1.61e-02, 3.24e-03, 5.75e-05, 8.12e-06, 5.02e-08, 4.84e-06, 3.27e-08, 3.31e-09, 6.28e-09, 9.35e-07] []
126900 [5.48e-05, 5.56e-07, 1.23e-05, 2.03e-05, 2.95e-05, 9.35e-09, 8.12e-07, 1.05e-07, 8.72e-06, 4.33e-07, 2.77e-04, 1.60e-03, 9.92e-04, 7.42e-07, 0.00e+00, 4.66e-06, 5.29e-06, 1.18e-05, 1.77e-09, 1.86e-07, 1.79e-07, 1.50e-05] [5.48e-05, 5.56e-07, 1.23e-05, 2.03e-05, 2.95e-05, 9.35e-09, 8.12e-07, 1.05e-07, 8.72e-06, 4.33e-07, 2.77e-04, 1.60e-03, 9.92e-04, 7.42e-07, 0.00e+00, 4.66e-06, 5.29e-06, 1.18e-05, 1.77e-09, 1.86e-07, 1.79e-07, 1.50e-05] []
127000 [5.27e-05, 1.18e-06, 1.71e-05, 1.43e-05, 2.35e-05, 2.38e-11, 6.56e-10, 4.27e-14, 5.00e-09, 3.04e-06, 2.28e-04, 1.46e-03, 9.55e-04, 1.98e-06, 0.00e+00, 3.17e-06, 7.89e-06, 2.32e-05, 2.48e-12, 5.75e-10, 6.70e-11, 7.16e-09] [5.27e-05, 1.18e-06, 1.71e-05, 1.43e-05, 2.35e-05, 2.38e-11, 6.56e-10, 4.27e-14, 5.00e-09, 3.04e-06, 2.28e-04, 1.46e-03, 9.55e-04, 1.98e-06, 0.00e+00, 3.17e-06, 7.89e-06, 2.32e-05, 2.48e-12, 5.75e-10, 6.70e-11, 7.16e-09] []
127100 [4.74e-05, 2.20e-06, 2.17e-05, 1.08e-05, 2.17e-05, 2.74e-11, 9.55e-10, 2.62e-11, 7.90e-10, 1.53e-06, 2.36e-04, 1.37e-03, 9.03e-04, 1.31e-06, 0.00e+00, 1.75e-06, 8.89e-06, 2.48e-05, 0.00e+00, 1.90e-10, 8.61e-11, 3.91e-09] [4.74e-05, 2.20e-06, 2.17e-05, 1.08e-05, 2.17e-05, 2.74e-11, 9.55e-10, 2.62e-11, 7.90e-10, 1.53e-06, 2.36e-04, 1.37e-03, 9.03e-04, 1.31e-06, 0.00e+00, 1.75e-06, 8.89e-06, 2.48e-05, 0.00e+00, 1.90e-10, 8.61e-11, 3.91e-09] []
127200 [4.35e-05, 3.42e-06, 2.78e-05, 9.77e-06, 2.14e-05, 3.29e-11, 1.31e-09, 2.27e-12, 9.08e-10, 4.84e-07, 2.43e-04, 1.27e-03, 8.50e-04, 2.27e-06, 8.38e-10, 1.16e-06, 9.58e-06, 2.56e-05, 2.12e-12, 2.34e-10, 7.47e-11, 4.42e-09] [4.35e-05, 3.42e-06, 2.78e-05, 9.77e-06, 2.14e-05, 3.29e-11, 1.31e-09, 2.27e-12, 9.08e-10, 4.84e-07, 2.43e-04, 1.27e-03, 8.50e-04, 2.27e-06, 8.38e-10, 1.16e-06, 9.58e-06, 2.56e-05, 2.12e-12, 2.34e-10, 7.47e-11, 4.42e-09] []
127300 [4.42e-05, 5.19e-06, 3.76e-05, 8.94e-06, 1.96e-05, 4.59e-11, 2.18e-09, 3.92e-12, 1.00e-08, 6.61e-08, 2.39e-04, 1.14e-03, 7.94e-04, 2.49e-06, 1.20e-07, 1.05e-06, 9.16e-06, 2.38e-05, 2.25e-12, 0.00e+00, 9.46e-11, 1.64e-08] [4.42e-05, 5.19e-06, 3.76e-05, 8.94e-06, 1.96e-05, 4.59e-11, 2.18e-09, 3.92e-12, 1.00e-08, 6.61e-08, 2.39e-04, 1.14e-03, 7.94e-04, 2.49e-06, 1.20e-07, 1.05e-06, 9.16e-06, 2.38e-05, 2.25e-12, 0.00e+00, 9.46e-11, 1.64e-08] []
127400 [3.89e-05, 5.85e-06, 3.57e-05, 6.89e-06, 1.57e-05, 9.07e-11, 3.64e-09, 6.54e-11, 1.14e-08, 1.92e-06, 2.25e-04, 9.45e-04, 7.15e-04, 1.45e-06, 3.11e-07, 1.72e-06, 5.01e-06, 1.12e-05, 0.00e+00, 1.88e-09, 3.10e-10, 1.67e-08] [3.89e-05, 5.85e-06, 3.57e-05, 6.89e-06, 1.57e-05, 9.07e-11, 3.64e-09, 6.54e-11, 1.14e-08, 1.92e-06, 2.25e-04, 9.45e-04, 7.15e-04, 1.45e-06, 3.11e-07, 1.72e-06, 5.01e-06, 1.12e-05, 0.00e+00, 1.88e-09, 3.10e-10, 1.67e-08] []
127500 [2.00e-05, 2.30e-06, 6.60e-06, 2.98e-06, 5.98e-06, 2.10e-10, 3.97e-09, 1.84e-11, 7.69e-11, 2.31e-08, 1.35e-04, 7.00e-04, 6.67e-04, 1.18e-06, 0.00e+00, 5.45e-07, 1.07e-06, 1.16e-06, 9.55e-12, 2.98e-09, 2.45e-10, 2.28e-08] [2.00e-05, 2.30e-06, 6.60e-06, 2.98e-06, 5.98e-06, 2.10e-10, 3.97e-09, 1.84e-11, 7.69e-11, 2.31e-08, 1.35e-04, 7.00e-04, 6.67e-04, 1.18e-06, 0.00e+00, 5.45e-07, 1.07e-06, 1.16e-06, 9.55e-12, 2.98e-09, 2.45e-10, 2.28e-08] []
127600 [1.68e-05, 3.59e-06, 8.31e-06, 1.84e-06, 5.57e-06, 7.18e-10, 6.75e-09, 7.51e-09, 7.09e-08, 1.83e-09, 9.54e-05, 6.29e-04, 6.67e-04, 9.58e-07, 2.79e-08, 8.91e-08, 9.67e-07, 1.00e-06, 1.51e-09, 0.00e+00, 7.94e-09, 3.30e-08] [1.68e-05, 3.59e-06, 8.31e-06, 1.84e-06, 5.57e-06, 7.18e-10, 6.75e-09, 7.51e-09, 7.09e-08, 1.83e-09, 9.54e-05, 6.29e-04, 6.67e-04, 9.58e-07, 2.79e-08, 8.91e-08, 9.67e-07, 1.00e-06, 1.51e-09, 0.00e+00, 7.94e-09, 3.30e-08] []
127700 [1.75e-05, 4.25e-06, 9.33e-06, 1.86e-06, 5.74e-06, 1.83e-09, 1.64e-08, 2.29e-10, 3.77e-09, 2.90e-07, 1.16e-04, 6.54e-04, 7.49e-04, 1.20e-06, 3.38e-08, 4.22e-08, 4.56e-07, 5.60e-07, 6.01e-12, 3.36e-10, 3.52e-10, 6.51e-09] [1.75e-05, 4.25e-06, 9.33e-06, 1.86e-06, 5.74e-06, 1.83e-09, 1.64e-08, 2.29e-10, 3.77e-09, 2.90e-07, 1.16e-04, 6.54e-04, 7.49e-04, 1.20e-06, 3.38e-08, 4.22e-08, 4.56e-07, 5.60e-07, 6.01e-12, 3.36e-10, 3.52e-10, 6.51e-09] []
127800 [1.54e-05, 4.52e-06, 9.51e-06, 1.79e-06, 5.69e-06, 3.97e-09, 3.54e-08, 1.41e-10, 1.31e-09, 6.52e-11, 5.63e-05, 5.96e-04, 6.70e-04, 5.19e-07, 2.08e-08, 2.11e-08, 7.42e-07, 8.66e-07, 2.40e-11, 3.33e-10, 5.05e-10, 5.65e-09] [1.54e-05, 4.52e-06, 9.51e-06, 1.79e-06, 5.69e-06, 3.97e-09, 3.54e-08, 1.41e-10, 1.31e-09, 6.52e-11, 5.63e-05, 5.96e-04, 6.70e-04, 5.19e-07, 2.08e-08, 2.11e-08, 7.42e-07, 8.66e-07, 2.40e-11, 3.33e-10, 5.05e-10, 5.65e-09] []
127900 [1.49e-05, 4.55e-06, 9.38e-06, 1.76e-06, 5.58e-06, 8.00e-09, 7.06e-08, 2.61e-10, 9.81e-10, 1.95e-09, 4.62e-05, 5.92e-04, 6.68e-04, 4.42e-07, 1.66e-08, 1.93e-08, 6.35e-07, 7.33e-07, 3.59e-11, 2.84e-10, 6.90e-10, 5.48e-09] [1.49e-05, 4.55e-06, 9.38e-06, 1.76e-06, 5.58e-06, 8.00e-09, 7.06e-08, 2.61e-10, 9.81e-10, 1.95e-09, 4.62e-05, 5.92e-04, 6.68e-04, 4.42e-07, 1.66e-08, 1.93e-08, 6.35e-07, 7.33e-07, 3.59e-11, 2.84e-10, 6.90e-10, 5.48e-09] []
128000 [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07] [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.059034 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
128000 [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07] [1.39e-05, 4.47e-06, 8.99e-06, 1.69e-06, 5.39e-06, 1.45e-08, 1.26e-07, 2.19e-10, 4.40e-07, 1.63e-08, 4.80e-05, 5.84e-04, 6.66e-04, 3.31e-07, 1.56e-08, 2.29e-08, 6.89e-07, 7.73e-07, 1.05e-10, 7.69e-08, 1.16e-09, 4.71e-07] []
128100 [1.30e-05, 4.32e-06, 8.41e-06, 1.57e-06, 5.06e-06, 2.41e-08, 2.47e-07, 3.38e-10, 1.06e-05, 5.03e-08, 5.35e-05, 5.80e-04, 6.67e-04, 3.01e-07, 1.57e-08, 2.51e-08, 7.37e-07, 8.13e-07, 2.26e-10, 0.00e+00, 1.95e-09, 1.04e-05] [1.30e-05, 4.32e-06, 8.41e-06, 1.57e-06, 5.06e-06, 2.41e-08, 2.47e-07, 3.38e-10, 1.06e-05, 5.03e-08, 5.35e-05, 5.80e-04, 6.67e-04, 3.01e-07, 1.57e-08, 2.51e-08, 7.37e-07, 8.13e-07, 2.26e-10, 0.00e+00, 1.95e-09, 1.04e-05] []
128200 [1.26e-05, 4.16e-06, 8.01e-06, 1.63e-06, 5.03e-06, 3.78e-08, 3.41e-07, 6.88e-10, 1.30e-09, 1.87e-09, 3.57e-05, 5.80e-04, 6.54e-04, 3.18e-07, 8.34e-09, 1.96e-08, 5.64e-07, 6.38e-07, 3.48e-10, 2.98e-09, 2.81e-09, 1.93e-08] [1.26e-05, 4.16e-06, 8.01e-06, 1.63e-06, 5.03e-06, 3.78e-08, 3.41e-07, 6.88e-10, 1.30e-09, 1.87e-09, 3.57e-05, 5.80e-04, 6.54e-04, 3.18e-07, 8.34e-09, 1.96e-08, 5.64e-07, 6.38e-07, 3.48e-10, 2.98e-09, 2.81e-09, 1.93e-08] []
128300 [1.20e-05, 4.00e-06, 7.53e-06, 1.59e-06, 4.84e-06, 5.62e-08, 4.51e-07, 1.65e-09, 9.02e-08, 5.10e-09, 3.52e-05, 5.76e-04, 6.49e-04, 2.59e-07, 1.01e-08, 2.27e-08, 6.01e-07, 6.57e-07, 5.47e-10, 0.00e+00, 4.16e-09, 4.01e-08] [1.20e-05, 4.00e-06, 7.53e-06, 1.59e-06, 4.84e-06, 5.62e-08, 4.51e-07, 1.65e-09, 9.02e-08, 5.10e-09, 3.52e-05, 5.76e-04, 6.49e-04, 2.59e-07, 1.01e-08, 2.27e-08, 6.01e-07, 6.57e-07, 5.47e-10, 0.00e+00, 4.16e-09, 4.01e-08] []
128400 [1.22e-05, 3.88e-06, 7.16e-06, 1.69e-06, 4.82e-06, 8.02e-08, 6.05e-07, 4.26e-08, 2.21e-06, 4.54e-07, 1.01e-04, 6.05e-04, 7.17e-04, 1.90e-06, 1.93e-09, 1.60e-08, 2.36e-07, 2.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 1.88e-06] [1.22e-05, 3.88e-06, 7.16e-06, 1.69e-06, 4.82e-06, 8.02e-08, 6.05e-07, 4.26e-08, 2.21e-06, 4.54e-07, 1.01e-04, 6.05e-04, 7.17e-04, 1.90e-06, 1.93e-09, 1.60e-08, 2.36e-07, 2.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 1.88e-06] []
128500 [1.07e-05, 3.66e-06, 6.60e-06, 1.54e-06, 4.50e-06, 1.07e-07, 7.31e-07, 1.29e-08, 3.67e-09, 4.19e-08, 3.83e-05, 5.69e-04, 6.39e-04, 2.32e-07, 1.06e-08, 2.49e-08, 6.85e-07, 7.31e-07, 9.49e-09, 1.53e-08, 5.78e-08, 8.49e-08] [1.07e-05, 3.66e-06, 6.60e-06, 1.54e-06, 4.50e-06, 1.07e-07, 7.31e-07, 1.29e-08, 3.67e-09, 4.19e-08, 3.83e-05, 5.69e-04, 6.39e-04, 2.32e-07, 1.06e-08, 2.49e-08, 6.85e-07, 7.31e-07, 9.49e-09, 1.53e-08, 5.78e-08, 8.49e-08] []
128600 [1.02e-05, 3.53e-06, 6.20e-06, 1.60e-06, 4.44e-06, 1.52e-07, 8.25e-07, 2.33e-05, 9.04e-06, 5.56e-09, 3.23e-05, 5.67e-04, 6.33e-04, 3.63e-07, 5.71e-09, 2.22e-08, 5.04e-07, 5.57e-07, 5.11e-06, 0.00e+00, 2.46e-05, 7.77e-06] [1.02e-05, 3.53e-06, 6.20e-06, 1.60e-06, 4.44e-06, 1.52e-07, 8.25e-07, 2.33e-05, 9.04e-06, 5.56e-09, 3.23e-05, 5.67e-04, 6.33e-04, 3.63e-07, 5.71e-09, 2.22e-08, 5.04e-07, 5.57e-07, 5.11e-06, 0.00e+00, 2.46e-05, 7.77e-06] []
128700 [9.64e-06, 3.36e-06, 5.86e-06, 1.59e-06, 4.31e-06, 1.81e-07, 9.60e-07, 4.20e-09, 7.69e-09, 3.86e-11, 3.26e-05, 5.61e-04, 6.24e-04, 3.04e-07, 6.99e-09, 2.34e-08, 5.58e-07, 6.08e-07, 1.02e-08, 2.84e-08, 5.95e-08, 1.57e-07] [9.64e-06, 3.36e-06, 5.86e-06, 1.59e-06, 4.31e-06, 1.81e-07, 9.60e-07, 4.20e-09, 7.69e-09, 3.86e-11, 3.26e-05, 5.61e-04, 6.24e-04, 3.04e-07, 6.99e-09, 2.34e-08, 5.58e-07, 6.08e-07, 1.02e-08, 2.84e-08, 5.95e-08, 1.57e-07] []
128800 [9.24e-06, 3.21e-06, 5.54e-06, 1.60e-06, 4.14e-06, 2.22e-07, 1.12e-06, 9.51e-07, 9.60e-06, 1.21e-07, 3.93e-05, 5.55e-04, 6.19e-04, 3.52e-07, 1.36e-08, 2.63e-08, 7.75e-07, 8.15e-07, 2.25e-07, 2.00e-06, 1.38e-06, 1.19e-05] [9.24e-06, 3.21e-06, 5.54e-06, 1.60e-06, 4.14e-06, 2.22e-07, 1.12e-06, 9.51e-07, 9.60e-06, 1.21e-07, 3.93e-05, 5.55e-04, 6.19e-04, 3.52e-07, 1.36e-08, 2.63e-08, 7.75e-07, 8.15e-07, 2.25e-07, 2.00e-06, 1.38e-06, 1.19e-05] []
128900 [8.82e-06, 3.09e-06, 5.16e-06, 1.56e-06, 3.98e-06, 2.40e-07, 1.20e-06, 8.93e-07, 1.96e-06, 3.68e-12, 3.41e-05, 5.50e-04, 6.09e-04, 2.62e-07, 5.38e-09, 2.17e-08, 6.32e-07, 6.81e-07, 0.00e+00, 0.00e+00, 5.08e-07, 9.39e-07] [8.82e-06, 3.09e-06, 5.16e-06, 1.56e-06, 3.98e-06, 2.40e-07, 1.20e-06, 8.93e-07, 1.96e-06, 3.68e-12, 3.41e-05, 5.50e-04, 6.09e-04, 2.62e-07, 5.38e-09, 2.17e-08, 6.32e-07, 6.81e-07, 0.00e+00, 0.00e+00, 5.08e-07, 9.39e-07] []
129000 [9.09e-06, 3.01e-06, 4.97e-06, 1.69e-06, 3.92e-06, 2.81e-07, 1.32e-06, 1.75e-04, 2.64e-05, 2.37e-07, 7.43e-05, 5.48e-04, 6.37e-04, 1.56e-05, 6.53e-08, 9.57e-08, 1.69e-06, 1.90e-06, 4.26e-05, 5.72e-06, 1.82e-04, 3.19e-05] [9.09e-06, 3.01e-06, 4.97e-06, 1.69e-06, 3.92e-06, 2.81e-07, 1.32e-06, 1.75e-04, 2.64e-05, 2.37e-07, 7.43e-05, 5.48e-04, 6.37e-04, 1.56e-05, 6.53e-08, 9.57e-08, 1.69e-06, 1.90e-06, 4.26e-05, 5.72e-06, 1.82e-04, 3.19e-05] []
129100 [7.06e-06, 2.84e-06, 4.58e-06, 1.78e-06, 4.70e-06, 3.04e-07, 1.45e-06, 4.22e-06, 1.45e-05, 4.23e-06, 6.21e-05, 5.86e-04, 7.27e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-06, 1.13e-05] [7.06e-06, 2.84e-06, 4.58e-06, 1.78e-06, 4.70e-06, 3.04e-07, 1.45e-06, 4.22e-06, 1.45e-05, 4.23e-06, 6.21e-05, 5.86e-04, 7.27e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-06, 1.13e-05] []
129200 [8.21e-06, 2.83e-06, 4.59e-06, 2.21e-06, 5.62e-06, 3.43e-07, 1.61e-06, 1.27e-06, 1.37e-06, 1.72e-05, 6.92e-05, 6.44e-04, 8.27e-04, 6.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-07, 4.24e-07] [8.21e-06, 2.83e-06, 4.59e-06, 2.21e-06, 5.62e-06, 3.43e-07, 1.61e-06, 1.27e-06, 1.37e-06, 1.72e-05, 6.92e-05, 6.44e-04, 8.27e-04, 6.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-07, 4.24e-07] []
129300 [1.27e-05, 3.19e-06, 4.77e-06, 1.02e-06, 3.82e-06, 3.34e-07, 1.46e-06, 2.27e-06, 4.70e-05, 9.34e-06, 5.25e-05, 5.39e-04, 5.81e-04, 1.35e-04, 6.36e-07, 1.22e-06, 3.38e-06, 3.03e-06, 5.22e-07, 0.00e+00, 3.19e-06, 3.99e-05] [1.27e-05, 3.19e-06, 4.77e-06, 1.02e-06, 3.82e-06, 3.34e-07, 1.46e-06, 2.27e-06, 4.70e-05, 9.34e-06, 5.25e-05, 5.39e-04, 5.81e-04, 1.35e-04, 6.36e-07, 1.22e-06, 3.38e-06, 3.03e-06, 5.22e-07, 0.00e+00, 3.19e-06, 3.99e-05] []
129400 [7.23e-06, 2.59e-06, 3.74e-06, 1.40e-06, 3.18e-06, 3.12e-07, 1.54e-06, 1.21e-07, 3.55e-06, 8.25e-09, 4.73e-05, 4.99e-04, 5.48e-04, 1.62e-06, 2.46e-09, 1.25e-08, 7.62e-07, 8.28e-07, 4.55e-09, 0.00e+00, 4.88e-08, 1.83e-06] [7.23e-06, 2.59e-06, 3.74e-06, 1.40e-06, 3.18e-06, 3.12e-07, 1.54e-06, 1.21e-07, 3.55e-06, 8.25e-09, 4.73e-05, 4.99e-04, 5.48e-04, 1.62e-06, 2.46e-09, 1.25e-08, 7.62e-07, 8.28e-07, 4.55e-09, 0.00e+00, 4.88e-08, 1.83e-06] []
129500 [7.38e-06, 2.56e-06, 3.65e-06, 1.41e-06, 2.96e-06, 3.09e-07, 1.52e-06, 1.25e-06, 3.99e-08, 5.73e-08, 5.05e-05, 4.82e-04, 5.28e-04, 2.40e-07, 6.58e-09, 1.85e-08, 1.10e-06, 1.17e-06, 0.00e+00, 9.66e-08, 4.93e-07, 5.70e-07] [7.38e-06, 2.56e-06, 3.65e-06, 1.41e-06, 2.96e-06, 3.09e-07, 1.52e-06, 1.25e-06, 3.99e-08, 5.73e-08, 5.05e-05, 4.82e-04, 5.28e-04, 2.40e-07, 6.58e-09, 1.85e-08, 1.10e-06, 1.17e-06, 0.00e+00, 9.66e-08, 4.93e-07, 5.70e-07] []
129600 [6.84e-06, 2.52e-06, 3.57e-06, 1.54e-06, 2.97e-06, 2.60e-07, 1.45e-06, 2.11e-07, 3.25e-07, 7.54e-07, 5.18e-05, 4.66e-04, 5.11e-04, 1.19e-05, 4.98e-10, 4.69e-09, 6.33e-07, 7.47e-07, 1.05e-07, 2.47e-07, 6.47e-07, 1.43e-06] [6.84e-06, 2.52e-06, 3.57e-06, 1.54e-06, 2.97e-06, 2.60e-07, 1.45e-06, 2.11e-07, 3.25e-07, 7.54e-07, 5.18e-05, 4.66e-04, 5.11e-04, 1.19e-05, 4.98e-10, 4.69e-09, 6.33e-07, 7.47e-07, 1.05e-07, 2.47e-07, 6.47e-07, 1.43e-06] []
129700 [6.07e-06, 2.56e-06, 3.34e-06, 1.29e-06, 3.10e-06, 2.94e-07, 1.52e-06, 1.28e-07, 4.77e-06, 3.10e-06, 6.00e-05, 4.60e-04, 5.22e-04, 9.58e-05, 0.00e+00, 0.00e+00, 3.55e-07, 4.68e-07, 8.06e-08, 0.00e+00, 4.73e-07, 3.65e-06] [6.07e-06, 2.56e-06, 3.34e-06, 1.29e-06, 3.10e-06, 2.94e-07, 1.52e-06, 1.28e-07, 4.77e-06, 3.10e-06, 6.00e-05, 4.60e-04, 5.22e-04, 9.58e-05, 0.00e+00, 0.00e+00, 3.55e-07, 4.68e-07, 8.06e-08, 0.00e+00, 4.73e-07, 3.65e-06] []
129800 [7.54e-06, 2.51e-06, 3.12e-06, 1.16e-06, 2.88e-06, 2.52e-07, 1.32e-06, 8.19e-05, 1.43e-06, 8.61e-07, 7.49e-05, 4.17e-04, 4.58e-04, 4.39e-06, 1.81e-08, 2.41e-08, 1.30e-06, 1.48e-06, 1.84e-05, 8.48e-10, 8.78e-05, 4.17e-07] [7.54e-06, 2.51e-06, 3.12e-06, 1.16e-06, 2.88e-06, 2.52e-07, 1.32e-06, 8.19e-05, 1.43e-06, 8.61e-07, 7.49e-05, 4.17e-04, 4.58e-04, 4.39e-06, 1.81e-08, 2.41e-08, 1.30e-06, 1.48e-06, 1.84e-05, 8.48e-10, 8.78e-05, 4.17e-07] []
129900 [6.59e-06, 2.49e-06, 3.05e-06, 1.09e-06, 3.36e-06, 2.69e-07, 1.41e-06, 1.33e-05, 4.29e-05, 4.70e-08, 1.45e-04, 4.36e-04, 6.26e-04, 1.91e-04, 0.00e+00, 0.00e+00, 6.27e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.11e-05, 3.76e-05] [6.59e-06, 2.49e-06, 3.05e-06, 1.09e-06, 3.36e-06, 2.69e-07, 1.41e-06, 1.33e-05, 4.29e-05, 4.70e-08, 1.45e-04, 4.36e-04, 6.26e-04, 1.91e-04, 0.00e+00, 0.00e+00, 6.27e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.11e-05, 3.76e-05] []
130000 [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06] [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 43.951879 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
130000 [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06] [1.32e-05, 2.59e-06, 3.28e-06, 1.53e-06, 2.36e-06, 2.47e-07, 1.33e-06, 7.42e-06, 4.75e-07, 5.10e-06, 1.03e-04, 4.07e-04, 4.98e-04, 2.79e-04, 1.75e-06, 1.22e-06, 8.35e-06, 8.74e-06, 1.62e-06, 2.43e-07, 9.40e-06, 1.54e-06] []
130100 [1.10e-05, 2.44e-06, 3.05e-06, 1.30e-06, 2.14e-06, 2.32e-07, 1.44e-06, 4.17e-09, 8.18e-08, 2.47e-06, 9.15e-05, 3.56e-04, 4.08e-04, 1.38e-04, 5.81e-07, 8.27e-07, 6.01e-06, 6.09e-06, 3.22e-08, 6.12e-08, 2.04e-07, 5.79e-07] [1.10e-05, 2.44e-06, 3.05e-06, 1.30e-06, 2.14e-06, 2.32e-07, 1.44e-06, 4.17e-09, 8.18e-08, 2.47e-06, 9.15e-05, 3.56e-04, 4.08e-04, 1.38e-04, 5.81e-07, 8.27e-07, 6.01e-06, 6.09e-06, 3.22e-08, 6.12e-08, 2.04e-07, 5.79e-07] []
130200 [8.74e-06, 2.57e-06, 3.13e-06, 1.49e-06, 4.14e-06, 2.61e-07, 1.68e-06, 1.12e-05, 7.19e-06, 1.24e-05, 1.49e-04, 4.30e-04, 6.82e-04, 6.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.34e-05] [8.74e-06, 2.57e-06, 3.13e-06, 1.49e-06, 4.14e-06, 2.61e-07, 1.68e-06, 1.12e-05, 7.19e-06, 1.24e-05, 1.49e-04, 4.30e-04, 6.82e-04, 6.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-05, 1.34e-05] []
130300 [1.07e-05, 2.60e-06, 2.97e-06, 1.57e-06, 1.92e-06, 2.24e-07, 1.55e-06, 8.35e-06, 8.80e-06, 1.36e-06, 9.03e-05, 3.13e-04, 3.63e-04, 1.31e-04, 1.22e-06, 2.68e-07, 5.37e-06, 6.02e-06, 1.49e-06, 9.59e-07, 8.69e-06, 5.82e-06] [1.07e-05, 2.60e-06, 2.97e-06, 1.57e-06, 1.92e-06, 2.24e-07, 1.55e-06, 8.35e-06, 8.80e-06, 1.36e-06, 9.03e-05, 3.13e-04, 3.63e-04, 1.31e-04, 1.22e-06, 2.68e-07, 5.37e-06, 6.02e-06, 1.49e-06, 9.59e-07, 8.69e-06, 5.82e-06] []
130400 [8.73e-06, 2.48e-06, 2.69e-06, 1.27e-06, 1.86e-06, 2.38e-07, 1.75e-06, 1.55e-06, 2.75e-06, 4.23e-07, 6.34e-05, 2.66e-04, 2.72e-04, 2.35e-05, 1.97e-07, 1.97e-07, 3.59e-06, 3.83e-06, 2.27e-07, 1.30e-07, 1.42e-06, 8.78e-07] [8.73e-06, 2.48e-06, 2.69e-06, 1.27e-06, 1.86e-06, 2.38e-07, 1.75e-06, 1.55e-06, 2.75e-06, 4.23e-07, 6.34e-05, 2.66e-04, 2.72e-04, 2.35e-05, 1.97e-07, 1.97e-07, 3.59e-06, 3.83e-06, 2.27e-07, 1.30e-07, 1.42e-06, 8.78e-07] []
130500 [5.04e-06, 2.40e-06, 2.19e-06, 1.20e-06, 3.07e-06, 1.19e-07, 1.34e-06, 3.05e-06, 4.39e-08, 5.95e-07, 5.99e-05, 2.08e-04, 2.25e-04, 2.16e-05, 1.57e-08, 1.97e-07, 1.20e-06, 1.23e-06, 0.00e+00, 2.51e-10, 4.55e-06, 4.25e-06] [5.04e-06, 2.40e-06, 2.19e-06, 1.20e-06, 3.07e-06, 1.19e-07, 1.34e-06, 3.05e-06, 4.39e-08, 5.95e-07, 5.99e-05, 2.08e-04, 2.25e-04, 2.16e-05, 1.57e-08, 1.97e-07, 1.20e-06, 1.23e-06, 0.00e+00, 2.51e-10, 4.55e-06, 4.25e-06] []
130600 [1.02e-05, 2.81e-06, 4.18e-06, 2.98e-06, 4.88e-06, 1.06e-07, 1.29e-06, 3.74e-08, 1.22e-06, 9.04e-06, 8.69e-05, 1.40e-04, 2.21e-04, 2.66e-04, 2.52e-06, 1.84e-06, 4.89e-06, 6.74e-06, 1.65e-08, 1.23e-07, 8.88e-08, 6.69e-07] [1.02e-05, 2.81e-06, 4.18e-06, 2.98e-06, 4.88e-06, 1.06e-07, 1.29e-06, 3.74e-08, 1.22e-06, 9.04e-06, 8.69e-05, 1.40e-04, 2.21e-04, 2.66e-04, 2.52e-06, 1.84e-06, 4.89e-06, 6.74e-06, 1.65e-08, 1.23e-07, 8.88e-08, 6.69e-07] []
130700 [5.09e-06, 3.26e-06, 6.19e-06, 5.54e-06, 5.34e-06, 2.11e-07, 1.92e-06, 2.27e-06, 2.06e-05, 4.99e-07, 1.17e-04, 5.80e-05, 1.49e-04, 3.49e-05, 5.77e-08, 1.03e-07, 2.55e-06, 2.46e-06, 4.34e-07, 3.64e-06, 2.73e-06, 2.24e-05] [5.09e-06, 3.26e-06, 6.19e-06, 5.54e-06, 5.34e-06, 2.11e-07, 1.92e-06, 2.27e-06, 2.06e-05, 4.99e-07, 1.17e-04, 5.80e-05, 1.49e-04, 3.49e-05, 5.77e-08, 1.03e-07, 2.55e-06, 2.46e-06, 4.34e-07, 3.64e-06, 2.73e-06, 2.24e-05] []
130800 [5.29e-06, 3.84e-06, 7.65e-06, 7.72e-06, 6.05e-06, 2.82e-07, 1.86e-06, 7.24e-06, 1.46e-08, 1.92e-05, 3.67e-05, 9.00e-05, 5.96e-05, 3.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-09, 0.00e+00, 3.43e-08, 6.81e-06, 2.24e-07] [5.29e-06, 3.84e-06, 7.65e-06, 7.72e-06, 6.05e-06, 2.82e-07, 1.86e-06, 7.24e-06, 1.46e-08, 1.92e-05, 3.67e-05, 9.00e-05, 5.96e-05, 3.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-09, 0.00e+00, 3.43e-08, 6.81e-06, 2.24e-07] []
130900 [5.28e-06, 4.29e-06, 7.61e-06, 7.18e-06, 5.09e-06, 2.17e-07, 1.48e-06, 3.83e-09, 1.73e-08, 1.04e-08, 2.85e-05, 1.33e-05, 2.79e-05, 2.83e-06, 1.31e-08, 1.00e-07, 1.08e-06, 9.70e-07, 8.22e-09, 3.60e-08, 5.58e-08, 2.48e-07] [5.28e-06, 4.29e-06, 7.61e-06, 7.18e-06, 5.09e-06, 2.17e-07, 1.48e-06, 3.83e-09, 1.73e-08, 1.04e-08, 2.85e-05, 1.33e-05, 2.79e-05, 2.83e-06, 1.31e-08, 1.00e-07, 1.08e-06, 9.70e-07, 8.22e-09, 3.60e-08, 5.58e-08, 2.48e-07] []
131000 [4.62e-06, 4.50e-06, 7.64e-06, 7.26e-06, 5.28e-06, 2.18e-07, 1.23e-06, 4.14e-07, 6.73e-06, 1.41e-06, 2.72e-05, 2.15e-05, 7.17e-05, 6.22e-05, 0.00e+00, 5.83e-11, 3.97e-08, 3.37e-08, 0.00e+00, 0.00e+00, 2.34e-07, 5.20e-06] [4.62e-06, 4.50e-06, 7.64e-06, 7.26e-06, 5.28e-06, 2.18e-07, 1.23e-06, 4.14e-07, 6.73e-06, 1.41e-06, 2.72e-05, 2.15e-05, 7.17e-05, 6.22e-05, 0.00e+00, 5.83e-11, 3.97e-08, 3.37e-08, 0.00e+00, 0.00e+00, 2.34e-07, 5.20e-06] []
131100 [5.59e-06, 4.69e-06, 7.91e-06, 7.31e-06, 5.81e-06, 2.58e-07, 1.14e-06, 1.07e-05, 9.40e-06, 8.47e-06, 3.66e-05, 5.44e-05, 1.62e-04, 3.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.86e-06, 8.11e-06] [5.59e-06, 4.69e-06, 7.91e-06, 7.31e-06, 5.81e-06, 2.58e-07, 1.14e-06, 1.07e-05, 9.40e-06, 8.47e-06, 3.66e-05, 5.44e-05, 1.62e-04, 3.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.86e-06, 8.11e-06] []
131200 [1.64e-05, 5.07e-06, 8.15e-06, 6.98e-06, 5.24e-06, 4.00e-07, 1.37e-06, 1.18e-05, 9.97e-06, 2.40e-05, 3.91e-05, 9.63e-05, 1.04e-04, 5.33e-04, 7.20e-06, 7.05e-06, 5.68e-06, 5.32e-06, 2.11e-06, 0.00e+00, 1.22e-05, 1.03e-05] [1.64e-05, 5.07e-06, 8.15e-06, 6.98e-06, 5.24e-06, 4.00e-07, 1.37e-06, 1.18e-05, 9.97e-06, 2.40e-05, 3.91e-05, 9.63e-05, 1.04e-04, 5.33e-04, 7.20e-06, 7.05e-06, 5.68e-06, 5.32e-06, 2.11e-06, 0.00e+00, 1.22e-05, 1.03e-05] []
131300 [6.33e-06, 4.86e-06, 7.57e-06, 6.32e-06, 4.82e-06, 3.02e-07, 1.13e-06, 8.13e-08, 1.03e-06, 5.77e-07, 2.11e-05, 1.29e-05, 4.28e-05, 3.05e-05, 1.15e-07, 1.72e-07, 1.44e-06, 1.43e-06, 3.48e-09, 1.25e-07, 5.57e-08, 7.04e-07] [6.33e-06, 4.86e-06, 7.57e-06, 6.32e-06, 4.82e-06, 3.02e-07, 1.13e-06, 8.13e-08, 1.03e-06, 5.77e-07, 2.11e-05, 1.29e-05, 4.28e-05, 3.05e-05, 1.15e-07, 1.72e-07, 1.44e-06, 1.43e-06, 3.48e-09, 1.25e-07, 5.57e-08, 7.04e-07] []
131400 [3.42e-05, 5.60e-06, 8.95e-06, 8.06e-06, 6.40e-06, 7.87e-07, 1.95e-06, 7.18e-05, 3.75e-05, 8.00e-05, 8.93e-05, 3.28e-04, 3.49e-04, 1.84e-03, 3.00e-05, 3.02e-05, 1.42e-05, 1.40e-05, 1.59e-05, 6.51e-06, 7.78e-05, 3.81e-05] [3.42e-05, 5.60e-06, 8.95e-06, 8.06e-06, 6.40e-06, 7.87e-07, 1.95e-06, 7.18e-05, 3.75e-05, 8.00e-05, 8.93e-05, 3.28e-04, 3.49e-04, 1.84e-03, 3.00e-05, 3.02e-05, 1.42e-05, 1.40e-05, 1.59e-05, 6.51e-06, 7.78e-05, 3.81e-05] []
131500 [4.75e-06, 4.82e-06, 7.36e-06, 6.29e-06, 5.46e-06, 3.22e-07, 1.03e-06, 3.98e-06, 9.41e-07, 4.62e-06, 2.13e-05, 2.72e-05, 8.43e-05, 1.43e-04, 0.00e+00, 0.00e+00, 6.62e-13, 1.25e-10, 7.97e-07, 0.00e+00, 4.98e-06, 9.41e-07] [4.75e-06, 4.82e-06, 7.36e-06, 6.29e-06, 5.46e-06, 3.22e-07, 1.03e-06, 3.98e-06, 9.41e-07, 4.62e-06, 2.13e-05, 2.72e-05, 8.43e-05, 1.43e-04, 0.00e+00, 0.00e+00, 6.62e-13, 1.25e-10, 7.97e-07, 0.00e+00, 4.98e-06, 9.41e-07] []
131600 [4.80e-06, 4.73e-06, 7.10e-06, 5.79e-06, 4.88e-06, 3.26e-07, 1.08e-06, 3.84e-07, 1.09e-07, 3.32e-08, 1.37e-05, 6.88e-06, 1.45e-05, 4.33e-07, 1.13e-08, 1.30e-08, 6.68e-07, 6.81e-07, 0.00e+00, 5.21e-08, 1.52e-07, 3.25e-07] [4.80e-06, 4.73e-06, 7.10e-06, 5.79e-06, 4.88e-06, 3.26e-07, 1.08e-06, 3.84e-07, 1.09e-07, 3.32e-08, 1.37e-05, 6.88e-06, 1.45e-05, 4.33e-07, 1.13e-08, 1.30e-08, 6.68e-07, 6.81e-07, 0.00e+00, 5.21e-08, 1.52e-07, 3.25e-07] []
131700 [5.01e-06, 4.80e-06, 7.28e-06, 6.01e-06, 5.68e-06, 3.09e-07, 9.79e-07, 7.16e-06, 2.23e-06, 4.34e-06, 6.88e-05, 5.37e-05, 2.57e-04, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-06, 2.70e-06] [5.01e-06, 4.80e-06, 7.28e-06, 6.01e-06, 5.68e-06, 3.09e-07, 9.79e-07, 7.16e-06, 2.23e-06, 4.34e-06, 6.88e-05, 5.37e-05, 2.57e-04, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-06, 2.70e-06] []
131800 [5.86e-06, 4.88e-06, 7.37e-06, 5.95e-06, 5.89e-06, 3.30e-07, 9.97e-07, 3.72e-06, 1.27e-05, 7.12e-06, 8.44e-05, 7.53e-05, 3.49e-04, 3.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.72e-06, 1.32e-05] [5.86e-06, 4.88e-06, 7.37e-06, 5.95e-06, 5.89e-06, 3.30e-07, 9.97e-07, 3.72e-06, 1.27e-05, 7.12e-06, 8.44e-05, 7.53e-05, 3.49e-04, 3.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.72e-06, 1.32e-05] []
131900 [6.33e-06, 4.76e-06, 7.02e-06, 5.42e-06, 5.00e-06, 4.04e-07, 1.21e-06, 5.61e-08, 5.00e-05, 6.16e-08, 1.74e-05, 1.17e-05, 2.03e-05, 1.50e-05, 2.56e-07, 1.05e-07, 6.36e-07, 5.07e-07, 5.95e-09, 8.82e-06, 6.95e-08, 5.06e-05] [6.33e-06, 4.76e-06, 7.02e-06, 5.42e-06, 5.00e-06, 4.04e-07, 1.21e-06, 5.61e-08, 5.00e-05, 6.16e-08, 1.74e-05, 1.17e-05, 2.03e-05, 1.50e-05, 2.56e-07, 1.05e-07, 6.36e-07, 5.07e-07, 5.95e-09, 8.82e-06, 6.95e-08, 5.06e-05] []
132000 [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07] [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 43.647064 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
132000 [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07] [3.95e-06, 4.65e-06, 6.85e-06, 5.30e-06, 5.04e-06, 4.00e-07, 1.22e-06, 4.56e-06, 2.28e-07, 4.76e-07, 1.13e-05, 6.42e-06, 9.89e-06, 3.10e-06, 1.09e-09, 6.98e-10, 3.85e-07, 3.47e-07, 9.60e-07, 6.47e-08, 5.92e-06, 3.88e-07] []
132100 [1.50e-05, 5.02e-06, 7.46e-06, 5.43e-06, 5.24e-06, 6.71e-07, 1.54e-06, 1.75e-08, 5.74e-06, 1.99e-05, 5.59e-05, 8.88e-05, 2.68e-04, 6.58e-04, 5.38e-06, 5.09e-06, 6.68e-06, 6.93e-06, 1.96e-08, 8.23e-07, 1.26e-07, 5.28e-06] [1.50e-05, 5.02e-06, 7.46e-06, 5.43e-06, 5.24e-06, 6.71e-07, 1.54e-06, 1.75e-08, 5.74e-06, 1.99e-05, 5.59e-05, 8.88e-05, 2.68e-04, 6.58e-04, 5.38e-06, 5.09e-06, 6.68e-06, 6.93e-06, 1.96e-08, 8.23e-07, 1.26e-07, 5.28e-06] []
132200 [1.00e-05, 4.90e-06, 7.07e-06, 5.23e-06, 5.14e-06, 5.13e-07, 1.39e-06, 1.31e-04, 1.43e-04, 6.61e-06, 6.88e-05, 5.73e-05, 2.81e-04, 3.57e-04, 2.04e-06, 1.48e-06, 5.53e-06, 4.94e-06, 3.01e-05, 2.74e-05, 1.40e-04, 1.41e-04] [1.00e-05, 4.90e-06, 7.07e-06, 5.23e-06, 5.14e-06, 5.13e-07, 1.39e-06, 1.31e-04, 1.43e-04, 6.61e-06, 6.88e-05, 5.73e-05, 2.81e-04, 3.57e-04, 2.04e-06, 1.48e-06, 5.53e-06, 4.94e-06, 3.01e-05, 2.74e-05, 1.40e-04, 1.41e-04] []
132300 [4.73e-06, 4.69e-06, 6.88e-06, 4.95e-06, 5.40e-06, 4.16e-07, 1.21e-06, 2.71e-05, 6.16e-05, 2.47e-07, 8.19e-06, 6.05e-06, 1.16e-05, 1.92e-06, 0.00e+00, 1.60e-09, 1.76e-07, 1.92e-07, 5.61e-06, 1.06e-05, 3.06e-05, 6.00e-05] [4.73e-06, 4.69e-06, 6.88e-06, 4.95e-06, 5.40e-06, 4.16e-07, 1.21e-06, 2.71e-05, 6.16e-05, 2.47e-07, 8.19e-06, 6.05e-06, 1.16e-05, 1.92e-06, 0.00e+00, 1.60e-09, 1.76e-07, 1.92e-07, 5.61e-06, 1.06e-05, 3.06e-05, 6.00e-05] []
132400 [3.90e-06, 4.50e-06, 6.69e-06, 4.93e-06, 5.37e-06, 4.40e-07, 1.29e-06, 8.96e-08, 6.21e-07, 2.78e-06, 8.76e-06, 1.52e-05, 2.32e-05, 6.25e-05, 0.00e+00, 0.00e+00, 1.83e-09, 6.85e-08, 3.86e-09, 0.00e+00, 7.23e-08, 1.14e-06] [3.90e-06, 4.50e-06, 6.69e-06, 4.93e-06, 5.37e-06, 4.40e-07, 1.29e-06, 8.96e-08, 6.21e-07, 2.78e-06, 8.76e-06, 1.52e-05, 2.32e-05, 6.25e-05, 0.00e+00, 0.00e+00, 1.83e-09, 6.85e-08, 3.86e-09, 0.00e+00, 7.23e-08, 1.14e-06] []
132500 [1.08e-05, 4.65e-06, 6.90e-06, 4.80e-06, 5.28e-06, 5.08e-07, 1.39e-06, 3.97e-07, 2.22e-08, 1.09e-05, 3.03e-05, 4.64e-05, 1.39e-04, 3.44e-04, 2.75e-06, 2.68e-06, 4.54e-06, 4.12e-06, 1.43e-07, 2.73e-08, 8.79e-07, 2.19e-07] [1.08e-05, 4.65e-06, 6.90e-06, 4.80e-06, 5.28e-06, 5.08e-07, 1.39e-06, 3.97e-07, 2.22e-08, 1.09e-05, 3.03e-05, 4.64e-05, 1.39e-04, 3.44e-04, 2.75e-06, 2.68e-06, 4.54e-06, 4.12e-06, 1.43e-07, 2.73e-08, 8.79e-07, 2.19e-07] []
132600 [1.15e-05, 4.70e-06, 6.83e-06, 4.99e-06, 5.25e-06, 5.93e-07, 1.41e-06, 1.35e-08, 1.65e-06, 1.35e-05, 2.71e-05, 7.21e-05, 2.39e-05, 2.72e-04, 5.24e-06, 4.93e-06, 1.85e-06, 2.72e-06, 3.19e-08, 0.00e+00, 1.80e-07, 2.43e-06] [1.15e-05, 4.70e-06, 6.83e-06, 4.99e-06, 5.25e-06, 5.93e-07, 1.41e-06, 1.35e-08, 1.65e-06, 1.35e-05, 2.71e-05, 7.21e-05, 2.39e-05, 2.72e-04, 5.24e-06, 4.93e-06, 1.85e-06, 2.72e-06, 3.19e-08, 0.00e+00, 1.80e-07, 2.43e-06] []
132700 [4.27e-06, 4.40e-06, 6.55e-06, 4.70e-06, 5.64e-06, 3.79e-07, 1.16e-06, 2.25e-06, 6.43e-06, 1.12e-06, 4.86e-05, 3.36e-05, 1.55e-04, 1.03e-04, 6.86e-13, 6.22e-09, 0.00e+00, 4.17e-10, 0.00e+00, 0.00e+00, 1.49e-06, 6.78e-06] [4.27e-06, 4.40e-06, 6.55e-06, 4.70e-06, 5.64e-06, 3.79e-07, 1.16e-06, 2.25e-06, 6.43e-06, 1.12e-06, 4.86e-05, 3.36e-05, 1.55e-04, 1.03e-04, 6.86e-13, 6.22e-09, 0.00e+00, 4.17e-10, 0.00e+00, 0.00e+00, 1.49e-06, 6.78e-06] []
132800 [4.16e-06, 4.34e-06, 6.56e-06, 4.46e-06, 5.19e-06, 4.75e-07, 1.42e-06, 1.43e-06, 2.12e-05, 3.21e-07, 1.91e-05, 1.43e-05, 2.55e-05, 8.38e-08, 3.08e-10, 2.07e-09, 6.37e-07, 4.83e-07, 3.55e-07, 3.40e-06, 2.24e-06, 2.06e-05] [4.16e-06, 4.34e-06, 6.56e-06, 4.46e-06, 5.19e-06, 4.75e-07, 1.42e-06, 1.43e-06, 2.12e-05, 3.21e-07, 1.91e-05, 1.43e-05, 2.55e-05, 8.38e-08, 3.08e-10, 2.07e-09, 6.37e-07, 4.83e-07, 3.55e-07, 3.40e-06, 2.24e-06, 2.06e-05] []
132900 [8.86e-06, 4.60e-06, 7.66e-06, 5.41e-06, 6.42e-06, 7.02e-07, 1.77e-06, 7.46e-07, 6.02e-05, 2.47e-05, 2.53e-05, 1.36e-04, 6.30e-05, 5.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 1.79e-07, 9.66e-06, 1.14e-06, 5.45e-05] [8.86e-06, 4.60e-06, 7.66e-06, 5.41e-06, 6.42e-06, 7.02e-07, 1.77e-06, 7.46e-07, 6.02e-05, 2.47e-05, 2.53e-05, 1.36e-04, 6.30e-05, 5.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 1.79e-07, 9.66e-06, 1.14e-06, 5.45e-05] []
133000 [4.99e-06, 4.42e-06, 6.91e-06, 4.76e-06, 6.05e-06, 4.97e-07, 1.35e-06, 5.82e-06, 5.55e-06, 7.93e-06, 1.83e-05, 4.05e-05, 1.05e-04, 2.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.16e-06, 6.55e-07, 7.10e-06, 4.24e-06] [4.99e-06, 4.42e-06, 6.91e-06, 4.76e-06, 6.05e-06, 4.97e-07, 1.35e-06, 5.82e-06, 5.55e-06, 7.93e-06, 1.83e-05, 4.05e-05, 1.05e-04, 2.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-09, 1.16e-06, 6.55e-07, 7.10e-06, 4.24e-06] []
133100 [4.50e-06, 4.33e-06, 6.63e-06, 4.39e-06, 5.59e-06, 4.95e-07, 1.35e-06, 2.46e-06, 4.87e-08, 9.12e-07, 6.98e-06, 6.31e-06, 2.01e-05, 1.79e-05, 0.00e+00, 0.00e+00, 4.14e-09, 8.22e-08, 4.88e-07, 3.43e-12, 3.09e-06, 2.66e-07] [4.50e-06, 4.33e-06, 6.63e-06, 4.39e-06, 5.59e-06, 4.95e-07, 1.35e-06, 2.46e-06, 4.87e-08, 9.12e-07, 6.98e-06, 6.31e-06, 2.01e-05, 1.79e-05, 0.00e+00, 0.00e+00, 4.14e-09, 8.22e-08, 4.88e-07, 3.43e-12, 3.09e-06, 2.66e-07] []
133200 [4.97e-06, 4.19e-06, 6.39e-06, 4.17e-06, 5.10e-06, 4.50e-07, 1.35e-06, 4.40e-06, 8.24e-07, 5.99e-08, 1.09e-05, 5.96e-06, 2.02e-05, 1.01e-05, 6.90e-08, 3.23e-08, 7.63e-07, 7.16e-07, 0.00e+00, 0.00e+00, 3.27e-06, 1.01e-06] [4.97e-06, 4.19e-06, 6.39e-06, 4.17e-06, 5.10e-06, 4.50e-07, 1.35e-06, 4.40e-06, 8.24e-07, 5.99e-08, 1.09e-05, 5.96e-06, 2.02e-05, 1.01e-05, 6.90e-08, 3.23e-08, 7.63e-07, 7.16e-07, 0.00e+00, 0.00e+00, 3.27e-06, 1.01e-06] []
133300 [8.34e-06, 4.52e-06, 7.08e-06, 4.21e-06, 5.24e-06, 6.48e-07, 1.52e-06, 4.20e-07, 2.98e-07, 3.77e-06, 4.91e-05, 3.41e-05, 1.84e-04, 2.21e-04, 7.02e-07, 8.59e-07, 2.66e-06, 3.39e-06, 1.21e-07, 4.28e-08, 7.52e-07, 2.65e-07] [8.34e-06, 4.52e-06, 7.08e-06, 4.21e-06, 5.24e-06, 6.48e-07, 1.52e-06, 4.20e-07, 2.98e-07, 3.77e-06, 4.91e-05, 3.41e-05, 1.84e-04, 2.21e-04, 7.02e-07, 8.59e-07, 2.66e-06, 3.39e-06, 1.21e-07, 4.28e-08, 7.52e-07, 2.65e-07] []
133400 [4.81e-06, 4.17e-06, 6.72e-06, 4.62e-06, 6.06e-06, 5.16e-07, 1.35e-06, 2.31e-06, 4.29e-07, 6.14e-06, 2.31e-05, 3.79e-05, 1.14e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-09, 0.00e+00, 0.00e+00, 1.43e-06, 5.08e-07] [4.81e-06, 4.17e-06, 6.72e-06, 4.62e-06, 6.06e-06, 5.16e-07, 1.35e-06, 2.31e-06, 4.29e-07, 6.14e-06, 2.31e-05, 3.79e-05, 1.14e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-09, 0.00e+00, 0.00e+00, 1.43e-06, 5.08e-07] []
133500 [3.94e-06, 4.16e-06, 6.63e-06, 4.51e-06, 5.90e-06, 4.62e-07, 1.34e-06, 7.52e-06, 3.11e-08, 3.64e-06, 1.55e-05, 2.16e-05, 6.75e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-08, 1.46e-06, 9.09e-09, 8.83e-06, 1.54e-07] [3.94e-06, 4.16e-06, 6.63e-06, 4.51e-06, 5.90e-06, 4.62e-07, 1.34e-06, 7.52e-06, 3.11e-08, 3.64e-06, 1.55e-05, 2.16e-05, 6.75e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-08, 1.46e-06, 9.09e-09, 8.83e-06, 1.54e-07] []
133600 [6.21e-06, 4.20e-06, 6.89e-06, 4.72e-06, 6.31e-06, 4.66e-07, 1.26e-06, 3.22e-05, 3.60e-05, 8.53e-06, 7.79e-05, 7.87e-05, 3.39e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-05, 3.74e-05] [6.21e-06, 4.20e-06, 6.89e-06, 4.72e-06, 6.31e-06, 4.66e-07, 1.26e-06, 3.22e-05, 3.60e-05, 8.53e-06, 7.79e-05, 7.87e-05, 3.39e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-05, 3.74e-05] []
133700 [3.65e-05, 5.23e-06, 8.52e-06, 6.59e-06, 7.01e-06, 1.56e-06, 2.51e-06, 2.91e-08, 4.68e-05, 8.96e-05, 1.26e-04, 4.15e-04, 1.12e-04, 1.68e-03, 3.92e-05, 4.05e-05, 6.32e-06, 9.57e-06, 1.46e-08, 0.00e+00, 8.63e-08, 5.20e-05] [3.65e-05, 5.23e-06, 8.52e-06, 6.59e-06, 7.01e-06, 1.56e-06, 2.51e-06, 2.91e-08, 4.68e-05, 8.96e-05, 1.26e-04, 4.15e-04, 1.12e-04, 1.68e-03, 3.92e-05, 4.05e-05, 6.32e-06, 9.57e-06, 1.46e-08, 0.00e+00, 8.63e-08, 5.20e-05] []
133800 [4.96e-06, 4.05e-06, 6.40e-06, 4.30e-06, 5.47e-06, 4.29e-07, 1.28e-06, 1.45e-08, 1.59e-06, 6.23e-07, 1.05e-05, 9.34e-06, 9.53e-06, 4.79e-06, 3.87e-07, 2.16e-07, 3.08e-07, 3.50e-07, 1.46e-08, 0.00e+00, 1.01e-07, 1.65e-06] [4.96e-06, 4.05e-06, 6.40e-06, 4.30e-06, 5.47e-06, 4.29e-07, 1.28e-06, 1.45e-08, 1.59e-06, 6.23e-07, 1.05e-05, 9.34e-06, 9.53e-06, 4.79e-06, 3.87e-07, 2.16e-07, 3.08e-07, 3.50e-07, 1.46e-08, 0.00e+00, 1.01e-07, 1.65e-06] []
133900 [4.03e-06, 3.97e-06, 6.45e-06, 4.11e-06, 5.53e-06, 4.55e-07, 1.32e-06, 5.64e-10, 1.03e-07, 9.30e-08, 6.76e-06, 5.33e-06, 7.74e-06, 1.92e-07, 4.66e-09, 3.05e-10, 3.48e-07, 4.28e-07, 1.98e-08, 3.29e-08, 1.19e-07, 2.12e-07] [4.03e-06, 3.97e-06, 6.45e-06, 4.11e-06, 5.53e-06, 4.55e-07, 1.32e-06, 5.64e-10, 1.03e-07, 9.30e-08, 6.76e-06, 5.33e-06, 7.74e-06, 1.92e-07, 4.66e-09, 3.05e-10, 3.48e-07, 4.28e-07, 1.98e-08, 3.29e-08, 1.19e-07, 2.12e-07] []
134000 [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06] [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.558663 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
134000 [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06] [3.55e-06, 3.91e-06, 6.41e-06, 4.30e-06, 5.66e-06, 4.59e-07, 1.32e-06, 3.81e-07, 9.70e-07, 9.69e-07, 6.99e-06, 7.47e-06, 2.20e-05, 3.29e-05, 0.00e+00, 0.00e+00, 4.69e-08, 1.63e-07, 0.00e+00, 0.00e+00, 1.27e-07, 1.19e-06] []
134100 [7.26e-06, 4.11e-06, 6.73e-06, 4.20e-06, 5.56e-06, 4.99e-07, 1.44e-06, 1.32e-06, 3.63e-05, 2.95e-06, 4.54e-05, 3.07e-05, 1.68e-04, 1.92e-04, 9.40e-07, 8.47e-07, 2.97e-06, 2.50e-06, 2.35e-07, 5.77e-06, 1.50e-06, 3.29e-05] [7.26e-06, 4.11e-06, 6.73e-06, 4.20e-06, 5.56e-06, 4.99e-07, 1.44e-06, 1.32e-06, 3.63e-05, 2.95e-06, 4.54e-05, 3.07e-05, 1.68e-04, 1.92e-04, 9.40e-07, 8.47e-07, 2.97e-06, 2.50e-06, 2.35e-07, 5.77e-06, 1.50e-06, 3.29e-05] []
134200 [4.52e-06, 3.95e-06, 6.50e-06, 4.14e-06, 5.45e-06, 4.75e-07, 1.37e-06, 6.73e-06, 1.81e-05, 1.17e-08, 2.27e-05, 1.32e-05, 5.21e-05, 2.04e-05, 1.15e-07, 6.09e-08, 1.16e-06, 1.08e-06, 1.39e-06, 2.97e-06, 8.14e-06, 1.79e-05] [4.52e-06, 3.95e-06, 6.50e-06, 4.14e-06, 5.45e-06, 4.75e-07, 1.37e-06, 6.73e-06, 1.81e-05, 1.17e-08, 2.27e-05, 1.32e-05, 5.21e-05, 2.04e-05, 1.15e-07, 6.09e-08, 1.16e-06, 1.08e-06, 1.39e-06, 2.97e-06, 8.14e-06, 1.79e-05] []
134300 [4.26e-06, 3.80e-06, 6.38e-06, 4.10e-06, 5.44e-06, 4.32e-07, 1.30e-06, 1.63e-05, 2.69e-06, 1.57e-07, 5.18e-06, 4.41e-06, 1.38e-05, 9.18e-06, 3.18e-10, 3.01e-12, 1.68e-07, 1.88e-07, 0.00e+00, 3.88e-07, 1.49e-05, 2.48e-06] [4.26e-06, 3.80e-06, 6.38e-06, 4.10e-06, 5.44e-06, 4.32e-07, 1.30e-06, 1.63e-05, 2.69e-06, 1.57e-07, 5.18e-06, 4.41e-06, 1.38e-05, 9.18e-06, 3.18e-10, 3.01e-12, 1.68e-07, 1.88e-07, 0.00e+00, 3.88e-07, 1.49e-05, 2.48e-06] []
134400 [6.98e-06, 4.04e-06, 6.98e-06, 4.74e-06, 6.16e-06, 5.61e-07, 1.36e-06, 5.94e-07, 5.15e-07, 1.52e-05, 2.43e-05, 6.78e-05, 1.84e-04, 4.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 5.42e-08, 5.51e-07, 3.14e-07] [6.98e-06, 4.04e-06, 6.98e-06, 4.74e-06, 6.16e-06, 5.61e-07, 1.36e-06, 5.94e-07, 5.15e-07, 1.52e-05, 2.43e-05, 6.78e-05, 1.84e-04, 4.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 5.42e-08, 5.51e-07, 3.14e-07] []
134500 [4.37e-06, 3.88e-06, 6.48e-06, 4.20e-06, 5.50e-06, 4.60e-07, 1.26e-06, 6.32e-07, 5.75e-06, 2.00e-08, 1.49e-05, 1.35e-05, 3.97e-05, 1.23e-05, 2.06e-08, 5.02e-08, 4.71e-08, 1.84e-07, 0.00e+00, 0.00e+00, 5.87e-07, 6.20e-06] [4.37e-06, 3.88e-06, 6.48e-06, 4.20e-06, 5.50e-06, 4.60e-07, 1.26e-06, 6.32e-07, 5.75e-06, 2.00e-08, 1.49e-05, 1.35e-05, 3.97e-05, 1.23e-05, 2.06e-08, 5.02e-08, 4.71e-08, 1.84e-07, 0.00e+00, 0.00e+00, 5.87e-07, 6.20e-06] []
134600 [2.30e-05, 4.87e-06, 9.08e-06, 6.54e-06, 8.04e-06, 1.32e-06, 2.45e-06, 7.72e-07, 1.66e-06, 7.62e-05, 7.69e-05, 4.54e-04, 1.18e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-07, 1.80e-07, 7.28e-07, 1.07e-06] [2.30e-05, 4.87e-06, 9.08e-06, 6.54e-06, 8.04e-06, 1.32e-06, 2.45e-06, 7.72e-07, 1.66e-06, 7.62e-05, 7.69e-05, 4.54e-04, 1.18e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-07, 1.80e-07, 7.28e-07, 1.07e-06] []
134700 [5.63e-06, 3.95e-06, 6.65e-06, 3.78e-06, 5.14e-06, 5.17e-07, 1.34e-06, 6.71e-06, 5.53e-07, 1.06e-08, 2.86e-05, 1.75e-05, 6.93e-05, 2.61e-05, 1.21e-07, 1.06e-07, 9.98e-07, 1.10e-06, 0.00e+00, 0.00e+00, 6.18e-06, 6.88e-07] [5.63e-06, 3.95e-06, 6.65e-06, 3.78e-06, 5.14e-06, 5.17e-07, 1.34e-06, 6.71e-06, 5.53e-07, 1.06e-08, 2.86e-05, 1.75e-05, 6.93e-05, 2.61e-05, 1.21e-07, 1.06e-07, 9.98e-07, 1.10e-06, 0.00e+00, 0.00e+00, 6.18e-06, 6.88e-07] []
134800 [4.07e-06, 3.74e-06, 6.59e-06, 4.16e-06, 5.69e-06, 5.26e-07, 1.33e-06, 2.87e-06, 1.37e-05, 5.44e-06, 5.87e-06, 2.15e-05, 1.52e-05, 9.14e-05, 0.00e+00, 0.00e+00, 7.86e-10, 5.61e-08, 0.00e+00, 2.02e-06, 2.75e-06, 1.21e-05] [4.07e-06, 3.74e-06, 6.59e-06, 4.16e-06, 5.69e-06, 5.26e-07, 1.33e-06, 2.87e-06, 1.37e-05, 5.44e-06, 5.87e-06, 2.15e-05, 1.52e-05, 9.14e-05, 0.00e+00, 0.00e+00, 7.86e-10, 5.61e-08, 0.00e+00, 2.02e-06, 2.75e-06, 1.21e-05] []
134900 [3.65e-06, 3.72e-06, 6.41e-06, 4.08e-06, 5.56e-06, 4.31e-07, 1.20e-06, 3.61e-06, 4.98e-07, 3.87e-07, 4.31e-06, 4.46e-06, 1.26e-05, 1.44e-05, 0.00e+00, 0.00e+00, 8.33e-08, 8.89e-08, 6.91e-07, 0.00e+00, 4.08e-06, 5.07e-07] [3.65e-06, 3.72e-06, 6.41e-06, 4.08e-06, 5.56e-06, 4.31e-07, 1.20e-06, 3.61e-06, 4.98e-07, 3.87e-07, 4.31e-06, 4.46e-06, 1.26e-05, 1.44e-05, 0.00e+00, 0.00e+00, 8.33e-08, 8.89e-08, 6.91e-07, 0.00e+00, 4.08e-06, 5.07e-07] []
135000 [5.06e-06, 3.71e-06, 6.29e-06, 4.09e-06, 5.28e-06, 3.97e-07, 1.17e-06, 1.07e-05, 1.25e-05, 1.07e-06, 2.85e-05, 2.45e-05, 3.86e-05, 1.15e-06, 6.42e-07, 5.11e-07, 1.05e-07, 1.77e-07, 0.00e+00, 0.00e+00, 1.03e-05, 1.28e-05] [5.06e-06, 3.71e-06, 6.29e-06, 4.09e-06, 5.28e-06, 3.97e-07, 1.17e-06, 1.07e-05, 1.25e-05, 1.07e-06, 2.85e-05, 2.45e-05, 3.86e-05, 1.15e-06, 6.42e-07, 5.11e-07, 1.05e-07, 1.77e-07, 0.00e+00, 0.00e+00, 1.03e-05, 1.28e-05] []
135100 [5.09e-06, 3.68e-06, 6.54e-06, 4.35e-06, 5.95e-06, 3.59e-07, 1.08e-06, 1.58e-04, 1.54e-04, 1.69e-06, 1.41e-04, 1.03e-04, 4.42e-04, 3.14e-04, 3.39e-12, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 1.56e-04] [5.09e-06, 3.68e-06, 6.54e-06, 4.35e-06, 5.95e-06, 3.59e-07, 1.08e-06, 1.58e-04, 1.54e-04, 1.69e-06, 1.41e-04, 1.03e-04, 4.42e-04, 3.14e-04, 3.39e-12, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 1.56e-04] []
135200 [4.19e-06, 3.71e-06, 6.52e-06, 4.04e-06, 5.32e-06, 5.14e-07, 1.39e-06, 5.32e-06, 1.18e-05, 2.28e-08, 4.71e-05, 3.20e-05, 1.11e-04, 2.86e-05, 1.54e-07, 7.08e-08, 1.37e-06, 1.48e-06, 1.06e-06, 2.11e-06, 5.92e-06, 1.22e-05] [4.19e-06, 3.71e-06, 6.52e-06, 4.04e-06, 5.32e-06, 5.14e-07, 1.39e-06, 5.32e-06, 1.18e-05, 2.28e-08, 4.71e-05, 3.20e-05, 1.11e-04, 2.86e-05, 1.54e-07, 7.08e-08, 1.37e-06, 1.48e-06, 1.06e-06, 2.11e-06, 5.92e-06, 1.22e-05] []
135300 [5.00e-06, 3.80e-06, 6.86e-06, 4.56e-06, 6.19e-06, 6.07e-07, 1.39e-06, 5.28e-06, 2.57e-07, 1.06e-05, 1.18e-05, 5.23e-05, 6.30e-05, 2.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 7.72e-07, 0.00e+00, 4.50e-06, 9.46e-07] [5.00e-06, 3.80e-06, 6.86e-06, 4.56e-06, 6.19e-06, 6.07e-07, 1.39e-06, 5.28e-06, 2.57e-07, 1.06e-05, 1.18e-05, 5.23e-05, 6.30e-05, 2.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-08, 7.72e-07, 0.00e+00, 4.50e-06, 9.46e-07] []
135400 [4.11e-06, 3.60e-06, 6.40e-06, 4.04e-06, 5.55e-06, 4.15e-07, 1.14e-06, 2.57e-06, 1.43e-06, 7.88e-08, 5.52e-06, 3.88e-06, 5.40e-06, 5.42e-07, 2.36e-08, 1.03e-08, 1.25e-07, 1.91e-07, 4.50e-07, 1.96e-07, 2.66e-06, 1.16e-06] [4.11e-06, 3.60e-06, 6.40e-06, 4.04e-06, 5.55e-06, 4.15e-07, 1.14e-06, 2.57e-06, 1.43e-06, 7.88e-08, 5.52e-06, 3.88e-06, 5.40e-06, 5.42e-07, 2.36e-08, 1.03e-08, 1.25e-07, 1.91e-07, 4.50e-07, 1.96e-07, 2.66e-06, 1.16e-06] []
135500 [5.63e-06, 3.85e-06, 6.89e-06, 4.57e-06, 6.40e-06, 5.17e-07, 1.23e-06, 9.83e-07, 5.58e-06, 6.93e-06, 5.18e-05, 6.45e-05, 2.42e-04, 3.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-07, 5.49e-06] [5.63e-06, 3.85e-06, 6.89e-06, 4.57e-06, 6.40e-06, 5.17e-07, 1.23e-06, 9.83e-07, 5.58e-06, 6.93e-06, 5.18e-05, 6.45e-05, 2.42e-04, 3.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-07, 5.49e-06] []
135600 [3.82e-06, 3.66e-06, 6.55e-06, 4.18e-06, 5.21e-06, 5.47e-07, 1.36e-06, 7.85e-06, 1.20e-06, 1.47e-06, 1.80e-05, 1.76e-05, 1.48e-05, 7.23e-06, 0.00e+00, 0.00e+00, 4.52e-09, 1.23e-06, 1.15e-06, 0.00e+00, 6.40e-06, 2.84e-06] [3.82e-06, 3.66e-06, 6.55e-06, 4.18e-06, 5.21e-06, 5.47e-07, 1.36e-06, 7.85e-06, 1.20e-06, 1.47e-06, 1.80e-05, 1.76e-05, 1.48e-05, 7.23e-06, 0.00e+00, 0.00e+00, 4.52e-09, 1.23e-06, 1.15e-06, 0.00e+00, 6.40e-06, 2.84e-06] []
135700 [3.63e-06, 3.60e-06, 6.57e-06, 4.21e-06, 5.79e-06, 4.28e-07, 1.17e-06, 4.64e-08, 6.38e-07, 1.06e-06, 2.05e-05, 2.03e-05, 7.94e-05, 8.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.11e-09, 2.17e-14, 0.00e+00, 4.26e-08, 7.77e-07] [3.63e-06, 3.60e-06, 6.57e-06, 4.21e-06, 5.79e-06, 4.28e-07, 1.17e-06, 4.64e-08, 6.38e-07, 1.06e-06, 2.05e-05, 2.03e-05, 7.94e-05, 8.46e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.11e-09, 2.17e-14, 0.00e+00, 4.26e-08, 7.77e-07] []
135800 [3.82e-06, 3.67e-06, 6.62e-06, 3.92e-06, 5.28e-06, 5.68e-07, 1.45e-06, 6.06e-05, 2.98e-05, 7.65e-07, 6.62e-05, 4.94e-05, 1.38e-04, 1.48e-05, 3.19e-08, 7.17e-08, 1.09e-06, 1.20e-06, 1.27e-05, 5.16e-06, 6.03e-05, 2.79e-05] [3.82e-06, 3.67e-06, 6.62e-06, 3.92e-06, 5.28e-06, 5.68e-07, 1.45e-06, 6.06e-05, 2.98e-05, 7.65e-07, 6.62e-05, 4.94e-05, 1.38e-04, 1.48e-05, 3.19e-08, 7.17e-08, 1.09e-06, 1.20e-06, 1.27e-05, 5.16e-06, 6.03e-05, 2.79e-05] []
135900 [5.67e-06, 3.72e-06, 6.57e-06, 4.11e-06, 5.26e-06, 5.19e-07, 1.17e-06, 1.16e-05, 6.38e-06, 1.52e-06, 3.06e-05, 2.96e-05, 4.12e-05, 1.47e-06, 5.38e-07, 6.69e-07, 1.14e-07, 1.21e-07, 0.00e+00, 0.00e+00, 1.22e-05, 7.21e-06] [5.67e-06, 3.72e-06, 6.57e-06, 4.11e-06, 5.26e-06, 5.19e-07, 1.17e-06, 1.16e-05, 6.38e-06, 1.52e-06, 3.06e-05, 2.96e-05, 4.12e-05, 1.47e-06, 5.38e-07, 6.69e-07, 1.14e-07, 1.21e-07, 0.00e+00, 0.00e+00, 1.22e-05, 7.21e-06] []
136000 [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06] [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 46.632527 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
136000 [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06] [3.94e-06, 3.56e-06, 6.53e-06, 4.11e-06, 5.62e-06, 4.43e-07, 1.17e-06, 1.90e-06, 3.79e-06, 1.28e-08, 4.52e-06, 3.19e-06, 8.58e-06, 5.10e-06, 2.53e-08, 1.52e-08, 3.61e-07, 3.48e-07, 3.22e-07, 5.75e-07, 1.88e-06, 3.49e-06] []
136100 [1.83e-05, 4.14e-06, 7.20e-06, 4.96e-06, 5.80e-06, 8.01e-07, 1.46e-06, 1.58e-05, 1.95e-05, 2.80e-05, 4.24e-05, 1.16e-04, 2.30e-04, 8.04e-04, 1.07e-05, 9.40e-06, 6.52e-06, 5.51e-06, 2.88e-06, 3.13e-06, 1.46e-05, 1.73e-05] [1.83e-05, 4.14e-06, 7.20e-06, 4.96e-06, 5.80e-06, 8.01e-07, 1.46e-06, 1.58e-05, 1.95e-05, 2.80e-05, 4.24e-05, 1.16e-04, 2.30e-04, 8.04e-04, 1.07e-05, 9.40e-06, 6.52e-06, 5.51e-06, 2.88e-06, 3.13e-06, 1.46e-05, 1.73e-05] []
136200 [2.17e-05, 4.26e-06, 7.53e-06, 5.15e-06, 6.07e-06, 8.71e-07, 1.55e-06, 2.23e-05, 2.71e-05, 3.33e-05, 6.85e-05, 1.50e-04, 3.97e-04, 1.10e-03, 1.27e-05, 1.20e-05, 9.57e-06, 9.09e-06, 4.31e-06, 4.89e-06, 2.16e-05, 2.62e-05] [2.17e-05, 4.26e-06, 7.53e-06, 5.15e-06, 6.07e-06, 8.71e-07, 1.55e-06, 2.23e-05, 2.71e-05, 3.33e-05, 6.85e-05, 1.50e-04, 3.97e-04, 1.10e-03, 1.27e-05, 1.20e-05, 9.57e-06, 9.09e-06, 4.31e-06, 4.89e-06, 2.16e-05, 2.62e-05] []
136300 [8.01e-06, 3.69e-06, 6.71e-06, 4.33e-06, 5.66e-06, 5.11e-07, 1.23e-06, 2.49e-06, 4.68e-06, 6.76e-06, 1.30e-05, 3.29e-05, 1.46e-05, 1.47e-04, 2.36e-06, 2.70e-06, 1.37e-06, 1.08e-06, 3.27e-07, 4.95e-07, 1.88e-06, 2.96e-06] [8.01e-06, 3.69e-06, 6.71e-06, 4.33e-06, 5.66e-06, 5.11e-07, 1.23e-06, 2.49e-06, 4.68e-06, 6.76e-06, 1.30e-05, 3.29e-05, 1.46e-05, 1.47e-04, 2.36e-06, 2.70e-06, 1.37e-06, 1.08e-06, 3.27e-07, 4.95e-07, 1.88e-06, 2.96e-06] []
136400 [6.24e-06, 3.83e-06, 6.87e-06, 3.86e-06, 4.96e-06, 4.87e-07, 1.19e-06, 2.86e-05, 5.28e-05, 1.49e-06, 6.14e-06, 5.60e-06, 2.08e-05, 3.69e-05, 1.36e-07, 1.79e-07, 6.75e-07, 6.25e-07, 0.00e+00, 0.00e+00, 3.01e-05, 5.49e-05] [6.24e-06, 3.83e-06, 6.87e-06, 3.86e-06, 4.96e-06, 4.87e-07, 1.19e-06, 2.86e-05, 5.28e-05, 1.49e-06, 6.14e-06, 5.60e-06, 2.08e-05, 3.69e-05, 1.36e-07, 1.79e-07, 6.75e-07, 6.25e-07, 0.00e+00, 0.00e+00, 3.01e-05, 5.49e-05] []
136500 [5.96e-06, 3.72e-06, 6.64e-06, 4.14e-06, 5.27e-06, 4.29e-07, 1.03e-06, 4.93e-07, 3.21e-06, 2.80e-06, 3.54e-05, 3.83e-05, 1.73e-04, 1.38e-04, 3.19e-09, 6.29e-08, 0.00e+00, 1.05e-10, 0.00e+00, 2.93e-07, 8.94e-07, 1.76e-06] [5.96e-06, 3.72e-06, 6.64e-06, 4.14e-06, 5.27e-06, 4.29e-07, 1.03e-06, 4.93e-07, 3.21e-06, 2.80e-06, 3.54e-05, 3.83e-05, 1.73e-04, 1.38e-04, 3.19e-09, 6.29e-08, 0.00e+00, 1.05e-10, 0.00e+00, 2.93e-07, 8.94e-07, 1.76e-06] []
136600 [5.39e-06, 3.63e-06, 6.58e-06, 4.09e-06, 5.20e-06, 5.15e-07, 1.26e-06, 1.01e-05, 8.20e-07, 5.34e-07, 3.68e-05, 2.29e-05, 1.08e-04, 7.63e-05, 4.27e-07, 2.10e-07, 1.89e-06, 1.19e-06, 1.72e-06, 7.34e-08, 9.12e-06, 4.00e-07] [5.39e-06, 3.63e-06, 6.58e-06, 4.09e-06, 5.20e-06, 5.15e-07, 1.26e-06, 1.01e-05, 8.20e-07, 5.34e-07, 3.68e-05, 2.29e-05, 1.08e-04, 7.63e-05, 4.27e-07, 2.10e-07, 1.89e-06, 1.19e-06, 1.72e-06, 7.34e-08, 9.12e-06, 4.00e-07] []
136700 [3.54e-06, 3.49e-06, 6.43e-06, 4.31e-06, 5.65e-06, 3.91e-07, 1.09e-06, 4.71e-06, 1.59e-05, 1.08e-07, 3.45e-05, 2.48e-05, 7.28e-05, 1.38e-05, 1.60e-07, 1.81e-07, 4.27e-09, 2.32e-08, 0.00e+00, 0.00e+00, 4.96e-06, 1.64e-05] [3.54e-06, 3.49e-06, 6.43e-06, 4.31e-06, 5.65e-06, 3.91e-07, 1.09e-06, 4.71e-06, 1.59e-05, 1.08e-07, 3.45e-05, 2.48e-05, 7.28e-05, 1.38e-05, 1.60e-07, 1.81e-07, 4.27e-09, 2.32e-08, 0.00e+00, 0.00e+00, 4.96e-06, 1.64e-05] []
136800 [1.88e-05, 3.98e-06, 8.04e-06, 5.93e-06, 6.92e-06, 1.34e-06, 2.06e-06, 1.45e-04, 7.09e-05, 4.69e-05, 4.32e-05, 3.00e-04, 2.80e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-04, 7.54e-05] [1.88e-05, 3.98e-06, 8.04e-06, 5.93e-06, 6.92e-06, 1.34e-06, 2.06e-06, 1.45e-04, 7.09e-05, 4.69e-05, 4.32e-05, 3.00e-04, 2.80e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-04, 7.54e-05] []
136900 [1.08e-05, 4.07e-06, 6.93e-06, 3.95e-06, 4.81e-06, 5.05e-07, 1.11e-06, 1.77e-05, 1.15e-05, 1.17e-05, 2.54e-05, 5.40e-05, 7.75e-06, 1.50e-04, 3.45e-06, 3.23e-06, 8.76e-07, 7.70e-07, 0.00e+00, 0.00e+00, 1.83e-05, 1.27e-05] [1.08e-05, 4.07e-06, 6.93e-06, 3.95e-06, 4.81e-06, 5.05e-07, 1.11e-06, 1.77e-05, 1.15e-05, 1.17e-05, 2.54e-05, 5.40e-05, 7.75e-06, 1.50e-04, 3.45e-06, 3.23e-06, 8.76e-07, 7.70e-07, 0.00e+00, 0.00e+00, 1.83e-05, 1.27e-05] []
137000 [6.18e-06, 3.53e-06, 6.49e-06, 4.16e-06, 5.30e-06, 4.78e-07, 1.22e-06, 5.98e-07, 4.62e-07, 3.01e-06, 6.14e-06, 1.38e-05, 2.03e-05, 8.25e-05, 9.54e-07, 8.61e-07, 8.33e-07, 8.68e-07, 7.10e-08, 4.23e-08, 3.50e-07, 2.08e-07] [6.18e-06, 3.53e-06, 6.49e-06, 4.16e-06, 5.30e-06, 4.78e-07, 1.22e-06, 5.98e-07, 4.62e-07, 3.01e-06, 6.14e-06, 1.38e-05, 2.03e-05, 8.25e-05, 9.54e-07, 8.61e-07, 8.33e-07, 8.68e-07, 7.10e-08, 4.23e-08, 3.50e-07, 2.08e-07] []
137100 [1.68e-05, 4.37e-06, 8.29e-06, 5.87e-06, 7.37e-06, 1.41e-06, 2.01e-06, 1.21e-05, 1.28e-05, 4.91e-05, 3.84e-05, 2.65e-04, 1.76e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.87e-06, 9.76e-06, 1.03e-05] [1.68e-05, 4.37e-06, 8.29e-06, 5.87e-06, 7.37e-06, 1.41e-06, 2.01e-06, 1.21e-05, 1.28e-05, 4.91e-05, 3.84e-05, 2.65e-04, 1.76e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-06, 1.87e-06, 9.76e-06, 1.03e-05] []
137200 [3.23e-06, 3.39e-06, 6.46e-06, 4.07e-06, 5.21e-06, 4.94e-07, 1.34e-06, 5.91e-06, 5.75e-06, 3.99e-07, 1.98e-05, 1.47e-05, 3.18e-05, 1.13e-06, 1.09e-08, 1.14e-08, 2.74e-07, 4.00e-07, 1.05e-06, 9.01e-07, 5.25e-06, 4.99e-06] [3.23e-06, 3.39e-06, 6.46e-06, 4.07e-06, 5.21e-06, 4.94e-07, 1.34e-06, 5.91e-06, 5.75e-06, 3.99e-07, 1.98e-05, 1.47e-05, 3.18e-05, 1.13e-06, 1.09e-08, 1.14e-08, 2.74e-07, 4.00e-07, 1.05e-06, 9.01e-07, 5.25e-06, 4.99e-06] []
137300 [3.28e-06, 3.37e-06, 6.40e-06, 4.18e-06, 5.45e-06, 4.46e-07, 1.26e-06, 9.73e-07, 2.80e-06, 5.71e-08, 7.06e-06, 5.19e-06, 1.08e-05, 1.02e-06, 5.75e-08, 9.99e-09, 2.03e-07, 2.20e-07, 1.71e-07, 4.52e-07, 8.37e-07, 2.57e-06] [3.28e-06, 3.37e-06, 6.40e-06, 4.18e-06, 5.45e-06, 4.46e-07, 1.26e-06, 9.73e-07, 2.80e-06, 5.71e-08, 7.06e-06, 5.19e-06, 1.08e-05, 1.02e-06, 5.75e-08, 9.99e-09, 2.03e-07, 2.20e-07, 1.71e-07, 4.52e-07, 8.37e-07, 2.57e-06] []
137400 [4.65e-06, 3.33e-06, 6.30e-06, 4.16e-06, 5.24e-06, 4.23e-07, 1.13e-06, 1.53e-06, 1.71e-06, 1.06e-06, 3.54e-05, 2.97e-05, 1.18e-04, 9.13e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-06, 2.35e-06] [4.65e-06, 3.33e-06, 6.30e-06, 4.16e-06, 5.24e-06, 4.23e-07, 1.13e-06, 1.53e-06, 1.71e-06, 1.06e-06, 3.54e-05, 2.97e-05, 1.18e-04, 9.13e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-06, 2.35e-06] []
137500 [3.38e-06, 3.41e-06, 6.61e-06, 4.42e-06, 5.77e-06, 4.55e-07, 1.20e-06, 2.24e-06, 5.44e-06, 1.51e-06, 1.60e-05, 2.17e-05, 7.38e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-06, 6.40e-06] [3.38e-06, 3.41e-06, 6.61e-06, 4.42e-06, 5.77e-06, 4.55e-07, 1.20e-06, 2.24e-06, 5.44e-06, 1.51e-06, 1.60e-05, 2.17e-05, 7.38e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-06, 6.40e-06] []
137600 [7.06e-06, 3.54e-06, 7.05e-06, 4.96e-06, 5.99e-06, 8.76e-07, 1.70e-06, 1.53e-06, 2.70e-07, 2.14e-05, 2.33e-05, 1.26e-04, 3.22e-05, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-07, 1.44e-08, 1.02e-06, 7.80e-08] [7.06e-06, 3.54e-06, 7.05e-06, 4.96e-06, 5.99e-06, 8.76e-07, 1.70e-06, 1.53e-06, 2.70e-07, 2.14e-05, 2.33e-05, 1.26e-04, 3.22e-05, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.96e-07, 1.44e-08, 1.02e-06, 7.80e-08] []
137700 [4.50e-06, 3.37e-06, 6.49e-06, 4.16e-06, 5.26e-06, 4.58e-07, 1.24e-06, 1.88e-07, 2.38e-07, 7.46e-07, 1.55e-05, 1.07e-05, 5.11e-05, 4.96e-05, 6.27e-07, 1.86e-07, 7.53e-07, 6.63e-07, 1.85e-08, 1.42e-08, 6.90e-08, 7.56e-08] [4.50e-06, 3.37e-06, 6.49e-06, 4.16e-06, 5.26e-06, 4.58e-07, 1.24e-06, 1.88e-07, 2.38e-07, 7.46e-07, 1.55e-05, 1.07e-05, 5.11e-05, 4.96e-05, 6.27e-07, 1.86e-07, 7.53e-07, 6.63e-07, 1.85e-08, 1.42e-08, 6.90e-08, 7.56e-08] []
137800 [8.59e-06, 3.56e-06, 6.57e-06, 4.08e-06, 4.51e-06, 6.58e-07, 1.32e-06, 4.97e-05, 4.53e-05, 6.30e-06, 3.12e-05, 4.87e-05, 1.45e-05, 7.90e-05, 2.96e-06, 2.01e-06, 1.90e-07, 3.88e-07, 0.00e+00, 0.00e+00, 5.68e-05, 5.22e-05] [8.59e-06, 3.56e-06, 6.57e-06, 4.08e-06, 4.51e-06, 6.58e-07, 1.32e-06, 4.97e-05, 4.53e-05, 6.30e-06, 3.12e-05, 4.87e-05, 1.45e-05, 7.90e-05, 2.96e-06, 2.01e-06, 1.90e-07, 3.88e-07, 0.00e+00, 0.00e+00, 5.68e-05, 5.22e-05] []
137900 [3.91e-06, 3.37e-06, 6.58e-06, 4.38e-06, 5.00e-06, 5.80e-07, 1.24e-06, 1.08e-06, 1.78e-05, 4.68e-06, 5.38e-06, 1.96e-05, 1.58e-05, 8.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-08, 1.09e-07, 0.00e+00, 6.97e-07, 2.00e-05] [3.91e-06, 3.37e-06, 6.58e-06, 4.38e-06, 5.00e-06, 5.80e-07, 1.24e-06, 1.08e-06, 1.78e-05, 4.68e-06, 5.38e-06, 1.96e-05, 1.58e-05, 8.35e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-08, 1.09e-07, 0.00e+00, 6.97e-07, 2.00e-05] []
138000 [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08] [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 45.561843 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
138000 [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08] [3.65e-06, 3.37e-06, 6.53e-06, 4.32e-06, 5.31e-06, 4.40e-07, 1.16e-06, 3.16e-06, 2.42e-07, 1.93e-07, 3.87e-06, 4.44e-06, 4.00e-06, 1.61e-06, 9.75e-08, 5.25e-08, 8.83e-08, 1.03e-07, 0.00e+00, 1.24e-08, 3.88e-06, 7.46e-08] []
138100 [1.52e-05, 3.80e-06, 7.70e-06, 5.75e-06, 6.97e-06, 1.05e-06, 1.79e-06, 1.24e-06, 9.24e-07, 3.90e-05, 4.02e-05, 2.24e-04, 2.90e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 1.55e-06] [1.52e-05, 3.80e-06, 7.70e-06, 5.75e-06, 6.97e-06, 1.05e-06, 1.79e-06, 1.24e-06, 9.24e-07, 3.90e-05, 4.02e-05, 2.24e-04, 2.90e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-06, 1.55e-06] []
138200 [4.22e-06, 3.38e-06, 6.50e-06, 4.43e-06, 4.90e-06, 4.61e-07, 1.19e-06, 3.77e-08, 1.21e-06, 3.08e-07, 3.17e-06, 3.80e-06, 5.65e-06, 1.13e-05, 1.82e-07, 2.99e-08, 1.59e-07, 2.32e-07, 3.33e-10, 1.08e-07, 2.30e-09, 7.14e-07] [4.22e-06, 3.38e-06, 6.50e-06, 4.43e-06, 4.90e-06, 4.61e-07, 1.19e-06, 3.77e-08, 1.21e-06, 3.08e-07, 3.17e-06, 3.80e-06, 5.65e-06, 1.13e-05, 1.82e-07, 2.99e-08, 1.59e-07, 2.32e-07, 3.33e-10, 1.08e-07, 2.30e-09, 7.14e-07] []
138300 [2.87e-06, 3.28e-06, 6.49e-06, 4.30e-06, 5.37e-06, 4.74e-07, 1.25e-06, 9.13e-08, 3.82e-09, 1.20e-06, 2.34e-06, 8.36e-06, 4.99e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.74e-09, 0.00e+00, 0.00e+00, 2.36e-07, 7.06e-08] [2.87e-06, 3.28e-06, 6.49e-06, 4.30e-06, 5.37e-06, 4.74e-07, 1.25e-06, 9.13e-08, 3.82e-09, 1.20e-06, 2.34e-06, 8.36e-06, 4.99e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.74e-09, 0.00e+00, 0.00e+00, 2.36e-07, 7.06e-08] []
138400 [4.30e-06, 3.03e-06, 6.02e-06, 3.83e-06, 4.96e-06, 6.87e-07, 1.36e-06, 3.76e-07, 4.34e-08, 1.31e-07, 8.77e-06, 7.62e-06, 4.20e-05, 4.51e-05, 6.10e-08, 4.54e-08, 1.17e-06, 1.26e-06, 5.10e-08, 1.50e-11, 3.17e-07, 9.63e-08] [4.30e-06, 3.03e-06, 6.02e-06, 3.83e-06, 4.96e-06, 6.87e-07, 1.36e-06, 3.76e-07, 4.34e-08, 1.31e-07, 8.77e-06, 7.62e-06, 4.20e-05, 4.51e-05, 6.10e-08, 4.54e-08, 1.17e-06, 1.26e-06, 5.10e-08, 1.50e-11, 3.17e-07, 9.63e-08] []
138500 [3.88e-06, 3.50e-06, 6.55e-06, 4.47e-06, 5.25e-06, 5.23e-07, 1.22e-06, 3.70e-07, 2.30e-06, 2.20e-07, 2.53e-06, 2.77e-06, 3.62e-06, 5.26e-06, 3.92e-08, 7.88e-09, 1.48e-07, 1.38e-07, 4.52e-08, 0.00e+00, 2.80e-07, 2.44e-06] [3.88e-06, 3.50e-06, 6.55e-06, 4.47e-06, 5.25e-06, 5.23e-07, 1.22e-06, 3.70e-07, 2.30e-06, 2.20e-07, 2.53e-06, 2.77e-06, 3.62e-06, 5.26e-06, 3.92e-08, 7.88e-09, 1.48e-07, 1.38e-07, 4.52e-08, 0.00e+00, 2.80e-07, 2.44e-06] []
138600 [6.73e-06, 3.88e-06, 6.85e-06, 4.29e-06, 4.94e-06, 6.24e-07, 1.17e-06, 1.44e-06, 8.92e-06, 6.80e-07, 3.52e-05, 3.90e-05, 1.43e-04, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.13e-12, 1.15e-07, 0.00e+00, 6.55e-07, 1.15e-05] [6.73e-06, 3.88e-06, 6.85e-06, 4.29e-06, 4.94e-06, 6.24e-07, 1.17e-06, 1.44e-06, 8.92e-06, 6.80e-07, 3.52e-05, 3.90e-05, 1.43e-04, 1.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.13e-12, 1.15e-07, 0.00e+00, 6.55e-07, 1.15e-05] []
138700 [1.67e-05, 4.56e-06, 8.25e-06, 6.03e-06, 7.29e-06, 1.25e-06, 1.85e-06, 1.36e-07, 1.99e-06, 3.85e-05, 4.45e-05, 2.15e-04, 3.28e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-07, 2.10e-06] [1.67e-05, 4.56e-06, 8.25e-06, 6.03e-06, 7.29e-06, 1.25e-06, 1.85e-06, 1.36e-07, 1.99e-06, 3.85e-05, 4.45e-05, 2.15e-04, 3.28e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-07, 2.10e-06] []
138800 [3.34e-06, 3.44e-06, 6.29e-06, 4.42e-06, 5.12e-06, 4.79e-07, 1.23e-06, 2.21e-09, 9.79e-10, 3.47e-09, 1.52e-06, 2.24e-06, 1.95e-06, 1.39e-07, 3.32e-09, 1.16e-11, 7.21e-08, 1.00e-07, 1.71e-10, 2.45e-09, 1.15e-08, 1.03e-08] [3.34e-06, 3.44e-06, 6.29e-06, 4.42e-06, 5.12e-06, 4.79e-07, 1.23e-06, 2.21e-09, 9.79e-10, 3.47e-09, 1.52e-06, 2.24e-06, 1.95e-06, 1.39e-07, 3.32e-09, 1.16e-11, 7.21e-08, 1.00e-07, 1.71e-10, 2.45e-09, 1.15e-08, 1.03e-08] []
138900 [1.24e-05, 5.10e-06, 8.48e-06, 3.82e-06, 4.82e-06, 1.63e-06, 1.81e-06, 3.84e-04, 1.58e-04, 1.77e-07, 1.21e-05, 3.98e-05, 2.17e-05, 6.44e-05, 1.23e-06, 2.32e-06, 7.26e-07, 4.19e-08, 0.00e+00, 0.00e+00, 3.89e-04, 1.66e-04] [1.24e-05, 5.10e-06, 8.48e-06, 3.82e-06, 4.82e-06, 1.63e-06, 1.81e-06, 3.84e-04, 1.58e-04, 1.77e-07, 1.21e-05, 3.98e-05, 2.17e-05, 6.44e-05, 1.23e-06, 2.32e-06, 7.26e-07, 4.19e-08, 0.00e+00, 0.00e+00, 3.89e-04, 1.66e-04] []
139000 [4.10e-06, 2.99e-06, 5.83e-06, 4.34e-06, 5.02e-06, 5.60e-07, 1.11e-06, 2.17e-10, 5.12e-08, 8.03e-09, 8.70e-06, 7.19e-06, 5.58e-06, 1.48e-07, 1.01e-07, 8.78e-08, 8.29e-08, 9.74e-08, 1.30e-12, 0.00e+00, 2.18e-08, 1.41e-07] [4.10e-06, 2.99e-06, 5.83e-06, 4.34e-06, 5.02e-06, 5.60e-07, 1.11e-06, 2.17e-10, 5.12e-08, 8.03e-09, 8.70e-06, 7.19e-06, 5.58e-06, 1.48e-07, 1.01e-07, 8.78e-08, 8.29e-08, 9.74e-08, 1.30e-12, 0.00e+00, 2.18e-08, 1.41e-07] []
139100 [3.63e-06, 3.44e-06, 6.30e-06, 4.33e-06, 5.23e-06, 5.16e-07, 1.16e-06, 8.92e-10, 3.51e-10, 1.93e-08, 2.87e-06, 2.96e-06, 2.47e-06, 3.33e-08, 6.97e-09, 3.63e-09, 4.09e-08, 4.01e-08, 8.06e-11, 1.57e-10, 1.10e-09, 3.30e-09] [3.63e-06, 3.44e-06, 6.30e-06, 4.33e-06, 5.23e-06, 5.16e-07, 1.16e-06, 8.92e-10, 3.51e-10, 1.93e-08, 2.87e-06, 2.96e-06, 2.47e-06, 3.33e-08, 6.97e-09, 3.63e-09, 4.09e-08, 4.01e-08, 8.06e-11, 1.57e-10, 1.10e-09, 3.30e-09] []
139200 [4.28e-06, 3.50e-06, 6.43e-06, 4.17e-06, 5.06e-06, 4.94e-07, 1.06e-06, 2.27e-10, 2.36e-06, 2.19e-06, 3.96e-06, 1.30e-05, 1.73e-05, 5.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-08, 0.00e+00, 1.14e-07, 1.79e-06] [4.28e-06, 3.50e-06, 6.43e-06, 4.17e-06, 5.06e-06, 4.94e-07, 1.06e-06, 2.27e-10, 2.36e-06, 2.19e-06, 3.96e-06, 1.30e-05, 1.73e-05, 5.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-08, 0.00e+00, 1.14e-07, 1.79e-06] []
139300 [3.40e-06, 3.32e-06, 6.23e-06, 4.38e-06, 5.15e-06, 4.24e-07, 1.20e-06, 3.97e-10, 1.15e-09, 4.14e-10, 1.38e-06, 2.99e-06, 1.68e-06, 5.21e-08, 5.46e-08, 8.04e-09, 9.62e-09, 1.41e-08, 1.27e-09, 4.39e-10, 1.21e-08, 1.29e-08] [3.40e-06, 3.32e-06, 6.23e-06, 4.38e-06, 5.15e-06, 4.24e-07, 1.20e-06, 3.97e-10, 1.15e-09, 4.14e-10, 1.38e-06, 2.99e-06, 1.68e-06, 5.21e-08, 5.46e-08, 8.04e-09, 9.62e-09, 1.41e-08, 1.27e-09, 4.39e-10, 1.21e-08, 1.29e-08] []
139400 [3.17e-06, 3.28e-06, 6.20e-06, 4.41e-06, 5.08e-06, 4.70e-07, 1.29e-06, 9.98e-10, 2.21e-11, 2.81e-11, 1.11e-06, 2.70e-06, 1.52e-06, 4.30e-08, 3.53e-08, 2.86e-09, 1.15e-08, 1.50e-08, 3.99e-10, 1.80e-10, 6.76e-09, 1.05e-08] [3.17e-06, 3.28e-06, 6.20e-06, 4.41e-06, 5.08e-06, 4.70e-07, 1.29e-06, 9.98e-10, 2.21e-11, 2.81e-11, 1.11e-06, 2.70e-06, 1.52e-06, 4.30e-08, 3.53e-08, 2.86e-09, 1.15e-08, 1.50e-08, 3.99e-10, 1.80e-10, 6.76e-09, 1.05e-08] []
139500 [1.79e-04, 2.42e-05, 2.46e-05, 1.73e-05, 1.69e-05, 8.54e-06, 7.57e-06, 1.27e-03, 5.15e-04, 3.77e-04, 4.61e-04, 2.52e-03, 1.35e-03, 1.16e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-04, 0.00e+00, 1.29e-03, 4.99e-04] [1.79e-04, 2.42e-05, 2.46e-05, 1.73e-05, 1.69e-05, 8.54e-06, 7.57e-06, 1.27e-03, 5.15e-04, 3.77e-04, 4.61e-04, 2.52e-03, 1.35e-03, 1.16e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-04, 0.00e+00, 1.29e-03, 4.99e-04] []
139600 [3.75e-06, 3.23e-06, 6.30e-06, 4.30e-06, 5.15e-06, 5.81e-07, 1.20e-06, 1.35e-08, 3.60e-07, 1.91e-09, 5.85e-06, 4.47e-06, 3.98e-06, 2.40e-07, 1.74e-08, 1.54e-08, 1.50e-07, 1.71e-07, 1.06e-08, 6.89e-08, 6.69e-08, 3.66e-07] [3.75e-06, 3.23e-06, 6.30e-06, 4.30e-06, 5.15e-06, 5.81e-07, 1.20e-06, 1.35e-08, 3.60e-07, 1.91e-09, 5.85e-06, 4.47e-06, 3.98e-06, 2.40e-07, 1.74e-08, 1.54e-08, 1.50e-07, 1.71e-07, 1.06e-08, 6.89e-08, 6.69e-08, 3.66e-07] []
139700 [3.45e-06, 3.45e-06, 6.42e-06, 4.36e-06, 5.15e-06, 5.60e-07, 1.27e-06, 4.61e-10, 4.92e-10, 3.41e-09, 2.07e-06, 2.39e-06, 2.31e-06, 3.93e-08, 3.93e-09, 0.00e+00, 3.76e-08, 3.44e-08, 2.62e-12, 0.00e+00, 5.27e-09, 2.36e-08] [3.45e-06, 3.45e-06, 6.42e-06, 4.36e-06, 5.15e-06, 5.60e-07, 1.27e-06, 4.61e-10, 4.92e-10, 3.41e-09, 2.07e-06, 2.39e-06, 2.31e-06, 3.93e-08, 3.93e-09, 0.00e+00, 3.76e-08, 3.44e-08, 2.62e-12, 0.00e+00, 5.27e-09, 2.36e-08] []
139800 [3.37e-06, 3.28e-06, 6.42e-06, 4.32e-06, 4.81e-06, 6.25e-07, 1.30e-06, 5.96e-09, 3.11e-05, 5.02e-06, 1.00e-05, 2.18e-05, 5.19e-06, 5.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 1.73e-08, 3.32e-05] [3.37e-06, 3.28e-06, 6.42e-06, 4.32e-06, 4.81e-06, 6.25e-07, 1.30e-06, 5.96e-09, 3.11e-05, 5.02e-06, 1.00e-05, 2.18e-05, 5.19e-06, 5.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 1.73e-08, 3.32e-05] []
139900 [3.21e-06, 3.23e-06, 6.25e-06, 4.41e-06, 5.04e-06, 4.92e-07, 1.32e-06, 4.45e-10, 1.60e-09, 1.49e-10, 1.33e-06, 2.59e-06, 1.64e-06, 1.72e-07, 4.23e-08, 1.17e-09, 1.61e-08, 1.57e-08, 2.77e-12, 4.17e-11, 2.92e-09, 1.74e-09] [3.21e-06, 3.23e-06, 6.25e-06, 4.41e-06, 5.04e-06, 4.92e-07, 1.32e-06, 4.45e-10, 1.60e-09, 1.49e-10, 1.33e-06, 2.59e-06, 1.64e-06, 1.72e-07, 4.23e-08, 1.17e-09, 1.61e-08, 1.57e-08, 2.77e-12, 4.17e-11, 2.92e-09, 1.74e-09] []
140000 [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09] [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 44.307610 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
140000 [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09] [3.02e-06, 3.20e-06, 6.21e-06, 4.49e-06, 4.97e-06, 5.18e-07, 1.41e-06, 1.01e-09, 3.86e-10, 8.80e-11, 9.91e-07, 2.45e-06, 1.39e-06, 1.34e-07, 3.07e-08, 6.47e-10, 1.15e-08, 1.30e-08, 8.69e-12, 8.27e-12, 3.85e-09, 3.89e-09] []
140100 [9.46e-06, 2.64e-06, 5.87e-06, 3.03e-06, 3.15e-06, 9.68e-07, 1.46e-06, 3.46e-09, 1.53e-06, 3.93e-05, 2.49e-04, 2.55e-04, 4.34e-04, 1.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-12, 1.11e-07, 9.04e-08, 7.16e-07] [9.46e-06, 2.64e-06, 5.87e-06, 3.03e-06, 3.15e-06, 9.68e-07, 1.46e-06, 3.46e-09, 1.53e-06, 3.93e-05, 2.49e-04, 2.55e-04, 4.34e-04, 1.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-12, 1.11e-07, 9.04e-08, 7.16e-07] []
140200 [4.10e-06, 3.23e-06, 6.39e-06, 4.53e-06, 4.87e-06, 5.30e-07, 1.18e-06, 1.04e-08, 1.54e-08, 5.44e-10, 4.46e-06, 4.20e-06, 4.74e-06, 8.15e-08, 1.49e-08, 1.73e-08, 1.50e-07, 1.53e-07, 1.47e-09, 2.50e-09, 1.51e-08, 2.13e-08] [4.10e-06, 3.23e-06, 6.39e-06, 4.53e-06, 4.87e-06, 5.30e-07, 1.18e-06, 1.04e-08, 1.54e-08, 5.44e-10, 4.46e-06, 4.20e-06, 4.74e-06, 8.15e-08, 1.49e-08, 1.73e-08, 1.50e-07, 1.53e-07, 1.47e-09, 2.50e-09, 1.51e-08, 2.13e-08] []
140300 [3.75e-06, 3.40e-06, 6.43e-06, 4.51e-06, 4.96e-06, 5.58e-07, 1.31e-06, 2.90e-09, 3.09e-09, 2.20e-09, 3.25e-06, 3.19e-06, 3.33e-06, 6.42e-08, 1.86e-08, 1.60e-08, 1.12e-07, 1.17e-07, 1.61e-09, 2.28e-09, 1.75e-08, 2.15e-08] [3.75e-06, 3.40e-06, 6.43e-06, 4.51e-06, 4.96e-06, 5.58e-07, 1.31e-06, 2.90e-09, 3.09e-09, 2.20e-09, 3.25e-06, 3.19e-06, 3.33e-06, 6.42e-08, 1.86e-08, 1.60e-08, 1.12e-07, 1.17e-07, 1.61e-09, 2.28e-09, 1.75e-08, 2.15e-08] []
140400 [4.12e-06, 3.12e-06, 6.08e-06, 4.63e-06, 5.11e-06, 5.22e-07, 1.29e-06, 6.37e-05, 2.29e-06, 5.41e-06, 1.50e-04, 9.43e-05, 1.78e-04, 7.82e-07, 1.39e-06, 1.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-07, 6.79e-05, 1.36e-06] [4.12e-06, 3.12e-06, 6.08e-06, 4.63e-06, 5.11e-06, 5.22e-07, 1.29e-06, 6.37e-05, 2.29e-06, 5.41e-06, 1.50e-04, 9.43e-05, 1.78e-04, 7.82e-07, 1.39e-06, 1.68e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-07, 6.79e-05, 1.36e-06] []
140500 [3.56e-06, 2.93e-06, 6.59e-06, 4.54e-06, 5.06e-06, 4.96e-07, 1.58e-06, 5.26e-07, 1.01e-08, 7.45e-07, 2.43e-06, 7.52e-06, 6.46e-06, 2.38e-05, 5.84e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 6.50e-11, 2.62e-07, 3.48e-08] [3.56e-06, 2.93e-06, 6.59e-06, 4.54e-06, 5.06e-06, 4.96e-07, 1.58e-06, 5.26e-07, 1.01e-08, 7.45e-07, 2.43e-06, 7.52e-06, 6.46e-06, 2.38e-05, 5.84e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 6.50e-11, 2.62e-07, 3.48e-08] []
140600 [3.00e-06, 3.09e-06, 6.44e-06, 4.92e-06, 4.76e-06, 5.10e-07, 1.63e-06, 3.75e-09, 2.84e-09, 8.44e-12, 1.48e-06, 2.60e-06, 1.74e-06, 3.84e-08, 3.33e-08, 5.14e-10, 2.24e-08, 2.84e-08, 2.56e-16, 1.29e-09, 1.45e-08, 1.62e-08] [3.00e-06, 3.09e-06, 6.44e-06, 4.92e-06, 4.76e-06, 5.10e-07, 1.63e-06, 3.75e-09, 2.84e-09, 8.44e-12, 1.48e-06, 2.60e-06, 1.74e-06, 3.84e-08, 3.33e-08, 5.14e-10, 2.24e-08, 2.84e-08, 2.56e-16, 1.29e-09, 1.45e-08, 1.62e-08] []
140700 [8.21e-06, 3.71e-06, 7.16e-06, 4.46e-06, 3.82e-06, 5.11e-07, 1.53e-06, 1.22e-07, 6.40e-06, 9.00e-07, 5.92e-06, 1.04e-05, 2.32e-05, 1.30e-05, 1.16e-09, 6.69e-08, 0.00e+00, 0.00e+00, 4.05e-09, 7.85e-07, 2.43e-08, 5.02e-06] [8.21e-06, 3.71e-06, 7.16e-06, 4.46e-06, 3.82e-06, 5.11e-07, 1.53e-06, 1.22e-07, 6.40e-06, 9.00e-07, 5.92e-06, 1.04e-05, 2.32e-05, 1.30e-05, 1.16e-09, 6.69e-08, 0.00e+00, 0.00e+00, 4.05e-09, 7.85e-07, 2.43e-08, 5.02e-06] []
140800 [3.13e-06, 2.99e-06, 6.43e-06, 4.89e-06, 4.66e-06, 5.03e-07, 1.50e-06, 1.82e-11, 1.41e-11, 1.61e-09, 1.36e-06, 2.74e-06, 1.75e-06, 1.52e-07, 3.28e-08, 1.14e-09, 1.40e-08, 1.64e-08, 2.40e-10, 1.40e-09, 2.67e-09, 1.53e-08] [3.13e-06, 2.99e-06, 6.43e-06, 4.89e-06, 4.66e-06, 5.03e-07, 1.50e-06, 1.82e-11, 1.41e-11, 1.61e-09, 1.36e-06, 2.74e-06, 1.75e-06, 1.52e-07, 3.28e-08, 1.14e-09, 1.40e-08, 1.64e-08, 2.40e-10, 1.40e-09, 2.67e-09, 1.53e-08] []
140900 [2.90e-06, 3.00e-06, 6.36e-06, 4.84e-06, 4.68e-06, 5.48e-07, 1.60e-06, 4.01e-11, 2.20e-09, 8.56e-11, 1.14e-06, 2.63e-06, 1.46e-06, 6.09e-08, 2.58e-08, 6.28e-10, 7.09e-09, 8.73e-09, 2.01e-10, 3.64e-10, 3.16e-09, 1.30e-08] [2.90e-06, 3.00e-06, 6.36e-06, 4.84e-06, 4.68e-06, 5.48e-07, 1.60e-06, 4.01e-11, 2.20e-09, 8.56e-11, 1.14e-06, 2.63e-06, 1.46e-06, 6.09e-08, 2.58e-08, 6.28e-10, 7.09e-09, 8.73e-09, 2.01e-10, 3.64e-10, 3.16e-09, 1.30e-08] []
141000 [3.59e-06, 2.92e-06, 6.40e-06, 4.70e-06, 4.28e-06, 6.15e-07, 1.38e-06, 9.24e-06, 4.48e-06, 1.36e-07, 2.27e-06, 5.53e-06, 3.96e-06, 9.53e-06, 0.00e+00, 0.00e+00, 7.88e-11, 2.62e-10, 1.31e-06, 4.66e-07, 7.64e-06, 3.03e-06] [3.59e-06, 2.92e-06, 6.40e-06, 4.70e-06, 4.28e-06, 6.15e-07, 1.38e-06, 9.24e-06, 4.48e-06, 1.36e-07, 2.27e-06, 5.53e-06, 3.96e-06, 9.53e-06, 0.00e+00, 0.00e+00, 7.88e-11, 2.62e-10, 1.31e-06, 4.66e-07, 7.64e-06, 3.03e-06] []
141100 [3.02e-06, 2.98e-06, 6.35e-06, 4.68e-06, 4.73e-06, 5.77e-07, 1.55e-06, 7.75e-08, 1.35e-09, 4.90e-09, 1.43e-06, 2.62e-06, 2.30e-06, 6.70e-07, 4.65e-08, 3.00e-09, 2.61e-08, 2.89e-08, 8.00e-09, 8.26e-10, 5.25e-08, 1.34e-08] [3.02e-06, 2.98e-06, 6.35e-06, 4.68e-06, 4.73e-06, 5.77e-07, 1.55e-06, 7.75e-08, 1.35e-09, 4.90e-09, 1.43e-06, 2.62e-06, 2.30e-06, 6.70e-07, 4.65e-08, 3.00e-09, 2.61e-08, 2.89e-08, 8.00e-09, 8.26e-10, 5.25e-08, 1.34e-08] []
141200 [2.93e-06, 2.94e-06, 6.42e-06, 4.61e-06, 4.83e-06, 5.72e-07, 1.52e-06, 2.58e-09, 5.61e-09, 1.42e-08, 1.86e-06, 2.91e-06, 2.38e-06, 6.88e-08, 3.29e-08, 5.76e-09, 1.89e-08, 1.84e-08, 0.00e+00, 0.00e+00, 1.17e-07, 1.91e-07] [2.93e-06, 2.94e-06, 6.42e-06, 4.61e-06, 4.83e-06, 5.72e-07, 1.52e-06, 2.58e-09, 5.61e-09, 1.42e-08, 1.86e-06, 2.91e-06, 2.38e-06, 6.88e-08, 3.29e-08, 5.76e-09, 1.89e-08, 1.84e-08, 0.00e+00, 0.00e+00, 1.17e-07, 1.91e-07] []
141300 [2.91e-06, 2.95e-06, 6.37e-06, 4.61e-06, 4.80e-06, 5.81e-07, 1.48e-06, 4.62e-08, 6.14e-08, 2.34e-08, 2.35e-06, 3.17e-06, 3.35e-06, 2.15e-07, 2.59e-08, 2.29e-09, 2.23e-08, 2.66e-08, 1.25e-09, 2.82e-09, 7.47e-09, 1.85e-08] [2.91e-06, 2.95e-06, 6.37e-06, 4.61e-06, 4.80e-06, 5.81e-07, 1.48e-06, 4.62e-08, 6.14e-08, 2.34e-08, 2.35e-06, 3.17e-06, 3.35e-06, 2.15e-07, 2.59e-08, 2.29e-09, 2.23e-08, 2.66e-08, 1.25e-09, 2.82e-09, 7.47e-09, 1.85e-08] []
141400 [3.40e-06, 3.00e-06, 6.35e-06, 4.54e-06, 4.68e-06, 5.98e-07, 1.51e-06, 3.23e-06, 1.78e-07, 8.74e-08, 5.14e-06, 4.58e-06, 1.30e-05, 9.02e-06, 1.39e-07, 3.17e-08, 1.62e-07, 1.52e-07, 4.17e-07, 1.03e-08, 2.69e-06, 5.97e-08] [3.40e-06, 3.00e-06, 6.35e-06, 4.54e-06, 4.68e-06, 5.98e-07, 1.51e-06, 3.23e-06, 1.78e-07, 8.74e-08, 5.14e-06, 4.58e-06, 1.30e-05, 9.02e-06, 1.39e-07, 3.17e-08, 1.62e-07, 1.52e-07, 4.17e-07, 1.03e-08, 2.69e-06, 5.97e-08] []
141500 [3.21e-06, 2.99e-06, 6.31e-06, 4.52e-06, 4.83e-06, 5.97e-07, 1.51e-06, 8.14e-09, 2.09e-07, 6.43e-08, 2.08e-06, 3.15e-06, 5.40e-06, 4.85e-06, 1.17e-07, 2.60e-08, 5.77e-08, 6.28e-08, 8.82e-11, 8.63e-09, 2.38e-08, 4.96e-08] [3.21e-06, 2.99e-06, 6.31e-06, 4.52e-06, 4.83e-06, 5.97e-07, 1.51e-06, 8.14e-09, 2.09e-07, 6.43e-08, 2.08e-06, 3.15e-06, 5.40e-06, 4.85e-06, 1.17e-07, 2.60e-08, 5.77e-08, 6.28e-08, 8.82e-11, 8.63e-09, 2.38e-08, 4.96e-08] []
141600 [2.88e-06, 2.96e-06, 6.25e-06, 4.45e-06, 4.94e-06, 5.91e-07, 1.49e-06, 2.14e-07, 8.37e-07, 9.34e-09, 1.08e-06, 2.57e-06, 1.41e-06, 1.01e-07, 1.76e-08, 1.18e-09, 1.31e-09, 1.98e-09, 0.00e+00, 0.00e+00, 4.09e-07, 1.27e-06] [2.88e-06, 2.96e-06, 6.25e-06, 4.45e-06, 4.94e-06, 5.91e-07, 1.49e-06, 2.14e-07, 8.37e-07, 9.34e-09, 1.08e-06, 2.57e-06, 1.41e-06, 1.01e-07, 1.76e-08, 1.18e-09, 1.31e-09, 1.98e-09, 0.00e+00, 0.00e+00, 4.09e-07, 1.27e-06] []
141700 [2.82e-06, 2.99e-06, 6.29e-06, 4.47e-06, 5.01e-06, 6.27e-07, 1.51e-06, 3.10e-07, 3.23e-07, 1.33e-07, 2.66e-06, 4.00e-06, 8.45e-06, 6.07e-06, 2.09e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.87e-09, 8.85e-07, 6.49e-08] [2.82e-06, 2.99e-06, 6.29e-06, 4.47e-06, 5.01e-06, 6.27e-07, 1.51e-06, 3.10e-07, 3.23e-07, 1.33e-07, 2.66e-06, 4.00e-06, 8.45e-06, 6.07e-06, 2.09e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.87e-09, 8.85e-07, 6.49e-08] []
141800 [2.87e-06, 2.99e-06, 6.20e-06, 4.42e-06, 4.96e-06, 6.31e-07, 1.50e-06, 8.41e-10, 2.92e-08, 9.92e-09, 9.21e-07, 2.42e-06, 1.69e-06, 2.65e-07, 1.59e-08, 5.06e-10, 5.81e-10, 5.27e-10, 0.00e+00, 0.00e+00, 4.62e-08, 1.45e-07] [2.87e-06, 2.99e-06, 6.20e-06, 4.42e-06, 4.96e-06, 6.31e-07, 1.50e-06, 8.41e-10, 2.92e-08, 9.92e-09, 9.21e-07, 2.42e-06, 1.69e-06, 2.65e-07, 1.59e-08, 5.06e-10, 5.81e-10, 5.27e-10, 0.00e+00, 0.00e+00, 4.62e-08, 1.45e-07] []
141900 [2.77e-06, 3.02e-06, 6.24e-06, 4.40e-06, 4.96e-06, 6.53e-07, 1.50e-06, 1.38e-06, 5.37e-07, 5.57e-08, 2.06e-06, 3.08e-06, 2.87e-06, 7.78e-08, 1.09e-08, 1.03e-09, 1.75e-08, 1.65e-08, 1.49e-07, 4.85e-08, 1.01e-06, 3.01e-07] [2.77e-06, 3.02e-06, 6.24e-06, 4.40e-06, 4.96e-06, 6.53e-07, 1.50e-06, 1.38e-06, 5.37e-07, 5.57e-08, 2.06e-06, 3.08e-06, 2.87e-06, 7.78e-08, 1.09e-08, 1.03e-09, 1.75e-08, 1.65e-08, 1.49e-07, 4.85e-08, 1.01e-06, 3.01e-07] []
142000 [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06] [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 39.836493 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
142000 [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06] [2.57e-06, 2.97e-06, 6.23e-06, 4.29e-06, 4.92e-06, 6.83e-07, 1.47e-06, 1.07e-06, 2.27e-06, 8.68e-07, 2.61e-06, 8.11e-06, 2.33e-06, 1.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-07, 1.90e-06, 1.20e-06] []
142100 [5.79e-06, 3.54e-06, 6.81e-06, 3.88e-06, 4.33e-06, 8.17e-07, 1.59e-06, 4.86e-06, 2.03e-06, 1.10e-08, 8.30e-05, 5.24e-05, 2.12e-04, 7.80e-05, 3.66e-07, 1.12e-07, 1.32e-06, 1.28e-06, 6.51e-07, 2.40e-07, 4.28e-06, 1.63e-06] [5.79e-06, 3.54e-06, 6.81e-06, 3.88e-06, 4.33e-06, 8.17e-07, 1.59e-06, 4.86e-06, 2.03e-06, 1.10e-08, 8.30e-05, 5.24e-05, 2.12e-04, 7.80e-05, 3.66e-07, 1.12e-07, 1.32e-06, 1.28e-06, 6.51e-07, 2.40e-07, 4.28e-06, 1.63e-06] []
142200 [1.12e-05, 3.32e-06, 6.61e-06, 5.64e-06, 5.71e-06, 9.81e-07, 1.69e-06, 4.07e-05, 4.39e-07, 2.90e-05, 2.13e-05, 1.61e-04, 1.73e-04, 8.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-05, 6.24e-07] [1.12e-05, 3.32e-06, 6.61e-06, 5.64e-06, 5.71e-06, 9.81e-07, 1.69e-06, 4.07e-05, 4.39e-07, 2.90e-05, 2.13e-05, 1.61e-04, 1.73e-04, 8.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-05, 6.24e-07] []
142300 [1.67e-05, 3.86e-06, 7.43e-06, 4.78e-06, 5.11e-06, 1.48e-06, 1.89e-06, 4.46e-05, 5.58e-05, 3.34e-05, 3.64e-05, 1.18e-04, 1.54e-04, 7.37e-04, 1.06e-05, 1.01e-05, 4.68e-06, 4.50e-06, 6.99e-06, 0.00e+00, 4.16e-05, 5.96e-05] [1.67e-05, 3.86e-06, 7.43e-06, 4.78e-06, 5.11e-06, 1.48e-06, 1.89e-06, 4.46e-05, 5.58e-05, 3.34e-05, 3.64e-05, 1.18e-04, 1.54e-04, 7.37e-04, 1.06e-05, 1.01e-05, 4.68e-06, 4.50e-06, 6.99e-06, 0.00e+00, 4.16e-05, 5.96e-05] []
142400 [1.10e-05, 3.39e-06, 6.60e-06, 5.58e-06, 5.80e-06, 1.03e-06, 1.73e-06, 3.45e-05, 1.36e-06, 3.17e-05, 2.20e-05, 1.74e-04, 1.26e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-07, 3.63e-05, 9.99e-07] [1.10e-05, 3.39e-06, 6.60e-06, 5.58e-06, 5.80e-06, 1.03e-06, 1.73e-06, 3.45e-05, 1.36e-06, 3.17e-05, 2.20e-05, 1.74e-04, 1.26e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-07, 3.63e-05, 9.99e-07] []
142500 [2.06e-05, 4.18e-06, 7.44e-06, 5.20e-06, 5.26e-06, 1.87e-06, 2.33e-06, 7.96e-11, 6.96e-05, 4.79e-05, 5.00e-05, 1.84e-04, 8.81e-05, 8.74e-04, 1.64e-05, 1.56e-05, 4.86e-06, 4.80e-06, 9.60e-11, 1.12e-05, 4.65e-08, 6.63e-05] [2.06e-05, 4.18e-06, 7.44e-06, 5.20e-06, 5.26e-06, 1.87e-06, 2.33e-06, 7.96e-11, 6.96e-05, 4.79e-05, 5.00e-05, 1.84e-04, 8.81e-05, 8.74e-04, 1.64e-05, 1.56e-05, 4.86e-06, 4.80e-06, 9.60e-11, 1.12e-05, 4.65e-08, 6.63e-05] []
142600 [7.29e-06, 3.61e-06, 6.59e-06, 5.02e-06, 5.93e-06, 9.55e-07, 1.67e-06, 2.00e-06, 1.82e-06, 1.35e-05, 6.46e-05, 9.28e-05, 3.20e-04, 5.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-06, 2.43e-06] [7.29e-06, 3.61e-06, 6.59e-06, 5.02e-06, 5.93e-06, 9.55e-07, 1.67e-06, 2.00e-06, 1.82e-06, 1.35e-05, 6.46e-05, 9.28e-05, 3.20e-04, 5.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-06, 2.43e-06] []
142700 [2.68e-06, 3.13e-06, 5.80e-06, 4.19e-06, 4.94e-06, 7.85e-07, 1.61e-06, 1.71e-06, 3.34e-08, 5.50e-09, 5.51e-07, 2.04e-06, 1.13e-06, 6.67e-08, 1.45e-08, 7.60e-10, 1.83e-10, 2.05e-10, 1.77e-07, 2.56e-09, 1.17e-06, 6.09e-08] [2.68e-06, 3.13e-06, 5.80e-06, 4.19e-06, 4.94e-06, 7.85e-07, 1.61e-06, 1.71e-06, 3.34e-08, 5.50e-09, 5.51e-07, 2.04e-06, 1.13e-06, 6.67e-08, 1.45e-08, 7.60e-10, 1.83e-10, 2.05e-10, 1.77e-07, 2.56e-09, 1.17e-06, 6.09e-08] []
142800 [3.64e-06, 3.17e-06, 5.60e-06, 3.52e-06, 4.24e-06, 8.36e-07, 1.44e-06, 3.34e-07, 1.58e-05, 4.79e-09, 1.52e-05, 1.01e-05, 3.41e-05, 7.92e-06, 8.00e-10, 0.00e+00, 3.13e-07, 3.03e-07, 0.00e+00, 0.00e+00, 1.32e-06, 2.14e-05] [3.64e-06, 3.17e-06, 5.60e-06, 3.52e-06, 4.24e-06, 8.36e-07, 1.44e-06, 3.34e-07, 1.58e-05, 4.79e-09, 1.52e-05, 1.01e-05, 3.41e-05, 7.92e-06, 8.00e-10, 0.00e+00, 3.13e-07, 3.03e-07, 0.00e+00, 0.00e+00, 1.32e-06, 2.14e-05] []
142900 [2.53e-06, 3.18e-06, 5.72e-06, 4.18e-06, 4.87e-06, 8.27e-07, 1.65e-06, 8.37e-08, 7.87e-10, 1.04e-09, 4.85e-07, 1.89e-06, 1.10e-06, 4.05e-08, 8.99e-09, 1.15e-09, 8.39e-10, 6.58e-10, 9.01e-09, 1.88e-10, 6.99e-08, 4.62e-08] [2.53e-06, 3.18e-06, 5.72e-06, 4.18e-06, 4.87e-06, 8.27e-07, 1.65e-06, 8.37e-08, 7.87e-10, 1.04e-09, 4.85e-07, 1.89e-06, 1.10e-06, 4.05e-08, 8.99e-09, 1.15e-09, 8.39e-10, 6.58e-10, 9.01e-09, 1.88e-10, 6.99e-08, 4.62e-08] []
143000 [2.24e-06, 3.18e-06, 5.92e-06, 4.26e-06, 5.15e-06, 8.47e-07, 1.51e-06, 3.14e-06, 1.83e-06, 1.02e-06, 1.62e-06, 6.55e-06, 2.24e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 1.89e-07, 2.36e-06, 1.23e-06] [2.24e-06, 3.18e-06, 5.92e-06, 4.26e-06, 5.15e-06, 8.47e-07, 1.51e-06, 3.14e-06, 1.83e-06, 1.02e-06, 1.62e-06, 6.55e-06, 2.24e-06, 1.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-07, 1.89e-07, 2.36e-06, 1.23e-06] []
143100 [2.41e-06, 3.24e-06, 5.72e-06, 4.29e-06, 5.09e-06, 9.04e-07, 1.63e-06, 3.97e-08, 9.22e-08, 8.62e-07, 8.74e-06, 1.05e-05, 3.57e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-07, 1.78e-07] [2.41e-06, 3.24e-06, 5.72e-06, 4.29e-06, 5.09e-06, 9.04e-07, 1.63e-06, 3.97e-08, 9.22e-08, 8.62e-07, 8.74e-06, 1.05e-05, 3.57e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-07, 1.78e-07] []
143200 [3.96e-06, 3.10e-06, 5.74e-06, 4.23e-06, 4.84e-06, 1.14e-06, 1.74e-06, 1.52e-08, 7.72e-07, 1.10e-05, 3.64e-05, 3.70e-05, 3.12e-05, 1.91e-05, 0.00e+00, 0.00e+00, 4.89e-08, 2.44e-08, 1.61e-10, 0.00e+00, 2.54e-08, 1.35e-06] [3.96e-06, 3.10e-06, 5.74e-06, 4.23e-06, 4.84e-06, 1.14e-06, 1.74e-06, 1.52e-08, 7.72e-07, 1.10e-05, 3.64e-05, 3.70e-05, 3.12e-05, 1.91e-05, 0.00e+00, 0.00e+00, 4.89e-08, 2.44e-08, 1.61e-10, 0.00e+00, 2.54e-08, 1.35e-06] []
143300 [2.47e-06, 3.20e-06, 5.53e-06, 4.15e-06, 4.89e-06, 9.79e-07, 1.80e-06, 2.78e-09, 2.26e-07, 1.20e-08, 6.06e-07, 1.91e-06, 1.07e-06, 3.90e-08, 3.14e-09, 1.52e-10, 2.49e-09, 2.03e-09, 9.19e-10, 2.98e-08, 1.48e-08, 1.80e-07] [2.47e-06, 3.20e-06, 5.53e-06, 4.15e-06, 4.89e-06, 9.79e-07, 1.80e-06, 2.78e-09, 2.26e-07, 1.20e-08, 6.06e-07, 1.91e-06, 1.07e-06, 3.90e-08, 3.14e-09, 1.52e-10, 2.49e-09, 2.03e-09, 9.19e-10, 2.98e-08, 1.48e-08, 1.80e-07] []
143400 [1.31e-05, 4.65e-06, 6.93e-06, 6.00e-06, 6.07e-06, 1.19e-06, 2.02e-06, 1.58e-06, 2.24e-06, 6.42e-05, 4.89e-05, 2.19e-04, 3.20e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-07, 2.61e-07, 1.13e-06, 1.60e-06] [1.31e-05, 4.65e-06, 6.93e-06, 6.00e-06, 6.07e-06, 1.19e-06, 2.02e-06, 1.58e-06, 2.24e-06, 6.42e-05, 4.89e-05, 2.19e-04, 3.20e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-07, 2.61e-07, 1.13e-06, 1.60e-06] []
143500 [2.81e-06, 3.25e-06, 5.63e-06, 4.16e-06, 4.86e-06, 7.67e-07, 1.42e-06, 8.20e-06, 2.51e-07, 1.10e-09, 5.32e-07, 2.15e-06, 1.19e-06, 2.50e-08, 1.31e-08, 5.17e-09, 4.26e-10, 1.19e-10, 0.00e+00, 0.00e+00, 9.73e-06, 5.75e-07] [2.81e-06, 3.25e-06, 5.63e-06, 4.16e-06, 4.86e-06, 7.67e-07, 1.42e-06, 8.20e-06, 2.51e-07, 1.10e-09, 5.32e-07, 2.15e-06, 1.19e-06, 2.50e-08, 1.31e-08, 5.17e-09, 4.26e-10, 1.19e-10, 0.00e+00, 0.00e+00, 9.73e-06, 5.75e-07] []
143600 [2.41e-06, 3.31e-06, 5.79e-06, 4.25e-06, 5.07e-06, 8.66e-07, 1.63e-06, 7.74e-07, 7.56e-05, 1.19e-07, 1.14e-06, 2.16e-06, 1.37e-06, 8.95e-07, 6.20e-09, 2.29e-09, 1.97e-09, 1.24e-09, 6.13e-08, 9.76e-06, 8.37e-07, 6.12e-05] [2.41e-06, 3.31e-06, 5.79e-06, 4.25e-06, 5.07e-06, 8.66e-07, 1.63e-06, 7.74e-07, 7.56e-05, 1.19e-07, 1.14e-06, 2.16e-06, 1.37e-06, 8.95e-07, 6.20e-09, 2.29e-09, 1.97e-09, 1.24e-09, 6.13e-08, 9.76e-06, 8.37e-07, 6.12e-05] []
143700 [8.99e-06, 3.99e-06, 6.50e-06, 4.70e-06, 5.22e-06, 1.98e-06, 2.26e-06, 5.30e-06, 2.08e-07, 6.40e-06, 4.00e-05, 7.91e-05, 4.57e-04, 6.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.37e-07, 0.00e+00, 5.01e-06, 2.86e-07] [8.99e-06, 3.99e-06, 6.50e-06, 4.70e-06, 5.22e-06, 1.98e-06, 2.26e-06, 5.30e-06, 2.08e-07, 6.40e-06, 4.00e-05, 7.91e-05, 4.57e-04, 6.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.37e-07, 0.00e+00, 5.01e-06, 2.86e-07] []
143800 [2.40e-06, 3.28e-06, 5.57e-06, 4.15e-06, 4.90e-06, 8.41e-07, 1.52e-06, 1.69e-06, 7.70e-08, 3.81e-08, 5.70e-07, 2.15e-06, 1.19e-06, 3.33e-07, 6.61e-11, 1.52e-12, 1.20e-10, 1.27e-10, 1.99e-07, 6.60e-09, 1.36e-06, 5.29e-08] [2.40e-06, 3.28e-06, 5.57e-06, 4.15e-06, 4.90e-06, 8.41e-07, 1.52e-06, 1.69e-06, 7.70e-08, 3.81e-08, 5.70e-07, 2.15e-06, 1.19e-06, 3.33e-07, 6.61e-11, 1.52e-12, 1.20e-10, 1.27e-10, 1.99e-07, 6.60e-09, 1.36e-06, 5.29e-08] []
143900 [2.39e-06, 3.27e-06, 5.52e-06, 4.14e-06, 4.89e-06, 9.09e-07, 1.62e-06, 1.46e-08, 8.07e-08, 7.25e-12, 3.66e-07, 1.74e-06, 9.97e-07, 3.65e-08, 4.27e-09, 5.18e-10, 1.32e-09, 1.38e-09, 1.57e-09, 9.03e-09, 1.78e-08, 6.01e-08] [2.39e-06, 3.27e-06, 5.52e-06, 4.14e-06, 4.89e-06, 9.09e-07, 1.62e-06, 1.46e-08, 8.07e-08, 7.25e-12, 3.66e-07, 1.74e-06, 9.97e-07, 3.65e-08, 4.27e-09, 5.18e-10, 1.32e-09, 1.38e-09, 1.57e-09, 9.03e-09, 1.78e-08, 6.01e-08] []
144000 [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08] [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 40.219928 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
144000 [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08] [3.19e-06, 3.24e-06, 5.49e-06, 3.73e-06, 4.56e-06, 9.49e-07, 1.57e-06, 2.08e-06, 2.89e-10, 1.44e-06, 9.58e-06, 1.16e-05, 1.94e-05, 4.60e-07, 3.65e-10, 9.26e-11, 1.86e-07, 1.77e-07, 0.00e+00, 2.41e-12, 2.58e-06, 4.16e-08] []
144100 [2.46e-06, 3.08e-06, 5.47e-06, 3.93e-06, 4.60e-06, 8.88e-07, 1.69e-06, 8.29e-04, 1.55e-07, 6.48e-11, 2.16e-06, 2.79e-06, 4.33e-06, 8.10e-07, 9.05e-09, 4.75e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.33e-04, 2.17e-07] [2.46e-06, 3.08e-06, 5.47e-06, 3.93e-06, 4.60e-06, 8.88e-07, 1.69e-06, 8.29e-04, 1.55e-07, 6.48e-11, 2.16e-06, 2.79e-06, 4.33e-06, 8.10e-07, 9.05e-09, 4.75e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.33e-04, 2.17e-07] []
144200 [2.50e-06, 3.33e-06, 5.55e-06, 4.19e-06, 4.88e-06, 8.84e-07, 1.48e-06, 8.01e-07, 1.13e-06, 4.58e-10, 4.93e-07, 1.70e-06, 1.29e-06, 1.61e-07, 1.40e-08, 4.29e-09, 2.10e-12, 5.32e-12, 9.87e-08, 0.00e+00, 6.24e-07, 1.35e-06] [2.50e-06, 3.33e-06, 5.55e-06, 4.19e-06, 4.88e-06, 8.84e-07, 1.48e-06, 8.01e-07, 1.13e-06, 4.58e-10, 4.93e-07, 1.70e-06, 1.29e-06, 1.61e-07, 1.40e-08, 4.29e-09, 2.10e-12, 5.32e-12, 9.87e-08, 0.00e+00, 6.24e-07, 1.35e-06] []
144300 [2.61e-06, 3.30e-06, 5.55e-06, 4.06e-06, 4.74e-06, 9.76e-07, 1.61e-06, 6.00e-11, 1.03e-06, 2.89e-08, 1.64e-06, 1.94e-06, 4.58e-06, 3.92e-06, 2.18e-08, 1.68e-08, 3.67e-08, 3.47e-08, 8.66e-12, 0.00e+00, 1.17e-08, 1.26e-06] [2.61e-06, 3.30e-06, 5.55e-06, 4.06e-06, 4.74e-06, 9.76e-07, 1.61e-06, 6.00e-11, 1.03e-06, 2.89e-08, 1.64e-06, 1.94e-06, 4.58e-06, 3.92e-06, 2.18e-08, 1.68e-08, 3.67e-08, 3.47e-08, 8.66e-12, 0.00e+00, 1.17e-08, 1.26e-06] []
144400 [2.90e-06, 3.24e-06, 5.47e-06, 3.95e-06, 4.69e-06, 8.88e-07, 1.46e-06, 4.80e-09, 4.85e-06, 1.38e-07, 9.93e-07, 2.57e-06, 1.61e-06, 1.64e-07, 0.00e+00, 0.00e+00, 5.64e-09, 3.70e-09, 4.25e-10, 0.00e+00, 1.59e-08, 5.39e-06] [2.90e-06, 3.24e-06, 5.47e-06, 3.95e-06, 4.69e-06, 8.88e-07, 1.46e-06, 4.80e-09, 4.85e-06, 1.38e-07, 9.93e-07, 2.57e-06, 1.61e-06, 1.64e-07, 0.00e+00, 0.00e+00, 5.64e-09, 3.70e-09, 4.25e-10, 0.00e+00, 1.59e-08, 5.39e-06] []
144500 [3.07e-06, 3.33e-06, 5.51e-06, 4.18e-06, 4.79e-06, 9.40e-07, 1.61e-06, 2.98e-08, 2.79e-07, 4.53e-07, 9.25e-07, 2.90e-06, 4.18e-06, 1.21e-05, 1.67e-07, 1.41e-07, 7.03e-08, 6.94e-08, 2.30e-09, 2.79e-08, 3.12e-08, 1.80e-07] [3.07e-06, 3.33e-06, 5.51e-06, 4.18e-06, 4.79e-06, 9.40e-07, 1.61e-06, 2.98e-08, 2.79e-07, 4.53e-07, 9.25e-07, 2.90e-06, 4.18e-06, 1.21e-05, 1.67e-07, 1.41e-07, 7.03e-08, 6.94e-08, 2.30e-09, 2.79e-08, 3.12e-08, 1.80e-07] []
144600 [2.30e-06, 3.31e-06, 5.48e-06, 4.19e-06, 4.78e-06, 9.65e-07, 1.65e-06, 1.42e-07, 7.03e-08, 2.74e-09, 3.24e-07, 1.55e-06, 9.33e-07, 1.44e-07, 3.24e-09, 1.06e-10, 9.65e-10, 1.16e-09, 1.29e-08, 0.00e+00, 8.01e-08, 1.33e-07] [2.30e-06, 3.31e-06, 5.48e-06, 4.19e-06, 4.78e-06, 9.65e-07, 1.65e-06, 1.42e-07, 7.03e-08, 2.74e-09, 3.24e-07, 1.55e-06, 9.33e-07, 1.44e-07, 3.24e-09, 1.06e-10, 9.65e-10, 1.16e-09, 1.29e-08, 0.00e+00, 8.01e-08, 1.33e-07] []
144700 [1.35e-05, 4.70e-06, 7.29e-06, 3.74e-06, 4.06e-06, 1.51e-06, 1.60e-06, 2.59e-06, 2.28e-06, 7.75e-06, 8.49e-06, 9.88e-05, 3.30e-05, 2.99e-04, 7.33e-06, 7.34e-06, 1.98e-06, 2.00e-06, 2.79e-07, 0.00e+00, 1.67e-06, 3.43e-06] [1.35e-05, 4.70e-06, 7.29e-06, 3.74e-06, 4.06e-06, 1.51e-06, 1.60e-06, 2.59e-06, 2.28e-06, 7.75e-06, 8.49e-06, 9.88e-05, 3.30e-05, 2.99e-04, 7.33e-06, 7.34e-06, 1.98e-06, 2.00e-06, 2.79e-07, 0.00e+00, 1.67e-06, 3.43e-06] []
144800 [3.38e-06, 3.44e-06, 5.52e-06, 4.22e-06, 4.78e-06, 9.42e-07, 1.56e-06, 8.63e-06, 1.72e-05, 3.24e-07, 4.38e-06, 5.58e-06, 4.21e-06, 2.96e-06, 2.08e-07, 1.79e-07, 1.42e-09, 2.01e-09, 9.61e-07, 0.00e+00, 6.38e-06, 2.09e-05] [3.38e-06, 3.44e-06, 5.52e-06, 4.22e-06, 4.78e-06, 9.42e-07, 1.56e-06, 8.63e-06, 1.72e-05, 3.24e-07, 4.38e-06, 5.58e-06, 4.21e-06, 2.96e-06, 2.08e-07, 1.79e-07, 1.42e-09, 2.01e-09, 9.61e-07, 0.00e+00, 6.38e-06, 2.09e-05] []
144900 [3.67e-06, 3.36e-06, 5.50e-06, 3.83e-06, 4.43e-06, 9.44e-07, 1.49e-06, 1.63e-07, 3.71e-06, 5.63e-07, 8.02e-06, 1.29e-05, 2.81e-05, 4.51e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-08, 4.45e-07, 1.01e-07, 3.03e-06] [3.67e-06, 3.36e-06, 5.50e-06, 3.83e-06, 4.43e-06, 9.44e-07, 1.49e-06, 1.63e-07, 3.71e-06, 5.63e-07, 8.02e-06, 1.29e-05, 2.81e-05, 4.51e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-08, 4.45e-07, 1.01e-07, 3.03e-06] []
145000 [2.15e-06, 3.34e-06, 5.46e-06, 4.29e-06, 4.88e-06, 9.81e-07, 1.65e-06, 1.11e-08, 1.25e-08, 4.62e-07, 1.24e-06, 4.42e-06, 7.38e-06, 1.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-10, 1.28e-09, 8.59e-09, 1.17e-08] [2.15e-06, 3.34e-06, 5.46e-06, 4.29e-06, 4.88e-06, 9.81e-07, 1.65e-06, 1.11e-08, 1.25e-08, 4.62e-07, 1.24e-06, 4.42e-06, 7.38e-06, 1.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-10, 1.28e-09, 8.59e-09, 1.17e-08] []
145100 [4.80e-06, 3.41e-06, 5.60e-06, 4.51e-06, 5.11e-06, 9.82e-07, 1.64e-06, 2.93e-06, 2.71e-07, 5.86e-07, 1.25e-05, 1.26e-05, 2.98e-05, 6.42e-08, 1.42e-07, 1.27e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-08, 5.32e-06, 3.93e-07] [4.80e-06, 3.41e-06, 5.60e-06, 4.51e-06, 5.11e-06, 9.82e-07, 1.64e-06, 2.93e-06, 2.71e-07, 5.86e-07, 1.25e-05, 1.26e-05, 2.98e-05, 6.42e-08, 1.42e-07, 1.27e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-08, 5.32e-06, 3.93e-07] []
145200 [6.45e-06, 3.66e-06, 5.85e-06, 4.36e-06, 4.87e-06, 1.17e-06, 1.64e-06, 8.51e-08, 3.42e-09, 3.18e-06, 6.80e-05, 6.76e-05, 2.94e-04, 1.79e-04, 3.60e-08, 4.80e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-09, 1.69e-07, 8.57e-08] [6.45e-06, 3.66e-06, 5.85e-06, 4.36e-06, 4.87e-06, 1.17e-06, 1.64e-06, 8.51e-08, 3.42e-09, 3.18e-06, 6.80e-05, 6.76e-05, 2.94e-04, 1.79e-04, 3.60e-08, 4.80e-07, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-09, 1.69e-07, 8.57e-08] []
145300 [3.31e-06, 3.38e-06, 5.45e-06, 4.21e-06, 4.65e-06, 9.79e-07, 1.60e-06, 1.48e-10, 8.47e-11, 8.17e-07, 2.20e-06, 4.53e-06, 1.25e-05, 2.67e-05, 2.74e-07, 2.11e-07, 1.50e-07, 1.50e-07, 1.60e-10, 3.52e-10, 4.17e-09, 5.73e-09] [3.31e-06, 3.38e-06, 5.45e-06, 4.21e-06, 4.65e-06, 9.79e-07, 1.60e-06, 1.48e-10, 8.47e-11, 8.17e-07, 2.20e-06, 4.53e-06, 1.25e-05, 2.67e-05, 2.74e-07, 2.11e-07, 1.50e-07, 1.50e-07, 1.60e-10, 3.52e-10, 4.17e-09, 5.73e-09] []
145400 [2.39e-06, 3.36e-06, 5.45e-06, 4.27e-06, 4.76e-06, 9.30e-07, 1.54e-06, 2.35e-10, 7.04e-10, 2.61e-08, 2.49e-07, 1.44e-06, 9.86e-07, 5.51e-07, 2.15e-09, 1.80e-11, 0.00e+00, 1.40e-12, 2.12e-10, 9.50e-11, 4.15e-09, 5.21e-09] [2.39e-06, 3.36e-06, 5.45e-06, 4.27e-06, 4.76e-06, 9.30e-07, 1.54e-06, 2.35e-10, 7.04e-10, 2.61e-08, 2.49e-07, 1.44e-06, 9.86e-07, 5.51e-07, 2.15e-09, 1.80e-11, 0.00e+00, 1.40e-12, 2.12e-10, 9.50e-11, 4.15e-09, 5.21e-09] []
145500 [5.46e-06, 3.44e-06, 5.50e-06, 3.85e-06, 4.43e-06, 9.10e-07, 1.52e-06, 1.05e-06, 2.46e-07, 3.69e-09, 1.71e-05, 1.59e-05, 4.24e-05, 1.27e-06, 2.58e-07, 2.16e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 3.40e-07] [5.46e-06, 3.44e-06, 5.50e-06, 3.85e-06, 4.43e-06, 9.10e-07, 1.52e-06, 1.05e-06, 2.46e-07, 3.69e-09, 1.71e-05, 1.59e-05, 4.24e-05, 1.27e-06, 2.58e-07, 2.16e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 3.40e-07] []
145600 [2.23e-06, 3.36e-06, 5.42e-06, 4.31e-06, 4.85e-06, 9.89e-07, 1.62e-06, 1.17e-08, 4.50e-08, 3.82e-07, 1.66e-06, 4.56e-06, 8.85e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-08, 5.98e-08] [2.23e-06, 3.36e-06, 5.42e-06, 4.31e-06, 4.85e-06, 9.89e-07, 1.62e-06, 1.17e-08, 4.50e-08, 3.82e-07, 1.66e-06, 4.56e-06, 8.85e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-08, 5.98e-08] []
145700 [2.47e-06, 3.40e-06, 5.44e-06, 4.29e-06, 4.75e-06, 8.70e-07, 1.45e-06, 3.13e-09, 4.20e-08, 6.93e-09, 5.12e-07, 1.61e-06, 8.17e-07, 3.29e-07, 4.06e-09, 4.10e-09, 5.31e-10, 4.61e-10, 5.78e-10, 0.00e+00, 7.67e-08, 1.86e-07] [2.47e-06, 3.40e-06, 5.44e-06, 4.29e-06, 4.75e-06, 8.70e-07, 1.45e-06, 3.13e-09, 4.20e-08, 6.93e-09, 5.12e-07, 1.61e-06, 8.17e-07, 3.29e-07, 4.06e-09, 4.10e-09, 5.31e-10, 4.61e-10, 5.78e-10, 0.00e+00, 7.67e-08, 1.86e-07] []
145800 [2.33e-06, 3.34e-06, 5.50e-06, 4.16e-06, 4.74e-06, 9.62e-07, 1.53e-06, 4.61e-08, 4.33e-07, 1.61e-06, 3.54e-06, 7.13e-06, 2.61e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-09, 5.02e-08, 1.73e-08, 3.42e-07] [2.33e-06, 3.34e-06, 5.50e-06, 4.16e-06, 4.74e-06, 9.62e-07, 1.53e-06, 4.61e-08, 4.33e-07, 1.61e-06, 3.54e-06, 7.13e-06, 2.61e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-09, 5.02e-08, 1.73e-08, 3.42e-07] []
145900 [4.13e-06, 3.51e-06, 5.50e-06, 3.80e-06, 4.28e-06, 9.39e-07, 1.48e-06, 2.61e-07, 7.57e-06, 6.67e-08, 4.35e-06, 1.88e-06, 3.52e-06, 3.08e-06, 2.51e-08, 3.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.27e-07, 9.83e-06] [4.13e-06, 3.51e-06, 5.50e-06, 3.80e-06, 4.28e-06, 9.39e-07, 1.48e-06, 2.61e-07, 7.57e-06, 6.67e-08, 4.35e-06, 1.88e-06, 3.52e-06, 3.08e-06, 2.51e-08, 3.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.27e-07, 9.83e-06] []
146000 [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07] [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.481471 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
146000 [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07] [5.77e-05, 7.83e-06, 1.15e-05, 9.40e-06, 9.67e-06, 3.41e-06, 3.10e-06, 2.76e-07, 2.05e-07, 1.40e-04, 1.39e-04, 8.50e-04, 1.07e-03, 4.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 2.91e-07] []
146100 [2.49e-06, 3.39e-06, 5.37e-06, 4.27e-06, 4.70e-06, 9.31e-07, 1.52e-06, 9.18e-09, 4.20e-09, 1.00e-10, 2.18e-07, 1.27e-06, 7.81e-07, 5.94e-08, 6.29e-09, 1.25e-09, 1.61e-10, 7.45e-10, 5.20e-10, 0.00e+00, 4.94e-09, 1.60e-08] [2.49e-06, 3.39e-06, 5.37e-06, 4.27e-06, 4.70e-06, 9.31e-07, 1.52e-06, 9.18e-09, 4.20e-09, 1.00e-10, 2.18e-07, 1.27e-06, 7.81e-07, 5.94e-08, 6.29e-09, 1.25e-09, 1.61e-10, 7.45e-10, 5.20e-10, 0.00e+00, 4.94e-09, 1.60e-08] []
146200 [3.59e-06, 3.46e-06, 5.57e-06, 4.30e-06, 4.78e-06, 9.44e-07, 1.48e-06, 5.76e-07, 3.53e-07, 2.86e-07, 3.34e-06, 7.40e-06, 2.47e-06, 9.79e-06, 3.38e-07, 3.77e-07, 2.00e-08, 2.22e-08, 0.00e+00, 0.00e+00, 7.06e-07, 4.37e-07] [3.59e-06, 3.46e-06, 5.57e-06, 4.30e-06, 4.78e-06, 9.44e-07, 1.48e-06, 5.76e-07, 3.53e-07, 2.86e-07, 3.34e-06, 7.40e-06, 2.47e-06, 9.79e-06, 3.38e-07, 3.77e-07, 2.00e-08, 2.22e-08, 0.00e+00, 0.00e+00, 7.06e-07, 4.37e-07] []
146300 [7.47e-06, 3.62e-06, 5.74e-06, 4.91e-06, 5.19e-06, 1.21e-06, 1.73e-06, 4.74e-07, 4.19e-09, 2.35e-05, 1.75e-05, 1.39e-04, 8.11e-05, 5.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.38e-08, 0.00e+00, 2.81e-07, 3.89e-08] [7.47e-06, 3.62e-06, 5.74e-06, 4.91e-06, 5.19e-06, 1.21e-06, 1.73e-06, 4.74e-07, 4.19e-09, 2.35e-05, 1.75e-05, 1.39e-04, 8.11e-05, 5.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.38e-08, 0.00e+00, 2.81e-07, 3.89e-08] []
146400 [1.37e-05, 4.24e-06, 6.56e-06, 4.33e-06, 4.53e-06, 1.49e-06, 1.74e-06, 6.73e-07, 3.12e-07, 2.43e-05, 4.11e-05, 8.68e-05, 2.20e-04, 6.64e-04, 6.94e-06, 6.61e-06, 4.11e-06, 4.06e-06, 6.32e-08, 2.97e-08, 4.17e-07, 1.89e-07] [1.37e-05, 4.24e-06, 6.56e-06, 4.33e-06, 4.53e-06, 1.49e-06, 1.74e-06, 6.73e-07, 3.12e-07, 2.43e-05, 4.11e-05, 8.68e-05, 2.20e-04, 6.64e-04, 6.94e-06, 6.61e-06, 4.11e-06, 4.06e-06, 6.32e-08, 2.97e-08, 4.17e-07, 1.89e-07] []
146500 [1.03e-05, 3.76e-06, 6.24e-06, 5.50e-06, 5.76e-06, 1.37e-06, 1.86e-06, 9.52e-06, 2.03e-04, 5.01e-05, 6.20e-05, 2.76e-04, 9.44e-05, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-06, 3.88e-05, 7.61e-06, 1.94e-04] [1.03e-05, 3.76e-06, 6.24e-06, 5.50e-06, 5.76e-06, 1.37e-06, 1.86e-06, 9.52e-06, 2.03e-04, 5.01e-05, 6.20e-05, 2.76e-04, 9.44e-05, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-06, 3.88e-05, 7.61e-06, 1.94e-04] []
146600 [2.60e-06, 3.39e-06, 5.31e-06, 4.29e-06, 4.66e-06, 9.34e-07, 1.49e-06, 4.60e-08, 1.49e-08, 7.69e-08, 3.39e-07, 1.27e-06, 1.23e-06, 8.90e-07, 2.23e-08, 1.06e-08, 9.34e-09, 8.81e-09, 0.00e+00, 0.00e+00, 8.58e-08, 3.09e-08] [2.60e-06, 3.39e-06, 5.31e-06, 4.29e-06, 4.66e-06, 9.34e-07, 1.49e-06, 4.60e-08, 1.49e-08, 7.69e-08, 3.39e-07, 1.27e-06, 1.23e-06, 8.90e-07, 2.23e-08, 1.06e-08, 9.34e-09, 8.81e-09, 0.00e+00, 0.00e+00, 8.58e-08, 3.09e-08] []
146700 [2.39e-06, 3.33e-06, 5.27e-06, 4.34e-06, 4.61e-06, 1.06e-06, 1.63e-06, 8.65e-08, 1.48e-08, 1.49e-08, 4.68e-07, 1.99e-06, 1.07e-06, 8.14e-07, 5.31e-08, 2.44e-08, 0.00e+00, 2.87e-10, 5.24e-09, 5.24e-10, 3.11e-08, 6.48e-09] [2.39e-06, 3.33e-06, 5.27e-06, 4.34e-06, 4.61e-06, 1.06e-06, 1.63e-06, 8.65e-08, 1.48e-08, 1.49e-08, 4.68e-07, 1.99e-06, 1.07e-06, 8.14e-07, 5.31e-08, 2.44e-08, 0.00e+00, 2.87e-10, 5.24e-09, 5.24e-10, 3.11e-08, 6.48e-09] []
146800 [2.87e-06, 3.54e-06, 5.41e-06, 3.97e-06, 4.31e-06, 8.88e-07, 1.41e-06, 4.28e-07, 1.11e-04, 5.72e-09, 2.42e-06, 1.54e-06, 4.60e-06, 3.43e-06, 2.26e-08, 5.05e-08, 2.41e-08, 1.28e-08, 3.48e-08, 0.00e+00, 3.01e-07, 1.19e-04] [2.87e-06, 3.54e-06, 5.41e-06, 3.97e-06, 4.31e-06, 8.88e-07, 1.41e-06, 4.28e-07, 1.11e-04, 5.72e-09, 2.42e-06, 1.54e-06, 4.60e-06, 3.43e-06, 2.26e-08, 5.05e-08, 2.41e-08, 1.28e-08, 3.48e-08, 0.00e+00, 3.01e-07, 1.19e-04] []
146900 [2.33e-06, 3.42e-06, 5.33e-06, 4.04e-06, 4.52e-06, 9.79e-07, 1.42e-06, 2.74e-05, 4.58e-07, 2.50e-06, 5.19e-06, 1.30e-05, 3.32e-06, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-06, 3.85e-08, 2.38e-05, 2.91e-07] [2.33e-06, 3.42e-06, 5.33e-06, 4.04e-06, 4.52e-06, 9.79e-07, 1.42e-06, 2.74e-05, 4.58e-07, 2.50e-06, 5.19e-06, 1.30e-05, 3.32e-06, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-06, 3.85e-08, 2.38e-05, 2.91e-07] []
147000 [6.09e-06, 4.08e-06, 6.14e-06, 3.79e-06, 4.02e-06, 1.50e-06, 1.85e-06, 1.03e-09, 1.23e-09, 1.71e-09, 3.11e-06, 2.60e-05, 1.30e-05, 4.92e-05, 9.12e-07, 1.85e-06, 1.02e-08, 1.33e-08, 1.11e-11, 0.00e+00, 7.52e-09, 1.48e-08] [6.09e-06, 4.08e-06, 6.14e-06, 3.79e-06, 4.02e-06, 1.50e-06, 1.85e-06, 1.03e-09, 1.23e-09, 1.71e-09, 3.11e-06, 2.60e-05, 1.30e-05, 4.92e-05, 9.12e-07, 1.85e-06, 1.02e-08, 1.33e-08, 1.11e-11, 0.00e+00, 7.52e-09, 1.48e-08] []
147100 [2.52e-06, 3.40e-06, 5.28e-06, 4.27e-06, 4.66e-06, 9.70e-07, 1.50e-06, 6.87e-10, 8.20e-10, 3.70e-09, 2.48e-07, 1.20e-06, 7.36e-07, 1.59e-07, 8.09e-09, 1.55e-09, 4.94e-10, 9.34e-10, 3.80e-11, 1.34e-10, 4.34e-09, 4.99e-09] [2.52e-06, 3.40e-06, 5.28e-06, 4.27e-06, 4.66e-06, 9.70e-07, 1.50e-06, 6.87e-10, 8.20e-10, 3.70e-09, 2.48e-07, 1.20e-06, 7.36e-07, 1.59e-07, 8.09e-09, 1.55e-09, 4.94e-10, 9.34e-10, 3.80e-11, 1.34e-10, 4.34e-09, 4.99e-09] []
147200 [7.46e-06, 3.73e-06, 5.73e-06, 4.10e-06, 4.73e-06, 9.65e-07, 1.59e-06, 8.19e-09, 4.87e-06, 5.03e-06, 3.64e-05, 6.60e-05, 2.94e-04, 1.60e-04, 1.43e-06, 2.99e-06, 0.00e+00, 0.00e+00, 1.51e-10, 5.11e-07, 1.01e-07, 3.33e-06] [7.46e-06, 3.73e-06, 5.73e-06, 4.10e-06, 4.73e-06, 9.65e-07, 1.59e-06, 8.19e-09, 4.87e-06, 5.03e-06, 3.64e-05, 6.60e-05, 2.94e-04, 1.60e-04, 1.43e-06, 2.99e-06, 0.00e+00, 0.00e+00, 1.51e-10, 5.11e-07, 1.01e-07, 3.33e-06] []
147300 [2.41e-06, 3.40e-06, 5.24e-06, 4.29e-06, 4.66e-06, 9.68e-07, 1.55e-06, 5.08e-09, 2.48e-11, 5.60e-10, 2.46e-07, 1.20e-06, 6.86e-07, 4.78e-08, 2.81e-09, 1.81e-10, 1.51e-10, 6.54e-10, 2.34e-10, 1.56e-11, 3.28e-09, 5.74e-09] [2.41e-06, 3.40e-06, 5.24e-06, 4.29e-06, 4.66e-06, 9.68e-07, 1.55e-06, 5.08e-09, 2.48e-11, 5.60e-10, 2.46e-07, 1.20e-06, 6.86e-07, 4.78e-08, 2.81e-09, 1.81e-10, 1.51e-10, 6.54e-10, 2.34e-10, 1.56e-11, 3.28e-09, 5.74e-09] []
147400 [3.06e-06, 3.40e-06, 5.41e-06, 4.19e-06, 4.66e-06, 8.98e-07, 1.41e-06, 1.25e-07, 2.00e-07, 2.96e-07, 6.49e-07, 3.29e-06, 7.92e-06, 6.78e-06, 3.97e-08, 2.59e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-08, 1.95e-07, 1.41e-07] [3.06e-06, 3.40e-06, 5.41e-06, 4.19e-06, 4.66e-06, 8.98e-07, 1.41e-06, 1.25e-07, 2.00e-07, 2.96e-07, 6.49e-07, 3.29e-06, 7.92e-06, 6.78e-06, 3.97e-08, 2.59e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.10e-08, 1.95e-07, 1.41e-07] []
147500 [2.20e-06, 3.40e-06, 5.24e-06, 4.34e-06, 4.72e-06, 1.00e-06, 1.56e-06, 9.59e-09, 1.07e-08, 1.93e-07, 7.69e-07, 2.97e-06, 4.20e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-08, 2.51e-08] [2.20e-06, 3.40e-06, 5.24e-06, 4.34e-06, 4.72e-06, 1.00e-06, 1.56e-06, 9.59e-09, 1.07e-08, 1.93e-07, 7.69e-07, 2.97e-06, 4.20e-06, 9.25e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-08, 2.51e-08] []
147600 [2.32e-06, 3.45e-06, 5.28e-06, 4.35e-06, 4.68e-06, 9.40e-07, 1.43e-06, 9.46e-07, 3.00e-07, 2.19e-08, 6.95e-07, 2.22e-06, 7.87e-07, 1.59e-06, 2.75e-09, 4.29e-09, 7.20e-15, 0.00e+00, 9.75e-08, 3.65e-08, 5.92e-07, 3.28e-07] [2.32e-06, 3.45e-06, 5.28e-06, 4.35e-06, 4.68e-06, 9.40e-07, 1.43e-06, 9.46e-07, 3.00e-07, 2.19e-08, 6.95e-07, 2.22e-06, 7.87e-07, 1.59e-06, 2.75e-09, 4.29e-09, 7.20e-15, 0.00e+00, 9.75e-08, 3.65e-08, 5.92e-07, 3.28e-07] []
147700 [4.57e-06, 3.85e-06, 5.59e-06, 3.56e-06, 3.90e-06, 8.91e-07, 1.36e-06, 9.24e-08, 4.42e-07, 2.21e-07, 6.67e-05, 4.37e-05, 1.88e-04, 7.94e-05, 1.67e-07, 1.77e-07, 9.30e-07, 1.00e-06, 7.05e-09, 5.20e-08, 4.54e-08, 3.56e-07] [4.57e-06, 3.85e-06, 5.59e-06, 3.56e-06, 3.90e-06, 8.91e-07, 1.36e-06, 9.24e-08, 4.42e-07, 2.21e-07, 6.67e-05, 4.37e-05, 1.88e-04, 7.94e-05, 1.67e-07, 1.77e-07, 9.30e-07, 1.00e-06, 7.05e-09, 5.20e-08, 4.54e-08, 3.56e-07] []
147800 [2.47e-06, 3.42e-06, 5.22e-06, 4.29e-06, 4.62e-06, 9.96e-07, 1.52e-06, 4.69e-10, 1.13e-10, 1.33e-08, 3.07e-07, 1.09e-06, 9.85e-07, 4.49e-07, 9.14e-09, 2.59e-09, 1.78e-09, 2.37e-09, 3.93e-11, 1.05e-11, 3.73e-09, 5.82e-09] [2.47e-06, 3.42e-06, 5.22e-06, 4.29e-06, 4.62e-06, 9.96e-07, 1.52e-06, 4.69e-10, 1.13e-10, 1.33e-08, 3.07e-07, 1.09e-06, 9.85e-07, 4.49e-07, 9.14e-09, 2.59e-09, 1.78e-09, 2.37e-09, 3.93e-11, 1.05e-11, 3.73e-09, 5.82e-09] []
147900 [2.39e-06, 3.43e-06, 5.29e-06, 4.31e-06, 4.62e-06, 9.57e-07, 1.46e-06, 3.05e-07, 8.72e-09, 1.28e-10, 7.04e-07, 1.32e-06, 1.76e-06, 3.64e-07, 7.75e-10, 2.86e-10, 2.82e-10, 8.03e-10, 0.00e+00, 6.05e-10, 3.93e-07, 4.73e-09] [2.39e-06, 3.43e-06, 5.29e-06, 4.31e-06, 4.62e-06, 9.57e-07, 1.46e-06, 3.05e-07, 8.72e-09, 1.28e-10, 7.04e-07, 1.32e-06, 1.76e-06, 3.64e-07, 7.75e-10, 2.86e-10, 2.82e-10, 8.03e-10, 0.00e+00, 6.05e-10, 3.93e-07, 4.73e-09] []
148000 [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04] [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 43.996906 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
148000 [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04] [1.66e-05, 4.51e-06, 6.36e-06, 4.66e-06, 4.78e-06, 1.90e-06, 2.15e-06, 2.39e-05, 3.78e-04, 2.11e-05, 8.98e-05, 1.39e-04, 4.30e-04, 8.22e-04, 1.00e-05, 9.39e-06, 7.18e-06, 6.85e-06, 0.00e+00, 7.75e-05, 2.88e-05, 3.58e-04] []
148100 [2.48e-06, 3.42e-06, 5.20e-06, 4.32e-06, 4.62e-06, 8.95e-07, 1.46e-06, 4.63e-06, 9.56e-09, 1.83e-10, 5.77e-07, 1.43e-06, 7.88e-07, 5.28e-07, 8.22e-09, 9.98e-09, 4.97e-11, 9.17e-12, 0.00e+00, 2.97e-09, 5.35e-06, 8.34e-08] [2.48e-06, 3.42e-06, 5.20e-06, 4.32e-06, 4.62e-06, 8.95e-07, 1.46e-06, 4.63e-06, 9.56e-09, 1.83e-10, 5.77e-07, 1.43e-06, 7.88e-07, 5.28e-07, 8.22e-09, 9.98e-09, 4.97e-11, 9.17e-12, 0.00e+00, 2.97e-09, 5.35e-06, 8.34e-08] []
148200 [2.66e-06, 3.47e-06, 5.29e-06, 4.42e-06, 4.72e-06, 9.53e-07, 1.52e-06, 5.19e-07, 5.99e-11, 6.71e-09, 1.70e-06, 2.36e-06, 3.71e-06, 1.02e-07, 2.33e-08, 1.53e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-12, 6.66e-07, 7.63e-09] [2.66e-06, 3.47e-06, 5.29e-06, 4.42e-06, 4.72e-06, 9.53e-07, 1.52e-06, 5.19e-07, 5.99e-11, 6.71e-09, 1.70e-06, 2.36e-06, 3.71e-06, 1.02e-07, 2.33e-08, 1.53e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-12, 6.66e-07, 7.63e-09] []
148300 [2.53e-06, 3.39e-06, 5.28e-06, 4.06e-06, 4.48e-06, 1.02e-06, 1.52e-06, 1.32e-06, 2.85e-08, 2.19e-06, 2.72e-06, 1.64e-05, 2.65e-06, 3.89e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-09, 1.60e-06, 6.89e-09] [2.53e-06, 3.39e-06, 5.28e-06, 4.06e-06, 4.48e-06, 1.02e-06, 1.52e-06, 1.32e-06, 2.85e-08, 2.19e-06, 2.72e-06, 1.64e-05, 2.65e-06, 3.89e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-09, 1.60e-06, 6.89e-09] []
148400 [2.13e-06, 3.44e-06, 5.19e-06, 4.38e-06, 4.71e-06, 1.01e-06, 1.55e-06, 6.29e-11, 1.57e-08, 3.88e-07, 1.09e-06, 4.57e-06, 6.70e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-12, 0.00e+00, 7.95e-09, 3.96e-08] [2.13e-06, 3.44e-06, 5.19e-06, 4.38e-06, 4.71e-06, 1.01e-06, 1.55e-06, 6.29e-11, 1.57e-08, 3.88e-07, 1.09e-06, 4.57e-06, 6.70e-06, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-12, 0.00e+00, 7.95e-09, 3.96e-08] []
148500 [2.31e-06, 3.38e-06, 5.15e-06, 4.38e-06, 4.59e-06, 1.05e-06, 1.51e-06, 8.34e-09, 1.22e-07, 2.19e-09, 3.41e-07, 1.57e-06, 6.83e-07, 3.67e-07, 8.79e-12, 2.85e-10, 0.00e+00, 1.22e-10, 0.00e+00, 1.43e-08, 2.31e-08, 9.65e-08] [2.31e-06, 3.38e-06, 5.15e-06, 4.38e-06, 4.59e-06, 1.05e-06, 1.51e-06, 8.34e-09, 1.22e-07, 2.19e-09, 3.41e-07, 1.57e-06, 6.83e-07, 3.67e-07, 8.79e-12, 2.85e-10, 0.00e+00, 1.22e-10, 0.00e+00, 1.43e-08, 2.31e-08, 9.65e-08] []
148600 [1.56e-05, 3.92e-06, 5.79e-06, 5.80e-06, 5.94e-06, 1.38e-06, 1.69e-06, 2.83e-08, 3.29e-08, 1.86e-05, 1.01e-04, 1.75e-04, 4.91e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-10, 1.16e-09, 6.16e-08, 6.43e-08] [1.56e-05, 3.92e-06, 5.79e-06, 5.80e-06, 5.94e-06, 1.38e-06, 1.69e-06, 2.83e-08, 3.29e-08, 1.86e-05, 1.01e-04, 1.75e-04, 4.91e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-10, 1.16e-09, 6.16e-08, 6.43e-08] []
148700 [2.49e-06, 3.45e-06, 5.17e-06, 4.31e-06, 4.60e-06, 9.64e-07, 1.41e-06, 1.52e-09, 2.86e-10, 1.02e-08, 4.03e-07, 1.07e-06, 9.28e-07, 2.99e-07, 5.60e-09, 1.37e-09, 2.61e-10, 1.22e-09, 6.65e-11, 4.31e-11, 2.41e-09, 2.86e-09] [2.49e-06, 3.45e-06, 5.17e-06, 4.31e-06, 4.60e-06, 9.64e-07, 1.41e-06, 1.52e-09, 2.86e-10, 1.02e-08, 4.03e-07, 1.07e-06, 9.28e-07, 2.99e-07, 5.60e-09, 1.37e-09, 2.61e-10, 1.22e-09, 6.65e-11, 4.31e-11, 2.41e-09, 2.86e-09] []
148800 [2.54e-06, 3.50e-06, 5.32e-06, 4.41e-06, 4.73e-06, 9.47e-07, 1.38e-06, 1.18e-07, 1.13e-07, 3.72e-09, 2.68e-06, 2.52e-06, 6.64e-06, 3.16e-06, 3.53e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-07, 1.68e-07] [2.54e-06, 3.50e-06, 5.32e-06, 4.41e-06, 4.73e-06, 9.47e-07, 1.38e-06, 1.18e-07, 1.13e-07, 3.72e-09, 2.68e-06, 2.52e-06, 6.64e-06, 3.16e-06, 3.53e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-07, 1.68e-07] []
148900 [1.30e-05, 3.96e-06, 5.76e-06, 4.72e-06, 4.73e-06, 1.42e-06, 1.73e-06, 7.45e-08, 4.65e-07, 2.30e-05, 3.18e-05, 1.18e-04, 2.43e-04, 7.40e-04, 9.79e-06, 9.30e-06, 3.17e-06, 3.16e-06, 7.49e-09, 6.41e-08, 4.91e-08, 4.24e-07] [1.30e-05, 3.96e-06, 5.76e-06, 4.72e-06, 4.73e-06, 1.42e-06, 1.73e-06, 7.45e-08, 4.65e-07, 2.30e-05, 3.18e-05, 1.18e-04, 2.43e-04, 7.40e-04, 9.79e-06, 9.30e-06, 3.17e-06, 3.16e-06, 7.49e-09, 6.41e-08, 4.91e-08, 4.24e-07] []
149000 [2.48e-06, 3.50e-06, 5.19e-06, 4.36e-06, 4.60e-06, 9.15e-07, 1.40e-06, 1.53e-11, 2.82e-08, 1.26e-09, 3.58e-07, 1.10e-06, 6.78e-07, 7.72e-08, 2.05e-09, 5.46e-12, 0.00e+00, 1.11e-10, 2.03e-12, 2.48e-09, 4.62e-09, 1.47e-08] [2.48e-06, 3.50e-06, 5.19e-06, 4.36e-06, 4.60e-06, 9.15e-07, 1.40e-06, 1.53e-11, 2.82e-08, 1.26e-09, 3.58e-07, 1.10e-06, 6.78e-07, 7.72e-08, 2.05e-09, 5.46e-12, 0.00e+00, 1.11e-10, 2.03e-12, 2.48e-09, 4.62e-09, 1.47e-08] []
149100 [1.39e-05, 4.97e-06, 6.64e-06, 3.11e-06, 3.79e-06, 1.37e-06, 1.95e-06, 2.06e-04, 3.54e-07, 1.65e-04, 8.44e-04, 1.97e-04, 3.18e-04, 2.35e-04, 0.00e+00, 0.00e+00, 3.38e-07, 2.58e-07, 0.00e+00, 1.38e-08, 2.32e-04, 4.83e-07] [1.39e-05, 4.97e-06, 6.64e-06, 3.11e-06, 3.79e-06, 1.37e-06, 1.95e-06, 2.06e-04, 3.54e-07, 1.65e-04, 8.44e-04, 1.97e-04, 3.18e-04, 2.35e-04, 0.00e+00, 0.00e+00, 3.38e-07, 2.58e-07, 0.00e+00, 1.38e-08, 2.32e-04, 4.83e-07] []
149200 [2.47e-06, 3.46e-06, 5.15e-06, 4.38e-06, 4.56e-06, 1.12e-06, 1.47e-06, 1.48e-09, 1.24e-08, 1.70e-09, 5.62e-07, 9.95e-07, 6.23e-07, 4.84e-08, 1.24e-09, 0.00e+00, 6.20e-11, 2.81e-10, 4.40e-11, 0.00e+00, 3.26e-09, 3.09e-08] [2.47e-06, 3.46e-06, 5.15e-06, 4.38e-06, 4.56e-06, 1.12e-06, 1.47e-06, 1.48e-09, 1.24e-08, 1.70e-09, 5.62e-07, 9.95e-07, 6.23e-07, 4.84e-08, 1.24e-09, 0.00e+00, 6.20e-11, 2.81e-10, 4.40e-11, 0.00e+00, 3.26e-09, 3.09e-08] []
149300 [7.30e-06, 3.85e-06, 5.40e-06, 3.57e-06, 3.82e-06, 9.77e-07, 1.37e-06, 1.78e-06, 3.92e-05, 4.83e-06, 2.27e-05, 6.67e-05, 9.21e-05, 2.31e-05, 3.25e-06, 4.10e-06, 4.05e-09, 0.00e+00, 9.41e-08, 0.00e+00, 7.59e-07, 5.31e-05] [7.30e-06, 3.85e-06, 5.40e-06, 3.57e-06, 3.82e-06, 9.77e-07, 1.37e-06, 1.78e-06, 3.92e-05, 4.83e-06, 2.27e-05, 6.67e-05, 9.21e-05, 2.31e-05, 3.25e-06, 4.10e-06, 4.05e-09, 0.00e+00, 9.41e-08, 0.00e+00, 7.59e-07, 5.31e-05] []
149400 [2.85e-06, 3.55e-06, 5.16e-06, 4.42e-06, 4.64e-06, 9.14e-07, 1.35e-06, 2.90e-07, 5.16e-09, 1.66e-08, 8.39e-07, 1.17e-06, 6.22e-07, 4.32e-08, 1.05e-08, 1.18e-08, 2.78e-09, 2.94e-09, 2.62e-08, 1.67e-09, 3.22e-07, 2.48e-07] [2.85e-06, 3.55e-06, 5.16e-06, 4.42e-06, 4.64e-06, 9.14e-07, 1.35e-06, 2.90e-07, 5.16e-09, 1.66e-08, 8.39e-07, 1.17e-06, 6.22e-07, 4.32e-08, 1.05e-08, 1.18e-08, 2.78e-09, 2.94e-09, 2.62e-08, 1.67e-09, 3.22e-07, 2.48e-07] []
149500 [1.52e-05, 4.14e-06, 5.85e-06, 4.95e-06, 4.93e-06, 1.37e-06, 1.68e-06, 5.31e-09, 8.76e-09, 2.73e-05, 2.44e-05, 1.03e-04, 1.67e-04, 6.77e-04, 9.86e-06, 9.39e-06, 4.04e-06, 3.96e-06, 0.00e+00, 0.00e+00, 4.64e-08, 4.77e-08] [1.52e-05, 4.14e-06, 5.85e-06, 4.95e-06, 4.93e-06, 1.37e-06, 1.68e-06, 5.31e-09, 8.76e-09, 2.73e-05, 2.44e-05, 1.03e-04, 1.67e-04, 6.77e-04, 9.86e-06, 9.39e-06, 4.04e-06, 3.96e-06, 0.00e+00, 0.00e+00, 4.64e-08, 4.77e-08] []
149600 [2.57e-06, 3.55e-06, 5.18e-06, 4.36e-06, 4.67e-06, 8.82e-07, 1.30e-06, 2.29e-11, 3.69e-09, 1.07e-09, 4.84e-07, 1.03e-06, 6.19e-07, 1.25e-07, 8.12e-10, 1.00e-10, 0.00e+00, 0.00e+00, 4.06e-11, 4.44e-10, 1.42e-09, 2.44e-09] [2.57e-06, 3.55e-06, 5.18e-06, 4.36e-06, 4.67e-06, 8.82e-07, 1.30e-06, 2.29e-11, 3.69e-09, 1.07e-09, 4.84e-07, 1.03e-06, 6.19e-07, 1.25e-07, 8.12e-10, 1.00e-10, 0.00e+00, 0.00e+00, 4.06e-11, 4.44e-10, 1.42e-09, 2.44e-09] []
149700 [2.22e-06, 3.51e-06, 5.11e-06, 4.38e-06, 4.68e-06, 9.85e-07, 1.43e-06, 7.51e-10, 4.59e-09, 1.12e-07, 4.68e-07, 1.91e-06, 1.93e-06, 4.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-13, 0.00e+00, 3.70e-09, 9.68e-09] [2.22e-06, 3.51e-06, 5.11e-06, 4.38e-06, 4.68e-06, 9.85e-07, 1.43e-06, 7.51e-10, 4.59e-09, 1.12e-07, 4.68e-07, 1.91e-06, 1.93e-06, 4.84e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-13, 0.00e+00, 3.70e-09, 9.68e-09] []
149800 [3.52e-06, 3.73e-06, 5.39e-06, 4.24e-06, 4.42e-06, 9.02e-07, 1.33e-06, 3.09e-09, 2.70e-07, 6.83e-07, 3.30e-06, 3.18e-06, 1.11e-05, 4.41e-06, 4.28e-09, 5.90e-09, 6.29e-08, 6.87e-08, 4.84e-17, 0.00e+00, 1.56e-07, 7.99e-07] [3.52e-06, 3.73e-06, 5.39e-06, 4.24e-06, 4.42e-06, 9.02e-07, 1.33e-06, 3.09e-09, 2.70e-07, 6.83e-07, 3.30e-06, 3.18e-06, 1.11e-05, 4.41e-06, 4.28e-09, 5.90e-09, 6.29e-08, 6.87e-08, 4.84e-17, 0.00e+00, 1.56e-07, 7.99e-07] []
149900 [2.64e-06, 3.56e-06, 5.12e-06, 4.39e-06, 4.60e-06, 8.98e-07, 1.36e-06, 3.86e-11, 6.45e-12, 2.53e-10, 4.80e-07, 9.52e-07, 5.37e-07, 3.88e-08, 1.29e-09, 1.76e-11, 0.00e+00, 3.59e-12, 2.33e-11, 1.76e-11, 1.70e-09, 2.15e-09] [2.64e-06, 3.56e-06, 5.12e-06, 4.39e-06, 4.60e-06, 8.98e-07, 1.36e-06, 3.86e-11, 6.45e-12, 2.53e-10, 4.80e-07, 9.52e-07, 5.37e-07, 3.88e-08, 1.29e-09, 1.76e-11, 0.00e+00, 3.59e-12, 2.33e-11, 1.76e-11, 1.70e-09, 2.15e-09] []
150000 [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09] [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 39.171186 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
150000 [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09] [2.05e-06, 3.53e-06, 5.09e-06, 4.44e-06, 4.73e-06, 9.92e-07, 1.44e-06, 9.72e-09, 2.39e-09, 7.84e-07, 9.67e-07, 5.94e-06, 5.95e-06, 2.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-08, 7.01e-09] []
150100 [2.94e-06, 3.67e-06, 5.32e-06, 4.53e-06, 4.91e-06, 8.10e-07, 1.06e-06, 2.83e-05, 2.68e-06, 1.04e-08, 9.90e-07, 1.71e-06, 1.55e-06, 5.88e-07, 1.34e-08, 1.28e-09, 0.00e+00, 0.00e+00, 4.02e-06, 2.34e-07, 2.24e-05, 1.34e-06] [2.94e-06, 3.67e-06, 5.32e-06, 4.53e-06, 4.91e-06, 8.10e-07, 1.06e-06, 2.83e-05, 2.68e-06, 1.04e-08, 9.90e-07, 1.71e-06, 1.55e-06, 5.88e-07, 1.34e-08, 1.28e-09, 0.00e+00, 0.00e+00, 4.02e-06, 2.34e-07, 2.24e-05, 1.34e-06] []
150200 [2.76e-06, 3.58e-06, 5.06e-06, 4.32e-06, 4.62e-06, 8.41e-07, 1.16e-06, 3.58e-07, 2.85e-05, 1.20e-08, 7.53e-07, 1.25e-06, 7.11e-07, 9.23e-08, 8.04e-09, 7.95e-09, 5.56e-10, 6.79e-10, 3.12e-08, 0.00e+00, 2.88e-07, 3.27e-05] [2.76e-06, 3.58e-06, 5.06e-06, 4.32e-06, 4.62e-06, 8.41e-07, 1.16e-06, 3.58e-07, 2.85e-05, 1.20e-08, 7.53e-07, 1.25e-06, 7.11e-07, 9.23e-08, 8.04e-09, 7.95e-09, 5.56e-10, 6.79e-10, 3.12e-08, 0.00e+00, 2.88e-07, 3.27e-05] []
150300 [3.32e-06, 3.69e-06, 5.23e-06, 4.71e-06, 5.08e-06, 9.07e-07, 1.25e-06, 4.22e-07, 3.91e-06, 1.61e-06, 1.85e-05, 2.44e-05, 7.95e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.48e-07, 5.31e-06] [3.32e-06, 3.69e-06, 5.23e-06, 4.71e-06, 5.08e-06, 9.07e-07, 1.25e-06, 4.22e-07, 3.91e-06, 1.61e-06, 1.85e-05, 2.44e-05, 7.95e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.48e-07, 5.31e-06] []
150400 [2.33e-06, 3.62e-06, 5.25e-06, 4.50e-06, 4.85e-06, 8.60e-07, 1.23e-06, 3.40e-09, 1.18e-05, 5.75e-07, 1.21e-06, 4.10e-06, 5.91e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-10, 1.66e-06, 9.10e-08, 1.01e-05] [2.33e-06, 3.62e-06, 5.25e-06, 4.50e-06, 4.85e-06, 8.60e-07, 1.23e-06, 3.40e-09, 1.18e-05, 5.75e-07, 1.21e-06, 4.10e-06, 5.91e-06, 1.82e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-10, 1.66e-06, 9.10e-08, 1.01e-05] []
150500 [2.52e-06, 3.63e-06, 5.18e-06, 4.39e-06, 4.70e-06, 8.15e-07, 1.19e-06, 9.92e-09, 4.82e-08, 3.13e-08, 7.23e-07, 1.35e-06, 1.38e-06, 1.92e-06, 1.12e-09, 1.84e-09, 0.00e+00, 0.00e+00, 2.79e-11, 0.00e+00, 6.57e-08, 1.71e-07] [2.52e-06, 3.63e-06, 5.18e-06, 4.39e-06, 4.70e-06, 8.15e-07, 1.19e-06, 9.92e-09, 4.82e-08, 3.13e-08, 7.23e-07, 1.35e-06, 1.38e-06, 1.92e-06, 1.12e-09, 1.84e-09, 0.00e+00, 0.00e+00, 2.79e-11, 0.00e+00, 6.57e-08, 1.71e-07] []
150600 [3.80e-06, 3.56e-06, 4.90e-06, 3.48e-06, 3.83e-06, 1.11e-06, 1.33e-06, 1.85e-06, 5.83e-07, 1.09e-05, 3.83e-05, 3.29e-05, 1.03e-05, 7.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-06, 9.65e-07] [3.80e-06, 3.56e-06, 4.90e-06, 3.48e-06, 3.83e-06, 1.11e-06, 1.33e-06, 1.85e-06, 5.83e-07, 1.09e-05, 3.83e-05, 3.29e-05, 1.03e-05, 7.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.41e-06, 9.65e-07] []
150700 [2.84e-06, 3.61e-06, 5.10e-06, 4.37e-06, 4.62e-06, 8.45e-07, 1.25e-06, 8.02e-08, 1.31e-07, 3.02e-08, 8.64e-07, 1.36e-06, 7.60e-07, 4.10e-07, 2.95e-08, 2.61e-08, 7.50e-10, 1.57e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.84e-07] [2.84e-06, 3.61e-06, 5.10e-06, 4.37e-06, 4.62e-06, 8.45e-07, 1.25e-06, 8.02e-08, 1.31e-07, 3.02e-08, 8.64e-07, 1.36e-06, 7.60e-07, 4.10e-07, 2.95e-08, 2.61e-08, 7.50e-10, 1.57e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.84e-07] []
150800 [2.42e-05, 5.72e-06, 7.32e-06, 4.88e-06, 4.82e-06, 2.04e-06, 1.69e-06, 6.66e-05, 3.00e-06, 9.07e-06, 2.15e-04, 2.09e-04, 2.85e-04, 8.59e-05, 6.55e-06, 6.70e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 5.52e-06] [2.42e-05, 5.72e-06, 7.32e-06, 4.88e-06, 4.82e-06, 2.04e-06, 1.69e-06, 6.66e-05, 3.00e-06, 9.07e-06, 2.15e-04, 2.09e-04, 2.85e-04, 8.59e-05, 6.55e-06, 6.70e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 5.52e-06] []
150900 [2.71e-06, 3.63e-06, 5.15e-06, 4.40e-06, 4.64e-06, 8.54e-07, 1.16e-06, 3.67e-09, 1.01e-06, 4.54e-10, 6.30e-07, 9.75e-07, 5.91e-07, 7.76e-08, 6.48e-09, 7.49e-09, 1.06e-09, 1.47e-09, 1.13e-09, 1.13e-07, 5.97e-08, 6.67e-07] [2.71e-06, 3.63e-06, 5.15e-06, 4.40e-06, 4.64e-06, 8.54e-07, 1.16e-06, 3.67e-09, 1.01e-06, 4.54e-10, 6.30e-07, 9.75e-07, 5.91e-07, 7.76e-08, 6.48e-09, 7.49e-09, 1.06e-09, 1.47e-09, 1.13e-09, 1.13e-07, 5.97e-08, 6.67e-07] []
151000 [3.00e-06, 3.61e-06, 5.07e-06, 4.38e-06, 4.57e-06, 8.86e-07, 1.20e-06, 5.88e-10, 3.98e-08, 2.44e-07, 8.79e-07, 1.70e-06, 3.63e-06, 7.54e-06, 9.63e-08, 7.29e-08, 3.12e-08, 3.81e-08, 9.90e-11, 4.53e-09, 9.49e-10, 3.05e-08] [3.00e-06, 3.61e-06, 5.07e-06, 4.38e-06, 4.57e-06, 8.86e-07, 1.20e-06, 5.88e-10, 3.98e-08, 2.44e-07, 8.79e-07, 1.70e-06, 3.63e-06, 7.54e-06, 9.63e-08, 7.29e-08, 3.12e-08, 3.81e-08, 9.90e-11, 4.53e-09, 9.49e-10, 3.05e-08] []
151100 [2.72e-06, 3.67e-06, 5.15e-06, 4.38e-06, 4.64e-06, 8.34e-07, 1.14e-06, 7.23e-07, 7.50e-09, 8.19e-09, 6.36e-07, 8.96e-07, 9.75e-07, 2.22e-07, 9.17e-09, 9.31e-09, 2.66e-09, 4.70e-09, 9.24e-08, 3.44e-12, 5.94e-07, 3.92e-08] [2.72e-06, 3.67e-06, 5.15e-06, 4.38e-06, 4.64e-06, 8.34e-07, 1.14e-06, 7.23e-07, 7.50e-09, 8.19e-09, 6.36e-07, 8.96e-07, 9.75e-07, 2.22e-07, 9.17e-09, 9.31e-09, 2.66e-09, 4.70e-09, 9.24e-08, 3.44e-12, 5.94e-07, 3.92e-08] []
151200 [2.45e-06, 3.62e-06, 5.04e-06, 4.40e-06, 4.61e-06, 8.90e-07, 1.23e-06, 9.21e-12, 9.43e-11, 3.13e-11, 3.37e-07, 8.82e-07, 5.06e-07, 3.16e-08, 1.27e-09, 1.96e-10, 0.00e+00, 8.85e-12, 1.29e-11, 1.96e-11, 2.24e-09, 1.93e-09] [2.45e-06, 3.62e-06, 5.04e-06, 4.40e-06, 4.61e-06, 8.90e-07, 1.23e-06, 9.21e-12, 9.43e-11, 3.13e-11, 3.37e-07, 8.82e-07, 5.06e-07, 3.16e-08, 1.27e-09, 1.96e-10, 0.00e+00, 8.85e-12, 1.29e-11, 1.96e-11, 2.24e-09, 1.93e-09] []
151300 [1.07e-05, 3.77e-06, 4.95e-06, 4.35e-06, 4.17e-06, 1.17e-06, 1.25e-06, 1.21e-07, 7.27e-08, 5.46e-06, 2.62e-05, 6.75e-05, 2.76e-05, 3.80e-05, 0.00e+00, 0.00e+00, 1.73e-10, 9.24e-11, 0.00e+00, 7.93e-10, 1.71e-06, 5.76e-07] [1.07e-05, 3.77e-06, 4.95e-06, 4.35e-06, 4.17e-06, 1.17e-06, 1.25e-06, 1.21e-07, 7.27e-08, 5.46e-06, 2.62e-05, 6.75e-05, 2.76e-05, 3.80e-05, 0.00e+00, 0.00e+00, 1.73e-10, 9.24e-11, 0.00e+00, 7.93e-10, 1.71e-06, 5.76e-07] []
151400 [3.40e-06, 3.66e-06, 5.12e-06, 4.38e-06, 4.63e-06, 8.25e-07, 1.09e-06, 1.87e-07, 1.51e-10, 3.45e-09, 1.82e-06, 1.56e-06, 9.24e-07, 1.02e-07, 7.23e-10, 5.07e-10, 5.27e-12, 1.86e-11, 0.00e+00, 4.18e-11, 2.79e-07, 9.13e-09] [3.40e-06, 3.66e-06, 5.12e-06, 4.38e-06, 4.63e-06, 8.25e-07, 1.09e-06, 1.87e-07, 1.51e-10, 3.45e-09, 1.82e-06, 1.56e-06, 9.24e-07, 1.02e-07, 7.23e-10, 5.07e-10, 5.27e-12, 1.86e-11, 0.00e+00, 4.18e-11, 2.79e-07, 9.13e-09] []
151500 [2.83e-06, 3.59e-06, 5.16e-06, 4.53e-06, 4.80e-06, 8.61e-07, 1.31e-06, 2.46e-07, 1.13e-04, 1.87e-08, 1.46e-06, 1.45e-06, 7.73e-07, 6.12e-08, 2.29e-08, 2.56e-08, 7.81e-09, 6.79e-09, 0.00e+00, 1.94e-05, 4.58e-07, 1.07e-04] [2.83e-06, 3.59e-06, 5.16e-06, 4.53e-06, 4.80e-06, 8.61e-07, 1.31e-06, 2.46e-07, 1.13e-04, 1.87e-08, 1.46e-06, 1.45e-06, 7.73e-07, 6.12e-08, 2.29e-08, 2.56e-08, 7.81e-09, 6.79e-09, 0.00e+00, 1.94e-05, 4.58e-07, 1.07e-04] []
151600 [2.16e-06, 3.59e-06, 4.94e-06, 4.37e-06, 4.67e-06, 9.26e-07, 1.36e-06, 2.13e-09, 2.75e-09, 1.26e-07, 5.83e-07, 1.93e-06, 9.18e-07, 4.02e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.73e-10, 0.00e+00, 2.95e-09, 7.05e-09] [2.16e-06, 3.59e-06, 4.94e-06, 4.37e-06, 4.67e-06, 9.26e-07, 1.36e-06, 2.13e-09, 2.75e-09, 1.26e-07, 5.83e-07, 1.93e-06, 9.18e-07, 4.02e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.73e-10, 0.00e+00, 2.95e-09, 7.05e-09] []
151700 [3.22e-06, 3.71e-06, 5.28e-06, 4.42e-06, 4.65e-06, 7.42e-07, 9.69e-07, 1.50e-07, 1.99e-13, 3.05e-08, 1.35e-06, 2.23e-06, 1.07e-06, 2.56e-06, 0.00e+00, 8.84e-11, 0.00e+00, 0.00e+00, 5.65e-09, 9.74e-12, 8.51e-08, 3.62e-07] [3.22e-06, 3.71e-06, 5.28e-06, 4.42e-06, 4.65e-06, 7.42e-07, 9.69e-07, 1.50e-07, 1.99e-13, 3.05e-08, 1.35e-06, 2.23e-06, 1.07e-06, 2.56e-06, 0.00e+00, 8.84e-11, 0.00e+00, 0.00e+00, 5.65e-09, 9.74e-12, 8.51e-08, 3.62e-07] []
151800 [2.98e-06, 3.71e-06, 5.12e-06, 4.45e-06, 4.66e-06, 7.31e-07, 9.83e-07, 5.12e-08, 2.91e-08, 2.47e-09, 8.99e-07, 1.21e-06, 6.76e-07, 4.71e-08, 4.34e-09, 4.49e-09, 5.75e-11, 7.99e-11, 0.00e+00, 1.08e-09, 3.74e-07, 1.66e-07] [2.98e-06, 3.71e-06, 5.12e-06, 4.45e-06, 4.66e-06, 7.31e-07, 9.83e-07, 5.12e-08, 2.91e-08, 2.47e-09, 8.99e-07, 1.21e-06, 6.76e-07, 4.71e-08, 4.34e-09, 4.49e-09, 5.75e-11, 7.99e-11, 0.00e+00, 1.08e-09, 3.74e-07, 1.66e-07] []
151900 [2.82e-06, 3.69e-06, 5.08e-06, 4.46e-06, 4.64e-06, 7.53e-07, 1.00e-06, 2.22e-08, 2.01e-08, 1.88e-09, 6.82e-07, 1.13e-06, 6.15e-07, 4.10e-08, 5.66e-09, 5.88e-09, 2.98e-10, 3.21e-10, 0.00e+00, 9.03e-10, 2.15e-07, 1.18e-07] [2.82e-06, 3.69e-06, 5.08e-06, 4.46e-06, 4.64e-06, 7.53e-07, 1.00e-06, 2.22e-08, 2.01e-08, 1.88e-09, 6.82e-07, 1.13e-06, 6.15e-07, 4.10e-08, 5.66e-09, 5.88e-09, 2.98e-10, 3.21e-10, 0.00e+00, 9.03e-10, 2.15e-07, 1.18e-07] []
152000 [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08] [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.945991 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
152000 [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08] [2.72e-06, 3.69e-06, 5.05e-06, 4.46e-06, 4.64e-06, 7.88e-07, 1.03e-06, 5.19e-08, 1.39e-08, 1.94e-09, 5.56e-07, 1.06e-06, 5.60e-07, 3.41e-08, 6.96e-09, 7.09e-09, 5.49e-10, 5.69e-10, 3.06e-09, 9.28e-10, 3.28e-08, 8.67e-08] []
152100 [1.29e-05, 4.68e-06, 5.81e-06, 5.97e-06, 4.80e-06, 2.21e-06, 1.47e-06, 5.54e-07, 8.69e-06, 4.46e-05, 1.46e-04, 2.23e-04, 1.22e-03, 2.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-08, 1.01e-06, 8.18e-08, 5.91e-06] [1.29e-05, 4.68e-06, 5.81e-06, 5.97e-06, 4.80e-06, 2.21e-06, 1.47e-06, 5.54e-07, 8.69e-06, 4.46e-05, 1.46e-04, 2.23e-04, 1.22e-03, 2.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-08, 1.01e-06, 8.18e-08, 5.91e-06] []
152200 [2.81e-06, 3.70e-06, 5.11e-06, 4.40e-06, 4.71e-06, 7.24e-07, 9.33e-07, 4.71e-07, 5.10e-07, 2.19e-10, 5.84e-07, 1.32e-06, 6.99e-07, 3.47e-07, 2.03e-09, 3.17e-09, 2.80e-10, 1.50e-10, 3.48e-08, 3.52e-08, 2.04e-07, 2.05e-07] [2.81e-06, 3.70e-06, 5.11e-06, 4.40e-06, 4.71e-06, 7.24e-07, 9.33e-07, 4.71e-07, 5.10e-07, 2.19e-10, 5.84e-07, 1.32e-06, 6.99e-07, 3.47e-07, 2.03e-09, 3.17e-09, 2.80e-10, 1.50e-10, 3.48e-08, 3.52e-08, 2.04e-07, 2.05e-07] []
152300 [2.44e-06, 3.68e-06, 4.98e-06, 4.33e-06, 4.61e-06, 8.21e-07, 1.07e-06, 1.21e-06, 2.70e-08, 7.30e-08, 1.74e-06, 1.81e-06, 2.22e-06, 2.62e-07, 3.44e-09, 4.77e-09, 2.92e-09, 2.81e-09, 1.12e-07, 1.62e-12, 7.10e-07, 2.63e-07] [2.44e-06, 3.68e-06, 4.98e-06, 4.33e-06, 4.61e-06, 8.21e-07, 1.07e-06, 1.21e-06, 2.70e-08, 7.30e-08, 1.74e-06, 1.81e-06, 2.22e-06, 2.62e-07, 3.44e-09, 4.77e-09, 2.92e-09, 2.81e-09, 1.12e-07, 1.62e-12, 7.10e-07, 2.63e-07] []
152400 [1.81e-05, 5.25e-06, 6.82e-06, 6.53e-06, 6.67e-06, 2.06e-06, 1.60e-06, 1.87e-06, 3.29e-09, 4.12e-05, 4.08e-05, 2.44e-04, 3.35e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-10, 2.46e-06, 1.35e-07] [1.81e-05, 5.25e-06, 6.82e-06, 6.53e-06, 6.67e-06, 2.06e-06, 1.60e-06, 1.87e-06, 3.29e-09, 4.12e-05, 4.08e-05, 2.44e-04, 3.35e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-10, 2.46e-06, 1.35e-07] []
152500 [2.75e-06, 3.70e-06, 5.07e-06, 4.30e-06, 4.64e-06, 8.20e-07, 9.65e-07, 2.77e-07, 7.32e-08, 1.62e-07, 8.38e-07, 1.35e-06, 1.72e-06, 3.06e-07, 9.27e-09, 1.03e-08, 9.66e-09, 1.30e-08, 0.00e+00, 0.00e+00, 6.97e-07, 2.57e-07] [2.75e-06, 3.70e-06, 5.07e-06, 4.30e-06, 4.64e-06, 8.20e-07, 9.65e-07, 2.77e-07, 7.32e-08, 1.62e-07, 8.38e-07, 1.35e-06, 1.72e-06, 3.06e-07, 9.27e-09, 1.03e-08, 9.66e-09, 1.30e-08, 0.00e+00, 0.00e+00, 6.97e-07, 2.57e-07] []
152600 [2.65e-06, 3.72e-06, 5.00e-06, 4.37e-06, 4.66e-06, 8.49e-07, 1.04e-06, 7.24e-09, 2.42e-09, 5.90e-10, 5.46e-07, 1.03e-06, 6.03e-07, 3.34e-08, 7.32e-09, 8.30e-09, 1.83e-09, 1.25e-09, 1.66e-09, 1.01e-09, 5.71e-08, 3.59e-08] [2.65e-06, 3.72e-06, 5.00e-06, 4.37e-06, 4.66e-06, 8.49e-07, 1.04e-06, 7.24e-09, 2.42e-09, 5.90e-10, 5.46e-07, 1.03e-06, 6.03e-07, 3.34e-08, 7.32e-09, 8.30e-09, 1.83e-09, 1.25e-09, 1.66e-09, 1.01e-09, 5.71e-08, 3.59e-08] []
152700 [1.36e-05, 5.14e-06, 7.21e-06, 4.14e-06, 4.12e-06, 3.84e-06, 2.68e-06, 3.84e-07, 1.02e-04, 3.19e-06, 2.71e-04, 2.45e-04, 4.96e-04, 2.21e-05, 3.91e-06, 7.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.15e-04] [1.36e-05, 5.14e-06, 7.21e-06, 4.14e-06, 4.12e-06, 3.84e-06, 2.68e-06, 3.84e-07, 1.02e-04, 3.19e-06, 2.71e-04, 2.45e-04, 4.96e-04, 2.21e-05, 3.91e-06, 7.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.15e-04] []
152800 [2.86e-06, 3.77e-06, 5.04e-06, 4.33e-06, 4.64e-06, 7.87e-07, 1.01e-06, 7.54e-09, 1.35e-08, 4.75e-09, 7.42e-07, 1.08e-06, 1.08e-06, 4.84e-08, 7.15e-09, 7.37e-09, 1.96e-09, 2.19e-09, 1.10e-09, 9.19e-12, 3.94e-08, 1.25e-07] [2.86e-06, 3.77e-06, 5.04e-06, 4.33e-06, 4.64e-06, 7.87e-07, 1.01e-06, 7.54e-09, 1.35e-08, 4.75e-09, 7.42e-07, 1.08e-06, 1.08e-06, 4.84e-08, 7.15e-09, 7.37e-09, 1.96e-09, 2.19e-09, 1.10e-09, 9.19e-12, 3.94e-08, 1.25e-07] []
152900 [2.69e-06, 3.76e-06, 4.97e-06, 4.37e-06, 4.64e-06, 8.22e-07, 1.06e-06, 2.47e-09, 3.70e-09, 3.63e-10, 5.90e-07, 1.07e-06, 6.53e-07, 3.36e-08, 6.52e-09, 7.93e-09, 1.60e-09, 8.76e-10, 1.02e-09, 1.32e-10, 3.59e-08, 7.85e-08] [2.69e-06, 3.76e-06, 4.97e-06, 4.37e-06, 4.64e-06, 8.22e-07, 1.06e-06, 2.47e-09, 3.70e-09, 3.63e-10, 5.90e-07, 1.07e-06, 6.53e-07, 3.36e-08, 6.52e-09, 7.93e-09, 1.60e-09, 8.76e-10, 1.02e-09, 1.32e-10, 3.59e-08, 7.85e-08] []
153000 [2.60e-06, 3.75e-06, 4.93e-06, 4.39e-06, 4.63e-06, 8.59e-07, 1.09e-06, 1.76e-09, 2.78e-09, 6.88e-10, 5.39e-07, 1.02e-06, 6.10e-07, 2.85e-08, 8.04e-09, 9.45e-09, 2.20e-09, 1.31e-09, 1.31e-09, 9.56e-10, 2.68e-08, 3.32e-08] [2.60e-06, 3.75e-06, 4.93e-06, 4.39e-06, 4.63e-06, 8.59e-07, 1.09e-06, 1.76e-09, 2.78e-09, 6.88e-10, 5.39e-07, 1.02e-06, 6.10e-07, 2.85e-08, 8.04e-09, 9.45e-09, 2.20e-09, 1.31e-09, 1.31e-09, 9.56e-10, 2.68e-08, 3.32e-08] []
153100 [3.11e-06, 3.49e-06, 4.68e-06, 3.62e-06, 3.99e-06, 7.78e-07, 9.57e-07, 1.54e-08, 5.59e-09, 3.16e-07, 7.93e-06, 5.83e-06, 1.78e-05, 2.49e-06, 1.90e-12, 3.50e-12, 3.07e-08, 4.06e-08, 0.00e+00, 3.03e-10, 1.90e-07, 7.54e-08] [3.11e-06, 3.49e-06, 4.68e-06, 3.62e-06, 3.99e-06, 7.78e-07, 9.57e-07, 1.54e-08, 5.59e-09, 3.16e-07, 7.93e-06, 5.83e-06, 1.78e-05, 2.49e-06, 1.90e-12, 3.50e-12, 3.07e-08, 4.06e-08, 0.00e+00, 3.03e-10, 1.90e-07, 7.54e-08] []
153200 [2.84e-06, 3.81e-06, 5.00e-06, 4.33e-06, 4.66e-06, 8.01e-07, 1.04e-06, 4.62e-12, 1.71e-09, 9.73e-11, 7.67e-07, 1.21e-06, 8.13e-07, 3.60e-08, 6.87e-09, 8.46e-09, 1.49e-09, 7.06e-10, 8.03e-10, 8.26e-10, 3.32e-08, 2.71e-08] [2.84e-06, 3.81e-06, 5.00e-06, 4.33e-06, 4.66e-06, 8.01e-07, 1.04e-06, 4.62e-12, 1.71e-09, 9.73e-11, 7.67e-07, 1.21e-06, 8.13e-07, 3.60e-08, 6.87e-09, 8.46e-09, 1.49e-09, 7.06e-10, 8.03e-10, 8.26e-10, 3.32e-08, 2.71e-08] []
153300 [2.70e-06, 3.79e-06, 4.94e-06, 4.35e-06, 4.65e-06, 8.47e-07, 1.09e-06, 1.02e-09, 1.34e-09, 1.97e-10, 6.62e-07, 1.12e-06, 6.94e-07, 3.44e-08, 8.08e-09, 9.98e-09, 2.42e-09, 1.18e-09, 1.45e-09, 1.03e-09, 2.27e-08, 2.00e-08] [2.70e-06, 3.79e-06, 4.94e-06, 4.35e-06, 4.65e-06, 8.47e-07, 1.09e-06, 1.02e-09, 1.34e-09, 1.97e-10, 6.62e-07, 1.12e-06, 6.94e-07, 3.44e-08, 8.08e-09, 9.98e-09, 2.42e-09, 1.18e-09, 1.45e-09, 1.03e-09, 2.27e-08, 2.00e-08] []
153400 [2.59e-06, 3.79e-06, 4.89e-06, 4.36e-06, 4.64e-06, 8.94e-07, 1.12e-06, 5.35e-10, 4.56e-10, 1.59e-10, 6.12e-07, 1.07e-06, 6.47e-07, 3.17e-08, 8.80e-09, 1.08e-08, 3.04e-09, 1.59e-09, 1.59e-09, 1.06e-09, 1.92e-08, 1.59e-08] [2.59e-06, 3.79e-06, 4.89e-06, 4.36e-06, 4.64e-06, 8.94e-07, 1.12e-06, 5.35e-10, 4.56e-10, 1.59e-10, 6.12e-07, 1.07e-06, 6.47e-07, 3.17e-08, 8.80e-09, 1.08e-08, 3.04e-09, 1.59e-09, 1.59e-09, 1.06e-09, 1.92e-08, 1.59e-08] []
153500 [1.17e-05, 4.71e-06, 5.68e-06, 4.16e-06, 4.00e-06, 1.13e-06, 1.25e-06, 2.46e-04, 1.03e-05, 2.92e-06, 8.13e-06, 4.16e-05, 3.22e-05, 1.48e-04, 3.85e-06, 1.84e-06, 7.43e-07, 6.82e-07, 4.81e-05, 0.00e+00, 2.19e-04, 1.63e-05] [1.17e-05, 4.71e-06, 5.68e-06, 4.16e-06, 4.00e-06, 1.13e-06, 1.25e-06, 2.46e-04, 1.03e-05, 2.92e-06, 8.13e-06, 4.16e-05, 3.22e-05, 1.48e-04, 3.85e-06, 1.84e-06, 7.43e-07, 6.82e-07, 4.81e-05, 0.00e+00, 2.19e-04, 1.63e-05] []
153600 [2.56e-06, 3.76e-06, 4.87e-06, 4.24e-06, 4.65e-06, 9.15e-07, 1.15e-06, 6.11e-09, 1.30e-08, 8.21e-10, 7.30e-07, 1.40e-06, 9.17e-07, 4.75e-08, 1.04e-08, 1.12e-08, 2.12e-09, 9.95e-10, 1.76e-09, 1.55e-09, 8.81e-08, 9.03e-08] [2.56e-06, 3.76e-06, 4.87e-06, 4.24e-06, 4.65e-06, 9.15e-07, 1.15e-06, 6.11e-09, 1.30e-08, 8.21e-10, 7.30e-07, 1.40e-06, 9.17e-07, 4.75e-08, 1.04e-08, 1.12e-08, 2.12e-09, 9.95e-10, 1.76e-09, 1.55e-09, 8.81e-08, 9.03e-08] []
153700 [2.56e-06, 3.79e-06, 4.84e-06, 4.30e-06, 4.63e-06, 9.31e-07, 1.16e-06, 3.03e-09, 6.18e-09, 1.29e-09, 6.41e-07, 1.15e-06, 7.28e-07, 3.64e-08, 9.05e-09, 1.13e-08, 3.07e-09, 1.45e-09, 1.45e-09, 1.07e-09, 4.74e-08, 5.28e-08] [2.56e-06, 3.79e-06, 4.84e-06, 4.30e-06, 4.63e-06, 9.31e-07, 1.16e-06, 3.03e-09, 6.18e-09, 1.29e-09, 6.41e-07, 1.15e-06, 7.28e-07, 3.64e-08, 9.05e-09, 1.13e-08, 3.07e-09, 1.45e-09, 1.45e-09, 1.07e-09, 4.74e-08, 5.28e-08] []
153800 [2.53e-06, 3.80e-06, 4.81e-06, 4.32e-06, 4.62e-06, 9.51e-07, 1.17e-06, 2.19e-09, 3.60e-09, 1.20e-09, 6.05e-07, 1.06e-06, 6.67e-07, 2.83e-08, 9.72e-09, 1.21e-08, 3.82e-09, 2.07e-09, 1.44e-09, 9.25e-10, 3.05e-08, 3.45e-08] [2.53e-06, 3.80e-06, 4.81e-06, 4.32e-06, 4.62e-06, 9.51e-07, 1.17e-06, 2.19e-09, 3.60e-09, 1.20e-09, 6.05e-07, 1.06e-06, 6.67e-07, 2.83e-08, 9.72e-09, 1.21e-08, 3.82e-09, 2.07e-09, 1.44e-09, 9.25e-10, 3.05e-08, 3.45e-08] []
153900 [2.60e-06, 3.75e-06, 4.81e-06, 4.21e-06, 4.52e-06, 8.11e-07, 9.90e-07, 1.67e-07, 4.85e-10, 2.99e-06, 3.39e-06, 8.07e-06, 2.65e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-08, 7.07e-10, 6.51e-08, 4.39e-08] [2.60e-06, 3.75e-06, 4.81e-06, 4.21e-06, 4.52e-06, 8.11e-07, 9.90e-07, 1.67e-07, 4.85e-10, 2.99e-06, 3.39e-06, 8.07e-06, 2.65e-06, 2.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-08, 7.07e-10, 6.51e-08, 4.39e-08] []
154000 [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08] [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.756122 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
154000 [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08] [2.59e-06, 3.84e-06, 4.81e-06, 4.25e-06, 4.66e-06, 9.07e-07, 1.12e-06, 3.88e-10, 1.05e-09, 1.29e-10, 6.40e-07, 1.15e-06, 7.50e-07, 4.85e-08, 8.48e-09, 1.08e-08, 3.04e-09, 1.32e-09, 1.59e-09, 9.80e-10, 1.95e-08, 1.95e-08] []
154100 [2.53e-06, 3.85e-06, 4.77e-06, 4.29e-06, 4.65e-06, 9.48e-07, 1.15e-06, 7.11e-10, 1.15e-09, 2.62e-10, 5.93e-07, 1.03e-06, 6.83e-07, 3.29e-08, 9.32e-09, 1.18e-08, 4.46e-09, 2.10e-09, 1.75e-09, 1.04e-09, 1.53e-08, 1.37e-08] [2.53e-06, 3.85e-06, 4.77e-06, 4.29e-06, 4.65e-06, 9.48e-07, 1.15e-06, 7.11e-10, 1.15e-09, 2.62e-10, 5.93e-07, 1.03e-06, 6.83e-07, 3.29e-08, 9.32e-09, 1.18e-08, 4.46e-09, 2.10e-09, 1.75e-09, 1.04e-09, 1.53e-08, 1.37e-08] []
154200 [5.07e-06, 3.29e-06, 4.15e-06, 3.59e-06, 4.07e-06, 1.17e-06, 1.27e-06, 1.87e-07, 7.11e-06, 3.71e-06, 6.85e-05, 3.96e-05, 1.22e-04, 1.22e-05, 9.99e-10, 4.38e-09, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 9.32e-08, 1.03e-05] [5.07e-06, 3.29e-06, 4.15e-06, 3.59e-06, 4.07e-06, 1.17e-06, 1.27e-06, 1.87e-07, 7.11e-06, 3.71e-06, 6.85e-05, 3.96e-05, 1.22e-04, 1.22e-05, 9.99e-10, 4.38e-09, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 9.32e-08, 1.03e-05] []
154300 [2.74e-06, 3.94e-06, 4.85e-06, 4.28e-06, 4.67e-06, 9.23e-07, 1.14e-06, 2.98e-09, 5.11e-09, 6.66e-10, 9.67e-07, 1.37e-06, 9.37e-07, 2.57e-08, 1.09e-08, 9.24e-09, 1.43e-09, 6.58e-10, 1.44e-09, 9.04e-10, 9.54e-09, 6.99e-09] [2.74e-06, 3.94e-06, 4.85e-06, 4.28e-06, 4.67e-06, 9.23e-07, 1.14e-06, 2.98e-09, 5.11e-09, 6.66e-10, 9.67e-07, 1.37e-06, 9.37e-07, 2.57e-08, 1.09e-08, 9.24e-09, 1.43e-09, 6.58e-10, 1.44e-09, 9.04e-10, 9.54e-09, 6.99e-09] []
154400 [2.61e-06, 3.91e-06, 4.78e-06, 4.30e-06, 4.66e-06, 9.59e-07, 1.16e-06, 1.09e-08, 1.54e-09, 2.82e-12, 8.09e-07, 1.20e-06, 8.03e-07, 2.81e-08, 1.17e-08, 1.12e-08, 3.52e-09, 1.63e-09, 3.30e-09, 9.94e-10, 1.60e-08, 7.05e-09] [2.61e-06, 3.91e-06, 4.78e-06, 4.30e-06, 4.66e-06, 9.59e-07, 1.16e-06, 1.09e-08, 1.54e-09, 2.82e-12, 8.09e-07, 1.20e-06, 8.03e-07, 2.81e-08, 1.17e-08, 1.12e-08, 3.52e-09, 1.63e-09, 3.30e-09, 9.94e-10, 1.60e-08, 7.05e-09] []
154500 [9.55e-06, 4.32e-06, 5.10e-06, 3.96e-06, 3.97e-06, 1.19e-06, 1.25e-06, 3.88e-06, 1.93e-07, 1.16e-05, 3.80e-05, 6.17e-05, 2.16e-05, 1.95e-04, 3.59e-06, 1.82e-06, 5.34e-07, 5.26e-07, 2.72e-07, 8.59e-09, 1.65e-06, 3.27e-08] [9.55e-06, 4.32e-06, 5.10e-06, 3.96e-06, 3.97e-06, 1.19e-06, 1.25e-06, 3.88e-06, 1.93e-07, 1.16e-05, 3.80e-05, 6.17e-05, 2.16e-05, 1.95e-04, 3.59e-06, 1.82e-06, 5.34e-07, 5.26e-07, 2.72e-07, 8.59e-09, 1.65e-06, 3.27e-08] []
154600 [2.63e-06, 3.92e-06, 4.75e-06, 4.20e-06, 4.69e-06, 9.52e-07, 1.12e-06, 1.39e-09, 1.88e-11, 6.30e-09, 7.76e-07, 1.30e-06, 9.33e-07, 3.13e-08, 1.44e-08, 1.30e-08, 3.97e-09, 1.88e-09, 5.99e-10, 1.05e-09, 1.34e-07, 5.87e-09] [2.63e-06, 3.92e-06, 4.75e-06, 4.20e-06, 4.69e-06, 9.52e-07, 1.12e-06, 1.39e-09, 1.88e-11, 6.30e-09, 7.76e-07, 1.30e-06, 9.33e-07, 3.13e-08, 1.44e-08, 1.30e-08, 3.97e-09, 1.88e-09, 5.99e-10, 1.05e-09, 1.34e-07, 5.87e-09] []
154700 [2.59e-06, 3.95e-06, 4.70e-06, 4.26e-06, 4.67e-06, 9.66e-07, 1.15e-06, 5.81e-09, 3.44e-13, 4.05e-10, 6.96e-07, 1.13e-06, 7.81e-07, 3.20e-08, 1.24e-08, 1.28e-08, 4.99e-09, 2.29e-09, 1.47e-09, 9.49e-10, 4.67e-08, 6.11e-09] [2.59e-06, 3.95e-06, 4.70e-06, 4.26e-06, 4.67e-06, 9.66e-07, 1.15e-06, 5.81e-09, 3.44e-13, 4.05e-10, 6.96e-07, 1.13e-06, 7.81e-07, 3.20e-08, 1.24e-08, 1.28e-08, 4.99e-09, 2.29e-09, 1.47e-09, 9.49e-10, 4.67e-08, 6.11e-09] []
154800 [5.37e-06, 4.14e-06, 4.54e-06, 3.61e-06, 3.55e-06, 1.10e-06, 1.09e-06, 2.97e-07, 1.19e-06, 1.01e-08, 1.42e-05, 1.62e-05, 1.75e-05, 8.75e-05, 1.83e-08, 5.56e-09, 9.42e-10, 1.56e-11, 1.87e-08, 1.37e-07, 8.88e-08, 8.62e-07] [5.37e-06, 4.14e-06, 4.54e-06, 3.61e-06, 3.55e-06, 1.10e-06, 1.09e-06, 2.97e-07, 1.19e-06, 1.01e-08, 1.42e-05, 1.62e-05, 1.75e-05, 8.75e-05, 1.83e-08, 5.56e-09, 9.42e-10, 1.56e-11, 1.87e-08, 1.37e-07, 8.88e-08, 8.62e-07] []
154900 [2.62e-06, 3.96e-06, 4.68e-06, 4.19e-06, 4.69e-06, 9.32e-07, 1.12e-06, 3.25e-09, 2.03e-09, 1.50e-10, 6.86e-07, 1.26e-06, 8.81e-07, 5.45e-08, 8.84e-09, 1.01e-08, 2.71e-09, 1.04e-09, 8.65e-10, 3.67e-10, 2.39e-08, 1.36e-08] [2.62e-06, 3.96e-06, 4.68e-06, 4.19e-06, 4.69e-06, 9.32e-07, 1.12e-06, 3.25e-09, 2.03e-09, 1.50e-10, 6.86e-07, 1.26e-06, 8.81e-07, 5.45e-08, 8.84e-09, 1.01e-08, 2.71e-09, 1.04e-09, 8.65e-10, 3.67e-10, 2.39e-08, 1.36e-08] []
155000 [2.54e-06, 3.99e-06, 4.65e-06, 4.24e-06, 4.67e-06, 9.65e-07, 1.14e-06, 2.90e-09, 1.50e-09, 3.76e-10, 5.32e-07, 1.03e-06, 7.39e-07, 3.40e-08, 7.89e-09, 7.54e-09, 4.56e-09, 1.52e-09, 8.02e-10, 3.17e-10, 1.93e-08, 9.79e-09] [2.54e-06, 3.99e-06, 4.65e-06, 4.24e-06, 4.67e-06, 9.65e-07, 1.14e-06, 2.90e-09, 1.50e-09, 3.76e-10, 5.32e-07, 1.03e-06, 7.39e-07, 3.40e-08, 7.89e-09, 7.54e-09, 4.56e-09, 1.52e-09, 8.02e-10, 3.17e-10, 1.93e-08, 9.79e-09] []
155100 [5.02e-06, 3.98e-06, 4.65e-06, 3.93e-06, 4.31e-06, 9.27e-07, 1.12e-06, 3.92e-08, 2.26e-07, 1.16e-06, 2.72e-06, 6.74e-06, 9.43e-06, 3.84e-05, 2.80e-07, 2.64e-07, 5.71e-08, 1.61e-07, 4.47e-09, 1.92e-08, 1.84e-08, 1.18e-07] [5.02e-06, 3.98e-06, 4.65e-06, 3.93e-06, 4.31e-06, 9.27e-07, 1.12e-06, 3.92e-08, 2.26e-07, 1.16e-06, 2.72e-06, 6.74e-06, 9.43e-06, 3.84e-05, 2.80e-07, 2.64e-07, 5.71e-08, 1.61e-07, 4.47e-09, 1.92e-08, 1.84e-08, 1.18e-07] []
155200 [2.52e-06, 4.02e-06, 4.60e-06, 4.19e-06, 4.69e-06, 9.79e-07, 1.15e-06, 1.40e-09, 1.52e-09, 4.14e-10, 5.29e-07, 1.07e-06, 7.86e-07, 4.56e-08, 7.48e-09, 7.40e-09, 3.44e-09, 1.07e-09, 7.26e-10, 2.23e-10, 1.31e-08, 1.48e-08] [2.52e-06, 4.02e-06, 4.60e-06, 4.19e-06, 4.69e-06, 9.79e-07, 1.15e-06, 1.40e-09, 1.52e-09, 4.14e-10, 5.29e-07, 1.07e-06, 7.86e-07, 4.56e-08, 7.48e-09, 7.40e-09, 3.44e-09, 1.07e-09, 7.26e-10, 2.23e-10, 1.31e-08, 1.48e-08] []
155300 [6.11e-06, 4.35e-06, 5.07e-06, 3.16e-06, 3.56e-06, 1.04e-06, 1.05e-06, 3.51e-05, 9.73e-07, 3.25e-05, 1.02e-04, 6.91e-05, 1.87e-04, 5.85e-05, 4.86e-08, 4.61e-10, 1.64e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 3.24e-06] [6.11e-06, 4.35e-06, 5.07e-06, 3.16e-06, 3.56e-06, 1.04e-06, 1.05e-06, 3.51e-05, 9.73e-07, 3.25e-05, 1.02e-04, 6.91e-05, 1.87e-04, 5.85e-05, 4.86e-08, 4.61e-10, 1.64e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 3.24e-06] []
155400 [2.61e-06, 4.05e-06, 4.60e-06, 4.18e-06, 4.68e-06, 1.01e-06, 1.13e-06, 3.15e-08, 2.78e-08, 3.13e-13, 7.47e-07, 1.23e-06, 8.75e-07, 5.97e-08, 9.34e-09, 1.03e-08, 4.87e-09, 1.72e-09, 2.51e-09, 8.34e-10, 1.52e-08, 3.72e-08] [2.61e-06, 4.05e-06, 4.60e-06, 4.18e-06, 4.68e-06, 1.01e-06, 1.13e-06, 3.15e-08, 2.78e-08, 3.13e-13, 7.47e-07, 1.23e-06, 8.75e-07, 5.97e-08, 9.34e-09, 1.03e-08, 4.87e-09, 1.72e-09, 2.51e-09, 8.34e-10, 1.52e-08, 3.72e-08] []
155500 [2.51e-06, 4.04e-06, 4.55e-06, 4.21e-06, 4.64e-06, 1.04e-06, 1.14e-06, 1.79e-09, 7.08e-09, 3.03e-10, 6.30e-07, 1.10e-06, 7.77e-07, 3.70e-08, 8.35e-09, 1.08e-08, 7.10e-09, 2.63e-09, 6.95e-10, 2.47e-10, 1.53e-08, 2.67e-08] [2.51e-06, 4.04e-06, 4.55e-06, 4.21e-06, 4.64e-06, 1.04e-06, 1.14e-06, 1.79e-09, 7.08e-09, 3.03e-10, 6.30e-07, 1.10e-06, 7.77e-07, 3.70e-08, 8.35e-09, 1.08e-08, 7.10e-09, 2.63e-09, 6.95e-10, 2.47e-10, 1.53e-08, 2.67e-08] []
155600 [2.69e-06, 4.03e-06, 4.70e-06, 4.03e-06, 4.67e-06, 9.72e-07, 1.07e-06, 3.09e-06, 8.56e-12, 1.21e-06, 1.48e-06, 3.43e-06, 5.55e-06, 9.94e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-13, 3.94e-06, 3.35e-08] [2.69e-06, 4.03e-06, 4.70e-06, 4.03e-06, 4.67e-06, 9.72e-07, 1.07e-06, 3.09e-06, 8.56e-12, 1.21e-06, 1.48e-06, 3.43e-06, 5.55e-06, 9.94e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-13, 3.94e-06, 3.35e-08] []
155700 [2.69e-06, 4.08e-06, 4.59e-06, 4.18e-06, 4.68e-06, 1.02e-06, 1.13e-06, 8.89e-13, 3.89e-09, 2.42e-10, 8.27e-07, 1.25e-06, 8.95e-07, 3.49e-08, 6.43e-09, 1.09e-08, 5.11e-09, 2.20e-09, 2.15e-10, 1.47e-10, 3.72e-08, 9.92e-09] [2.69e-06, 4.08e-06, 4.59e-06, 4.18e-06, 4.68e-06, 1.02e-06, 1.13e-06, 8.89e-13, 3.89e-09, 2.42e-10, 8.27e-07, 1.25e-06, 8.95e-07, 3.49e-08, 6.43e-09, 1.09e-08, 5.11e-09, 2.20e-09, 2.15e-10, 1.47e-10, 3.72e-08, 9.92e-09] []
155800 [2.54e-06, 4.07e-06, 4.52e-06, 4.20e-06, 4.64e-06, 1.07e-06, 1.16e-06, 4.81e-09, 6.90e-09, 3.44e-11, 6.73e-07, 1.10e-06, 8.16e-07, 3.18e-08, 5.05e-09, 9.72e-09, 6.26e-09, 2.37e-09, 3.49e-10, 1.61e-10, 1.97e-08, 5.10e-09] [2.54e-06, 4.07e-06, 4.52e-06, 4.20e-06, 4.64e-06, 1.07e-06, 1.16e-06, 4.81e-09, 6.90e-09, 3.44e-11, 6.73e-07, 1.10e-06, 8.16e-07, 3.18e-08, 5.05e-09, 9.72e-09, 6.26e-09, 2.37e-09, 3.49e-10, 1.61e-10, 1.97e-08, 5.10e-09] []
155900 [1.68e-05, 5.07e-06, 4.99e-06, 6.10e-06, 5.70e-06, 4.14e-06, 2.51e-06, 1.61e-06, 3.58e-06, 4.25e-05, 2.69e-05, 4.12e-04, 6.13e-05, 6.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-08, 3.00e-07, 1.98e-07, 1.79e-06] [1.68e-05, 5.07e-06, 4.99e-06, 6.10e-06, 5.70e-06, 4.14e-06, 2.51e-06, 1.61e-06, 3.58e-06, 4.25e-05, 2.69e-05, 4.12e-04, 6.13e-05, 6.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-08, 3.00e-07, 1.98e-07, 1.79e-06] []
156000 [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09] [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 38.749441 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
156000 [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09] [2.61e-06, 4.12e-06, 4.51e-06, 4.10e-06, 4.69e-06, 1.05e-06, 1.18e-06, 2.04e-09, 4.07e-08, 3.26e-09, 8.00e-07, 1.36e-06, 1.01e-06, 3.46e-08, 1.05e-08, 1.13e-08, 6.64e-09, 2.64e-09, 5.55e-10, 1.17e-09, 4.97e-08, 8.06e-09] []
156100 [2.51e-06, 4.12e-06, 4.45e-06, 4.14e-06, 4.65e-06, 1.09e-06, 1.19e-06, 2.85e-09, 2.82e-09, 4.86e-10, 6.54e-07, 1.14e-06, 8.61e-07, 3.21e-08, 8.53e-09, 1.12e-08, 9.32e-09, 3.33e-09, 4.24e-10, 7.64e-11, 2.76e-08, 1.35e-08] [2.51e-06, 4.12e-06, 4.45e-06, 4.14e-06, 4.65e-06, 1.09e-06, 1.19e-06, 2.85e-09, 2.82e-09, 4.86e-10, 6.54e-07, 1.14e-06, 8.61e-07, 3.21e-08, 8.53e-09, 1.12e-08, 9.32e-09, 3.33e-09, 4.24e-10, 7.64e-11, 2.76e-08, 1.35e-08] []
156200 [3.61e-05, 8.48e-06, 8.97e-06, 6.99e-06, 5.38e-06, 5.22e-06, 2.56e-06, 2.49e-06, 3.94e-05, 4.68e-05, 1.71e-04, 3.17e-04, 6.12e-04, 2.85e-03, 3.55e-05, 1.87e-05, 1.95e-05, 1.58e-05, 0.00e+00, 6.69e-06, 5.68e-06, 3.28e-05] [3.61e-05, 8.48e-06, 8.97e-06, 6.99e-06, 5.38e-06, 5.22e-06, 2.56e-06, 2.49e-06, 3.94e-05, 4.68e-05, 1.71e-04, 3.17e-04, 6.12e-04, 2.85e-03, 3.55e-05, 1.87e-05, 1.95e-05, 1.58e-05, 0.00e+00, 6.69e-06, 5.68e-06, 3.28e-05] []
156300 [2.71e-06, 4.17e-06, 4.50e-06, 4.05e-06, 4.75e-06, 1.05e-06, 1.18e-06, 2.51e-08, 3.43e-09, 7.16e-09, 9.38e-07, 1.47e-06, 1.22e-06, 6.99e-08, 1.12e-08, 1.15e-08, 5.92e-09, 2.26e-09, 1.08e-09, 3.36e-11, 5.22e-08, 6.50e-08] [2.71e-06, 4.17e-06, 4.50e-06, 4.05e-06, 4.75e-06, 1.05e-06, 1.18e-06, 2.51e-08, 3.43e-09, 7.16e-09, 9.38e-07, 1.47e-06, 1.22e-06, 6.99e-08, 1.12e-08, 1.15e-08, 5.92e-09, 2.26e-09, 1.08e-09, 3.36e-11, 5.22e-08, 6.50e-08] []
156400 [2.63e-06, 4.17e-06, 4.43e-06, 4.13e-06, 4.67e-06, 1.07e-06, 1.18e-06, 6.18e-09, 1.19e-11, 1.49e-09, 7.59e-07, 1.24e-06, 9.08e-07, 3.52e-08, 9.65e-09, 1.36e-08, 1.06e-08, 3.90e-09, 6.85e-10, 3.30e-12, 3.74e-08, 4.72e-08] [2.63e-06, 4.17e-06, 4.43e-06, 4.13e-06, 4.67e-06, 1.07e-06, 1.18e-06, 6.18e-09, 1.19e-11, 1.49e-09, 7.59e-07, 1.24e-06, 9.08e-07, 3.52e-08, 9.65e-09, 1.36e-08, 1.06e-08, 3.90e-09, 6.85e-10, 3.30e-12, 3.74e-08, 4.72e-08] []
156500 [2.50e-06, 4.15e-06, 4.38e-06, 4.15e-06, 4.62e-06, 1.12e-06, 1.18e-06, 3.50e-09, 4.18e-09, 5.96e-10, 6.66e-07, 1.13e-06, 8.49e-07, 3.20e-08, 9.27e-09, 1.39e-08, 1.30e-08, 4.71e-09, 5.96e-10, 1.01e-10, 2.40e-08, 1.22e-08] [2.50e-06, 4.15e-06, 4.38e-06, 4.15e-06, 4.62e-06, 1.12e-06, 1.18e-06, 3.50e-09, 4.18e-09, 5.96e-10, 6.66e-07, 1.13e-06, 8.49e-07, 3.20e-08, 9.27e-09, 1.39e-08, 1.30e-08, 4.71e-09, 5.96e-10, 1.01e-10, 2.40e-08, 1.22e-08] []
156600 [5.85e-06, 4.07e-06, 4.36e-06, 4.17e-06, 4.30e-06, 1.23e-06, 1.15e-06, 6.92e-07, 5.82e-07, 1.41e-06, 1.36e-05, 3.55e-05, 6.08e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.30e-08, 4.39e-08, 1.99e-07, 2.88e-07] [5.85e-06, 4.07e-06, 4.36e-06, 4.17e-06, 4.30e-06, 1.23e-06, 1.15e-06, 6.92e-07, 5.82e-07, 1.41e-06, 1.36e-05, 3.55e-05, 6.08e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.30e-08, 4.39e-08, 1.99e-07, 2.88e-07] []
156700 [2.57e-06, 4.20e-06, 4.38e-06, 4.02e-06, 4.70e-06, 1.15e-06, 1.24e-06, 1.83e-09, 2.20e-09, 4.62e-11, 7.25e-07, 1.24e-06, 1.00e-06, 3.33e-08, 7.89e-09, 1.06e-08, 1.08e-08, 3.97e-09, 2.71e-10, 2.41e-11, 1.53e-08, 6.11e-09] [2.57e-06, 4.20e-06, 4.38e-06, 4.02e-06, 4.70e-06, 1.15e-06, 1.24e-06, 1.83e-09, 2.20e-09, 4.62e-11, 7.25e-07, 1.24e-06, 1.00e-06, 3.33e-08, 7.89e-09, 1.06e-08, 1.08e-08, 3.97e-09, 2.71e-10, 2.41e-11, 1.53e-08, 6.11e-09] []
156800 [2.40e-06, 4.19e-06, 4.32e-06, 4.09e-06, 4.64e-06, 1.19e-06, 1.23e-06, 2.15e-09, 1.18e-09, 2.40e-10, 5.79e-07, 1.09e-06, 8.64e-07, 2.97e-08, 8.72e-09, 9.93e-09, 1.49e-08, 4.64e-09, 4.51e-10, 3.25e-11, 1.24e-08, 3.15e-09] [2.40e-06, 4.19e-06, 4.32e-06, 4.09e-06, 4.64e-06, 1.19e-06, 1.23e-06, 2.15e-09, 1.18e-09, 2.40e-10, 5.79e-07, 1.09e-06, 8.64e-07, 2.97e-08, 8.72e-09, 9.93e-09, 1.49e-08, 4.64e-09, 4.51e-10, 3.25e-11, 1.24e-08, 3.15e-09] []
156900 [1.12e-05, 3.90e-06, 4.16e-06, 2.95e-06, 3.55e-06, 1.32e-06, 1.84e-06, 1.10e-06, 3.91e-06, 6.02e-07, 2.22e-05, 3.66e-05, 7.56e-05, 2.66e-05, 1.07e-07, 6.91e-07, 5.21e-08, 2.21e-08, 0.00e+00, 1.09e-07, 7.59e-06, 5.48e-07] [1.12e-05, 3.90e-06, 4.16e-06, 2.95e-06, 3.55e-06, 1.32e-06, 1.84e-06, 1.10e-06, 3.91e-06, 6.02e-07, 2.22e-05, 3.66e-05, 7.56e-05, 2.66e-05, 1.07e-07, 6.91e-07, 5.21e-08, 2.21e-08, 0.00e+00, 1.09e-07, 7.59e-06, 5.48e-07] []
157000 [3.30e-06, 4.49e-06, 4.57e-06, 4.10e-06, 5.03e-06, 1.16e-06, 1.50e-06, 1.08e-09, 2.37e-08, 8.72e-08, 1.71e-06, 2.44e-06, 1.38e-06, 6.25e-07, 2.26e-08, 1.50e-08, 3.02e-09, 4.78e-09, 1.85e-10, 3.87e-10, 3.19e-08, 2.48e-08] [3.30e-06, 4.49e-06, 4.57e-06, 4.10e-06, 5.03e-06, 1.16e-06, 1.50e-06, 1.08e-09, 2.37e-08, 8.72e-08, 1.71e-06, 2.44e-06, 1.38e-06, 6.25e-07, 2.26e-08, 1.50e-08, 3.02e-09, 4.78e-09, 1.85e-10, 3.87e-10, 3.19e-08, 2.48e-08] []
157100 [2.91e-06, 4.39e-06, 4.51e-06, 4.29e-06, 4.73e-06, 1.17e-06, 1.43e-06, 1.01e-09, 1.76e-11, 9.19e-10, 1.19e-06, 1.65e-06, 1.27e-06, 7.20e-08, 5.84e-09, 4.59e-09, 5.23e-09, 1.86e-09, 1.26e-09, 3.07e-10, 1.16e-08, 7.19e-09] [2.91e-06, 4.39e-06, 4.51e-06, 4.29e-06, 4.73e-06, 1.17e-06, 1.43e-06, 1.01e-09, 1.76e-11, 9.19e-10, 1.19e-06, 1.65e-06, 1.27e-06, 7.20e-08, 5.84e-09, 4.59e-09, 5.23e-09, 1.86e-09, 1.26e-09, 3.07e-10, 1.16e-08, 7.19e-09] []
157200 [8.52e-06, 4.45e-06, 4.80e-06, 4.01e-06, 3.99e-06, 1.55e-06, 1.60e-06, 9.97e-09, 6.41e-09, 7.71e-06, 8.18e-06, 2.65e-05, 3.77e-05, 1.79e-04, 1.52e-06, 1.55e-06, 1.00e-06, 1.04e-06, 1.82e-09, 3.71e-10, 4.92e-08, 2.66e-08] [8.52e-06, 4.45e-06, 4.80e-06, 4.01e-06, 3.99e-06, 1.55e-06, 1.60e-06, 9.97e-09, 6.41e-09, 7.71e-06, 8.18e-06, 2.65e-05, 3.77e-05, 1.79e-04, 1.52e-06, 1.55e-06, 1.00e-06, 1.04e-06, 1.82e-09, 3.71e-10, 4.92e-08, 2.66e-08] []
157300 [1.58e-05, 5.56e-06, 5.03e-06, 6.67e-06, 5.21e-06, 1.75e-06, 1.55e-06, 7.81e-08, 1.81e-08, 6.69e-05, 5.57e-05, 2.21e-04, 2.55e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-10, 1.24e-10, 1.28e-07, 5.21e-08] [1.58e-05, 5.56e-06, 5.03e-06, 6.67e-06, 5.21e-06, 1.75e-06, 1.55e-06, 7.81e-08, 1.81e-08, 6.69e-05, 5.57e-05, 2.21e-04, 2.55e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-10, 1.24e-10, 1.28e-07, 5.21e-08] []
157400 [2.56e-06, 4.29e-06, 4.32e-06, 4.02e-06, 4.76e-06, 1.22e-06, 1.45e-06, 6.16e-09, 2.12e-09, 8.12e-10, 8.86e-07, 1.45e-06, 1.22e-06, 3.72e-08, 7.95e-09, 1.61e-08, 6.29e-09, 4.41e-09, 1.81e-10, 1.78e-11, 7.37e-09, 8.43e-09] [2.56e-06, 4.29e-06, 4.32e-06, 4.02e-06, 4.76e-06, 1.22e-06, 1.45e-06, 6.16e-09, 2.12e-09, 8.12e-10, 8.86e-07, 1.45e-06, 1.22e-06, 3.72e-08, 7.95e-09, 1.61e-08, 6.29e-09, 4.41e-09, 1.81e-10, 1.78e-11, 7.37e-09, 8.43e-09] []
157500 [9.93e-06, 4.63e-06, 4.65e-06, 4.30e-06, 4.98e-06, 1.78e-06, 1.76e-06, 2.41e-08, 9.72e-10, 1.55e-05, 1.40e-05, 5.79e-05, 7.91e-05, 3.89e-04, 4.96e-06, 4.52e-06, 2.03e-06, 2.05e-06, 2.85e-09, 2.64e-10, 1.91e-08, 2.48e-09] [9.93e-06, 4.63e-06, 4.65e-06, 4.30e-06, 4.98e-06, 1.78e-06, 1.76e-06, 2.41e-08, 9.72e-10, 1.55e-05, 1.40e-05, 5.79e-05, 7.91e-05, 3.89e-04, 4.96e-06, 4.52e-06, 2.03e-06, 2.05e-06, 2.85e-09, 2.64e-10, 1.91e-08, 2.48e-09] []
157600 [2.53e-06, 4.26e-06, 4.28e-06, 3.93e-06, 4.77e-06, 1.25e-06, 1.43e-06, 4.25e-10, 1.11e-09, 3.28e-08, 8.83e-07, 1.49e-06, 1.71e-06, 9.11e-07, 2.71e-08, 4.25e-08, 1.21e-08, 1.32e-08, 3.03e-11, 1.29e-11, 1.33e-08, 2.26e-09] [2.53e-06, 4.26e-06, 4.28e-06, 3.93e-06, 4.77e-06, 1.25e-06, 1.43e-06, 4.25e-10, 1.11e-09, 3.28e-08, 8.83e-07, 1.49e-06, 1.71e-06, 9.11e-07, 2.71e-08, 4.25e-08, 1.21e-08, 1.32e-08, 3.03e-11, 1.29e-11, 1.33e-08, 2.26e-09] []
157700 [2.39e-06, 4.29e-06, 4.21e-06, 3.99e-06, 4.69e-06, 1.31e-06, 1.40e-06, 1.54e-08, 3.35e-11, 7.60e-11, 6.50e-07, 1.17e-06, 1.06e-06, 3.43e-08, 6.02e-09, 1.23e-08, 5.55e-09, 3.88e-09, 1.32e-09, 3.51e-11, 1.20e-08, 2.12e-09] [2.39e-06, 4.29e-06, 4.21e-06, 3.99e-06, 4.69e-06, 1.31e-06, 1.40e-06, 1.54e-08, 3.35e-11, 7.60e-11, 6.50e-07, 1.17e-06, 1.06e-06, 3.43e-08, 6.02e-09, 1.23e-08, 5.55e-09, 3.88e-09, 1.32e-09, 3.51e-11, 1.20e-08, 2.12e-09] []
157800 [2.50e-06, 3.87e-06, 3.79e-06, 4.28e-06, 2.96e-06, 2.04e-06, 1.52e-06, 7.42e-05, 1.01e-05, 1.63e-05, 1.64e-04, 1.73e-04, 8.79e-05, 2.05e-04, 2.07e-08, 8.14e-10, 1.85e-12, 0.00e+00, 1.16e-05, 0.00e+00, 5.69e-05, 1.30e-05] [2.50e-06, 3.87e-06, 3.79e-06, 4.28e-06, 2.96e-06, 2.04e-06, 1.52e-06, 7.42e-05, 1.01e-05, 1.63e-05, 1.64e-04, 1.73e-04, 8.79e-05, 2.05e-04, 2.07e-08, 8.14e-10, 1.85e-12, 0.00e+00, 1.16e-05, 0.00e+00, 5.69e-05, 1.30e-05] []
157900 [2.46e-06, 4.41e-06, 4.23e-06, 3.93e-06, 4.76e-06, 1.29e-06, 1.43e-06, 1.03e-09, 7.02e-11, 8.03e-09, 8.69e-07, 1.38e-06, 1.30e-06, 4.96e-08, 1.11e-08, 1.23e-08, 3.70e-09, 9.28e-10, 3.04e-10, 4.79e-12, 6.34e-08, 1.24e-08] [2.46e-06, 4.41e-06, 4.23e-06, 3.93e-06, 4.76e-06, 1.29e-06, 1.43e-06, 1.03e-09, 7.02e-11, 8.03e-09, 8.69e-07, 1.38e-06, 1.30e-06, 4.96e-08, 1.11e-08, 1.23e-08, 3.70e-09, 9.28e-10, 3.04e-10, 4.79e-12, 6.34e-08, 1.24e-08] []
158000 [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09] [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 41.622855 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
158000 [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09] [2.35e-06, 4.35e-06, 4.13e-06, 4.01e-06, 4.63e-06, 1.31e-06, 1.37e-06, 2.04e-09, 4.22e-11, 2.03e-11, 7.16e-07, 1.26e-06, 1.08e-06, 4.61e-08, 7.48e-09, 1.09e-08, 4.71e-09, 2.44e-09, 3.13e-10, 5.16e-11, 1.43e-08, 2.27e-09] []
158100 [3.69e-06, 4.24e-06, 4.15e-06, 3.59e-06, 4.63e-06, 1.36e-06, 1.38e-06, 3.50e-07, 1.50e-08, 3.81e-09, 3.72e-06, 5.12e-06, 6.50e-06, 5.52e-06, 2.37e-07, 2.95e-07, 3.49e-08, 2.78e-08, 2.35e-08, 0.00e+00, 1.47e-07, 3.30e-08] [3.69e-06, 4.24e-06, 4.15e-06, 3.59e-06, 4.63e-06, 1.36e-06, 1.38e-06, 3.50e-07, 1.50e-08, 3.81e-09, 3.72e-06, 5.12e-06, 6.50e-06, 5.52e-06, 2.37e-07, 2.95e-07, 3.49e-08, 2.78e-08, 2.35e-08, 0.00e+00, 1.47e-07, 3.30e-08] []
158200 [2.41e-06, 4.38e-06, 4.10e-06, 3.87e-06, 4.69e-06, 1.34e-06, 1.34e-06, 3.41e-09, 1.36e-08, 5.59e-10, 7.52e-07, 1.32e-06, 1.14e-06, 3.97e-08, 6.86e-09, 1.22e-08, 5.02e-09, 3.14e-09, 2.31e-14, 0.00e+00, 3.92e-08, 1.74e-08] [2.41e-06, 4.38e-06, 4.10e-06, 3.87e-06, 4.69e-06, 1.34e-06, 1.34e-06, 3.41e-09, 1.36e-08, 5.59e-10, 7.52e-07, 1.32e-06, 1.14e-06, 3.97e-08, 6.86e-09, 1.22e-08, 5.02e-09, 3.14e-09, 2.31e-14, 0.00e+00, 3.92e-08, 1.74e-08] []
158300 [2.40e-06, 4.34e-06, 4.01e-06, 3.84e-06, 4.60e-06, 1.37e-06, 1.40e-06, 8.16e-10, 5.75e-07, 1.29e-07, 7.40e-07, 1.23e-06, 2.37e-06, 2.20e-06, 3.33e-08, 5.25e-08, 4.80e-08, 4.09e-08, 1.42e-10, 0.00e+00, 3.84e-08, 1.63e-06] [2.40e-06, 4.34e-06, 4.01e-06, 3.84e-06, 4.60e-06, 1.37e-06, 1.40e-06, 8.16e-10, 5.75e-07, 1.29e-07, 7.40e-07, 1.23e-06, 2.37e-06, 2.20e-06, 3.33e-08, 5.25e-08, 4.80e-08, 4.09e-08, 1.42e-10, 0.00e+00, 3.84e-08, 1.63e-06] []
158400 [2.15e-06, 4.34e-06, 4.06e-06, 3.89e-06, 4.59e-06, 1.36e-06, 1.32e-06, 1.63e-07, 8.88e-09, 1.02e-08, 7.03e-07, 1.42e-06, 1.19e-06, 4.76e-08, 9.07e-09, 1.97e-08, 6.57e-09, 4.42e-09, 0.00e+00, 9.86e-11, 2.20e-07, 2.31e-08] [2.15e-06, 4.34e-06, 4.06e-06, 3.89e-06, 4.59e-06, 1.36e-06, 1.32e-06, 1.63e-07, 8.88e-09, 1.02e-08, 7.03e-07, 1.42e-06, 1.19e-06, 4.76e-08, 9.07e-09, 1.97e-08, 6.57e-09, 4.42e-09, 0.00e+00, 9.86e-11, 2.20e-07, 2.31e-08] []
158500 [1.77e-05, 4.21e-06, 3.88e-06, 6.36e-06, 4.56e-06, 3.01e-06, 2.36e-06, 1.24e-05, 4.60e-07, 4.92e-05, 2.68e-04, 3.27e-04, 1.05e-03, 8.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-07, 0.00e+00, 4.54e-06, 1.58e-06] [1.77e-05, 4.21e-06, 3.88e-06, 6.36e-06, 4.56e-06, 3.01e-06, 2.36e-06, 1.24e-05, 4.60e-07, 4.92e-05, 2.68e-04, 3.27e-04, 1.05e-03, 8.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-07, 0.00e+00, 4.54e-06, 1.58e-06] []
158600 [2.38e-06, 4.46e-06, 4.07e-06, 3.78e-06, 4.72e-06, 1.35e-06, 1.36e-06, 8.70e-11, 6.06e-09, 1.38e-09, 8.41e-07, 1.47e-06, 1.33e-06, 9.78e-08, 1.06e-08, 8.32e-09, 4.69e-09, 1.31e-09, 1.23e-10, 5.54e-11, 7.11e-08, 1.06e-08] [2.38e-06, 4.46e-06, 4.07e-06, 3.78e-06, 4.72e-06, 1.35e-06, 1.36e-06, 8.70e-11, 6.06e-09, 1.38e-09, 8.41e-07, 1.47e-06, 1.33e-06, 9.78e-08, 1.06e-08, 8.32e-09, 4.69e-09, 1.31e-09, 1.23e-10, 5.54e-11, 7.11e-08, 1.06e-08] []
158700 [2.30e-06, 4.40e-06, 3.99e-06, 3.91e-06, 4.56e-06, 1.38e-06, 1.30e-06, 9.28e-10, 1.16e-09, 6.28e-10, 6.92e-07, 1.25e-06, 1.19e-06, 4.18e-08, 9.61e-09, 1.35e-08, 7.08e-09, 4.88e-09, 1.31e-10, 2.20e-10, 1.10e-08, 2.47e-09] [2.30e-06, 4.40e-06, 3.99e-06, 3.91e-06, 4.56e-06, 1.38e-06, 1.30e-06, 9.28e-10, 1.16e-09, 6.28e-10, 6.92e-07, 1.25e-06, 1.19e-06, 4.18e-08, 9.61e-09, 1.35e-08, 7.08e-09, 4.88e-09, 1.31e-10, 2.20e-10, 1.10e-08, 2.47e-09] []
158800 [2.20e-06, 4.31e-06, 4.01e-06, 3.71e-06, 4.66e-06, 1.34e-06, 1.30e-06, 1.43e-06, 1.01e-07, 2.86e-06, 2.77e-06, 5.00e-06, 4.81e-06, 2.15e-05, 0.00e+00, 0.00e+00, 1.28e-10, 0.00e+00, 1.30e-07, 0.00e+00, 8.61e-07, 2.16e-07] [2.20e-06, 4.31e-06, 4.01e-06, 3.71e-06, 4.66e-06, 1.34e-06, 1.30e-06, 1.43e-06, 1.01e-07, 2.86e-06, 2.77e-06, 5.00e-06, 4.81e-06, 2.15e-05, 0.00e+00, 0.00e+00, 1.28e-10, 0.00e+00, 1.30e-07, 0.00e+00, 8.61e-07, 2.16e-07] []
158900 [2.32e-06, 4.38e-06, 3.98e-06, 3.76e-06, 4.62e-06, 1.40e-06, 1.29e-06, 5.38e-10, 8.52e-11, 5.73e-10, 6.88e-07, 1.32e-06, 1.21e-06, 3.70e-08, 8.33e-09, 1.43e-08, 1.14e-08, 4.92e-09, 1.37e-11, 2.23e-12, 2.44e-08, 1.87e-09] [2.32e-06, 4.38e-06, 3.98e-06, 3.76e-06, 4.62e-06, 1.40e-06, 1.29e-06, 5.38e-10, 8.52e-11, 5.73e-10, 6.88e-07, 1.32e-06, 1.21e-06, 3.70e-08, 8.33e-09, 1.43e-08, 1.14e-08, 4.92e-09, 1.37e-11, 2.23e-12, 2.44e-08, 1.87e-09] []
159000 [2.12e-06, 4.34e-06, 3.93e-06, 3.85e-06, 4.49e-06, 1.44e-06, 1.24e-06, 5.87e-09, 1.44e-09, 4.47e-10, 6.07e-07, 1.30e-06, 1.10e-06, 1.39e-07, 7.01e-09, 1.09e-08, 1.07e-08, 3.22e-09, 1.77e-12, 1.56e-10, 2.45e-08, 2.00e-09] [2.12e-06, 4.34e-06, 3.93e-06, 3.85e-06, 4.49e-06, 1.44e-06, 1.24e-06, 5.87e-09, 1.44e-09, 4.47e-10, 6.07e-07, 1.30e-06, 1.10e-06, 1.39e-07, 7.01e-09, 1.09e-08, 1.07e-08, 3.22e-09, 1.77e-12, 1.56e-10, 2.45e-08, 2.00e-09] []
159100 [2.43e-06, 4.54e-06, 4.05e-06, 3.86e-06, 4.53e-06, 1.40e-06, 1.32e-06, 1.40e-07, 1.24e-07, 1.40e-08, 1.14e-06, 1.83e-06, 1.48e-06, 2.11e-07, 1.75e-08, 1.43e-08, 4.17e-09, 7.34e-10, 3.96e-09, 2.21e-09, 1.90e-08, 8.08e-09] [2.43e-06, 4.54e-06, 4.05e-06, 3.86e-06, 4.53e-06, 1.40e-06, 1.32e-06, 1.40e-07, 1.24e-07, 1.40e-08, 1.14e-06, 1.83e-06, 1.48e-06, 2.11e-07, 1.75e-08, 1.43e-08, 4.17e-09, 7.34e-10, 3.96e-09, 2.21e-09, 1.90e-08, 8.08e-09] []
159200 [8.01e-05, 1.08e-05, 7.94e-06, 1.14e-05, 1.09e-05, 7.99e-06, 4.15e-06, 5.58e-07, 1.27e-06, 2.44e-04, 2.25e-04, 8.75e-04, 1.26e-03, 6.00e-03, 9.60e-05, 9.75e-05, 3.43e-05, 3.46e-05, 8.22e-08, 2.60e-07, 5.53e-07, 1.52e-06] [8.01e-05, 1.08e-05, 7.94e-06, 1.14e-05, 1.09e-05, 7.99e-06, 4.15e-06, 5.58e-07, 1.27e-06, 2.44e-04, 2.25e-04, 8.75e-04, 1.26e-03, 6.00e-03, 9.60e-05, 9.75e-05, 3.43e-05, 3.46e-05, 8.22e-08, 2.60e-07, 5.53e-07, 1.52e-06] []
159300 [2.22e-06, 4.45e-06, 3.92e-06, 3.65e-06, 4.67e-06, 1.39e-06, 1.26e-06, 1.89e-09, 6.11e-09, 2.80e-09, 6.96e-07, 1.41e-06, 1.31e-06, 8.43e-08, 7.78e-09, 1.11e-08, 5.45e-09, 2.91e-09, 2.79e-10, 0.00e+00, 1.10e-08, 2.61e-08] [2.22e-06, 4.45e-06, 3.92e-06, 3.65e-06, 4.67e-06, 1.39e-06, 1.26e-06, 1.89e-09, 6.11e-09, 2.80e-09, 6.96e-07, 1.41e-06, 1.31e-06, 8.43e-08, 7.78e-09, 1.11e-08, 5.45e-09, 2.91e-09, 2.79e-10, 0.00e+00, 1.10e-08, 2.61e-08] []
159400 [2.94e-06, 4.35e-06, 3.96e-06, 3.78e-06, 4.47e-06, 1.44e-06, 1.39e-06, 8.29e-07, 5.66e-05, 7.74e-08, 1.60e-06, 4.17e-06, 7.61e-06, 1.61e-05, 1.98e-07, 2.42e-07, 1.26e-07, 1.07e-07, 0.00e+00, 9.65e-06, 1.36e-06, 4.64e-05] [2.94e-06, 4.35e-06, 3.96e-06, 3.78e-06, 4.47e-06, 1.44e-06, 1.39e-06, 8.29e-07, 5.66e-05, 7.74e-08, 1.60e-06, 4.17e-06, 7.61e-06, 1.61e-05, 1.98e-07, 2.42e-07, 1.26e-07, 1.07e-07, 0.00e+00, 9.65e-06, 1.36e-06, 4.64e-05] []
159500 [2.53e-06, 4.37e-06, 3.82e-06, 3.66e-06, 4.44e-06, 1.45e-06, 1.26e-06, 1.08e-07, 2.42e-10, 2.35e-07, 1.15e-06, 2.18e-06, 5.88e-06, 9.85e-06, 8.68e-08, 9.51e-08, 6.60e-08, 7.22e-08, 2.27e-08, 1.42e-12, 1.49e-07, 5.51e-08] [2.53e-06, 4.37e-06, 3.82e-06, 3.66e-06, 4.44e-06, 1.45e-06, 1.26e-06, 1.08e-07, 2.42e-10, 2.35e-07, 1.15e-06, 2.18e-06, 5.88e-06, 9.85e-06, 8.68e-08, 9.51e-08, 6.60e-08, 7.22e-08, 2.27e-08, 1.42e-12, 1.49e-07, 5.51e-08] []
159600 [2.23e-06, 4.37e-06, 3.86e-06, 3.64e-06, 4.52e-06, 1.44e-06, 1.24e-06, 1.07e-07, 7.49e-09, 1.11e-07, 7.84e-07, 1.60e-06, 1.44e-06, 1.44e-06, 2.34e-08, 4.49e-08, 1.10e-08, 1.26e-08, 0.00e+00, 8.43e-11, 2.03e-07, 1.93e-08] [2.23e-06, 4.37e-06, 3.86e-06, 3.64e-06, 4.52e-06, 1.44e-06, 1.24e-06, 1.07e-07, 7.49e-09, 1.11e-07, 7.84e-07, 1.60e-06, 1.44e-06, 1.44e-06, 2.34e-08, 4.49e-08, 1.10e-08, 1.26e-08, 0.00e+00, 8.43e-11, 2.03e-07, 1.93e-08] []
159700 [4.91e-06, 4.03e-06, 3.94e-06, 3.55e-06, 3.39e-06, 1.42e-06, 1.23e-06, 1.90e-05, 2.05e-08, 1.23e-08, 1.62e-05, 1.80e-05, 3.97e-05, 2.79e-05, 1.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-06, 0.00e+00, 1.45e-05, 8.14e-08] [4.91e-06, 4.03e-06, 3.94e-06, 3.55e-06, 3.39e-06, 1.42e-06, 1.23e-06, 1.90e-05, 2.05e-08, 1.23e-08, 1.62e-05, 1.80e-05, 3.97e-05, 2.79e-05, 1.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-06, 0.00e+00, 1.45e-05, 8.14e-08] []
159800 [2.07e-06, 4.35e-06, 3.77e-06, 3.61e-06, 4.43e-06, 1.47e-06, 1.18e-06, 1.57e-09, 2.99e-09, 1.49e-09, 6.19e-07, 1.39e-06, 1.35e-06, 9.52e-08, 6.81e-09, 1.08e-08, 5.21e-09, 3.81e-09, 4.33e-11, 1.26e-10, 3.56e-08, 1.68e-09] [2.07e-06, 4.35e-06, 3.77e-06, 3.61e-06, 4.43e-06, 1.47e-06, 1.18e-06, 1.57e-09, 2.99e-09, 1.49e-09, 6.19e-07, 1.39e-06, 1.35e-06, 9.52e-08, 6.81e-09, 1.08e-08, 5.21e-09, 3.81e-09, 4.33e-11, 1.26e-10, 3.56e-08, 1.68e-09] []
159900 [2.84e-06, 3.74e-06, 3.78e-06, 2.92e-06, 3.23e-06, 1.95e-06, 1.47e-06, 2.29e-05, 2.52e-07, 7.38e-06, 2.07e-05, 5.14e-05, 5.60e-05, 7.96e-06, 4.53e-09, 2.14e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 4.18e-07] [2.84e-06, 3.74e-06, 3.78e-06, 2.92e-06, 3.23e-06, 1.95e-06, 1.47e-06, 2.29e-05, 2.52e-07, 7.38e-06, 2.07e-05, 5.14e-05, 5.60e-05, 7.96e-06, 4.53e-09, 2.14e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 4.18e-07] []
160000 [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09] [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 40.956979 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
160000 [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09] [2.04e-06, 4.31e-06, 3.72e-06, 3.58e-06, 4.39e-06, 1.50e-06, 1.16e-06, 4.34e-09, 3.89e-11, 1.68e-09, 6.07e-07, 1.42e-06, 1.35e-06, 3.65e-08, 1.04e-08, 1.45e-08, 6.96e-09, 5.13e-09, 1.96e-10, 0.00e+00, 1.64e-08, 2.20e-09] []
160100 [5.20e-06, 4.23e-06, 3.89e-06, 3.52e-06, 3.59e-06, 1.57e-06, 1.21e-06, 2.57e-07, 2.50e-06, 6.11e-06, 1.57e-05, 2.49e-05, 2.24e-05, 1.37e-05, 2.57e-07, 2.95e-07, 5.69e-08, 2.11e-08, 0.00e+00, 0.00e+00, 1.09e-06, 3.19e-06] [5.20e-06, 4.23e-06, 3.89e-06, 3.52e-06, 3.59e-06, 1.57e-06, 1.21e-06, 2.57e-07, 2.50e-06, 6.11e-06, 1.57e-05, 2.49e-05, 2.24e-05, 1.37e-05, 2.57e-07, 2.95e-07, 5.69e-08, 2.11e-08, 0.00e+00, 0.00e+00, 1.09e-06, 3.19e-06] []
160200 [2.04e-06, 4.33e-06, 3.69e-06, 3.66e-06, 4.29e-06, 1.48e-06, 1.12e-06, 9.28e-10, 2.68e-09, 6.78e-11, 6.41e-07, 1.42e-06, 1.35e-06, 3.99e-08, 8.18e-09, 1.12e-08, 2.53e-09, 2.68e-09, 1.56e-10, 0.00e+00, 1.42e-08, 3.76e-09] [2.04e-06, 4.33e-06, 3.69e-06, 3.66e-06, 4.29e-06, 1.48e-06, 1.12e-06, 9.28e-10, 2.68e-09, 6.78e-11, 6.41e-07, 1.42e-06, 1.35e-06, 3.99e-08, 8.18e-09, 1.12e-08, 2.53e-09, 2.68e-09, 1.56e-10, 0.00e+00, 1.42e-08, 3.76e-09] []
160300 [3.22e-06, 3.90e-06, 3.60e-06, 3.31e-06, 3.89e-06, 1.51e-06, 1.13e-06, 9.82e-06, 1.44e-06, 2.14e-06, 3.72e-06, 5.61e-06, 6.42e-06, 2.98e-06, 2.70e-08, 5.30e-07, 3.42e-08, 1.72e-08, 9.17e-07, 0.00e+00, 5.63e-06, 2.78e-06] [3.22e-06, 3.90e-06, 3.60e-06, 3.31e-06, 3.89e-06, 1.51e-06, 1.13e-06, 9.82e-06, 1.44e-06, 2.14e-06, 3.72e-06, 5.61e-06, 6.42e-06, 2.98e-06, 2.70e-08, 5.30e-07, 3.42e-08, 1.72e-08, 9.17e-07, 0.00e+00, 5.63e-06, 2.78e-06] []
160400 [1.98e-06, 4.28e-06, 3.64e-06, 3.64e-06, 4.22e-06, 1.50e-06, 1.12e-06, 1.91e-09, 3.54e-10, 1.77e-09, 6.74e-07, 1.47e-06, 1.31e-06, 3.47e-08, 9.40e-09, 1.69e-08, 1.34e-08, 5.63e-09, 4.16e-11, 1.93e-12, 4.13e-08, 3.13e-08] [1.98e-06, 4.28e-06, 3.64e-06, 3.64e-06, 4.22e-06, 1.50e-06, 1.12e-06, 1.91e-09, 3.54e-10, 1.77e-09, 6.74e-07, 1.47e-06, 1.31e-06, 3.47e-08, 9.40e-09, 1.69e-08, 1.34e-08, 5.63e-09, 4.16e-11, 1.93e-12, 4.13e-08, 3.13e-08] []
160500 [4.62e-06, 4.18e-06, 3.89e-06, 3.55e-06, 3.36e-06, 1.55e-06, 1.08e-06, 1.26e-05, 1.37e-06, 4.98e-07, 1.73e-05, 1.50e-05, 4.29e-05, 1.16e-05, 4.61e-08, 2.85e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-07, 1.91e-05, 8.76e-07] [4.62e-06, 4.18e-06, 3.89e-06, 3.55e-06, 3.36e-06, 1.55e-06, 1.08e-06, 1.26e-05, 1.37e-06, 4.98e-07, 1.73e-05, 1.50e-05, 4.29e-05, 1.16e-05, 4.61e-08, 2.85e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-07, 1.91e-05, 8.76e-07] []
160600 [1.98e-06, 4.27e-06, 3.62e-06, 3.59e-06, 4.22e-06, 1.50e-06, 1.09e-06, 9.40e-09, 5.23e-09, 3.16e-10, 6.38e-07, 1.45e-06, 1.35e-06, 3.47e-08, 8.58e-09, 1.43e-08, 4.45e-09, 3.95e-09, 6.58e-10, 0.00e+00, 1.04e-08, 9.34e-09] [1.98e-06, 4.27e-06, 3.62e-06, 3.59e-06, 4.22e-06, 1.50e-06, 1.09e-06, 9.40e-09, 5.23e-09, 3.16e-10, 6.38e-07, 1.45e-06, 1.35e-06, 3.47e-08, 8.58e-09, 1.43e-08, 4.45e-09, 3.95e-09, 6.58e-10, 0.00e+00, 1.04e-08, 9.34e-09] []
160700 [7.22e-06, 4.71e-06, 4.19e-06, 4.66e-06, 3.52e-06, 1.83e-06, 1.11e-06, 5.82e-09, 8.96e-06, 5.20e-06, 1.29e-04, 8.97e-05, 3.12e-04, 2.88e-05, 1.59e-08, 5.28e-09, 0.00e+00, 0.00e+00, 3.53e-11, 1.72e-06, 3.89e-07, 8.95e-06] [7.22e-06, 4.71e-06, 4.19e-06, 4.66e-06, 3.52e-06, 1.83e-06, 1.11e-06, 5.82e-09, 8.96e-06, 5.20e-06, 1.29e-04, 8.97e-05, 3.12e-04, 2.88e-05, 1.59e-08, 5.28e-09, 0.00e+00, 0.00e+00, 3.53e-11, 1.72e-06, 3.89e-07, 8.95e-06] []
160800 [1.84e-06, 4.14e-06, 3.56e-06, 3.49e-06, 4.15e-06, 1.56e-06, 1.08e-06, 4.63e-09, 1.31e-09, 2.22e-09, 6.00e-07, 1.50e-06, 1.33e-06, 3.52e-08, 7.62e-09, 1.56e-08, 4.51e-09, 4.10e-09, 2.29e-13, 0.00e+00, 2.27e-08, 4.53e-09] [1.84e-06, 4.14e-06, 3.56e-06, 3.49e-06, 4.15e-06, 1.56e-06, 1.08e-06, 4.63e-09, 1.31e-09, 2.22e-09, 6.00e-07, 1.50e-06, 1.33e-06, 3.52e-08, 7.62e-09, 1.56e-08, 4.51e-09, 4.10e-09, 2.29e-13, 0.00e+00, 2.27e-08, 4.53e-09] []
160900 [1.70e-06, 4.10e-06, 3.61e-06, 3.25e-06, 4.00e-06, 1.53e-06, 1.18e-06, 1.09e-06, 1.27e-07, 5.02e-07, 3.43e-06, 6.18e-06, 7.68e-06, 2.21e-05, 1.50e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-09, 2.17e-06, 6.95e-08] [1.70e-06, 4.10e-06, 3.61e-06, 3.25e-06, 4.00e-06, 1.53e-06, 1.18e-06, 1.09e-06, 1.27e-07, 5.02e-07, 3.43e-06, 6.18e-06, 7.68e-06, 2.21e-05, 1.50e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-09, 2.17e-06, 6.95e-08] []
161000 [1.76e-06, 4.13e-06, 3.54e-06, 3.59e-06, 4.01e-06, 1.56e-06, 1.09e-06, 8.26e-10, 1.13e-09, 1.11e-09, 6.02e-07, 1.48e-06, 1.31e-06, 5.71e-08, 6.96e-09, 1.22e-08, 1.35e-09, 1.59e-09, 5.79e-10, 3.18e-11, 9.23e-09, 1.34e-09] [1.76e-06, 4.13e-06, 3.54e-06, 3.59e-06, 4.01e-06, 1.56e-06, 1.09e-06, 8.26e-10, 1.13e-09, 1.11e-09, 6.02e-07, 1.48e-06, 1.31e-06, 5.71e-08, 6.96e-09, 1.22e-08, 1.35e-09, 1.59e-09, 5.79e-10, 3.18e-11, 9.23e-09, 1.34e-09] []
161100 [1.81e-06, 3.95e-06, 3.70e-06, 3.37e-06, 3.95e-06, 1.57e-06, 1.10e-06, 2.92e-06, 7.38e-09, 3.29e-07, 2.03e-06, 3.30e-06, 2.00e-06, 1.57e-06, 2.90e-09, 0.00e+00, 1.27e-07, 0.00e+00, 0.00e+00, 5.55e-11, 4.22e-06, 4.26e-08] [1.81e-06, 3.95e-06, 3.70e-06, 3.37e-06, 3.95e-06, 1.57e-06, 1.10e-06, 2.92e-06, 7.38e-09, 3.29e-07, 2.03e-06, 3.30e-06, 2.00e-06, 1.57e-06, 2.90e-09, 0.00e+00, 1.27e-07, 0.00e+00, 0.00e+00, 5.55e-11, 4.22e-06, 4.26e-08] []
161200 [1.72e-06, 3.96e-06, 3.57e-06, 3.58e-06, 3.89e-06, 1.64e-06, 1.05e-06, 2.06e-10, 1.80e-10, 3.88e-10, 6.18e-07, 1.48e-06, 1.29e-06, 4.25e-08, 3.81e-09, 1.47e-08, 2.40e-09, 2.38e-09, 1.58e-10, 5.16e-11, 1.04e-08, 1.17e-09] [1.72e-06, 3.96e-06, 3.57e-06, 3.58e-06, 3.89e-06, 1.64e-06, 1.05e-06, 2.06e-10, 1.80e-10, 3.88e-10, 6.18e-07, 1.48e-06, 1.29e-06, 4.25e-08, 3.81e-09, 1.47e-08, 2.40e-09, 2.38e-09, 1.58e-10, 5.16e-11, 1.04e-08, 1.17e-09] []
161300 [3.22e-06, 3.67e-06, 3.81e-06, 3.59e-06, 2.95e-06, 1.71e-06, 1.04e-06, 4.19e-06, 2.30e-06, 2.09e-06, 1.49e-05, 1.81e-05, 6.13e-05, 5.92e-05, 7.58e-08, 0.00e+00, 0.00e+00, 1.63e-08, 0.00e+00, 0.00e+00, 9.08e-06, 3.71e-06] [3.22e-06, 3.67e-06, 3.81e-06, 3.59e-06, 2.95e-06, 1.71e-06, 1.04e-06, 4.19e-06, 2.30e-06, 2.09e-06, 1.49e-05, 1.81e-05, 6.13e-05, 5.92e-05, 7.58e-08, 0.00e+00, 0.00e+00, 1.63e-08, 0.00e+00, 0.00e+00, 9.08e-06, 3.71e-06] []
161400 [1.76e-06, 3.87e-06, 3.60e-06, 3.56e-06, 3.80e-06, 1.66e-06, 1.03e-06, 7.86e-11, 3.35e-09, 1.76e-10, 6.44e-07, 1.51e-06, 1.30e-06, 3.12e-08, 3.24e-09, 9.52e-09, 1.39e-09, 1.65e-09, 3.39e-10, 4.60e-10, 9.85e-09, 3.01e-09] [1.76e-06, 3.87e-06, 3.60e-06, 3.56e-06, 3.80e-06, 1.66e-06, 1.03e-06, 7.86e-11, 3.35e-09, 1.76e-10, 6.44e-07, 1.51e-06, 1.30e-06, 3.12e-08, 3.24e-09, 9.52e-09, 1.39e-09, 1.65e-09, 3.39e-10, 4.60e-10, 9.85e-09, 3.01e-09] []
161500 [1.61e-06, 3.68e-06, 3.36e-06, 3.07e-06, 3.93e-06, 1.67e-06, 1.11e-06, 6.67e-07, 3.16e-06, 4.45e-07, 1.22e-06, 3.02e-06, 2.45e-06, 4.51e-06, 5.51e-09, 0.00e+00, 1.38e-10, 0.00e+00, 3.61e-08, 0.00e+00, 2.14e-07, 5.21e-06] [1.61e-06, 3.68e-06, 3.36e-06, 3.07e-06, 3.93e-06, 1.67e-06, 1.11e-06, 6.67e-07, 3.16e-06, 4.45e-07, 1.22e-06, 3.02e-06, 2.45e-06, 4.51e-06, 5.51e-09, 0.00e+00, 1.38e-10, 0.00e+00, 3.61e-08, 0.00e+00, 2.14e-07, 5.21e-06] []
161600 [6.16e-06, 3.15e-06, 3.74e-06, 2.96e-06, 3.55e-06, 2.36e-06, 1.07e-06, 7.09e-06, 1.47e-07, 3.30e-06, 5.73e-05, 5.43e-05, 1.79e-04, 1.90e-04, 7.33e-07, 1.58e-06, 6.52e-09, 7.65e-06, 1.43e-06, 1.34e-08, 8.45e-06, 9.43e-08] [6.16e-06, 3.15e-06, 3.74e-06, 2.96e-06, 3.55e-06, 2.36e-06, 1.07e-06, 7.09e-06, 1.47e-07, 3.30e-06, 5.73e-05, 5.43e-05, 1.79e-04, 1.90e-04, 7.33e-07, 1.58e-06, 6.52e-09, 7.65e-06, 1.43e-06, 1.34e-08, 8.45e-06, 9.43e-08] []
161700 [1.36e-06, 3.73e-06, 3.53e-06, 3.30e-06, 3.76e-06, 1.76e-06, 1.05e-06, 5.19e-07, 2.96e-09, 2.35e-07, 9.08e-07, 3.49e-06, 4.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-07, 1.91e-08] [1.36e-06, 3.73e-06, 3.53e-06, 3.30e-06, 3.76e-06, 1.76e-06, 1.05e-06, 5.19e-07, 2.96e-09, 2.35e-07, 9.08e-07, 3.49e-06, 4.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-07, 1.91e-08] []
161800 [1.56e-06, 3.60e-06, 3.54e-06, 3.11e-06, 3.96e-06, 1.81e-06, 1.08e-06, 6.40e-08, 1.14e-08, 1.45e-08, 7.36e-07, 1.49e-06, 2.08e-06, 1.17e-06, 1.80e-08, 2.78e-08, 1.05e-08, 1.18e-08, 1.66e-08, 1.45e-09, 1.00e-07, 8.62e-09] [1.56e-06, 3.60e-06, 3.54e-06, 3.11e-06, 3.96e-06, 1.81e-06, 1.08e-06, 6.40e-08, 1.14e-08, 1.45e-08, 7.36e-07, 1.49e-06, 2.08e-06, 1.17e-06, 1.80e-08, 2.78e-08, 1.05e-08, 1.18e-08, 1.66e-08, 1.45e-09, 1.00e-07, 8.62e-09] []
161900 [2.60e-06, 3.07e-06, 3.30e-06, 2.67e-06, 3.55e-06, 1.88e-06, 1.19e-06, 1.09e-05, 2.95e-06, 3.32e-06, 5.84e-06, 8.01e-06, 2.10e-05, 2.38e-05, 2.13e-07, 3.22e-07, 7.02e-07, 3.41e-08, 0.00e+00, 0.00e+00, 1.30e-05, 5.67e-06] [2.60e-06, 3.07e-06, 3.30e-06, 2.67e-06, 3.55e-06, 1.88e-06, 1.19e-06, 1.09e-05, 2.95e-06, 3.32e-06, 5.84e-06, 8.01e-06, 2.10e-05, 2.38e-05, 2.13e-07, 3.22e-07, 7.02e-07, 3.41e-08, 0.00e+00, 0.00e+00, 1.30e-05, 5.67e-06] []
162000 [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05] [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 44.739933 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
162000 [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05] [4.87e-05, 8.10e-06, 5.46e-06, 7.32e-06, 7.86e-06, 6.67e-06, 2.95e-06, 9.43e-06, 2.55e-05, 1.62e-04, 1.74e-04, 4.70e-04, 5.41e-04, 3.23e-03, 4.59e-05, 5.63e-05, 2.69e-05, 9.67e-06, 0.00e+00, 6.60e-06, 1.13e-05, 2.98e-05] []
162100 [1.41e-06, 3.44e-06, 3.49e-06, 3.13e-06, 3.64e-06, 1.81e-06, 1.06e-06, 2.57e-09, 1.76e-09, 8.30e-10, 6.30e-07, 1.73e-06, 1.37e-06, 2.44e-07, 3.88e-11, 6.95e-09, 4.00e-10, 5.85e-09, 5.94e-10, 4.75e-11, 1.21e-08, 2.54e-09] [1.41e-06, 3.44e-06, 3.49e-06, 3.13e-06, 3.64e-06, 1.81e-06, 1.06e-06, 2.57e-09, 1.76e-09, 8.30e-10, 6.30e-07, 1.73e-06, 1.37e-06, 2.44e-07, 3.88e-11, 6.95e-09, 4.00e-10, 5.85e-09, 5.94e-10, 4.75e-11, 1.21e-08, 2.54e-09] []
162200 [1.23e-06, 3.44e-06, 3.48e-06, 2.90e-06, 3.95e-06, 1.79e-06, 1.17e-06, 2.70e-09, 9.84e-07, 1.65e-07, 7.56e-07, 2.42e-06, 2.27e-06, 3.22e-06, 9.38e-12, 2.75e-09, 0.00e+00, 4.79e-09, 3.48e-09, 0.00e+00, 2.39e-08, 2.43e-06] [1.23e-06, 3.44e-06, 3.48e-06, 2.90e-06, 3.95e-06, 1.79e-06, 1.17e-06, 2.70e-09, 9.84e-07, 1.65e-07, 7.56e-07, 2.42e-06, 2.27e-06, 3.22e-06, 9.38e-12, 2.75e-09, 0.00e+00, 4.79e-09, 3.48e-09, 0.00e+00, 2.39e-08, 2.43e-06] []
162300 [3.30e-06, 2.62e-06, 3.59e-06, 2.48e-06, 3.28e-06, 1.86e-06, 1.12e-06, 8.81e-08, 3.70e-08, 9.53e-07, 2.11e-05, 2.28e-05, 8.57e-05, 7.06e-05, 3.80e-07, 8.73e-07, 5.85e-07, 1.75e-06, 3.32e-09, 8.10e-10, 3.61e-07, 4.21e-08] [3.30e-06, 2.62e-06, 3.59e-06, 2.48e-06, 3.28e-06, 1.86e-06, 1.12e-06, 8.81e-08, 3.70e-08, 9.53e-07, 2.11e-05, 2.28e-05, 8.57e-05, 7.06e-05, 3.80e-07, 8.73e-07, 5.85e-07, 1.75e-06, 3.32e-09, 8.10e-10, 3.61e-07, 4.21e-08] []
162400 [2.80e-05, 1.09e-05, 5.69e-06, 7.64e-06, 5.45e-06, 5.25e-06, 1.06e-06, 2.77e-04, 2.44e-06, 3.07e-05, 8.21e-05, 3.17e-04, 5.96e-04, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-04, 2.85e-06] [2.80e-05, 1.09e-05, 5.69e-06, 7.64e-06, 5.45e-06, 5.25e-06, 1.06e-06, 2.77e-04, 2.44e-06, 3.07e-05, 8.21e-05, 3.17e-04, 5.96e-04, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-04, 2.85e-06] []
162500 [1.25e-06, 3.02e-06, 3.51e-06, 2.94e-06, 3.47e-06, 1.96e-06, 1.04e-06, 4.55e-08, 8.19e-10, 8.53e-09, 6.61e-07, 1.64e-06, 1.26e-06, 3.32e-07, 1.36e-09, 6.64e-09, 2.00e-09, 2.07e-08, 7.98e-11, 8.94e-11, 4.64e-08, 3.71e-09] [1.25e-06, 3.02e-06, 3.51e-06, 2.94e-06, 3.47e-06, 1.96e-06, 1.04e-06, 4.55e-08, 8.19e-10, 8.53e-09, 6.61e-07, 1.64e-06, 1.26e-06, 3.32e-07, 1.36e-09, 6.64e-09, 2.00e-09, 2.07e-08, 7.98e-11, 8.94e-11, 4.64e-08, 3.71e-09] []
162600 [1.09e-06, 2.85e-06, 3.50e-06, 2.59e-06, 3.42e-06, 1.94e-06, 1.08e-06, 5.10e-06, 4.06e-07, 2.69e-09, 7.07e-07, 3.41e-06, 1.80e-06, 2.04e-06, 0.00e+00, 4.04e-09, 8.68e-11, 1.57e-08, 0.00e+00, 0.00e+00, 4.88e-06, 1.00e-06] [1.09e-06, 2.85e-06, 3.50e-06, 2.59e-06, 3.42e-06, 1.94e-06, 1.08e-06, 5.10e-06, 4.06e-07, 2.69e-09, 7.07e-07, 3.41e-06, 1.80e-06, 2.04e-06, 0.00e+00, 4.04e-09, 8.68e-11, 1.57e-08, 0.00e+00, 0.00e+00, 4.88e-06, 1.00e-06] []
162700 [1.26e-06, 2.92e-06, 3.49e-06, 2.55e-06, 3.72e-06, 1.89e-06, 1.04e-06, 8.89e-08, 5.50e-06, 6.62e-07, 1.34e-06, 7.37e-06, 2.39e-06, 1.51e-05, 0.00e+00, 0.00e+00, 4.62e-10, 2.08e-08, 4.16e-10, 0.00e+00, 1.26e-07, 8.86e-06] [1.26e-06, 2.92e-06, 3.49e-06, 2.55e-06, 3.72e-06, 1.89e-06, 1.04e-06, 8.89e-08, 5.50e-06, 6.62e-07, 1.34e-06, 7.37e-06, 2.39e-06, 1.51e-05, 0.00e+00, 0.00e+00, 4.62e-10, 2.08e-08, 4.16e-10, 0.00e+00, 1.26e-07, 8.86e-06] []
162800 [2.19e-06, 2.75e-06, 3.39e-06, 2.46e-06, 4.13e-06, 1.74e-06, 9.84e-07, 2.11e-05, 8.52e-08, 5.03e-06, 3.95e-06, 1.30e-05, 3.21e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-06, 2.76e-09, 1.68e-05, 6.51e-09] [2.19e-06, 2.75e-06, 3.39e-06, 2.46e-06, 4.13e-06, 1.74e-06, 9.84e-07, 2.11e-05, 8.52e-08, 5.03e-06, 3.95e-06, 1.30e-05, 3.21e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-06, 2.76e-09, 1.68e-05, 6.51e-09] []
162900 [3.83e-06, 2.46e-06, 3.66e-06, 2.56e-06, 3.74e-06, 2.21e-06, 1.09e-06, 6.11e-06, 4.27e-07, 3.90e-06, 5.47e-06, 2.11e-05, 2.53e-05, 1.13e-04, 1.17e-06, 1.49e-06, 4.46e-07, 8.13e-07, 9.96e-07, 0.00e+00, 6.24e-06, 3.66e-07] [3.83e-06, 2.46e-06, 3.66e-06, 2.56e-06, 3.74e-06, 2.21e-06, 1.09e-06, 6.11e-06, 4.27e-07, 3.90e-06, 5.47e-06, 2.11e-05, 2.53e-05, 1.13e-04, 1.17e-06, 1.49e-06, 4.46e-07, 8.13e-07, 9.96e-07, 0.00e+00, 6.24e-06, 3.66e-07] []
163000 [1.09e-05, 3.11e-06, 4.30e-06, 3.06e-06, 4.90e-06, 3.44e-06, 1.54e-06, 1.12e-05, 1.12e-06, 2.79e-05, 4.17e-05, 1.43e-04, 2.53e-05, 4.52e-04, 8.38e-06, 1.15e-05, 2.22e-06, 7.03e-07, 1.98e-06, 0.00e+00, 1.20e-05, 1.66e-06] [1.09e-05, 3.11e-06, 4.30e-06, 3.06e-06, 4.90e-06, 3.44e-06, 1.54e-06, 1.12e-05, 1.12e-06, 2.79e-05, 4.17e-05, 1.43e-04, 2.53e-05, 4.52e-04, 8.38e-06, 1.15e-05, 2.22e-06, 7.03e-07, 1.98e-06, 0.00e+00, 1.20e-05, 1.66e-06] []
163100 [1.10e-05, 2.98e-06, 4.48e-06, 3.13e-06, 4.81e-06, 4.26e-06, 1.30e-06, 1.02e-05, 1.87e-05, 3.22e-05, 3.97e-05, 9.95e-05, 8.85e-05, 6.15e-04, 9.48e-06, 3.82e-06, 1.85e-07, 9.01e-06, 1.98e-06, 3.92e-06, 1.18e-05, 1.84e-05] [1.10e-05, 2.98e-06, 4.48e-06, 3.13e-06, 4.81e-06, 4.26e-06, 1.30e-06, 1.02e-05, 1.87e-05, 3.22e-05, 3.97e-05, 9.95e-05, 8.85e-05, 6.15e-04, 9.48e-06, 3.82e-06, 1.85e-07, 9.01e-06, 1.98e-06, 3.92e-06, 1.18e-05, 1.84e-05] []
163200 [1.17e-05, 6.36e-06, 4.39e-06, 4.24e-06, 4.32e-06, 3.39e-06, 9.80e-07, 4.14e-12, 2.10e-08, 3.32e-05, 2.14e-05, 1.52e-04, 1.22e-04, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-10, 0.00e+00, 3.15e-07, 6.80e-08] [1.17e-05, 6.36e-06, 4.39e-06, 4.24e-06, 4.32e-06, 3.39e-06, 9.80e-07, 4.14e-12, 2.10e-08, 3.32e-05, 2.14e-05, 1.52e-04, 1.22e-04, 7.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-10, 0.00e+00, 3.15e-07, 6.80e-08] []
163300 [1.20e-06, 2.34e-06, 3.61e-06, 2.39e-06, 3.26e-06, 1.76e-06, 9.87e-07, 2.04e-07, 2.12e-07, 5.81e-09, 7.60e-07, 2.15e-06, 1.63e-06, 4.45e-08, 5.35e-09, 2.45e-08, 1.39e-08, 3.57e-08, 0.00e+00, 0.00e+00, 5.19e-07, 4.50e-07] [1.20e-06, 2.34e-06, 3.61e-06, 2.39e-06, 3.26e-06, 1.76e-06, 9.87e-07, 2.04e-07, 2.12e-07, 5.81e-09, 7.60e-07, 2.15e-06, 1.63e-06, 4.45e-08, 5.35e-09, 2.45e-08, 1.39e-08, 3.57e-08, 0.00e+00, 0.00e+00, 5.19e-07, 4.50e-07] []
163400 [1.21e-06, 2.22e-06, 3.93e-06, 2.51e-06, 3.05e-06, 1.56e-06, 9.72e-07, 4.40e-06, 1.78e-05, 2.17e-07, 1.64e-06, 4.86e-06, 9.57e-06, 1.22e-05, 0.00e+00, 1.05e-08, 4.22e-10, 3.83e-09, 4.53e-07, 1.64e-06, 2.93e-06, 8.56e-06] [1.21e-06, 2.22e-06, 3.93e-06, 2.51e-06, 3.05e-06, 1.56e-06, 9.72e-07, 4.40e-06, 1.78e-05, 2.17e-07, 1.64e-06, 4.86e-06, 9.57e-06, 1.22e-05, 0.00e+00, 1.05e-08, 4.22e-10, 3.83e-09, 4.53e-07, 1.64e-06, 2.93e-06, 8.56e-06] []
163500 [1.32e-06, 2.15e-06, 3.64e-06, 2.27e-06, 3.03e-06, 1.51e-06, 8.06e-07, 3.48e-05, 8.77e-08, 4.52e-07, 1.31e-06, 3.60e-06, 2.48e-06, 1.58e-07, 2.29e-07, 0.00e+00, 1.35e-07, 3.41e-09, 4.99e-06, 3.37e-09, 2.83e-05, 1.55e-08] [1.32e-06, 2.15e-06, 3.64e-06, 2.27e-06, 3.03e-06, 1.51e-06, 8.06e-07, 3.48e-05, 8.77e-08, 4.52e-07, 1.31e-06, 3.60e-06, 2.48e-06, 1.58e-07, 2.29e-07, 0.00e+00, 1.35e-07, 3.41e-09, 4.99e-06, 3.37e-09, 2.83e-05, 1.55e-08] []
163600 [2.06e-05, 3.49e-06, 4.03e-06, 2.81e-06, 4.59e-06, 3.79e-06, 1.17e-06, 4.83e-05, 1.42e-06, 1.18e-05, 4.96e-05, 1.43e-04, 2.31e-04, 2.24e-04, 1.00e-05, 8.58e-06, 2.95e-06, 8.71e-07, 0.00e+00, 0.00e+00, 4.95e-05, 1.71e-06] [2.06e-05, 3.49e-06, 4.03e-06, 2.81e-06, 4.59e-06, 3.79e-06, 1.17e-06, 4.83e-05, 1.42e-06, 1.18e-05, 4.96e-05, 1.43e-04, 2.31e-04, 2.24e-04, 1.00e-05, 8.58e-06, 2.95e-06, 8.71e-07, 0.00e+00, 0.00e+00, 4.95e-05, 1.71e-06] []
163700 [1.14e-06, 2.20e-06, 3.43e-06, 2.20e-06, 2.83e-06, 1.57e-06, 8.29e-07, 1.66e-08, 2.92e-10, 1.50e-09, 6.13e-07, 2.05e-06, 1.51e-06, 3.59e-08, 1.17e-08, 1.37e-08, 3.07e-08, 8.51e-09, 1.21e-10, 1.26e-10, 6.80e-08, 9.69e-10] [1.14e-06, 2.20e-06, 3.43e-06, 2.20e-06, 2.83e-06, 1.57e-06, 8.29e-07, 1.66e-08, 2.92e-10, 1.50e-09, 6.13e-07, 2.05e-06, 1.51e-06, 3.59e-08, 1.17e-08, 1.37e-08, 3.07e-08, 8.51e-09, 1.21e-10, 1.26e-10, 6.80e-08, 9.69e-10] []
163800 [1.84e-06, 2.09e-06, 3.69e-06, 2.31e-06, 2.92e-06, 1.65e-06, 8.93e-07, 7.40e-06, 3.74e-08, 4.96e-07, 2.17e-06, 6.40e-06, 3.17e-06, 4.54e-06, 1.56e-07, 1.57e-07, 8.24e-08, 1.22e-08, 7.63e-07, 5.07e-10, 4.84e-06, 1.91e-07] [1.84e-06, 2.09e-06, 3.69e-06, 2.31e-06, 2.92e-06, 1.65e-06, 8.93e-07, 7.40e-06, 3.74e-08, 4.96e-07, 2.17e-06, 6.40e-06, 3.17e-06, 4.54e-06, 1.56e-07, 1.57e-07, 8.24e-08, 1.22e-08, 7.63e-07, 5.07e-10, 4.84e-06, 1.91e-07] []
163900 [3.28e-06, 2.17e-06, 3.72e-06, 2.17e-06, 2.92e-06, 1.62e-06, 9.37e-07, 7.00e-07, 1.70e-05, 3.94e-06, 2.52e-06, 1.52e-05, 1.41e-05, 6.38e-05, 1.48e-06, 2.78e-07, 4.35e-07, 1.37e-07, 6.34e-08, 1.91e-06, 3.75e-07, 9.75e-06] [3.28e-06, 2.17e-06, 3.72e-06, 2.17e-06, 2.92e-06, 1.62e-06, 9.37e-07, 7.00e-07, 1.70e-05, 3.94e-06, 2.52e-06, 1.52e-05, 1.41e-05, 6.38e-05, 1.48e-06, 2.78e-07, 4.35e-07, 1.37e-07, 6.34e-08, 1.91e-06, 3.75e-07, 9.75e-06] []
164000 [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04] [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.762663 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
164000 [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04] [2.16e-06, 2.66e-06, 4.18e-06, 2.94e-06, 3.34e-06, 1.91e-06, 8.50e-07, 4.82e-06, 7.12e-04, 2.77e-06, 9.64e-06, 1.64e-05, 3.08e-05, 3.62e-05, 8.72e-09, 0.00e+00, 1.23e-07, 1.12e-07, 0.00e+00, 0.00e+00, 5.20e-06, 6.70e-04] []
164100 [1.96e-06, 2.70e-06, 3.38e-06, 2.33e-06, 2.63e-06, 1.62e-06, 6.70e-07, 4.30e-09, 1.20e-08, 3.99e-06, 2.90e-06, 2.07e-05, 1.83e-05, 9.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-10, 1.64e-09, 7.71e-08, 9.07e-09] [1.96e-06, 2.70e-06, 3.38e-06, 2.33e-06, 2.63e-06, 1.62e-06, 6.70e-07, 4.30e-09, 1.20e-08, 3.99e-06, 2.90e-06, 2.07e-05, 1.83e-05, 9.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-10, 1.64e-09, 7.71e-08, 9.07e-09] []
164200 [8.87e-07, 1.87e-06, 3.23e-06, 1.84e-06, 2.65e-06, 1.49e-06, 7.26e-07, 6.68e-08, 3.64e-08, 6.47e-10, 4.77e-07, 2.14e-06, 1.79e-06, 1.94e-07, 1.38e-08, 9.64e-09, 3.55e-08, 5.36e-09, 9.06e-09, 4.80e-09, 4.60e-08, 3.09e-08] [8.87e-07, 1.87e-06, 3.23e-06, 1.84e-06, 2.65e-06, 1.49e-06, 7.26e-07, 6.68e-08, 3.64e-08, 6.47e-10, 4.77e-07, 2.14e-06, 1.79e-06, 1.94e-07, 1.38e-08, 9.64e-09, 3.55e-08, 5.36e-09, 9.06e-09, 4.80e-09, 4.60e-08, 3.09e-08] []
164300 [1.05e-06, 1.44e-06, 3.21e-06, 1.88e-06, 2.46e-06, 1.51e-06, 6.89e-07, 2.11e-05, 4.78e-05, 4.52e-08, 3.59e-06, 6.10e-06, 9.88e-06, 1.04e-05, 3.37e-07, 1.61e-07, 3.09e-07, 1.56e-10, 1.63e-06, 0.00e+00, 9.90e-06, 5.11e-05] [1.05e-06, 1.44e-06, 3.21e-06, 1.88e-06, 2.46e-06, 1.51e-06, 6.89e-07, 2.11e-05, 4.78e-05, 4.52e-08, 3.59e-06, 6.10e-06, 9.88e-06, 1.04e-05, 3.37e-07, 1.61e-07, 3.09e-07, 1.56e-10, 1.63e-06, 0.00e+00, 9.90e-06, 5.11e-05] []
164400 [2.59e-06, 2.86e-06, 3.91e-06, 3.52e-06, 2.76e-06, 1.75e-06, 7.95e-07, 4.04e-06, 9.17e-06, 7.03e-06, 4.88e-06, 2.27e-05, 4.55e-05, 1.11e-04, 0.00e+00, 9.44e-11, 0.00e+00, 1.04e-06, 1.52e-06, 8.88e-07, 9.17e-06, 4.72e-06] [2.59e-06, 2.86e-06, 3.91e-06, 3.52e-06, 2.76e-06, 1.75e-06, 7.95e-07, 4.04e-06, 9.17e-06, 7.03e-06, 4.88e-06, 2.27e-05, 4.55e-05, 1.11e-04, 0.00e+00, 9.44e-11, 0.00e+00, 1.04e-06, 1.52e-06, 8.88e-07, 9.17e-06, 4.72e-06] []
164500 [3.50e-05, 7.12e-06, 5.02e-06, 5.87e-06, 5.88e-06, 9.05e-06, 2.65e-06, 1.11e-05, 7.25e-06, 1.22e-04, 2.65e-04, 6.05e-04, 1.12e-04, 2.18e-03, 3.71e-05, 4.89e-05, 4.71e-06, 3.89e-06, 2.39e-07, 0.00e+00, 9.72e-07, 6.42e-06] [3.50e-05, 7.12e-06, 5.02e-06, 5.87e-06, 5.88e-06, 9.05e-06, 2.65e-06, 1.11e-05, 7.25e-06, 1.22e-04, 2.65e-04, 6.05e-04, 1.12e-04, 2.18e-03, 3.71e-05, 4.89e-05, 4.71e-06, 3.89e-06, 2.39e-07, 0.00e+00, 9.72e-07, 6.42e-06] []
164600 [6.95e-07, 1.69e-06, 3.06e-06, 1.56e-06, 2.47e-06, 1.48e-06, 7.20e-07, 3.72e-09, 1.83e-09, 9.35e-08, 5.89e-07, 2.98e-06, 2.66e-06, 4.04e-06, 1.96e-09, 8.14e-10, 9.13e-09, 5.95e-10, 1.44e-09, 1.88e-10, 1.48e-08, 3.01e-09] [6.95e-07, 1.69e-06, 3.06e-06, 1.56e-06, 2.47e-06, 1.48e-06, 7.20e-07, 3.72e-09, 1.83e-09, 9.35e-08, 5.89e-07, 2.98e-06, 2.66e-06, 4.04e-06, 1.96e-09, 8.14e-10, 9.13e-09, 5.95e-10, 1.44e-09, 1.88e-10, 1.48e-08, 3.01e-09] []
164700 [6.72e-07, 1.55e-06, 3.08e-06, 1.63e-06, 2.28e-06, 1.44e-06, 6.51e-07, 1.20e-06, 4.91e-07, 1.56e-09, 4.47e-07, 2.45e-06, 2.02e-06, 7.80e-07, 1.30e-08, 8.63e-09, 6.39e-09, 5.74e-09, 0.00e+00, 7.47e-08, 1.39e-06, 4.42e-07] [6.72e-07, 1.55e-06, 3.08e-06, 1.63e-06, 2.28e-06, 1.44e-06, 6.51e-07, 1.20e-06, 4.91e-07, 1.56e-09, 4.47e-07, 2.45e-06, 2.02e-06, 7.80e-07, 1.30e-08, 8.63e-09, 6.39e-09, 5.74e-09, 0.00e+00, 7.47e-08, 1.39e-06, 4.42e-07] []
164800 [1.19e-06, 1.30e-06, 3.10e-06, 1.64e-06, 2.30e-06, 1.51e-06, 6.27e-07, 1.10e-06, 3.21e-07, 2.66e-07, 4.83e-06, 9.28e-06, 3.34e-05, 2.11e-05, 2.54e-07, 1.34e-07, 2.18e-07, 3.46e-07, 5.15e-08, 3.42e-08, 2.39e-07, 2.09e-07] [1.19e-06, 1.30e-06, 3.10e-06, 1.64e-06, 2.30e-06, 1.51e-06, 6.27e-07, 1.10e-06, 3.21e-07, 2.66e-07, 4.83e-06, 9.28e-06, 3.34e-05, 2.11e-05, 2.54e-07, 1.34e-07, 2.18e-07, 3.46e-07, 5.15e-08, 3.42e-08, 2.39e-07, 2.09e-07] []
164900 [2.25e-06, 4.05e-06, 3.04e-06, 3.56e-06, 3.07e-06, 2.41e-06, 1.38e-06, 4.16e-07, 1.78e-09, 5.72e-07, 2.26e-06, 5.73e-06, 5.95e-06, 3.13e-06, 0.00e+00, 5.57e-08, 4.51e-07, 1.33e-09, 1.61e-07, 9.68e-12, 1.05e-06, 4.57e-07] [2.25e-06, 4.05e-06, 3.04e-06, 3.56e-06, 3.07e-06, 2.41e-06, 1.38e-06, 4.16e-07, 1.78e-09, 5.72e-07, 2.26e-06, 5.73e-06, 5.95e-06, 3.13e-06, 0.00e+00, 5.57e-08, 4.51e-07, 1.33e-09, 1.61e-07, 9.68e-12, 1.05e-06, 4.57e-07] []
165000 [2.02e-05, 4.66e-06, 4.39e-06, 5.11e-06, 4.17e-06, 4.81e-06, 1.87e-06, 3.66e-05, 2.86e-06, 5.81e-05, 6.41e-05, 1.71e-04, 1.86e-04, 1.17e-03, 1.42e-05, 1.83e-05, 4.21e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.40e-05, 2.34e-06] [2.02e-05, 4.66e-06, 4.39e-06, 5.11e-06, 4.17e-06, 4.81e-06, 1.87e-06, 3.66e-05, 2.86e-06, 5.81e-05, 6.41e-05, 1.71e-04, 1.86e-04, 1.17e-03, 1.42e-05, 1.83e-05, 4.21e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.40e-05, 2.34e-06] []
165100 [9.35e-07, 2.10e-06, 2.95e-06, 2.45e-06, 2.06e-06, 1.85e-06, 8.43e-07, 5.79e-09, 1.06e-08, 8.70e-08, 1.26e-06, 3.61e-06, 2.57e-06, 2.81e-06, 2.10e-09, 2.77e-10, 1.24e-08, 0.00e+00, 4.21e-12, 0.00e+00, 1.92e-08, 1.48e-08] [9.35e-07, 2.10e-06, 2.95e-06, 2.45e-06, 2.06e-06, 1.85e-06, 8.43e-07, 5.79e-09, 1.06e-08, 8.70e-08, 1.26e-06, 3.61e-06, 2.57e-06, 2.81e-06, 2.10e-09, 2.77e-10, 1.24e-08, 0.00e+00, 4.21e-12, 0.00e+00, 1.92e-08, 1.48e-08] []
165200 [9.37e-07, 1.89e-06, 3.07e-06, 2.39e-06, 2.14e-06, 1.70e-06, 7.66e-07, 2.33e-07, 1.13e-09, 1.07e-07, 1.19e-06, 3.12e-06, 2.60e-06, 9.62e-07, 3.23e-08, 2.78e-08, 4.61e-09, 2.50e-08, 0.00e+00, 4.80e-12, 3.27e-07, 6.11e-09] [9.37e-07, 1.89e-06, 3.07e-06, 2.39e-06, 2.14e-06, 1.70e-06, 7.66e-07, 2.33e-07, 1.13e-09, 1.07e-07, 1.19e-06, 3.12e-06, 2.60e-06, 9.62e-07, 3.23e-08, 2.78e-08, 4.61e-09, 2.50e-08, 0.00e+00, 4.80e-12, 3.27e-07, 6.11e-09] []
165300 [2.76e-06, 2.01e-06, 4.94e-06, 4.06e-06, 2.76e-06, 2.26e-06, 7.07e-07, 1.60e-04, 7.51e-04, 6.57e-07, 1.06e-05, 1.97e-05, 2.69e-05, 1.76e-06, 1.40e-07, 8.48e-08, 0.00e+00, 4.64e-06, 0.00e+00, 0.00e+00, 1.72e-04, 7.75e-04] [2.76e-06, 2.01e-06, 4.94e-06, 4.06e-06, 2.76e-06, 2.26e-06, 7.07e-07, 1.60e-04, 7.51e-04, 6.57e-07, 1.06e-05, 1.97e-05, 2.69e-05, 1.76e-06, 1.40e-07, 8.48e-08, 0.00e+00, 4.64e-06, 0.00e+00, 0.00e+00, 1.72e-04, 7.75e-04] []
165400 [7.80e-07, 1.77e-06, 2.89e-06, 2.10e-06, 2.06e-06, 1.59e-06, 6.80e-07, 7.79e-09, 4.57e-10, 2.62e-09, 8.20e-07, 2.19e-06, 1.73e-06, 1.56e-07, 2.89e-08, 1.27e-08, 4.52e-09, 5.79e-10, 1.61e-09, 1.24e-10, 1.48e-08, 7.46e-10] [7.80e-07, 1.77e-06, 2.89e-06, 2.10e-06, 2.06e-06, 1.59e-06, 6.80e-07, 7.79e-09, 4.57e-10, 2.62e-09, 8.20e-07, 2.19e-06, 1.73e-06, 1.56e-07, 2.89e-08, 1.27e-08, 4.52e-09, 5.79e-10, 1.61e-09, 1.24e-10, 1.48e-08, 7.46e-10] []
165500 [8.17e-07, 1.99e-06, 3.18e-06, 2.38e-06, 2.03e-06, 1.52e-06, 5.89e-07, 5.21e-09, 3.92e-12, 8.38e-07, 1.55e-06, 6.42e-06, 6.37e-06, 1.78e-05, 3.83e-08, 0.00e+00, 2.94e-10, 0.00e+00, 1.15e-09, 1.06e-10, 1.51e-08, 2.47e-09] [8.17e-07, 1.99e-06, 3.18e-06, 2.38e-06, 2.03e-06, 1.52e-06, 5.89e-07, 5.21e-09, 3.92e-12, 8.38e-07, 1.55e-06, 6.42e-06, 6.37e-06, 1.78e-05, 3.83e-08, 0.00e+00, 2.94e-10, 0.00e+00, 1.15e-09, 1.06e-10, 1.51e-08, 2.47e-09] []
165600 [6.25e-07, 1.54e-06, 2.82e-06, 1.84e-06, 1.98e-06, 1.60e-06, 6.28e-07, 1.13e-09, 1.31e-10, 3.32e-08, 5.90e-07, 2.04e-06, 1.63e-06, 1.25e-06, 1.45e-08, 2.39e-09, 7.52e-10, 3.96e-11, 3.66e-11, 1.89e-10, 1.39e-08, 7.48e-10] [6.25e-07, 1.54e-06, 2.82e-06, 1.84e-06, 1.98e-06, 1.60e-06, 6.28e-07, 1.13e-09, 1.31e-10, 3.32e-08, 5.90e-07, 2.04e-06, 1.63e-06, 1.25e-06, 1.45e-08, 2.39e-09, 7.52e-10, 3.96e-11, 3.66e-11, 1.89e-10, 1.39e-08, 7.48e-10] []
165700 [7.16e-07, 1.51e-06, 2.89e-06, 1.91e-06, 2.17e-06, 1.50e-06, 5.60e-07, 5.43e-06, 2.79e-06, 2.54e-07, 1.14e-06, 2.99e-06, 2.81e-06, 3.03e-08, 4.74e-08, 2.14e-08, 8.94e-09, 2.31e-09, 0.00e+00, 0.00e+00, 5.68e-06, 3.33e-06] [7.16e-07, 1.51e-06, 2.89e-06, 1.91e-06, 2.17e-06, 1.50e-06, 5.60e-07, 5.43e-06, 2.79e-06, 2.54e-07, 1.14e-06, 2.99e-06, 2.81e-06, 3.03e-08, 4.74e-08, 2.14e-08, 8.94e-09, 2.31e-09, 0.00e+00, 0.00e+00, 5.68e-06, 3.33e-06] []
165800 [3.18e-06, 2.08e-06, 3.84e-06, 3.12e-06, 2.71e-06, 1.95e-06, 5.83e-07, 1.35e-05, 4.95e-08, 4.75e-07, 3.30e-05, 3.28e-05, 8.81e-05, 3.35e-05, 5.53e-07, 5.45e-07, 5.18e-07, 4.18e-06, 1.71e-06, 7.41e-10, 1.04e-05, 9.07e-08] [3.18e-06, 2.08e-06, 3.84e-06, 3.12e-06, 2.71e-06, 1.95e-06, 5.83e-07, 1.35e-05, 4.95e-08, 4.75e-07, 3.30e-05, 3.28e-05, 8.81e-05, 3.35e-05, 5.53e-07, 5.45e-07, 5.18e-07, 4.18e-06, 1.71e-06, 7.41e-10, 1.04e-05, 9.07e-08] []
165900 [5.43e-07, 1.80e-06, 2.99e-06, 1.93e-06, 2.28e-06, 1.60e-06, 6.54e-07, 2.43e-06, 7.01e-05, 3.51e-07, 8.19e-07, 2.20e-06, 2.76e-06, 2.62e-06, 2.60e-08, 1.50e-09, 9.91e-11, 7.37e-09, 5.38e-07, 8.72e-06, 3.48e-06, 4.03e-05] [5.43e-07, 1.80e-06, 2.99e-06, 1.93e-06, 2.28e-06, 1.60e-06, 6.54e-07, 2.43e-06, 7.01e-05, 3.51e-07, 8.19e-07, 2.20e-06, 2.76e-06, 2.62e-06, 2.60e-08, 1.50e-09, 9.91e-11, 7.37e-09, 5.38e-07, 8.72e-06, 3.48e-06, 4.03e-05] []
166000 [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07] [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 37.991532 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
166000 [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07] [1.09e-06, 1.98e-06, 2.77e-06, 2.27e-06, 1.73e-06, 1.72e-06, 7.50e-07, 1.90e-06, 8.27e-08, 8.35e-07, 8.73e-06, 1.41e-05, 4.15e-05, 8.09e-06, 8.57e-08, 0.00e+00, 2.79e-08, 1.29e-06, 0.00e+00, 0.00e+00, 1.26e-06, 1.55e-07] []
166100 [6.08e-07, 1.40e-06, 2.65e-06, 1.59e-06, 2.17e-06, 1.68e-06, 5.85e-07, 3.76e-09, 6.07e-10, 1.91e-09, 6.34e-07, 2.44e-06, 2.34e-06, 1.23e-08, 8.71e-09, 1.14e-08, 8.73e-09, 4.86e-09, 0.00e+00, 3.61e-10, 2.49e-08, 1.13e-09] [6.08e-07, 1.40e-06, 2.65e-06, 1.59e-06, 2.17e-06, 1.68e-06, 5.85e-07, 3.76e-09, 6.07e-10, 1.91e-09, 6.34e-07, 2.44e-06, 2.34e-06, 1.23e-08, 8.71e-09, 1.14e-08, 8.73e-09, 4.86e-09, 0.00e+00, 3.61e-10, 2.49e-08, 1.13e-09] []
166200 [7.06e-06, 3.33e-06, 3.74e-06, 2.92e-06, 1.73e-06, 2.19e-06, 1.02e-06, 4.18e-06, 2.24e-06, 6.72e-05, 1.30e-04, 8.97e-05, 4.15e-05, 4.70e-04, 4.71e-06, 3.25e-06, 0.00e+00, 8.91e-06, 0.00e+00, 5.94e-07, 5.14e-06, 2.99e-06] [7.06e-06, 3.33e-06, 3.74e-06, 2.92e-06, 1.73e-06, 2.19e-06, 1.02e-06, 4.18e-06, 2.24e-06, 6.72e-05, 1.30e-04, 8.97e-05, 4.15e-05, 4.70e-04, 4.71e-06, 3.25e-06, 0.00e+00, 8.91e-06, 0.00e+00, 5.94e-07, 5.14e-06, 2.99e-06] []
166300 [6.28e-07, 1.46e-06, 2.59e-06, 1.64e-06, 2.26e-06, 1.64e-06, 5.53e-07, 2.59e-08, 1.91e-08, 1.41e-08, 7.02e-07, 2.47e-06, 2.50e-06, 1.15e-08, 9.53e-09, 1.47e-08, 8.37e-09, 4.22e-09, 0.00e+00, 8.46e-11, 4.93e-08, 1.45e-08] [6.28e-07, 1.46e-06, 2.59e-06, 1.64e-06, 2.26e-06, 1.64e-06, 5.53e-07, 2.59e-08, 1.91e-08, 1.41e-08, 7.02e-07, 2.47e-06, 2.50e-06, 1.15e-08, 9.53e-09, 1.47e-08, 8.37e-09, 4.22e-09, 0.00e+00, 8.46e-11, 4.93e-08, 1.45e-08] []
166400 [7.77e-05, 3.16e-05, 8.88e-06, 2.72e-05, 9.17e-06, 1.70e-05, 1.17e-06, 5.52e-06, 1.03e-06, 2.34e-04, 1.07e-04, 9.26e-04, 8.02e-04, 4.61e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.37e-08, 1.73e-07, 1.84e-07, 9.66e-07] [7.77e-05, 3.16e-05, 8.88e-06, 2.72e-05, 9.17e-06, 1.70e-05, 1.17e-06, 5.52e-06, 1.03e-06, 2.34e-04, 1.07e-04, 9.26e-04, 8.02e-04, 4.61e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.37e-08, 1.73e-07, 1.84e-07, 9.66e-07] []
166500 [6.06e-07, 1.61e-06, 2.46e-06, 2.04e-06, 2.22e-06, 1.70e-06, 5.83e-07, 5.41e-12, 2.40e-10, 2.37e-08, 7.41e-07, 2.99e-06, 3.05e-06, 4.01e-07, 2.91e-09, 6.44e-09, 8.63e-10, 1.23e-09, 1.14e-10, 7.84e-10, 1.35e-08, 1.71e-09] [6.06e-07, 1.61e-06, 2.46e-06, 2.04e-06, 2.22e-06, 1.70e-06, 5.83e-07, 5.41e-12, 2.40e-10, 2.37e-08, 7.41e-07, 2.99e-06, 3.05e-06, 4.01e-07, 2.91e-09, 6.44e-09, 8.63e-10, 1.23e-09, 1.14e-10, 7.84e-10, 1.35e-08, 1.71e-09] []
166600 [4.71e-07, 1.22e-06, 2.49e-06, 1.49e-06, 2.04e-06, 1.75e-06, 5.48e-07, 8.94e-10, 3.70e-10, 6.73e-10, 5.44e-07, 2.09e-06, 2.03e-06, 1.00e-07, 1.66e-09, 1.65e-08, 4.96e-09, 1.66e-09, 2.62e-10, 6.06e-10, 1.24e-08, 1.45e-09] [4.71e-07, 1.22e-06, 2.49e-06, 1.49e-06, 2.04e-06, 1.75e-06, 5.48e-07, 8.94e-10, 3.70e-10, 6.73e-10, 5.44e-07, 2.09e-06, 2.03e-06, 1.00e-07, 1.66e-09, 1.65e-08, 4.96e-09, 1.66e-09, 2.62e-10, 6.06e-10, 1.24e-08, 1.45e-09] []
166700 [6.35e-07, 1.68e-06, 2.38e-06, 2.15e-06, 2.26e-06, 1.66e-06, 6.13e-07, 1.25e-07, 2.38e-07, 1.82e-08, 8.66e-07, 3.57e-06, 3.26e-06, 1.66e-06, 1.25e-08, 2.09e-10, 9.66e-10, 3.76e-10, 0.00e+00, 0.00e+00, 2.15e-07, 2.17e-07] [6.35e-07, 1.68e-06, 2.38e-06, 2.15e-06, 2.26e-06, 1.66e-06, 6.13e-07, 1.25e-07, 2.38e-07, 1.82e-08, 8.66e-07, 3.57e-06, 3.26e-06, 1.66e-06, 1.25e-08, 2.09e-10, 9.66e-10, 3.76e-10, 0.00e+00, 0.00e+00, 2.15e-07, 2.17e-07] []
166800 [8.15e-06, 3.06e-06, 2.88e-06, 4.62e-06, 2.46e-06, 3.70e-06, 1.39e-06, 2.00e-07, 2.52e-08, 6.67e-06, 1.94e-05, 4.91e-05, 1.12e-04, 2.92e-04, 5.58e-06, 3.08e-06, 8.15e-06, 5.92e-07, 3.18e-09, 1.49e-10, 4.51e-08, 2.60e-09] [8.15e-06, 3.06e-06, 2.88e-06, 4.62e-06, 2.46e-06, 3.70e-06, 1.39e-06, 2.00e-07, 2.52e-08, 6.67e-06, 1.94e-05, 4.91e-05, 1.12e-04, 2.92e-04, 5.58e-06, 3.08e-06, 8.15e-06, 5.92e-07, 3.18e-09, 1.49e-10, 4.51e-08, 2.60e-09] []
166900 [4.96e-07, 1.37e-06, 2.32e-06, 2.15e-06, 2.08e-06, 1.72e-06, 5.81e-07, 1.86e-09, 3.16e-09, 1.30e-09, 5.41e-07, 2.41e-06, 2.44e-06, 1.12e-07, 1.36e-09, 1.10e-08, 1.24e-09, 4.74e-10, 5.86e-10, 2.22e-09, 1.21e-08, 8.56e-09] [4.96e-07, 1.37e-06, 2.32e-06, 2.15e-06, 2.08e-06, 1.72e-06, 5.81e-07, 1.86e-09, 3.16e-09, 1.30e-09, 5.41e-07, 2.41e-06, 2.44e-06, 1.12e-07, 1.36e-09, 1.10e-08, 1.24e-09, 4.74e-10, 5.86e-10, 2.22e-09, 1.21e-08, 8.56e-09] []
167000 [8.03e-06, 2.71e-06, 3.22e-06, 2.81e-06, 2.20e-06, 2.59e-06, 8.57e-07, 8.01e-06, 1.43e-06, 8.03e-06, 1.04e-05, 4.76e-05, 6.44e-05, 2.85e-04, 5.70e-06, 4.14e-06, 1.70e-06, 1.41e-06, 9.65e-07, 0.00e+00, 6.13e-06, 4.60e-06] [8.03e-06, 2.71e-06, 3.22e-06, 2.81e-06, 2.20e-06, 2.59e-06, 8.57e-07, 8.01e-06, 1.43e-06, 8.03e-06, 1.04e-05, 4.76e-05, 6.44e-05, 2.85e-04, 5.70e-06, 4.14e-06, 1.70e-06, 1.41e-06, 9.65e-07, 0.00e+00, 6.13e-06, 4.60e-06] []
167100 [4.45e-07, 1.25e-06, 2.26e-06, 2.05e-06, 2.01e-06, 1.73e-06, 5.62e-07, 5.50e-08, 2.59e-09, 6.89e-10, 4.82e-07, 2.20e-06, 2.25e-06, 2.18e-08, 1.47e-09, 1.60e-08, 1.64e-09, 1.40e-09, 5.57e-09, 2.66e-09, 3.71e-08, 9.61e-09] [4.45e-07, 1.25e-06, 2.26e-06, 2.05e-06, 2.01e-06, 1.73e-06, 5.62e-07, 5.50e-08, 2.59e-09, 6.89e-10, 4.82e-07, 2.20e-06, 2.25e-06, 2.18e-08, 1.47e-09, 1.60e-08, 1.64e-09, 1.40e-09, 5.57e-09, 2.66e-09, 3.71e-08, 9.61e-09] []
167200 [5.71e-07, 1.43e-06, 2.37e-06, 1.99e-06, 2.22e-06, 1.55e-06, 6.45e-07, 5.38e-07, 2.84e-08, 1.58e-07, 1.86e-06, 4.12e-06, 5.91e-06, 4.11e-06, 9.17e-09, 0.00e+00, 1.17e-08, 0.00e+00, 3.79e-08, 4.88e-10, 2.39e-07, 5.01e-09] [5.71e-07, 1.43e-06, 2.37e-06, 1.99e-06, 2.22e-06, 1.55e-06, 6.45e-07, 5.38e-07, 2.84e-08, 1.58e-07, 1.86e-06, 4.12e-06, 5.91e-06, 4.11e-06, 9.17e-09, 0.00e+00, 1.17e-08, 0.00e+00, 3.79e-08, 4.88e-10, 2.39e-07, 5.01e-09] []
167300 [9.68e-05, 1.76e-05, 8.70e-06, 1.45e-05, 1.37e-05, 1.59e-05, 5.17e-06, 2.35e-07, 2.19e-07, 3.41e-04, 3.18e-04, 1.06e-03, 1.37e-03, 7.29e-03, 1.03e-04, 1.50e-04, 6.77e-05, 3.12e-05, 4.13e-09, 1.73e-10, 2.44e-08, 6.95e-09] [9.68e-05, 1.76e-05, 8.70e-06, 1.45e-05, 1.37e-05, 1.59e-05, 5.17e-06, 2.35e-07, 2.19e-07, 3.41e-04, 3.18e-04, 1.06e-03, 1.37e-03, 7.29e-03, 1.03e-04, 1.50e-04, 6.77e-05, 3.12e-05, 4.13e-09, 1.73e-10, 2.44e-08, 6.95e-09] []
167400 [4.48e-07, 1.22e-06, 2.22e-06, 2.13e-06, 1.98e-06, 1.62e-06, 6.26e-07, 3.48e-09, 1.11e-07, 5.82e-10, 4.96e-07, 2.27e-06, 2.32e-06, 1.04e-08, 9.62e-10, 1.42e-08, 6.07e-10, 1.87e-09, 6.87e-10, 3.90e-11, 1.35e-08, 7.95e-08] [4.48e-07, 1.22e-06, 2.22e-06, 2.13e-06, 1.98e-06, 1.62e-06, 6.26e-07, 3.48e-09, 1.11e-07, 5.82e-10, 4.96e-07, 2.27e-06, 2.32e-06, 1.04e-08, 9.62e-10, 1.42e-08, 6.07e-10, 1.87e-09, 6.87e-10, 3.90e-11, 1.35e-08, 7.95e-08] []
167500 [4.44e-07, 1.07e-06, 2.15e-06, 2.04e-06, 1.80e-06, 1.69e-06, 5.93e-07, 6.36e-07, 1.24e-06, 4.18e-10, 9.06e-07, 2.31e-06, 3.94e-06, 1.22e-06, 1.35e-08, 4.66e-08, 1.62e-08, 1.02e-08, 4.19e-08, 0.00e+00, 2.67e-07, 1.05e-06] [4.44e-07, 1.07e-06, 2.15e-06, 2.04e-06, 1.80e-06, 1.69e-06, 5.93e-07, 6.36e-07, 1.24e-06, 4.18e-10, 9.06e-07, 2.31e-06, 3.94e-06, 1.22e-06, 1.35e-08, 4.66e-08, 1.62e-08, 1.02e-08, 4.19e-08, 0.00e+00, 2.67e-07, 1.05e-06] []
167600 [3.90e-07, 1.18e-06, 2.21e-06, 1.92e-06, 1.93e-06, 1.57e-06, 6.09e-07, 1.04e-06, 2.06e-08, 1.56e-08, 5.56e-07, 2.57e-06, 2.71e-06, 9.03e-07, 2.00e-10, 1.58e-09, 0.00e+00, 2.74e-12, 0.00e+00, 4.91e-10, 1.11e-06, 1.72e-08] [3.90e-07, 1.18e-06, 2.21e-06, 1.92e-06, 1.93e-06, 1.57e-06, 6.09e-07, 1.04e-06, 2.06e-08, 1.56e-08, 5.56e-07, 2.57e-06, 2.71e-06, 9.03e-07, 2.00e-10, 1.58e-09, 0.00e+00, 2.74e-12, 0.00e+00, 4.91e-10, 1.11e-06, 1.72e-08] []
167700 [3.32e-06, 1.00e-06, 2.70e-06, 1.80e-06, 2.06e-06, 1.34e-06, 6.88e-07, 2.83e-05, 7.80e-07, 3.56e-06, 2.01e-05, 2.84e-05, 7.65e-05, 1.12e-04, 5.72e-07, 2.26e-06, 8.45e-07, 6.95e-07, 3.28e-06, 0.00e+00, 1.91e-05, 7.60e-07] [3.32e-06, 1.00e-06, 2.70e-06, 1.80e-06, 2.06e-06, 1.34e-06, 6.88e-07, 2.83e-05, 7.80e-07, 3.56e-06, 2.01e-05, 2.84e-05, 7.65e-05, 1.12e-04, 5.72e-07, 2.26e-06, 8.45e-07, 6.95e-07, 3.28e-06, 0.00e+00, 1.91e-05, 7.60e-07] []
167800 [5.10e-07, 1.25e-06, 2.20e-06, 1.89e-06, 1.81e-06, 1.59e-06, 6.02e-07, 5.76e-08, 3.91e-08, 4.35e-07, 9.89e-07, 4.73e-06, 7.56e-06, 1.62e-05, 0.00e+00, 6.60e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 1.02e-07, 3.26e-08] [5.10e-07, 1.25e-06, 2.20e-06, 1.89e-06, 1.81e-06, 1.59e-06, 6.02e-07, 5.76e-08, 3.91e-08, 4.35e-07, 9.89e-07, 4.73e-06, 7.56e-06, 1.62e-05, 0.00e+00, 6.60e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 1.02e-07, 3.26e-08] []
167900 [3.84e-07, 9.69e-07, 2.16e-06, 1.89e-06, 1.79e-06, 1.54e-06, 6.51e-07, 7.73e-07, 2.36e-09, 1.37e-08, 4.59e-07, 2.15e-06, 2.15e-06, 2.08e-07, 2.75e-09, 2.62e-08, 1.35e-08, 1.78e-08, 0.00e+00, 2.59e-09, 7.86e-07, 9.53e-09] [3.84e-07, 9.69e-07, 2.16e-06, 1.89e-06, 1.79e-06, 1.54e-06, 6.51e-07, 7.73e-07, 2.36e-09, 1.37e-08, 4.59e-07, 2.15e-06, 2.15e-06, 2.08e-07, 2.75e-09, 2.62e-08, 1.35e-08, 1.78e-08, 0.00e+00, 2.59e-09, 7.86e-07, 9.53e-09] []
168000 [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07] [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.053043 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
168000 [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07] [8.35e-07, 1.08e-06, 2.11e-06, 1.67e-06, 1.84e-06, 1.42e-06, 6.42e-07, 6.86e-06, 2.35e-07, 1.40e-07, 1.34e-06, 3.52e-06, 5.58e-06, 3.21e-06, 3.95e-08, 6.97e-08, 3.66e-07, 1.97e-08, 6.98e-07, 3.56e-08, 4.47e-06, 2.10e-07] []
168100 [1.03e-06, 1.17e-06, 2.27e-06, 1.85e-06, 1.60e-06, 1.34e-06, 6.11e-07, 8.10e-06, 1.08e-06, 7.45e-08, 1.05e-05, 1.24e-05, 3.07e-05, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-12, 0.00e+00, 2.73e-07, 7.78e-06, 1.42e-06] [1.03e-06, 1.17e-06, 2.27e-06, 1.85e-06, 1.60e-06, 1.34e-06, 6.11e-07, 8.10e-06, 1.08e-06, 7.45e-08, 1.05e-05, 1.24e-05, 3.07e-05, 2.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-12, 0.00e+00, 2.73e-07, 7.78e-06, 1.42e-06] []
168200 [2.73e-05, 1.16e-05, 4.62e-06, 6.93e-06, 3.23e-06, 6.43e-06, 7.61e-07, 5.03e-05, 1.40e-07, 4.01e-05, 6.74e-05, 2.68e-04, 5.73e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-11, 5.12e-05, 9.35e-08] [2.73e-05, 1.16e-05, 4.62e-06, 6.93e-06, 3.23e-06, 6.43e-06, 7.61e-07, 5.03e-05, 1.40e-07, 4.01e-05, 6.74e-05, 2.68e-04, 5.73e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-11, 5.12e-05, 9.35e-08] []
168300 [3.81e-07, 9.12e-07, 2.17e-06, 2.12e-06, 1.57e-06, 1.54e-06, 6.39e-07, 4.55e-09, 1.82e-08, 1.12e-08, 4.60e-07, 1.98e-06, 2.09e-06, 1.39e-07, 1.92e-09, 1.41e-08, 9.70e-09, 4.32e-08, 3.87e-10, 4.77e-09, 1.44e-08, 2.51e-08] [3.81e-07, 9.12e-07, 2.17e-06, 2.12e-06, 1.57e-06, 1.54e-06, 6.39e-07, 4.55e-09, 1.82e-08, 1.12e-08, 4.60e-07, 1.98e-06, 2.09e-06, 1.39e-07, 1.92e-09, 1.41e-08, 9.70e-09, 4.32e-08, 3.87e-10, 4.77e-09, 1.44e-08, 2.51e-08] []
168400 [8.15e-07, 9.08e-07, 2.09e-06, 1.93e-06, 1.70e-06, 1.39e-06, 6.88e-07, 2.54e-06, 2.59e-06, 1.20e-06, 1.68e-06, 3.67e-06, 2.93e-06, 4.55e-06, 8.03e-08, 7.86e-08, 1.15e-09, 1.97e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.57e-06] [8.15e-07, 9.08e-07, 2.09e-06, 1.93e-06, 1.70e-06, 1.39e-06, 6.88e-07, 2.54e-06, 2.59e-06, 1.20e-06, 1.68e-06, 3.67e-06, 2.93e-06, 4.55e-06, 8.03e-08, 7.86e-08, 1.15e-09, 1.97e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.57e-06] []
168500 [1.24e-06, 1.70e-06, 2.14e-06, 2.06e-06, 1.55e-06, 1.52e-06, 6.02e-07, 5.24e-06, 1.20e-09, 8.96e-07, 5.40e-06, 1.96e-05, 5.27e-05, 8.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-10, 4.76e-06, 2.95e-08] [1.24e-06, 1.70e-06, 2.14e-06, 2.06e-06, 1.55e-06, 1.52e-06, 6.02e-07, 5.24e-06, 1.20e-09, 8.96e-07, 5.40e-06, 1.96e-05, 5.27e-05, 8.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-10, 4.76e-06, 2.95e-08] []
168600 [1.02e-06, 8.09e-07, 2.12e-06, 1.96e-06, 1.70e-06, 1.65e-06, 7.13e-07, 3.69e-07, 6.82e-08, 1.03e-06, 2.10e-06, 6.79e-06, 1.54e-05, 3.61e-05, 4.42e-07, 2.55e-07, 3.05e-07, 3.08e-07, 5.27e-08, 1.26e-08, 3.50e-07, 7.62e-08] [1.02e-06, 8.09e-07, 2.12e-06, 1.96e-06, 1.70e-06, 1.65e-06, 7.13e-07, 3.69e-07, 6.82e-08, 1.03e-06, 2.10e-06, 6.79e-06, 1.54e-05, 3.61e-05, 4.42e-07, 2.55e-07, 3.05e-07, 3.08e-07, 5.27e-08, 1.26e-08, 3.50e-07, 7.62e-08] []
168700 [3.34e-07, 9.08e-07, 2.11e-06, 1.81e-06, 1.70e-06, 1.42e-06, 6.71e-07, 1.41e-07, 1.39e-08, 5.59e-09, 3.93e-07, 2.00e-06, 1.98e-06, 3.57e-07, 1.21e-09, 1.45e-08, 7.07e-09, 6.10e-08, 1.40e-08, 4.15e-09, 8.41e-08, 1.84e-08] [3.34e-07, 9.08e-07, 2.11e-06, 1.81e-06, 1.70e-06, 1.42e-06, 6.71e-07, 1.41e-07, 1.39e-08, 5.59e-09, 3.93e-07, 2.00e-06, 1.98e-06, 3.57e-07, 1.21e-09, 1.45e-08, 7.07e-09, 6.10e-08, 1.40e-08, 4.15e-09, 8.41e-08, 1.84e-08] []
168800 [4.61e-07, 7.83e-07, 2.04e-06, 1.59e-06, 1.65e-06, 1.36e-06, 6.85e-07, 2.74e-07, 3.77e-08, 3.81e-07, 9.84e-06, 7.53e-06, 1.08e-05, 1.37e-06, 0.00e+00, 2.31e-08, 3.25e-07, 1.11e-08, 0.00e+00, 7.81e-09, 3.09e-07, 4.19e-08] [4.61e-07, 7.83e-07, 2.04e-06, 1.59e-06, 1.65e-06, 1.36e-06, 6.85e-07, 2.74e-07, 3.77e-08, 3.81e-07, 9.84e-06, 7.53e-06, 1.08e-05, 1.37e-06, 0.00e+00, 2.31e-08, 3.25e-07, 1.11e-08, 0.00e+00, 7.81e-09, 3.09e-07, 4.19e-08] []
168900 [1.85e-05, 5.36e-06, 3.38e-06, 4.05e-06, 3.57e-06, 2.91e-06, 1.01e-06, 4.04e-06, 3.55e-04, 6.22e-05, 7.81e-05, 2.39e-04, 1.59e-04, 1.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-07, 5.24e-05, 3.73e-06, 2.15e-04] [1.85e-05, 5.36e-06, 3.38e-06, 4.05e-06, 3.57e-06, 2.91e-06, 1.01e-06, 4.04e-06, 3.55e-04, 6.22e-05, 7.81e-05, 2.39e-04, 1.59e-04, 1.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-07, 5.24e-05, 3.73e-06, 2.15e-04] []
169000 [3.21e-05, 2.97e-05, 6.48e-07, 3.10e-05, 5.88e-06, 2.43e-05, 5.58e-07, 5.67e-06, 9.19e-06, 1.42e-05, 1.49e-04, 7.56e-04, 8.92e-04, 3.07e-04, 1.92e-06, 3.46e-07, 1.25e-05, 2.89e-06, 5.85e-08, 2.18e-06, 4.19e-06, 1.00e-05] [3.21e-05, 2.97e-05, 6.48e-07, 3.10e-05, 5.88e-06, 2.43e-05, 5.58e-07, 5.67e-06, 9.19e-06, 1.42e-05, 1.49e-04, 7.56e-04, 8.92e-04, 3.07e-04, 1.92e-06, 3.46e-07, 1.25e-05, 2.89e-06, 5.85e-08, 2.18e-06, 4.19e-06, 1.00e-05] []
169100 [1.02e-05, 1.36e-05, 6.39e-06, 2.38e-05, 1.35e-05, 1.03e-05, 1.03e-06, 9.00e-10, 2.81e-11, 4.83e-07, 3.98e-05, 4.46e-04, 4.35e-04, 7.23e-07, 1.19e-06, 1.45e-07, 1.89e-07, 3.24e-07, 2.83e-08, 4.80e-10, 2.09e-07, 2.75e-09] [1.02e-05, 1.36e-05, 6.39e-06, 2.38e-05, 1.35e-05, 1.03e-05, 1.03e-06, 9.00e-10, 2.81e-11, 4.83e-07, 3.98e-05, 4.46e-04, 4.35e-04, 7.23e-07, 1.19e-06, 1.45e-07, 1.89e-07, 3.24e-07, 2.83e-08, 4.80e-10, 2.09e-07, 2.75e-09] []
169200 [7.28e-06, 9.32e-06, 5.32e-06, 1.62e-05, 1.19e-05, 6.81e-06, 8.78e-07, 7.90e-10, 2.32e-10, 3.94e-07, 4.38e-05, 3.33e-04, 3.04e-04, 6.46e-07, 1.17e-06, 1.26e-07, 1.28e-07, 3.04e-08, 9.70e-08, 1.38e-09, 3.47e-07, 5.48e-09] [7.28e-06, 9.32e-06, 5.32e-06, 1.62e-05, 1.19e-05, 6.81e-06, 8.78e-07, 7.90e-10, 2.32e-10, 3.94e-07, 4.38e-05, 3.33e-04, 3.04e-04, 6.46e-07, 1.17e-06, 1.26e-07, 1.28e-07, 3.04e-08, 9.70e-08, 1.38e-09, 3.47e-07, 5.48e-09] []
169300 [6.13e-06, 6.80e-06, 4.67e-06, 1.21e-05, 1.07e-05, 5.14e-06, 7.67e-07, 7.67e-08, 3.03e-10, 2.35e-07, 4.44e-05, 2.32e-04, 2.02e-04, 4.50e-07, 5.74e-07, 1.76e-07, 3.97e-07, 8.63e-08, 2.65e-08, 6.03e-10, 2.39e-07, 3.57e-09] [6.13e-06, 6.80e-06, 4.67e-06, 1.21e-05, 1.07e-05, 5.14e-06, 7.67e-07, 7.67e-08, 3.03e-10, 2.35e-07, 4.44e-05, 2.32e-04, 2.02e-04, 4.50e-07, 5.74e-07, 1.76e-07, 3.97e-07, 8.63e-08, 2.65e-08, 6.03e-10, 2.39e-07, 3.57e-09] []
169400 [5.84e-06, 5.72e-06, 4.07e-06, 9.43e-06, 9.23e-06, 4.39e-06, 6.91e-07, 1.28e-08, 3.29e-12, 9.85e-08, 4.10e-05, 1.59e-04, 1.33e-04, 2.53e-07, 2.86e-07, 3.06e-07, 6.51e-07, 1.91e-07, 8.94e-09, 3.02e-10, 1.74e-07, 2.81e-09] [5.84e-06, 5.72e-06, 4.07e-06, 9.43e-06, 9.23e-06, 4.39e-06, 6.91e-07, 1.28e-08, 3.29e-12, 9.85e-08, 4.10e-05, 1.59e-04, 1.33e-04, 2.53e-07, 2.86e-07, 3.06e-07, 6.51e-07, 1.91e-07, 8.94e-09, 3.02e-10, 1.74e-07, 2.81e-09] []
169500 [1.10e-05, 9.42e-06, 3.51e-06, 1.06e-05, 7.29e-06, 2.97e-06, 7.33e-07, 2.80e-06, 9.97e-07, 5.82e-05, 4.61e-04, 4.71e-04, 4.72e-04, 1.54e-04, 1.49e-06, 6.19e-06, 6.70e-08, 0.00e+00, 7.69e-08, 8.49e-08, 8.65e-06, 4.74e-07] [1.10e-05, 9.42e-06, 3.51e-06, 1.06e-05, 7.29e-06, 2.97e-06, 7.33e-07, 2.80e-06, 9.97e-07, 5.82e-05, 4.61e-04, 4.71e-04, 4.72e-04, 1.54e-04, 1.49e-06, 6.19e-06, 6.70e-08, 0.00e+00, 7.69e-08, 8.49e-08, 8.65e-06, 4.74e-07] []
169600 [5.39e-06, 5.99e-06, 3.37e-06, 6.29e-06, 6.39e-06, 3.98e-06, 6.18e-07, 4.93e-11, 3.59e-10, 1.28e-07, 3.40e-05, 1.19e-04, 1.05e-04, 2.40e-07, 1.48e-07, 1.04e-07, 6.73e-07, 1.73e-07, 1.48e-08, 3.62e-10, 9.66e-08, 2.29e-09] [5.39e-06, 5.99e-06, 3.37e-06, 6.29e-06, 6.39e-06, 3.98e-06, 6.18e-07, 4.93e-11, 3.59e-10, 1.28e-07, 3.40e-05, 1.19e-04, 1.05e-04, 2.40e-07, 1.48e-07, 1.04e-07, 6.73e-07, 1.73e-07, 1.48e-08, 3.62e-10, 9.66e-08, 2.29e-09] []
169700 [5.43e-06, 5.84e-06, 3.33e-06, 5.29e-06, 5.86e-06, 4.01e-06, 5.88e-07, 4.23e-11, 5.55e-11, 6.76e-08, 2.97e-05, 9.00e-05, 8.27e-05, 1.58e-07, 1.67e-07, 1.51e-07, 6.52e-07, 2.40e-07, 3.02e-08, 9.79e-10, 1.10e-07, 2.91e-09] [5.43e-06, 5.84e-06, 3.33e-06, 5.29e-06, 5.86e-06, 4.01e-06, 5.88e-07, 4.23e-11, 5.55e-11, 6.76e-08, 2.97e-05, 9.00e-05, 8.27e-05, 1.58e-07, 1.67e-07, 1.51e-07, 6.52e-07, 2.40e-07, 3.02e-08, 9.79e-10, 1.10e-07, 2.91e-09] []
169800 [5.77e-06, 5.78e-06, 3.35e-06, 4.58e-06, 5.55e-06, 4.14e-06, 5.76e-07, 2.28e-07, 8.18e-10, 2.26e-09, 2.92e-05, 6.99e-05, 6.77e-05, 3.93e-07, 2.66e-07, 2.55e-07, 7.27e-07, 3.82e-07, 1.23e-07, 2.25e-09, 6.13e-07, 7.82e-09] [5.77e-06, 5.78e-06, 3.35e-06, 4.58e-06, 5.55e-06, 4.14e-06, 5.76e-07, 2.28e-07, 8.18e-10, 2.26e-09, 2.92e-05, 6.99e-05, 6.77e-05, 3.93e-07, 2.66e-07, 2.55e-07, 7.27e-07, 3.82e-07, 1.23e-07, 2.25e-09, 6.13e-07, 7.82e-09] []
169900 [6.72e-06, 5.98e-06, 3.45e-06, 4.13e-06, 5.48e-06, 4.39e-06, 5.83e-07, 3.23e-07, 4.36e-09, 8.42e-08, 3.21e-05, 5.76e-05, 5.89e-05, 3.46e-07, 7.84e-07, 5.89e-07, 9.36e-07, 5.78e-07, 2.60e-07, 6.60e-09, 1.48e-06, 3.21e-08] [6.72e-06, 5.98e-06, 3.45e-06, 4.13e-06, 5.48e-06, 4.39e-06, 5.83e-07, 3.23e-07, 4.36e-09, 8.42e-08, 3.21e-05, 5.76e-05, 5.89e-05, 3.46e-07, 7.84e-07, 5.89e-07, 9.36e-07, 5.78e-07, 2.60e-07, 6.60e-09, 1.48e-06, 3.21e-08] []
170000 [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08] [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.816169 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
170000 [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08] [5.70e-06, 6.23e-06, 3.55e-06, 3.90e-06, 5.43e-06, 4.44e-06, 5.92e-07, 2.61e-06, 2.86e-08, 4.85e-09, 2.68e-05, 5.13e-05, 6.05e-05, 6.80e-06, 4.91e-08, 4.39e-08, 3.75e-07, 1.84e-07, 1.05e-08, 1.61e-09, 3.49e-06, 6.17e-08] []
170100 [7.11e-06, 6.72e-06, 3.81e-06, 3.72e-06, 5.61e-06, 4.51e-06, 6.23e-07, 5.21e-06, 5.51e-09, 1.82e-07, 4.51e-05, 4.00e-05, 6.82e-05, 1.25e-05, 7.42e-07, 9.76e-07, 1.39e-06, 1.10e-06, 5.31e-07, 3.54e-09, 2.32e-06, 9.75e-08] [7.11e-06, 6.72e-06, 3.81e-06, 3.72e-06, 5.61e-06, 4.51e-06, 6.23e-07, 5.21e-06, 5.51e-09, 1.82e-07, 4.51e-05, 4.00e-05, 6.82e-05, 1.25e-05, 7.42e-07, 9.76e-07, 1.39e-06, 1.10e-06, 5.31e-07, 3.54e-09, 2.32e-06, 9.75e-08] []
170200 [6.76e-06, 7.51e-06, 4.05e-06, 4.02e-06, 6.02e-06, 4.88e-06, 6.61e-07, 1.04e-05, 3.77e-08, 7.32e-07, 6.86e-05, 6.76e-05, 1.46e-04, 7.23e-05, 2.12e-08, 0.00e+00, 1.89e-07, 7.08e-08, 2.14e-09, 2.51e-09, 1.59e-05, 3.80e-07] [6.76e-06, 7.51e-06, 4.05e-06, 4.02e-06, 6.02e-06, 4.88e-06, 6.61e-07, 1.04e-05, 3.77e-08, 7.32e-07, 6.86e-05, 6.76e-05, 1.46e-04, 7.23e-05, 2.12e-08, 0.00e+00, 1.89e-07, 7.08e-08, 2.14e-09, 2.51e-09, 1.59e-05, 3.80e-07] []
170300 [7.83e-06, 7.74e-06, 4.27e-06, 3.75e-06, 6.13e-06, 4.77e-06, 6.88e-07, 9.78e-07, 9.89e-08, 1.48e-08, 3.10e-05, 2.39e-05, 3.85e-05, 5.34e-06, 2.54e-07, 4.09e-07, 1.02e-06, 7.84e-07, 4.35e-07, 5.85e-09, 1.60e-06, 9.23e-08] [7.83e-06, 7.74e-06, 4.27e-06, 3.75e-06, 6.13e-06, 4.77e-06, 6.88e-07, 9.78e-07, 9.89e-08, 1.48e-08, 3.10e-05, 2.39e-05, 3.85e-05, 5.34e-06, 2.54e-07, 4.09e-07, 1.02e-06, 7.84e-07, 4.35e-07, 5.85e-09, 1.60e-06, 9.23e-08] []
170400 [8.51e-06, 8.42e-06, 4.34e-06, 4.30e-06, 6.60e-06, 5.22e-06, 6.76e-07, 1.19e-06, 1.42e-06, 7.82e-06, 4.24e-05, 7.87e-05, 1.61e-04, 2.68e-04, 1.57e-09, 0.00e+00, 6.10e-08, 1.47e-08, 7.15e-08, 0.00e+00, 2.24e-06, 1.77e-06] [8.51e-06, 8.42e-06, 4.34e-06, 4.30e-06, 6.60e-06, 5.22e-06, 6.76e-07, 1.19e-06, 1.42e-06, 7.82e-06, 4.24e-05, 7.87e-05, 1.61e-04, 2.68e-04, 1.57e-09, 0.00e+00, 6.10e-08, 1.47e-08, 7.15e-08, 0.00e+00, 2.24e-06, 1.77e-06] []
170500 [2.17e-05, 8.75e-06, 4.78e-06, 4.12e-06, 6.93e-06, 4.63e-06, 8.09e-07, 3.64e-05, 1.59e-05, 2.80e-05, 1.18e-04, 1.53e-04, 4.01e-04, 9.03e-04, 1.13e-05, 1.24e-05, 9.96e-06, 9.07e-06, 5.81e-06, 2.15e-06, 3.52e-05, 1.16e-05] [2.17e-05, 8.75e-06, 4.78e-06, 4.12e-06, 6.93e-06, 4.63e-06, 8.09e-07, 3.64e-05, 1.59e-05, 2.80e-05, 1.18e-04, 1.53e-04, 4.01e-04, 9.03e-04, 1.13e-05, 1.24e-05, 9.96e-06, 9.07e-06, 5.81e-06, 2.15e-06, 3.52e-05, 1.16e-05] []
170600 [1.06e-05, 8.17e-06, 4.78e-06, 3.36e-06, 6.38e-06, 4.50e-06, 7.53e-07, 1.34e-05, 5.35e-06, 1.75e-06, 5.12e-05, 3.04e-05, 8.13e-05, 1.05e-04, 1.09e-06, 1.97e-06, 1.70e-06, 1.54e-06, 2.44e-06, 1.15e-06, 1.52e-05, 6.45e-06] [1.06e-05, 8.17e-06, 4.78e-06, 3.36e-06, 6.38e-06, 4.50e-06, 7.53e-07, 1.34e-05, 5.35e-06, 1.75e-06, 5.12e-05, 3.04e-05, 8.13e-05, 1.05e-04, 1.09e-06, 1.97e-06, 1.70e-06, 1.54e-06, 2.44e-06, 1.15e-06, 1.52e-05, 6.45e-06] []
170700 [8.19e-06, 7.68e-06, 4.73e-06, 3.31e-06, 6.35e-06, 4.61e-06, 7.51e-07, 5.39e-06, 1.11e-06, 9.86e-07, 2.99e-05, 1.96e-05, 4.70e-05, 2.42e-05, 4.80e-08, 8.47e-09, 2.37e-07, 1.17e-07, 8.31e-10, 0.00e+00, 6.45e-06, 1.89e-06] [8.19e-06, 7.68e-06, 4.73e-06, 3.31e-06, 6.35e-06, 4.61e-06, 7.51e-07, 5.39e-06, 1.11e-06, 9.86e-07, 2.99e-05, 1.96e-05, 4.70e-05, 2.42e-05, 4.80e-08, 8.47e-09, 2.37e-07, 1.17e-07, 8.31e-10, 0.00e+00, 6.45e-06, 1.89e-06] []
170800 [1.40e-05, 7.71e-06, 4.89e-06, 3.19e-06, 6.47e-06, 4.51e-06, 8.77e-07, 1.17e-05, 1.54e-05, 1.17e-05, 4.79e-05, 5.41e-05, 1.07e-04, 3.02e-04, 3.98e-06, 4.97e-06, 2.67e-06, 2.60e-06, 2.21e-06, 3.99e-06, 1.38e-05, 2.02e-05] [1.40e-05, 7.71e-06, 4.89e-06, 3.19e-06, 6.47e-06, 4.51e-06, 8.77e-07, 1.17e-05, 1.54e-05, 1.17e-05, 4.79e-05, 5.41e-05, 1.07e-04, 3.02e-04, 3.98e-06, 4.97e-06, 2.67e-06, 2.60e-06, 2.21e-06, 3.99e-06, 1.38e-05, 2.02e-05] []
170900 [8.20e-06, 7.32e-06, 4.54e-06, 3.72e-06, 6.64e-06, 4.89e-06, 8.06e-07, 1.57e-05, 5.19e-06, 1.02e-05, 3.12e-05, 5.91e-05, 1.09e-04, 2.44e-04, 9.10e-09, 0.00e+00, 1.32e-09, 0.00e+00, 0.00e+00, 2.04e-07, 1.89e-05, 1.14e-06] [8.20e-06, 7.32e-06, 4.54e-06, 3.72e-06, 6.64e-06, 4.89e-06, 8.06e-07, 1.57e-05, 5.19e-06, 1.02e-05, 3.12e-05, 5.91e-05, 1.09e-04, 2.44e-04, 9.10e-09, 0.00e+00, 1.32e-09, 0.00e+00, 0.00e+00, 2.04e-07, 1.89e-05, 1.14e-06] []
171000 [6.57e-06, 7.21e-06, 4.44e-06, 3.51e-06, 6.53e-06, 4.66e-06, 8.49e-07, 7.19e-06, 9.30e-07, 3.31e-06, 2.73e-05, 2.90e-05, 7.68e-05, 1.01e-04, 5.62e-08, 0.00e+00, 3.69e-08, 1.47e-08, 0.00e+00, 0.00e+00, 1.14e-05, 7.11e-07] [6.57e-06, 7.21e-06, 4.44e-06, 3.51e-06, 6.53e-06, 4.66e-06, 8.49e-07, 7.19e-06, 9.30e-07, 3.31e-06, 2.73e-05, 2.90e-05, 7.68e-05, 1.01e-04, 5.62e-08, 0.00e+00, 3.69e-08, 1.47e-08, 0.00e+00, 0.00e+00, 1.14e-05, 7.11e-07] []
171100 [7.93e-06, 6.94e-06, 4.59e-06, 3.44e-06, 6.47e-06, 4.73e-06, 9.10e-07, 3.84e-06, 5.24e-05, 7.43e-08, 2.10e-05, 1.11e-05, 1.93e-05, 3.38e-06, 1.20e-07, 1.37e-08, 3.97e-07, 4.21e-07, 3.88e-09, 9.85e-06, 2.43e-06, 4.81e-05] [7.93e-06, 6.94e-06, 4.59e-06, 3.44e-06, 6.47e-06, 4.73e-06, 9.10e-07, 3.84e-06, 5.24e-05, 7.43e-08, 2.10e-05, 1.11e-05, 1.93e-05, 3.38e-06, 1.20e-07, 1.37e-08, 3.97e-07, 4.21e-07, 3.88e-09, 9.85e-06, 2.43e-06, 4.81e-05] []
171200 [2.25e-05, 8.78e-06, 4.59e-06, 5.56e-06, 8.34e-06, 6.02e-06, 9.63e-07, 4.00e-05, 3.27e-05, 4.78e-05, 8.29e-05, 3.60e-04, 4.64e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 4.15e-05] [2.25e-05, 8.78e-06, 4.59e-06, 5.56e-06, 8.34e-06, 6.02e-06, 9.63e-07, 4.00e-05, 3.27e-05, 4.78e-05, 8.29e-05, 3.60e-04, 4.64e-04, 1.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 4.15e-05] []
171300 [7.76e-06, 7.38e-06, 4.48e-06, 3.94e-06, 6.95e-06, 4.48e-06, 9.30e-07, 1.69e-05, 3.74e-05, 9.24e-06, 5.31e-05, 6.89e-05, 2.02e-04, 3.12e-04, 6.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 2.24e-05, 2.33e-05] [7.76e-06, 7.38e-06, 4.48e-06, 3.94e-06, 6.95e-06, 4.48e-06, 9.30e-07, 1.69e-05, 3.74e-05, 9.24e-06, 5.31e-05, 6.89e-05, 2.02e-04, 3.12e-04, 6.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 2.24e-05, 2.33e-05] []
171400 [4.89e-05, 9.73e-06, 5.41e-06, 5.98e-06, 9.36e-06, 5.52e-06, 1.71e-06, 1.40e-05, 1.04e-06, 1.20e-04, 1.19e-04, 5.34e-04, 2.59e-04, 2.35e-03, 6.83e-05, 6.46e-05, 1.31e-05, 1.17e-05, 0.00e+00, 9.34e-08, 1.16e-05, 5.79e-07] [4.89e-05, 9.73e-06, 5.41e-06, 5.98e-06, 9.36e-06, 5.52e-06, 1.71e-06, 1.40e-05, 1.04e-06, 1.20e-04, 1.19e-04, 5.34e-04, 2.59e-04, 2.35e-03, 6.83e-05, 6.46e-05, 1.31e-05, 1.17e-05, 0.00e+00, 9.34e-08, 1.16e-05, 5.79e-07] []
171500 [2.44e-05, 8.07e-06, 4.92e-06, 3.85e-06, 7.23e-06, 4.70e-06, 1.36e-06, 2.69e-05, 1.29e-08, 4.13e-05, 5.44e-05, 1.88e-04, 9.28e-05, 8.19e-04, 2.22e-05, 2.09e-05, 4.59e-06, 3.98e-06, 0.00e+00, 5.59e-11, 1.82e-05, 1.35e-07] [2.44e-05, 8.07e-06, 4.92e-06, 3.85e-06, 7.23e-06, 4.70e-06, 1.36e-06, 2.69e-05, 1.29e-08, 4.13e-05, 5.44e-05, 1.88e-04, 9.28e-05, 8.19e-04, 2.22e-05, 2.09e-05, 4.59e-06, 3.98e-06, 0.00e+00, 5.59e-11, 1.82e-05, 1.35e-07] []
171600 [1.01e-04, 1.86e-05, 7.00e-06, 1.11e-05, 1.41e-05, 9.95e-06, 2.09e-06, 3.31e-05, 2.62e-04, 1.90e-04, 2.13e-04, 1.85e-03, 8.50e-04, 7.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.33e-05, 3.55e-04] [1.01e-04, 1.86e-05, 7.00e-06, 1.11e-05, 1.41e-05, 9.95e-06, 2.09e-06, 3.31e-05, 2.62e-04, 1.90e-04, 2.13e-04, 1.85e-03, 8.50e-04, 7.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.33e-05, 3.55e-04] []
171700 [5.91e-06, 6.98e-06, 4.22e-06, 3.22e-06, 6.21e-06, 4.06e-06, 9.91e-07, 4.36e-08, 3.76e-08, 3.74e-09, 1.11e-05, 5.62e-06, 9.17e-06, 4.34e-08, 1.52e-07, 1.23e-07, 1.24e-07, 1.07e-07, 7.17e-09, 8.62e-09, 3.16e-07, 3.95e-08] [5.91e-06, 6.98e-06, 4.22e-06, 3.22e-06, 6.21e-06, 4.06e-06, 9.91e-07, 4.36e-08, 3.76e-08, 3.74e-09, 1.11e-05, 5.62e-06, 9.17e-06, 4.34e-08, 1.52e-07, 1.23e-07, 1.24e-07, 1.07e-07, 7.17e-09, 8.62e-09, 3.16e-07, 3.95e-08] []
171800 [7.29e-06, 7.06e-06, 4.33e-06, 3.04e-06, 6.05e-06, 4.03e-06, 1.03e-06, 4.70e-06, 1.15e-05, 1.01e-06, 1.31e-05, 1.10e-05, 1.00e-05, 1.69e-05, 7.33e-07, 3.96e-07, 2.07e-07, 1.96e-07, 0.00e+00, 0.00e+00, 1.99e-06, 7.30e-06] [7.29e-06, 7.06e-06, 4.33e-06, 3.04e-06, 6.05e-06, 4.03e-06, 1.03e-06, 4.70e-06, 1.15e-05, 1.01e-06, 1.31e-05, 1.10e-05, 1.00e-05, 1.69e-05, 7.33e-07, 3.96e-07, 2.07e-07, 1.96e-07, 0.00e+00, 0.00e+00, 1.99e-06, 7.30e-06] []
171900 [1.06e-05, 7.17e-06, 4.40e-06, 3.06e-06, 6.27e-06, 4.20e-06, 1.09e-06, 5.37e-06, 2.29e-06, 6.64e-06, 3.46e-05, 3.73e-05, 1.10e-04, 2.23e-04, 2.18e-06, 2.67e-06, 2.70e-06, 2.54e-06, 1.29e-06, 3.75e-07, 6.47e-06, 1.96e-06] [1.06e-05, 7.17e-06, 4.40e-06, 3.06e-06, 6.27e-06, 4.20e-06, 1.09e-06, 5.37e-06, 2.29e-06, 6.64e-06, 3.46e-05, 3.73e-05, 1.10e-04, 2.23e-04, 2.18e-06, 2.67e-06, 2.70e-06, 2.54e-06, 1.29e-06, 3.75e-07, 6.47e-06, 1.96e-06] []
172000 [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06] [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 43.178568 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
172000 [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06] [1.81e-05, 7.82e-06, 4.81e-06, 3.54e-06, 6.91e-06, 4.65e-06, 1.45e-06, 2.10e-06, 3.55e-05, 2.12e-05, 3.80e-05, 9.95e-05, 1.36e-04, 5.98e-04, 8.50e-06, 9.03e-06, 4.79e-06, 4.47e-06, 1.47e-07, 1.76e-06, 9.10e-07, 9.14e-06] []
172100 [6.04e-06, 6.92e-06, 4.21e-06, 3.64e-06, 6.51e-06, 4.35e-06, 1.04e-06, 4.24e-07, 2.58e-06, 4.70e-06, 1.07e-05, 2.58e-05, 3.17e-05, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-11, 2.93e-07, 1.01e-06, 1.49e-06] [6.04e-06, 6.92e-06, 4.21e-06, 3.64e-06, 6.51e-06, 4.35e-06, 1.04e-06, 4.24e-07, 2.58e-06, 4.70e-06, 1.07e-05, 2.58e-05, 3.17e-05, 1.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-11, 2.93e-07, 1.01e-06, 1.49e-06] []
172200 [6.89e-06, 7.03e-06, 4.37e-06, 3.02e-06, 5.96e-06, 4.12e-06, 1.02e-06, 2.36e-05, 9.79e-07, 3.15e-08, 3.10e-05, 1.77e-05, 5.18e-05, 1.99e-05, 1.53e-07, 3.69e-07, 9.98e-07, 1.00e-06, 4.51e-06, 1.01e-07, 2.26e-05, 4.84e-07] [6.89e-06, 7.03e-06, 4.37e-06, 3.02e-06, 5.96e-06, 4.12e-06, 1.02e-06, 2.36e-05, 9.79e-07, 3.15e-08, 3.10e-05, 1.77e-05, 5.18e-05, 1.99e-05, 1.53e-07, 3.69e-07, 9.98e-07, 1.00e-06, 4.51e-06, 1.01e-07, 2.26e-05, 4.84e-07] []
172300 [7.17e-06, 7.12e-06, 4.36e-06, 3.63e-06, 6.57e-06, 4.05e-06, 1.11e-06, 1.62e-05, 2.09e-05, 3.34e-06, 8.77e-05, 6.48e-05, 2.17e-04, 1.82e-04, 7.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 1.63e-05, 1.52e-05] [7.17e-06, 7.12e-06, 4.36e-06, 3.63e-06, 6.57e-06, 4.05e-06, 1.11e-06, 1.62e-05, 2.09e-05, 3.34e-06, 8.77e-05, 6.48e-05, 2.17e-04, 1.82e-04, 7.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 1.63e-05, 1.52e-05] []
172400 [3.12e-05, 8.53e-06, 5.10e-06, 4.61e-06, 7.62e-06, 4.71e-06, 1.63e-06, 1.21e-05, 1.36e-05, 6.82e-05, 6.88e-05, 2.59e-04, 1.91e-04, 1.37e-03, 2.95e-05, 2.64e-05, 7.78e-06, 6.99e-06, 0.00e+00, 0.00e+00, 8.82e-06, 9.84e-06] [3.12e-05, 8.53e-06, 5.10e-06, 4.61e-06, 7.62e-06, 4.71e-06, 1.63e-06, 1.21e-05, 1.36e-05, 6.82e-05, 6.88e-05, 2.59e-04, 1.91e-04, 1.37e-03, 2.95e-05, 2.64e-05, 7.78e-06, 6.99e-06, 0.00e+00, 0.00e+00, 8.82e-06, 9.84e-06] []
172500 [5.84e-06, 6.82e-06, 4.04e-06, 3.74e-06, 6.27e-06, 4.09e-06, 1.08e-06, 1.51e-05, 1.08e-05, 4.83e-06, 2.30e-05, 3.60e-05, 1.00e-04, 1.71e-04, 8.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 1.36e-05] [5.84e-06, 6.82e-06, 4.04e-06, 3.74e-06, 6.27e-06, 4.09e-06, 1.08e-06, 1.51e-05, 1.08e-05, 4.83e-06, 2.30e-05, 3.60e-05, 1.00e-04, 1.71e-04, 8.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 1.36e-05] []
172600 [5.90e-06, 6.70e-06, 4.08e-06, 3.37e-06, 5.90e-06, 4.00e-06, 1.08e-06, 1.92e-05, 3.93e-05, 3.68e-07, 2.21e-05, 1.71e-05, 5.76e-05, 2.92e-05, 8.93e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 4.82e-05] [5.90e-06, 6.70e-06, 4.08e-06, 3.37e-06, 5.90e-06, 4.00e-06, 1.08e-06, 1.92e-05, 3.93e-05, 3.68e-07, 2.21e-05, 1.71e-05, 5.76e-05, 2.92e-05, 8.93e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 4.82e-05] []
172700 [5.47e-06, 6.71e-06, 4.06e-06, 3.71e-06, 6.19e-06, 4.01e-06, 1.09e-06, 1.28e-05, 1.25e-05, 2.15e-06, 2.20e-05, 2.39e-05, 8.25e-05, 1.00e-04, 6.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-05, 1.69e-05] [5.47e-06, 6.71e-06, 4.06e-06, 3.71e-06, 6.19e-06, 4.01e-06, 1.09e-06, 1.28e-05, 1.25e-05, 2.15e-06, 2.20e-05, 2.39e-05, 8.25e-05, 1.00e-04, 6.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-05, 1.69e-05] []
172800 [6.50e-06, 6.84e-06, 4.22e-06, 3.75e-06, 6.25e-06, 3.98e-06, 1.09e-06, 1.46e-07, 1.35e-06, 5.28e-06, 2.78e-05, 3.35e-05, 1.09e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.23e-09, 3.02e-08, 3.71e-07, 1.16e-07] [6.50e-06, 6.84e-06, 4.22e-06, 3.75e-06, 6.25e-06, 3.98e-06, 1.09e-06, 1.46e-07, 1.35e-06, 5.28e-06, 2.78e-05, 3.35e-05, 1.09e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.23e-09, 3.02e-08, 3.71e-07, 1.16e-07] []
172900 [6.62e-06, 6.69e-06, 4.27e-06, 3.46e-06, 5.82e-06, 3.83e-06, 1.11e-06, 2.54e-05, 4.22e-06, 5.01e-07, 1.34e-05, 1.14e-05, 3.61e-05, 2.30e-05, 6.38e-08, 0.00e+00, 6.30e-09, 5.06e-09, 0.00e+00, 5.93e-07, 2.64e-05, 3.00e-06] [6.62e-06, 6.69e-06, 4.27e-06, 3.46e-06, 5.82e-06, 3.83e-06, 1.11e-06, 2.54e-05, 4.22e-06, 5.01e-07, 1.34e-05, 1.14e-05, 3.61e-05, 2.30e-05, 6.38e-08, 0.00e+00, 6.30e-09, 5.06e-09, 0.00e+00, 5.93e-07, 2.64e-05, 3.00e-06] []
173000 [5.70e-06, 6.73e-06, 4.14e-06, 3.65e-06, 5.82e-06, 3.90e-06, 1.11e-06, 1.04e-05, 6.23e-06, 7.16e-07, 2.37e-05, 2.15e-05, 7.75e-05, 6.09e-05, 4.89e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-05, 6.45e-06] [5.70e-06, 6.73e-06, 4.14e-06, 3.65e-06, 5.82e-06, 3.90e-06, 1.11e-06, 1.04e-05, 6.23e-06, 7.16e-07, 2.37e-05, 2.15e-05, 7.75e-05, 6.09e-05, 4.89e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-05, 6.45e-06] []
173100 [5.45e-06, 6.76e-06, 4.16e-06, 3.60e-06, 5.87e-06, 3.86e-06, 1.10e-06, 6.89e-08, 1.07e-07, 3.87e-07, 4.79e-06, 5.73e-06, 6.44e-06, 6.63e-06, 4.28e-08, 1.40e-08, 2.97e-08, 2.00e-08, 8.94e-10, 7.43e-09, 2.69e-07, 3.72e-08] [5.45e-06, 6.76e-06, 4.16e-06, 3.60e-06, 5.87e-06, 3.86e-06, 1.10e-06, 6.89e-08, 1.07e-07, 3.87e-07, 4.79e-06, 5.73e-06, 6.44e-06, 6.63e-06, 4.28e-08, 1.40e-08, 2.97e-08, 2.00e-08, 8.94e-10, 7.43e-09, 2.69e-07, 3.72e-08] []
173200 [6.25e-06, 6.79e-06, 4.19e-06, 3.53e-06, 5.80e-06, 3.85e-06, 1.13e-06, 2.12e-06, 2.45e-06, 6.95e-08, 1.38e-05, 8.71e-06, 1.97e-05, 1.16e-05, 2.05e-07, 2.30e-07, 4.35e-07, 4.03e-07, 4.75e-07, 1.90e-07, 2.18e-06, 9.68e-07] [6.25e-06, 6.79e-06, 4.19e-06, 3.53e-06, 5.80e-06, 3.85e-06, 1.13e-06, 2.12e-06, 2.45e-06, 6.95e-08, 1.38e-05, 8.71e-06, 1.97e-05, 1.16e-05, 2.05e-07, 2.30e-07, 4.35e-07, 4.03e-07, 4.75e-07, 1.90e-07, 2.18e-06, 9.68e-07] []
173300 [5.36e-06, 6.65e-06, 4.14e-06, 3.68e-06, 5.85e-06, 3.98e-06, 1.12e-06, 1.08e-08, 2.18e-07, 2.07e-06, 6.23e-06, 1.42e-05, 1.39e-05, 5.17e-05, 9.10e-10, 0.00e+00, 1.27e-09, 8.28e-10, 7.13e-09, 8.46e-08, 2.64e-07, 3.31e-07] [5.36e-06, 6.65e-06, 4.14e-06, 3.68e-06, 5.85e-06, 3.98e-06, 1.12e-06, 1.08e-08, 2.18e-07, 2.07e-06, 6.23e-06, 1.42e-05, 1.39e-05, 5.17e-05, 9.10e-10, 0.00e+00, 1.27e-09, 8.28e-10, 7.13e-09, 8.46e-08, 2.64e-07, 3.31e-07] []
173400 [9.68e-06, 6.86e-06, 4.32e-06, 3.46e-06, 5.80e-06, 3.98e-06, 1.22e-06, 9.94e-09, 1.01e-07, 5.23e-06, 1.26e-05, 2.37e-05, 3.81e-05, 1.33e-04, 1.66e-06, 1.36e-06, 1.43e-06, 1.26e-06, 3.90e-08, 6.48e-08, 1.32e-07, 2.23e-07] [9.68e-06, 6.86e-06, 4.32e-06, 3.46e-06, 5.80e-06, 3.98e-06, 1.22e-06, 9.94e-09, 1.01e-07, 5.23e-06, 1.26e-05, 2.37e-05, 3.81e-05, 1.33e-04, 1.66e-06, 1.36e-06, 1.43e-06, 1.26e-06, 3.90e-08, 6.48e-08, 1.32e-07, 2.23e-07] []
173500 [6.24e-06, 6.73e-06, 4.14e-06, 3.64e-06, 5.76e-06, 3.97e-06, 1.14e-06, 2.68e-05, 2.98e-06, 2.45e-07, 3.40e-05, 2.12e-05, 7.08e-05, 3.69e-05, 2.47e-07, 4.33e-07, 1.14e-06, 1.10e-06, 4.17e-06, 8.87e-07, 2.09e-05, 4.19e-06] [6.24e-06, 6.73e-06, 4.14e-06, 3.64e-06, 5.76e-06, 3.97e-06, 1.14e-06, 2.68e-05, 2.98e-06, 2.45e-07, 3.40e-05, 2.12e-05, 7.08e-05, 3.69e-05, 2.47e-07, 4.33e-07, 1.14e-06, 1.10e-06, 4.17e-06, 8.87e-07, 2.09e-05, 4.19e-06] []
173600 [8.16e-06, 6.81e-06, 4.36e-06, 3.23e-06, 5.51e-06, 3.91e-06, 1.20e-06, 5.61e-07, 1.79e-06, 2.19e-06, 6.67e-06, 9.68e-06, 9.95e-06, 3.54e-05, 8.04e-07, 5.36e-07, 6.00e-07, 4.68e-07, 0.00e+00, 0.00e+00, 1.07e-06, 2.49e-06] [8.16e-06, 6.81e-06, 4.36e-06, 3.23e-06, 5.51e-06, 3.91e-06, 1.20e-06, 5.61e-07, 1.79e-06, 2.19e-06, 6.67e-06, 9.68e-06, 9.95e-06, 3.54e-05, 8.04e-07, 5.36e-07, 6.00e-07, 4.68e-07, 0.00e+00, 0.00e+00, 1.07e-06, 2.49e-06] []
173700 [5.64e-06, 6.84e-06, 4.25e-06, 3.58e-06, 5.51e-06, 3.78e-06, 1.14e-06, 8.30e-06, 4.13e-08, 5.54e-07, 1.29e-05, 1.14e-05, 9.72e-06, 2.27e-06, 1.20e-08, 1.19e-08, 1.86e-07, 2.07e-07, 2.33e-06, 2.07e-08, 1.15e-05, 5.67e-08] [5.64e-06, 6.84e-06, 4.25e-06, 3.58e-06, 5.51e-06, 3.78e-06, 1.14e-06, 8.30e-06, 4.13e-08, 5.54e-07, 1.29e-05, 1.14e-05, 9.72e-06, 2.27e-06, 1.20e-08, 1.19e-08, 1.86e-07, 2.07e-07, 2.33e-06, 2.07e-08, 1.15e-05, 5.67e-08] []
173800 [6.59e-06, 6.65e-06, 4.22e-06, 3.43e-06, 5.40e-06, 3.89e-06, 1.21e-06, 1.79e-06, 6.04e-06, 1.13e-08, 1.34e-05, 7.68e-06, 1.59e-05, 4.80e-06, 1.37e-07, 1.16e-07, 5.38e-07, 4.74e-07, 8.19e-07, 5.88e-07, 3.73e-06, 3.05e-06] [6.59e-06, 6.65e-06, 4.22e-06, 3.43e-06, 5.40e-06, 3.89e-06, 1.21e-06, 1.79e-06, 6.04e-06, 1.13e-08, 1.34e-05, 7.68e-06, 1.59e-05, 4.80e-06, 1.37e-07, 1.16e-07, 5.38e-07, 4.74e-07, 8.19e-07, 5.88e-07, 3.73e-06, 3.05e-06] []
173900 [1.03e-05, 7.14e-06, 4.14e-06, 4.87e-06, 6.47e-06, 4.05e-06, 1.27e-06, 8.71e-05, 5.97e-05, 1.75e-05, 1.16e-04, 1.49e-04, 4.92e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-04, 7.97e-05] [1.03e-05, 7.14e-06, 4.14e-06, 4.87e-06, 6.47e-06, 4.05e-06, 1.27e-06, 8.71e-05, 5.97e-05, 1.75e-05, 1.16e-04, 1.49e-04, 4.92e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-04, 7.97e-05] []
174000 [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06] [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 42.790004 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
174000 [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06] [6.79e-06, 6.60e-06, 4.14e-06, 3.62e-06, 5.60e-06, 3.97e-06, 1.21e-06, 1.65e-05, 3.41e-06, 8.18e-07, 4.00e-05, 2.57e-05, 9.50e-05, 6.66e-05, 3.82e-07, 7.39e-07, 1.65e-06, 1.57e-06, 3.15e-06, 7.67e-07, 1.56e-05, 3.73e-06] []
174100 [1.97e-05, 7.46e-06, 4.59e-06, 4.09e-06, 6.33e-06, 4.15e-06, 1.41e-06, 3.92e-05, 1.77e-05, 2.79e-05, 1.06e-04, 1.39e-04, 4.91e-04, 9.09e-04, 8.50e-06, 8.92e-06, 1.04e-05, 9.66e-06, 8.76e-06, 3.56e-06, 4.21e-05, 1.70e-05] [1.97e-05, 7.46e-06, 4.59e-06, 4.09e-06, 6.33e-06, 4.15e-06, 1.41e-06, 3.92e-05, 1.77e-05, 2.79e-05, 1.06e-04, 1.39e-04, 4.91e-04, 9.09e-04, 8.50e-06, 8.92e-06, 1.04e-05, 9.66e-06, 8.76e-06, 3.56e-06, 4.21e-05, 1.70e-05] []
174200 [1.34e-05, 7.09e-06, 4.49e-06, 3.44e-06, 5.54e-06, 4.05e-06, 1.34e-06, 6.85e-07, 2.98e-08, 1.25e-05, 2.92e-05, 5.47e-05, 1.27e-04, 3.61e-04, 3.87e-06, 3.62e-06, 3.23e-06, 3.56e-06, 2.76e-07, 1.84e-08, 1.00e-06, 4.16e-08] [1.34e-05, 7.09e-06, 4.49e-06, 3.44e-06, 5.54e-06, 4.05e-06, 1.34e-06, 6.85e-07, 2.98e-08, 1.25e-05, 2.92e-05, 5.47e-05, 1.27e-04, 3.61e-04, 3.87e-06, 3.62e-06, 3.23e-06, 3.56e-06, 2.76e-07, 1.84e-08, 1.00e-06, 4.16e-08] []
174300 [9.26e-06, 6.73e-06, 4.29e-06, 3.45e-06, 5.45e-06, 4.06e-06, 1.31e-06, 8.61e-08, 1.02e-07, 3.91e-06, 1.06e-05, 1.85e-05, 3.21e-05, 1.04e-04, 1.14e-06, 9.82e-07, 1.13e-06, 9.73e-07, 6.12e-08, 2.96e-09, 1.48e-07, 7.09e-08] [9.26e-06, 6.73e-06, 4.29e-06, 3.45e-06, 5.45e-06, 4.06e-06, 1.31e-06, 8.61e-08, 1.02e-07, 3.91e-06, 1.06e-05, 1.85e-05, 3.21e-05, 1.04e-04, 1.14e-06, 9.82e-07, 1.13e-06, 9.73e-07, 6.12e-08, 2.96e-09, 1.48e-07, 7.09e-08] []
174400 [5.63e-06, 6.40e-06, 4.06e-06, 3.62e-06, 5.34e-06, 3.98e-06, 1.24e-06, 1.37e-05, 7.27e-06, 2.84e-06, 1.07e-05, 1.91e-05, 4.52e-05, 9.32e-05, 3.11e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-05, 9.51e-06] [5.63e-06, 6.40e-06, 4.06e-06, 3.62e-06, 5.34e-06, 3.98e-06, 1.24e-06, 1.37e-05, 7.27e-06, 2.84e-06, 1.07e-05, 1.91e-05, 4.52e-05, 9.32e-05, 3.11e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-05, 9.51e-06] []
174500 [1.38e-05, 7.02e-06, 4.41e-06, 3.87e-06, 5.98e-06, 4.09e-06, 1.39e-06, 2.70e-05, 3.01e-05, 1.55e-05, 4.30e-05, 7.06e-05, 1.97e-04, 4.59e-04, 4.82e-06, 4.86e-06, 4.63e-06, 4.55e-06, 5.39e-06, 5.40e-06, 2.67e-05, 2.60e-05] [1.38e-05, 7.02e-06, 4.41e-06, 3.87e-06, 5.98e-06, 4.09e-06, 1.39e-06, 2.70e-05, 3.01e-05, 1.55e-05, 4.30e-05, 7.06e-05, 1.97e-04, 4.59e-04, 4.82e-06, 4.86e-06, 4.63e-06, 4.55e-06, 5.39e-06, 5.40e-06, 2.67e-05, 2.60e-05] []
174600 [5.88e-06, 6.53e-06, 4.17e-06, 3.65e-06, 5.41e-06, 4.04e-06, 1.27e-06, 6.18e-06, 1.06e-05, 4.73e-06, 8.65e-06, 2.63e-05, 3.28e-05, 1.28e-04, 3.85e-12, 0.00e+00, 0.00e+00, 0.00e+00, 8.12e-07, 1.69e-06, 4.20e-06, 8.66e-06] [5.88e-06, 6.53e-06, 4.17e-06, 3.65e-06, 5.41e-06, 4.04e-06, 1.27e-06, 6.18e-06, 1.06e-05, 4.73e-06, 8.65e-06, 2.63e-05, 3.28e-05, 1.28e-04, 3.85e-12, 0.00e+00, 0.00e+00, 0.00e+00, 8.12e-07, 1.69e-06, 4.20e-06, 8.66e-06] []
174700 [7.11e-06, 6.58e-06, 4.17e-06, 3.66e-06, 5.44e-06, 3.96e-06, 1.26e-06, 9.43e-06, 8.30e-06, 1.16e-06, 2.87e-05, 2.00e-05, 7.42e-05, 7.21e-05, 4.89e-07, 5.73e-07, 1.43e-06, 1.26e-06, 1.75e-06, 1.36e-06, 8.69e-06, 6.78e-06] [7.11e-06, 6.58e-06, 4.17e-06, 3.66e-06, 5.44e-06, 3.96e-06, 1.26e-06, 9.43e-06, 8.30e-06, 1.16e-06, 2.87e-05, 2.00e-05, 7.42e-05, 7.21e-05, 4.89e-07, 5.73e-07, 1.43e-06, 1.26e-06, 1.75e-06, 1.36e-06, 8.69e-06, 6.78e-06] []
174800 [2.14e-05, 7.59e-06, 4.71e-06, 4.32e-06, 6.39e-06, 4.31e-06, 1.55e-06, 6.63e-05, 6.74e-05, 3.68e-05, 6.94e-05, 1.44e-04, 3.78e-04, 9.46e-04, 1.21e-05, 1.17e-05, 9.01e-06, 8.11e-06, 1.16e-05, 1.34e-05, 5.76e-05, 6.19e-05] [2.14e-05, 7.59e-06, 4.71e-06, 4.32e-06, 6.39e-06, 4.31e-06, 1.55e-06, 6.63e-05, 6.74e-05, 3.68e-05, 6.94e-05, 1.44e-04, 3.78e-04, 9.46e-04, 1.21e-05, 1.17e-05, 9.01e-06, 8.11e-06, 1.16e-05, 1.34e-05, 5.76e-05, 6.19e-05] []
174900 [7.20e-06, 6.33e-06, 4.17e-06, 3.43e-06, 5.09e-06, 3.98e-06, 1.28e-06, 2.71e-05, 2.78e-06, 8.19e-07, 1.37e-05, 8.97e-06, 1.11e-05, 6.13e-06, 3.99e-07, 8.97e-08, 8.64e-08, 1.06e-07, 0.00e+00, 0.00e+00, 4.67e-05, 3.08e-06] [7.20e-06, 6.33e-06, 4.17e-06, 3.43e-06, 5.09e-06, 3.98e-06, 1.28e-06, 2.71e-05, 2.78e-06, 8.19e-07, 1.37e-05, 8.97e-06, 1.11e-05, 6.13e-06, 3.99e-07, 8.97e-08, 8.64e-08, 1.06e-07, 0.00e+00, 0.00e+00, 4.67e-05, 3.08e-06] []
175000 [5.53e-06, 6.44e-06, 4.05e-06, 3.65e-06, 5.15e-06, 3.96e-06, 1.26e-06, 1.45e-05, 1.19e-06, 8.54e-07, 1.48e-05, 1.22e-05, 8.14e-06, 5.10e-06, 1.13e-08, 1.59e-09, 1.21e-07, 1.24e-07, 2.56e-06, 0.00e+00, 1.31e-05, 1.76e-06] [5.53e-06, 6.44e-06, 4.05e-06, 3.65e-06, 5.15e-06, 3.96e-06, 1.26e-06, 1.45e-05, 1.19e-06, 8.54e-07, 1.48e-05, 1.22e-05, 8.14e-06, 5.10e-06, 1.13e-08, 1.59e-09, 1.21e-07, 1.24e-07, 2.56e-06, 0.00e+00, 1.31e-05, 1.76e-06] []
175100 [5.69e-06, 6.56e-06, 4.10e-06, 3.79e-06, 5.42e-06, 3.83e-06, 1.31e-06, 1.45e-06, 1.37e-07, 3.66e-07, 3.99e-06, 4.08e-06, 4.12e-06, 5.86e-06, 2.09e-07, 1.34e-07, 2.45e-07, 2.34e-07, 2.98e-08, 2.58e-09, 2.49e-07, 2.99e-08] [5.69e-06, 6.56e-06, 4.10e-06, 3.79e-06, 5.42e-06, 3.83e-06, 1.31e-06, 1.45e-06, 1.37e-07, 3.66e-07, 3.99e-06, 4.08e-06, 4.12e-06, 5.86e-06, 2.09e-07, 1.34e-07, 2.45e-07, 2.34e-07, 2.98e-08, 2.58e-09, 2.49e-07, 2.99e-08] []
175200 [4.61e-06, 6.53e-06, 4.11e-06, 3.92e-06, 5.40e-06, 3.90e-06, 1.30e-06, 1.55e-06, 1.17e-05, 1.60e-06, 4.63e-06, 8.70e-06, 5.33e-06, 2.31e-05, 1.84e-09, 2.18e-10, 5.74e-09, 9.03e-09, 7.16e-07, 9.16e-07, 3.36e-06, 4.89e-06] [4.61e-06, 6.53e-06, 4.11e-06, 3.92e-06, 5.40e-06, 3.90e-06, 1.30e-06, 1.55e-06, 1.17e-05, 1.60e-06, 4.63e-06, 8.70e-06, 5.33e-06, 2.31e-05, 1.84e-09, 2.18e-10, 5.74e-09, 9.03e-09, 7.16e-07, 9.16e-07, 3.36e-06, 4.89e-06] []
175300 [4.63e-06, 6.49e-06, 4.02e-06, 3.98e-06, 5.47e-06, 3.89e-06, 1.32e-06, 1.06e-06, 5.56e-06, 5.98e-08, 4.36e-06, 3.27e-06, 3.10e-06, 3.63e-07, 7.27e-08, 4.29e-08, 9.67e-08, 9.12e-08, 3.89e-07, 2.52e-07, 1.85e-06, 1.29e-06] [4.63e-06, 6.49e-06, 4.02e-06, 3.98e-06, 5.47e-06, 3.89e-06, 1.32e-06, 1.06e-06, 5.56e-06, 5.98e-08, 4.36e-06, 3.27e-06, 3.10e-06, 3.63e-07, 7.27e-08, 4.29e-08, 9.67e-08, 9.12e-08, 3.89e-07, 2.52e-07, 1.85e-06, 1.29e-06] []
175400 [4.89e-06, 6.41e-06, 4.03e-06, 3.88e-06, 5.34e-06, 3.96e-06, 1.28e-06, 1.11e-06, 4.88e-07, 1.84e-07, 3.73e-06, 4.29e-06, 6.75e-06, 6.38e-06, 5.89e-08, 6.65e-10, 1.47e-08, 1.52e-08, 0.00e+00, 0.00e+00, 1.67e-06, 1.99e-07] [4.89e-06, 6.41e-06, 4.03e-06, 3.88e-06, 5.34e-06, 3.96e-06, 1.28e-06, 1.11e-06, 4.88e-07, 1.84e-07, 3.73e-06, 4.29e-06, 6.75e-06, 6.38e-06, 5.89e-08, 6.65e-10, 1.47e-08, 1.52e-08, 0.00e+00, 0.00e+00, 1.67e-06, 1.99e-07] []
175500 [9.63e-06, 6.54e-06, 4.19e-06, 3.73e-06, 5.45e-06, 4.13e-06, 1.36e-06, 2.15e-05, 1.52e-05, 5.58e-06, 5.26e-05, 4.71e-05, 1.82e-04, 2.43e-04, 1.69e-06, 2.20e-06, 3.50e-06, 3.31e-06, 4.15e-06, 3.47e-06, 2.06e-05, 1.65e-05] [9.63e-06, 6.54e-06, 4.19e-06, 3.73e-06, 5.45e-06, 4.13e-06, 1.36e-06, 2.15e-05, 1.52e-05, 5.58e-06, 5.26e-05, 4.71e-05, 1.82e-04, 2.43e-04, 1.69e-06, 2.20e-06, 3.50e-06, 3.31e-06, 4.15e-06, 3.47e-06, 2.06e-05, 1.65e-05] []
175600 [1.45e-05, 6.90e-06, 4.45e-06, 3.70e-06, 5.38e-06, 4.38e-06, 1.57e-06, 1.81e-06, 1.60e-05, 1.59e-05, 2.17e-05, 6.51e-05, 5.34e-05, 3.58e-04, 5.60e-06, 4.92e-06, 2.28e-06, 2.03e-06, 0.00e+00, 0.00e+00, 2.32e-06, 2.18e-05] [1.45e-05, 6.90e-06, 4.45e-06, 3.70e-06, 5.38e-06, 4.38e-06, 1.57e-06, 1.81e-06, 1.60e-05, 1.59e-05, 2.17e-05, 6.51e-05, 5.34e-05, 3.58e-04, 5.60e-06, 4.92e-06, 2.28e-06, 2.03e-06, 0.00e+00, 0.00e+00, 2.32e-06, 2.18e-05] []
175700 [6.25e-06, 6.33e-06, 4.09e-06, 3.63e-06, 5.22e-06, 3.92e-06, 1.34e-06, 1.17e-05, 2.89e-06, 1.22e-06, 1.30e-05, 1.17e-05, 1.23e-05, 6.38e-06, 4.74e-07, 2.14e-07, 1.29e-07, 1.37e-07, 0.00e+00, 0.00e+00, 7.39e-06, 2.83e-06] [6.25e-06, 6.33e-06, 4.09e-06, 3.63e-06, 5.22e-06, 3.92e-06, 1.34e-06, 1.17e-05, 2.89e-06, 1.22e-06, 1.30e-05, 1.17e-05, 1.23e-05, 6.38e-06, 4.74e-07, 2.14e-07, 1.29e-07, 1.37e-07, 0.00e+00, 0.00e+00, 7.39e-06, 2.83e-06] []
175800 [8.35e-06, 6.35e-06, 4.20e-06, 3.30e-06, 4.90e-06, 3.99e-06, 1.34e-06, 9.45e-06, 2.10e-07, 1.50e-06, 1.27e-05, 1.38e-05, 2.91e-05, 6.08e-05, 7.41e-07, 6.19e-07, 7.14e-07, 7.39e-07, 1.26e-06, 0.00e+00, 6.61e-06, 5.72e-07] [8.35e-06, 6.35e-06, 4.20e-06, 3.30e-06, 4.90e-06, 3.99e-06, 1.34e-06, 9.45e-06, 2.10e-07, 1.50e-06, 1.27e-05, 1.38e-05, 2.91e-05, 6.08e-05, 7.41e-07, 6.19e-07, 7.14e-07, 7.39e-07, 1.26e-06, 0.00e+00, 6.61e-06, 5.72e-07] []
175900 [5.11e-06, 6.36e-06, 4.04e-06, 3.78e-06, 5.21e-06, 4.02e-06, 1.34e-06, 4.19e-06, 2.44e-05, 5.03e-08, 1.84e-05, 1.18e-05, 3.84e-05, 1.13e-05, 6.37e-08, 4.07e-09, 0.00e+00, 9.72e-10, 0.00e+00, 0.00e+00, 1.04e-05, 3.48e-05] [5.11e-06, 6.36e-06, 4.04e-06, 3.78e-06, 5.21e-06, 4.02e-06, 1.34e-06, 4.19e-06, 2.44e-05, 5.03e-08, 1.84e-05, 1.18e-05, 3.84e-05, 1.13e-05, 6.37e-08, 4.07e-09, 0.00e+00, 9.72e-10, 0.00e+00, 0.00e+00, 1.04e-05, 3.48e-05] []
176000 [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06] [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 43.672609 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
176000 [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06] [4.82e-06, 6.39e-06, 4.04e-06, 3.99e-06, 5.28e-06, 4.00e-06, 1.35e-06, 2.34e-07, 1.12e-05, 1.41e-10, 3.95e-06, 2.73e-06, 3.55e-06, 8.43e-07, 1.58e-07, 6.62e-08, 1.80e-07, 1.69e-07, 1.97e-07, 9.13e-07, 8.11e-07, 4.91e-06] []
176100 [5.22e-06, 6.38e-06, 4.03e-06, 3.91e-06, 5.38e-06, 4.00e-06, 1.33e-06, 3.32e-07, 1.16e-07, 3.08e-08, 3.82e-06, 3.14e-06, 3.55e-06, 9.19e-07, 1.72e-07, 6.56e-08, 8.18e-08, 8.58e-08, 0.00e+00, 0.00e+00, 5.89e-07, 2.27e-07] [5.22e-06, 6.38e-06, 4.03e-06, 3.91e-06, 5.38e-06, 4.00e-06, 1.33e-06, 3.32e-07, 1.16e-07, 3.08e-08, 3.82e-06, 3.14e-06, 3.55e-06, 9.19e-07, 1.72e-07, 6.56e-08, 8.18e-08, 8.58e-08, 0.00e+00, 0.00e+00, 5.89e-07, 2.27e-07] []
176200 [4.06e-06, 6.40e-06, 4.01e-06, 4.13e-06, 5.33e-06, 4.03e-06, 1.33e-06, 4.19e-07, 1.93e-06, 1.92e-06, 3.92e-06, 8.93e-06, 9.56e-06, 3.34e-05, 1.28e-08, 0.00e+00, 1.61e-10, 5.29e-10, 1.27e-07, 8.65e-08, 5.51e-07, 4.24e-07] [4.06e-06, 6.40e-06, 4.01e-06, 4.13e-06, 5.33e-06, 4.03e-06, 1.33e-06, 4.19e-07, 1.93e-06, 1.92e-06, 3.92e-06, 8.93e-06, 9.56e-06, 3.34e-05, 1.28e-08, 0.00e+00, 1.61e-10, 5.29e-10, 1.27e-07, 8.65e-08, 5.51e-07, 4.24e-07] []
176300 [2.34e-05, 7.47e-06, 4.60e-06, 4.50e-06, 6.21e-06, 4.53e-06, 1.62e-06, 6.29e-05, 2.15e-05, 3.83e-05, 1.02e-04, 1.71e-04, 5.17e-04, 1.17e-03, 1.27e-05, 1.27e-05, 1.16e-05, 1.08e-05, 1.26e-05, 3.98e-06, 6.12e-05, 1.92e-05] [2.34e-05, 7.47e-06, 4.60e-06, 4.50e-06, 6.21e-06, 4.53e-06, 1.62e-06, 6.29e-05, 2.15e-05, 3.83e-05, 1.02e-04, 1.71e-04, 5.17e-04, 1.17e-03, 1.27e-05, 1.27e-05, 1.16e-05, 1.08e-05, 1.26e-05, 3.98e-06, 6.12e-05, 1.92e-05] []
176400 [6.97e-06, 6.38e-06, 4.21e-06, 3.32e-06, 4.67e-06, 4.02e-06, 1.33e-06, 5.79e-06, 1.03e-05, 2.21e-07, 1.28e-05, 7.60e-06, 2.78e-05, 2.24e-05, 2.38e-07, 2.00e-07, 6.15e-07, 4.12e-07, 1.92e-06, 1.44e-06, 9.35e-06, 7.44e-06] [6.97e-06, 6.38e-06, 4.21e-06, 3.32e-06, 4.67e-06, 4.02e-06, 1.33e-06, 5.79e-06, 1.03e-05, 2.21e-07, 1.28e-05, 7.60e-06, 2.78e-05, 2.24e-05, 2.38e-07, 2.00e-07, 6.15e-07, 4.12e-07, 1.92e-06, 1.44e-06, 9.35e-06, 7.44e-06] []
176500 [4.76e-06, 6.33e-06, 3.96e-06, 3.75e-06, 5.08e-06, 3.99e-06, 1.36e-06, 3.60e-08, 1.05e-05, 2.64e-09, 3.80e-06, 2.98e-06, 2.86e-06, 2.67e-07, 7.85e-08, 3.59e-08, 1.31e-07, 1.05e-07, 2.47e-07, 0.00e+00, 9.17e-07, 2.15e-05] [4.76e-06, 6.33e-06, 3.96e-06, 3.75e-06, 5.08e-06, 3.99e-06, 1.36e-06, 3.60e-08, 1.05e-05, 2.64e-09, 3.80e-06, 2.98e-06, 2.86e-06, 2.67e-07, 7.85e-08, 3.59e-08, 1.31e-07, 1.05e-07, 2.47e-07, 0.00e+00, 9.17e-07, 2.15e-05] []
176600 [7.02e-06, 6.38e-06, 4.08e-06, 3.71e-06, 5.11e-06, 4.11e-06, 1.35e-06, 2.72e-06, 3.63e-07, 2.06e-06, 1.98e-05, 1.63e-05, 5.88e-05, 8.29e-05, 6.94e-07, 6.30e-07, 1.35e-06, 1.26e-06, 5.59e-07, 8.57e-08, 2.78e-06, 4.15e-07] [7.02e-06, 6.38e-06, 4.08e-06, 3.71e-06, 5.11e-06, 4.11e-06, 1.35e-06, 2.72e-06, 3.63e-07, 2.06e-06, 1.98e-05, 1.63e-05, 5.88e-05, 8.29e-05, 6.94e-07, 6.30e-07, 1.35e-06, 1.26e-06, 5.59e-07, 8.57e-08, 2.78e-06, 4.15e-07] []
176700 [8.64e-06, 6.38e-06, 4.10e-06, 3.74e-06, 5.14e-06, 4.23e-06, 1.38e-06, 1.88e-05, 6.06e-06, 3.70e-06, 5.05e-05, 4.05e-05, 1.63e-04, 1.89e-04, 1.20e-06, 1.51e-06, 2.94e-06, 2.80e-06, 3.61e-06, 1.17e-06, 1.80e-05, 5.83e-06] [8.64e-06, 6.38e-06, 4.10e-06, 3.74e-06, 5.14e-06, 4.23e-06, 1.38e-06, 1.88e-05, 6.06e-06, 3.70e-06, 5.05e-05, 4.05e-05, 1.63e-04, 1.89e-04, 1.20e-06, 1.51e-06, 2.94e-06, 2.80e-06, 3.61e-06, 1.17e-06, 1.80e-05, 5.83e-06] []
176800 [2.79e-05, 7.89e-06, 4.81e-06, 4.70e-06, 6.36e-06, 4.81e-06, 1.83e-06, 7.62e-06, 9.32e-06, 5.98e-05, 6.41e-05, 2.19e-04, 3.32e-04, 1.37e-03, 2.23e-05, 2.04e-05, 9.47e-06, 8.67e-06, 1.50e-06, 1.64e-06, 7.52e-06, 8.26e-06] [2.79e-05, 7.89e-06, 4.81e-06, 4.70e-06, 6.36e-06, 4.81e-06, 1.83e-06, 7.62e-06, 9.32e-06, 5.98e-05, 6.41e-05, 2.19e-04, 3.32e-04, 1.37e-03, 2.23e-05, 2.04e-05, 9.47e-06, 8.67e-06, 1.50e-06, 1.64e-06, 7.52e-06, 8.26e-06] []
176900 [4.19e-06, 6.29e-06, 4.00e-06, 4.01e-06, 5.12e-06, 4.15e-06, 1.33e-06, 2.31e-06, 7.07e-06, 1.24e-06, 4.81e-06, 7.52e-06, 3.05e-06, 1.61e-05, 1.18e-08, 2.96e-10, 2.06e-08, 1.96e-08, 4.26e-07, 8.35e-07, 2.15e-06, 4.45e-06] [4.19e-06, 6.29e-06, 4.00e-06, 4.01e-06, 5.12e-06, 4.15e-06, 1.33e-06, 2.31e-06, 7.07e-06, 1.24e-06, 4.81e-06, 7.52e-06, 3.05e-06, 1.61e-05, 1.18e-08, 2.96e-10, 2.06e-08, 1.96e-08, 4.26e-07, 8.35e-07, 2.15e-06, 4.45e-06] []
177000 [4.98e-06, 6.16e-06, 3.94e-06, 3.87e-06, 5.11e-06, 4.07e-06, 1.32e-06, 4.41e-09, 1.25e-06, 5.09e-08, 3.25e-06, 2.67e-06, 2.78e-06, 1.21e-06, 1.61e-07, 1.01e-07, 1.22e-07, 1.41e-07, 8.04e-09, 0.00e+00, 3.76e-08, 1.41e-06] [4.98e-06, 6.16e-06, 3.94e-06, 3.87e-06, 5.11e-06, 4.07e-06, 1.32e-06, 4.41e-09, 1.25e-06, 5.09e-08, 3.25e-06, 2.67e-06, 2.78e-06, 1.21e-06, 1.61e-07, 1.01e-07, 1.22e-07, 1.41e-07, 8.04e-09, 0.00e+00, 3.76e-08, 1.41e-06] []
177100 [6.80e-06, 6.07e-06, 4.02e-06, 3.61e-06, 4.89e-06, 4.14e-06, 1.40e-06, 1.99e-05, 9.25e-07, 5.97e-07, 1.21e-05, 1.00e-05, 1.33e-05, 3.00e-06, 4.15e-07, 5.46e-08, 6.16e-08, 9.83e-08, 0.00e+00, 8.58e-08, 2.31e-05, 4.85e-07] [6.80e-06, 6.07e-06, 4.02e-06, 3.61e-06, 4.89e-06, 4.14e-06, 1.40e-06, 1.99e-05, 9.25e-07, 5.97e-07, 1.21e-05, 1.00e-05, 1.33e-05, 3.00e-06, 4.15e-07, 5.46e-08, 6.16e-08, 9.83e-08, 0.00e+00, 8.58e-08, 2.31e-05, 4.85e-07] []
177200 [6.18e-06, 6.33e-06, 4.26e-06, 3.62e-06, 4.77e-06, 4.25e-06, 1.42e-06, 3.49e-06, 5.63e-07, 4.90e-06, 1.12e-05, 2.53e-05, 5.39e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-07, 2.26e-08, 8.12e-07, 1.07e-07] [6.18e-06, 6.33e-06, 4.26e-06, 3.62e-06, 4.77e-06, 4.25e-06, 1.42e-06, 3.49e-06, 5.63e-07, 4.90e-06, 1.12e-05, 2.53e-05, 5.39e-05, 1.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-07, 2.26e-08, 8.12e-07, 1.07e-07] []
177300 [2.36e-05, 7.82e-06, 5.06e-06, 4.07e-06, 5.51e-06, 4.92e-06, 1.89e-06, 9.63e-07, 3.48e-06, 4.03e-05, 6.26e-05, 1.48e-04, 2.80e-04, 9.47e-04, 1.13e-05, 1.22e-05, 7.65e-06, 8.27e-06, 3.98e-11, 3.37e-07, 8.21e-07, 1.62e-06] [2.36e-05, 7.82e-06, 5.06e-06, 4.07e-06, 5.51e-06, 4.92e-06, 1.89e-06, 9.63e-07, 3.48e-06, 4.03e-05, 6.26e-05, 1.48e-04, 2.80e-04, 9.47e-04, 1.13e-05, 1.22e-05, 7.65e-06, 8.27e-06, 3.98e-11, 3.37e-07, 8.21e-07, 1.62e-06] []
177400 [8.59e-06, 6.43e-06, 4.30e-06, 3.27e-06, 4.51e-06, 4.19e-06, 1.37e-06, 8.72e-06, 3.02e-06, 2.15e-06, 1.48e-05, 1.65e-05, 4.85e-05, 9.33e-05, 8.55e-07, 6.70e-07, 8.82e-07, 6.98e-07, 1.33e-06, 0.00e+00, 6.80e-06, 5.51e-06] [8.59e-06, 6.43e-06, 4.30e-06, 3.27e-06, 4.51e-06, 4.19e-06, 1.37e-06, 8.72e-06, 3.02e-06, 2.15e-06, 1.48e-05, 1.65e-05, 4.85e-05, 9.33e-05, 8.55e-07, 6.70e-07, 8.82e-07, 6.98e-07, 1.33e-06, 0.00e+00, 6.80e-06, 5.51e-06] []
177500 [4.92e-06, 6.46e-06, 3.97e-06, 4.45e-06, 5.20e-06, 4.25e-06, 1.32e-06, 1.16e-08, 2.31e-09, 6.88e-06, 8.61e-06, 3.26e-05, 5.17e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.98e-09, 3.58e-08, 9.87e-09] [4.92e-06, 6.46e-06, 3.97e-06, 4.45e-06, 5.20e-06, 4.25e-06, 1.32e-06, 1.16e-08, 2.31e-09, 6.88e-06, 8.61e-06, 3.26e-05, 5.17e-05, 1.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.98e-09, 3.58e-08, 9.87e-09] []
177600 [7.12e-06, 6.17e-06, 4.21e-06, 3.28e-06, 4.48e-06, 4.37e-06, 1.43e-06, 1.81e-07, 5.83e-06, 1.56e-08, 3.59e-06, 3.35e-06, 4.92e-06, 2.14e-06, 1.11e-07, 7.42e-08, 1.59e-07, 1.62e-07, 1.46e-09, 0.00e+00, 1.39e-07, 5.45e-06] [7.12e-06, 6.17e-06, 4.21e-06, 3.28e-06, 4.48e-06, 4.37e-06, 1.43e-06, 1.81e-07, 5.83e-06, 1.56e-08, 3.59e-06, 3.35e-06, 4.92e-06, 2.14e-06, 1.11e-07, 7.42e-08, 1.59e-07, 1.62e-07, 1.46e-09, 0.00e+00, 1.39e-07, 5.45e-06] []
177700 [4.52e-06, 6.23e-06, 4.02e-06, 3.78e-06, 5.10e-06, 4.15e-06, 1.32e-06, 2.99e-06, 3.50e-06, 3.83e-08, 7.27e-06, 4.37e-06, 8.61e-06, 9.86e-07, 5.95e-08, 1.34e-07, 2.29e-07, 2.55e-07, 5.47e-07, 6.68e-07, 2.84e-06, 3.48e-06] [4.52e-06, 6.23e-06, 4.02e-06, 3.78e-06, 5.10e-06, 4.15e-06, 1.32e-06, 2.99e-06, 3.50e-06, 3.83e-08, 7.27e-06, 4.37e-06, 8.61e-06, 9.86e-07, 5.95e-08, 1.34e-07, 2.29e-07, 2.55e-07, 5.47e-07, 6.68e-07, 2.84e-06, 3.48e-06] []
177800 [4.90e-06, 6.16e-06, 3.97e-06, 3.97e-06, 5.11e-06, 4.12e-06, 1.32e-06, 1.07e-06, 2.22e-07, 2.99e-08, 3.84e-06, 3.43e-06, 4.49e-06, 1.99e-07, 1.75e-07, 5.94e-08, 3.84e-08, 8.38e-08, 0.00e+00, 0.00e+00, 1.37e-06, 1.42e-07] [4.90e-06, 6.16e-06, 3.97e-06, 3.97e-06, 5.11e-06, 4.12e-06, 1.32e-06, 1.07e-06, 2.22e-07, 2.99e-08, 3.84e-06, 3.43e-06, 4.49e-06, 1.99e-07, 1.75e-07, 5.94e-08, 3.84e-08, 8.38e-08, 0.00e+00, 0.00e+00, 1.37e-06, 1.42e-07] []
177900 [4.08e-06, 6.28e-06, 3.91e-06, 4.21e-06, 5.14e-06, 4.16e-06, 1.33e-06, 6.84e-09, 2.66e-06, 1.61e-06, 4.92e-06, 1.04e-05, 2.19e-05, 4.51e-05, 1.39e-08, 0.00e+00, 0.00e+00, 3.42e-09, 1.79e-08, 0.00e+00, 3.67e-08, 3.73e-06] [4.08e-06, 6.28e-06, 3.91e-06, 4.21e-06, 5.14e-06, 4.16e-06, 1.33e-06, 6.84e-09, 2.66e-06, 1.61e-06, 4.92e-06, 1.04e-05, 2.19e-05, 4.51e-05, 1.39e-08, 0.00e+00, 0.00e+00, 3.42e-09, 1.79e-08, 0.00e+00, 3.67e-08, 3.73e-06] []
178000 [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08] [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 46.522403 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
178000 [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08] [5.71e-06, 6.06e-06, 4.03e-06, 3.54e-06, 4.88e-06, 4.10e-06, 1.35e-06, 4.77e-06, 1.34e-07, 4.06e-06, 1.91e-05, 2.68e-05, 7.78e-05, 1.22e-04, 2.01e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.53e-09, 5.41e-06, 2.77e-08] []
178100 [4.12e-06, 6.20e-06, 3.99e-06, 4.12e-06, 5.18e-06, 4.14e-06, 1.30e-06, 4.58e-07, 4.06e-06, 2.36e-06, 4.41e-06, 8.95e-06, 4.01e-06, 2.48e-05, 1.85e-08, 0.00e+00, 8.44e-09, 2.74e-08, 4.34e-08, 9.41e-07, 1.61e-07, 4.71e-06] [4.12e-06, 6.20e-06, 3.99e-06, 4.12e-06, 5.18e-06, 4.14e-06, 1.30e-06, 4.58e-07, 4.06e-06, 2.36e-06, 4.41e-06, 8.95e-06, 4.01e-06, 2.48e-05, 1.85e-08, 0.00e+00, 8.44e-09, 2.74e-08, 4.34e-08, 9.41e-07, 1.61e-07, 4.71e-06] []
178200 [5.12e-06, 6.04e-06, 3.91e-06, 3.72e-06, 5.23e-06, 4.17e-06, 1.36e-06, 1.26e-06, 2.36e-06, 1.63e-07, 4.29e-06, 4.08e-06, 3.11e-06, 2.94e-06, 2.95e-07, 1.71e-07, 5.69e-08, 1.62e-07, 0.00e+00, 0.00e+00, 1.82e-06, 5.73e-06] [5.12e-06, 6.04e-06, 3.91e-06, 3.72e-06, 5.23e-06, 4.17e-06, 1.36e-06, 1.26e-06, 2.36e-06, 1.63e-07, 4.29e-06, 4.08e-06, 3.11e-06, 2.94e-06, 2.95e-07, 1.71e-07, 5.69e-08, 1.62e-07, 0.00e+00, 0.00e+00, 1.82e-06, 5.73e-06] []
178300 [5.42e-06, 6.10e-06, 3.97e-06, 3.77e-06, 5.14e-06, 4.23e-06, 1.33e-06, 4.28e-06, 6.07e-07, 3.76e-07, 1.76e-05, 9.94e-06, 3.89e-05, 2.63e-05, 2.75e-07, 3.15e-07, 8.50e-07, 8.59e-07, 1.30e-06, 2.11e-07, 6.26e-06, 9.95e-07] [5.42e-06, 6.10e-06, 3.97e-06, 3.77e-06, 5.14e-06, 4.23e-06, 1.33e-06, 4.28e-06, 6.07e-07, 3.76e-07, 1.76e-05, 9.94e-06, 3.89e-05, 2.63e-05, 2.75e-07, 3.15e-07, 8.50e-07, 8.59e-07, 1.30e-06, 2.11e-07, 6.26e-06, 9.95e-07] []
178400 [2.61e-05, 7.57e-06, 4.73e-06, 4.63e-06, 6.49e-06, 4.83e-06, 1.65e-06, 1.61e-04, 7.48e-05, 4.24e-05, 1.59e-04, 2.12e-04, 8.04e-04, 1.50e-03, 1.42e-05, 1.48e-05, 1.60e-05, 1.70e-05, 3.18e-05, 1.68e-05, 1.46e-04, 7.44e-05] [2.61e-05, 7.57e-06, 4.73e-06, 4.63e-06, 6.49e-06, 4.83e-06, 1.65e-06, 1.61e-04, 7.48e-05, 4.24e-05, 1.59e-04, 2.12e-04, 8.04e-04, 1.50e-03, 1.42e-05, 1.48e-05, 1.60e-05, 1.70e-05, 3.18e-05, 1.68e-05, 1.46e-04, 7.44e-05] []
178500 [4.80e-06, 5.90e-06, 3.95e-06, 3.75e-06, 5.14e-06, 4.28e-06, 1.34e-06, 1.05e-08, 6.63e-09, 5.08e-09, 2.42e-06, 2.35e-06, 1.85e-06, 6.56e-08, 1.15e-07, 8.60e-08, 1.08e-07, 1.15e-07, 2.19e-09, 5.36e-09, 5.02e-08, 1.19e-08] [4.80e-06, 5.90e-06, 3.95e-06, 3.75e-06, 5.14e-06, 4.28e-06, 1.34e-06, 1.05e-08, 6.63e-09, 5.08e-09, 2.42e-06, 2.35e-06, 1.85e-06, 6.56e-08, 1.15e-07, 8.60e-08, 1.08e-07, 1.15e-07, 2.19e-09, 5.36e-09, 5.02e-08, 1.19e-08] []
178600 [4.45e-06, 6.10e-06, 3.97e-06, 3.82e-06, 5.50e-06, 4.17e-06, 1.35e-06, 8.42e-08, 6.40e-08, 3.62e-07, 3.94e-06, 4.41e-06, 2.08e-06, 5.08e-06, 9.46e-08, 4.60e-08, 9.96e-08, 1.35e-07, 3.83e-09, 1.97e-08, 2.32e-07, 4.16e-08] [4.45e-06, 6.10e-06, 3.97e-06, 3.82e-06, 5.50e-06, 4.17e-06, 1.35e-06, 8.42e-08, 6.40e-08, 3.62e-07, 3.94e-06, 4.41e-06, 2.08e-06, 5.08e-06, 9.46e-08, 4.60e-08, 9.96e-08, 1.35e-07, 3.83e-09, 1.97e-08, 2.32e-07, 4.16e-08] []
178700 [4.69e-05, 9.18e-06, 5.74e-06, 5.45e-06, 8.56e-06, 5.80e-06, 2.50e-06, 7.20e-05, 2.95e-05, 1.32e-04, 1.40e-04, 4.79e-04, 3.10e-04, 2.57e-03, 5.35e-05, 5.42e-05, 4.80e-06, 2.39e-05, 0.00e+00, 0.00e+00, 6.60e-05, 2.78e-05] [4.69e-05, 9.18e-06, 5.74e-06, 5.45e-06, 8.56e-06, 5.80e-06, 2.50e-06, 7.20e-05, 2.95e-05, 1.32e-04, 1.40e-04, 4.79e-04, 3.10e-04, 2.57e-03, 5.35e-05, 5.42e-05, 4.80e-06, 2.39e-05, 0.00e+00, 0.00e+00, 6.60e-05, 2.78e-05] []
178800 [6.71e-06, 5.99e-06, 4.03e-06, 3.53e-06, 5.12e-06, 4.43e-06, 1.38e-06, 1.19e-05, 5.04e-06, 1.06e-06, 5.74e-05, 3.48e-05, 1.46e-04, 1.01e-04, 6.04e-07, 9.01e-07, 2.45e-06, 2.15e-06, 2.40e-06, 9.98e-07, 1.16e-05, 4.78e-06] [6.71e-06, 5.99e-06, 4.03e-06, 3.53e-06, 5.12e-06, 4.43e-06, 1.38e-06, 1.19e-05, 5.04e-06, 1.06e-06, 5.74e-05, 3.48e-05, 1.46e-04, 1.01e-04, 6.04e-07, 9.01e-07, 2.45e-06, 2.15e-06, 2.40e-06, 9.98e-07, 1.16e-05, 4.78e-06] []
178900 [2.61e-05, 7.40e-06, 4.81e-06, 4.17e-06, 6.75e-06, 4.95e-06, 1.87e-06, 2.25e-05, 2.02e-05, 5.49e-05, 7.38e-05, 2.01e-04, 4.19e-04, 1.36e-03, 1.85e-05, 1.92e-05, 6.51e-06, 1.30e-05, 3.96e-06, 3.50e-06, 1.95e-05, 1.69e-05] [2.61e-05, 7.40e-06, 4.81e-06, 4.17e-06, 6.75e-06, 4.95e-06, 1.87e-06, 2.25e-05, 2.02e-05, 5.49e-05, 7.38e-05, 2.01e-04, 4.19e-04, 1.36e-03, 1.85e-05, 1.92e-05, 6.51e-06, 1.30e-05, 3.96e-06, 3.50e-06, 1.95e-05, 1.69e-05] []
179000 [4.76e-06, 5.91e-06, 3.93e-06, 3.56e-06, 5.45e-06, 4.39e-06, 1.48e-06, 1.46e-05, 1.12e-05, 1.26e-07, 1.90e-05, 1.50e-05, 5.20e-05, 2.96e-05, 1.06e-07, 1.23e-08, 0.00e+00, 2.29e-09, 0.00e+00, 0.00e+00, 2.03e-05, 1.39e-05] [4.76e-06, 5.91e-06, 3.93e-06, 3.56e-06, 5.45e-06, 4.39e-06, 1.48e-06, 1.46e-05, 1.12e-05, 1.26e-07, 1.90e-05, 1.50e-05, 5.20e-05, 2.96e-05, 1.06e-07, 1.23e-08, 0.00e+00, 2.29e-09, 0.00e+00, 0.00e+00, 2.03e-05, 1.39e-05] []
179100 [7.04e-06, 6.13e-06, 4.14e-06, 4.06e-06, 6.04e-06, 4.46e-06, 1.53e-06, 7.29e-07, 9.28e-06, 1.62e-05, 1.17e-05, 6.98e-05, 6.96e-05, 3.49e-04, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 1.46e-07, 1.05e-06, 5.18e-07, 5.39e-06] [7.04e-06, 6.13e-06, 4.14e-06, 4.06e-06, 6.04e-06, 4.46e-06, 1.53e-06, 7.29e-07, 9.28e-06, 1.62e-05, 1.17e-05, 6.98e-05, 6.96e-05, 3.49e-04, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 1.46e-07, 1.05e-06, 5.18e-07, 5.39e-06] []
179200 [5.56e-06, 6.17e-06, 4.06e-06, 4.13e-06, 6.39e-06, 4.39e-06, 1.59e-06, 2.76e-05, 1.38e-05, 6.62e-06, 6.05e-05, 6.16e-05, 2.38e-04, 3.07e-04, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.38e-05] [5.56e-06, 6.17e-06, 4.06e-06, 4.13e-06, 6.39e-06, 4.39e-06, 1.59e-06, 2.76e-05, 1.38e-05, 6.62e-06, 6.05e-05, 6.16e-05, 2.38e-04, 3.07e-04, 1.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.38e-05] []
179300 [5.04e-06, 6.12e-06, 4.11e-06, 3.80e-06, 6.75e-06, 4.38e-06, 1.67e-06, 2.38e-06, 5.18e-06, 2.83e-06, 6.40e-06, 1.34e-05, 3.29e-05, 6.82e-05, 2.05e-08, 0.00e+00, 0.00e+00, 1.29e-09, 0.00e+00, 9.19e-07, 3.33e-06, 4.76e-06] [5.04e-06, 6.12e-06, 4.11e-06, 3.80e-06, 6.75e-06, 4.38e-06, 1.67e-06, 2.38e-06, 5.18e-06, 2.83e-06, 6.40e-06, 1.34e-05, 3.29e-05, 6.82e-05, 2.05e-08, 0.00e+00, 0.00e+00, 1.29e-09, 0.00e+00, 9.19e-07, 3.33e-06, 4.76e-06] []
179400 [1.18e-05, 6.76e-06, 5.02e-06, 4.24e-06, 6.44e-06, 4.62e-06, 1.89e-06, 3.47e-05, 2.51e-05, 5.01e-06, 8.01e-05, 5.82e-05, 6.64e-05, 2.91e-05, 2.36e-06, 1.19e-06, 1.89e-07, 2.05e-07, 0.00e+00, 1.99e-06, 3.17e-05, 1.07e-05] [1.18e-05, 6.76e-06, 5.02e-06, 4.24e-06, 6.44e-06, 4.62e-06, 1.89e-06, 3.47e-05, 2.51e-05, 5.01e-06, 8.01e-05, 5.82e-05, 6.64e-05, 2.91e-05, 2.36e-06, 1.19e-06, 1.89e-07, 2.05e-07, 0.00e+00, 1.99e-06, 3.17e-05, 1.07e-05] []
179500 [1.20e-05, 6.41e-06, 4.49e-06, 3.05e-06, 6.32e-06, 4.66e-06, 1.77e-06, 6.82e-06, 5.16e-06, 1.14e-05, 1.49e-05, 3.70e-05, 3.47e-05, 2.19e-04, 2.65e-06, 2.79e-06, 1.33e-06, 1.37e-06, 0.00e+00, 0.00e+00, 8.38e-06, 7.13e-06] [1.20e-05, 6.41e-06, 4.49e-06, 3.05e-06, 6.32e-06, 4.66e-06, 1.77e-06, 6.82e-06, 5.16e-06, 1.14e-05, 1.49e-05, 3.70e-05, 3.47e-05, 2.19e-04, 2.65e-06, 2.79e-06, 1.33e-06, 1.37e-06, 0.00e+00, 0.00e+00, 8.38e-06, 7.13e-06] []
179600 [4.59e-06, 5.96e-06, 4.15e-06, 3.87e-06, 6.41e-06, 4.49e-06, 1.63e-06, 7.82e-08, 2.69e-06, 3.30e-07, 5.34e-06, 5.34e-06, 1.58e-05, 1.43e-05, 5.32e-09, 4.90e-10, 4.37e-10, 6.36e-09, 2.62e-10, 2.25e-07, 2.16e-07, 1.19e-06] [4.59e-06, 5.96e-06, 4.15e-06, 3.87e-06, 6.41e-06, 4.49e-06, 1.63e-06, 7.82e-08, 2.69e-06, 3.30e-07, 5.34e-06, 5.34e-06, 1.58e-05, 1.43e-05, 5.32e-09, 4.90e-10, 4.37e-10, 6.36e-09, 2.62e-10, 2.25e-07, 2.16e-07, 1.19e-06] []
179700 [7.51e-06, 6.06e-06, 4.54e-06, 2.82e-06, 5.65e-06, 4.77e-06, 1.78e-06, 1.34e-05, 9.63e-06, 3.82e-06, 7.08e-06, 2.37e-05, 1.86e-05, 1.04e-04, 0.00e+00, 0.00e+00, 6.16e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 9.59e-06] [7.51e-06, 6.06e-06, 4.54e-06, 2.82e-06, 5.65e-06, 4.77e-06, 1.78e-06, 1.34e-05, 9.63e-06, 3.82e-06, 7.08e-06, 2.37e-05, 1.86e-05, 1.04e-04, 0.00e+00, 0.00e+00, 6.16e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 9.59e-06] []
179800 [6.39e-06, 5.87e-06, 4.16e-06, 3.57e-06, 5.89e-06, 4.34e-06, 1.60e-06, 2.42e-05, 5.99e-05, 1.56e-06, 5.41e-05, 3.98e-05, 1.50e-04, 1.06e-04, 6.85e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-05, 4.18e-05] [6.39e-06, 5.87e-06, 4.16e-06, 3.57e-06, 5.89e-06, 4.34e-06, 1.60e-06, 2.42e-05, 5.99e-05, 1.56e-06, 5.41e-05, 3.98e-05, 1.50e-04, 1.06e-04, 6.85e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-05, 4.18e-05] []
179900 [6.11e-06, 5.86e-06, 4.26e-06, 3.43e-06, 5.97e-06, 4.55e-06, 1.75e-06, 1.11e-06, 6.92e-06, 4.28e-06, 9.60e-06, 2.92e-05, 1.19e-05, 1.06e-04, 0.00e+00, 0.00e+00, 1.04e-09, 1.85e-09, 1.19e-08, 3.29e-07, 1.59e-06, 1.62e-06] [6.11e-06, 5.86e-06, 4.26e-06, 3.43e-06, 5.97e-06, 4.55e-06, 1.75e-06, 1.11e-06, 6.92e-06, 4.28e-06, 9.60e-06, 2.92e-05, 1.19e-05, 1.06e-04, 0.00e+00, 0.00e+00, 1.04e-09, 1.85e-09, 1.19e-08, 3.29e-07, 1.59e-06, 1.62e-06] []
180000 [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04] [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 44.069385 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
180000 [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04] [7.32e-06, 6.75e-06, 4.88e-06, 5.34e-06, 6.55e-06, 4.68e-06, 1.71e-06, 6.95e-05, 1.28e-04, 3.08e-05, 6.50e-05, 1.56e-04, 2.31e-05, 4.18e-04, 0.00e+00, 0.00e+00, 1.84e-08, 0.00e+00, 9.37e-06, 2.56e-05, 4.74e-05, 1.17e-04] []
180100 [4.25e-06, 5.92e-06, 4.08e-06, 3.52e-06, 5.89e-06, 4.34e-06, 1.59e-06, 2.99e-06, 4.35e-06, 1.60e-06, 1.25e-05, 1.49e-05, 6.15e-06, 1.53e-05, 0.00e+00, 1.25e-10, 2.99e-08, 1.04e-07, 6.95e-08, 2.01e-07, 3.33e-07, 1.03e-06] [4.25e-06, 5.92e-06, 4.08e-06, 3.52e-06, 5.89e-06, 4.34e-06, 1.59e-06, 2.99e-06, 4.35e-06, 1.60e-06, 1.25e-05, 1.49e-05, 6.15e-06, 1.53e-05, 0.00e+00, 1.25e-10, 2.99e-08, 1.04e-07, 6.95e-08, 2.01e-07, 3.33e-07, 1.03e-06] []
180200 [6.83e-06, 5.93e-06, 4.23e-06, 3.30e-06, 5.42e-06, 4.20e-06, 1.63e-06, 2.81e-05, 4.65e-06, 1.05e-06, 2.60e-05, 1.91e-05, 7.10e-05, 5.04e-05, 2.58e-09, 0.00e+00, 1.71e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-05, 1.43e-05] [6.83e-06, 5.93e-06, 4.23e-06, 3.30e-06, 5.42e-06, 4.20e-06, 1.63e-06, 2.81e-05, 4.65e-06, 1.05e-06, 2.60e-05, 1.91e-05, 7.10e-05, 5.04e-05, 2.58e-09, 0.00e+00, 1.71e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-05, 1.43e-05] []
180300 [1.36e-05, 7.97e-06, 5.17e-06, 3.12e-06, 5.21e-06, 4.62e-06, 1.94e-06, 2.39e-05, 6.07e-07, 2.86e-06, 8.98e-05, 6.10e-05, 2.96e-04, 2.21e-04, 5.78e-07, 7.08e-07, 4.93e-06, 3.41e-06, 0.00e+00, 1.86e-07, 1.68e-05, 7.77e-07] [1.36e-05, 7.97e-06, 5.17e-06, 3.12e-06, 5.21e-06, 4.62e-06, 1.94e-06, 2.39e-05, 6.07e-07, 2.86e-06, 8.98e-05, 6.10e-05, 2.96e-04, 2.21e-04, 5.78e-07, 7.08e-07, 4.93e-06, 3.41e-06, 0.00e+00, 1.86e-07, 1.68e-05, 7.77e-07] []
180400 [4.44e-06, 5.60e-06, 3.82e-06, 3.53e-06, 5.76e-06, 4.34e-06, 1.51e-06, 6.11e-06, 1.79e-06, 5.38e-12, 1.36e-05, 9.09e-06, 2.82e-05, 7.25e-06, 4.47e-08, 1.42e-09, 0.00e+00, 1.37e-09, 0.00e+00, 0.00e+00, 6.24e-06, 2.84e-06] [4.44e-06, 5.60e-06, 3.82e-06, 3.53e-06, 5.76e-06, 4.34e-06, 1.51e-06, 6.11e-06, 1.79e-06, 5.38e-12, 1.36e-05, 9.09e-06, 2.82e-05, 7.25e-06, 4.47e-08, 1.42e-09, 0.00e+00, 1.37e-09, 0.00e+00, 0.00e+00, 6.24e-06, 2.84e-06] []
180500 [1.78e-05, 6.71e-06, 4.30e-06, 3.70e-06, 6.50e-06, 4.59e-06, 1.77e-06, 7.75e-06, 3.14e-06, 2.55e-05, 6.46e-05, 1.16e-04, 3.20e-04, 7.70e-04, 8.55e-06, 8.02e-06, 7.17e-06, 6.77e-06, 1.71e-06, 5.54e-07, 8.39e-06, 2.81e-06] [1.78e-05, 6.71e-06, 4.30e-06, 3.70e-06, 6.50e-06, 4.59e-06, 1.77e-06, 7.75e-06, 3.14e-06, 2.55e-05, 6.46e-05, 1.16e-04, 3.20e-04, 7.70e-04, 8.55e-06, 8.02e-06, 7.17e-06, 6.77e-06, 1.71e-06, 5.54e-07, 8.39e-06, 2.81e-06] []
180600 [4.31e-06, 5.68e-06, 3.80e-06, 3.44e-06, 5.65e-06, 4.29e-06, 1.46e-06, 3.82e-06, 2.98e-07, 4.33e-08, 4.00e-06, 2.99e-06, 3.81e-06, 1.00e-07, 8.36e-09, 1.28e-08, 1.40e-07, 1.06e-07, 5.62e-07, 5.40e-09, 3.05e-06, 6.94e-08] [4.31e-06, 5.68e-06, 3.80e-06, 3.44e-06, 5.65e-06, 4.29e-06, 1.46e-06, 3.82e-06, 2.98e-07, 4.33e-08, 4.00e-06, 2.99e-06, 3.81e-06, 1.00e-07, 8.36e-09, 1.28e-08, 1.40e-07, 1.06e-07, 5.62e-07, 5.40e-09, 3.05e-06, 6.94e-08] []
180700 [8.42e-06, 5.92e-06, 4.01e-06, 3.56e-06, 5.44e-06, 4.38e-06, 1.56e-06, 4.87e-07, 5.01e-06, 1.48e-05, 1.66e-05, 9.29e-05, 6.19e-05, 4.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-07, 3.15e-06] [8.42e-06, 5.92e-06, 4.01e-06, 3.56e-06, 5.44e-06, 4.38e-06, 1.56e-06, 4.87e-07, 5.01e-06, 1.48e-05, 1.66e-05, 9.29e-05, 6.19e-05, 4.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-07, 3.15e-06] []
180800 [6.95e-06, 6.06e-06, 4.09e-06, 2.97e-06, 4.99e-06, 4.21e-06, 1.43e-06, 1.03e-05, 3.56e-07, 7.59e-07, 4.42e-06, 4.65e-06, 7.34e-06, 1.47e-05, 2.69e-07, 6.73e-08, 1.45e-07, 2.19e-07, 0.00e+00, 0.00e+00, 1.54e-05, 3.91e-07] [6.95e-06, 6.06e-06, 4.09e-06, 2.97e-06, 4.99e-06, 4.21e-06, 1.43e-06, 1.03e-05, 3.56e-07, 7.59e-07, 4.42e-06, 4.65e-06, 7.34e-06, 1.47e-05, 2.69e-07, 6.73e-08, 1.45e-07, 2.19e-07, 0.00e+00, 0.00e+00, 1.54e-05, 3.91e-07] []
180900 [9.31e-06, 6.30e-06, 4.41e-06, 2.72e-06, 5.32e-06, 4.18e-06, 1.58e-06, 8.03e-07, 1.70e-06, 2.99e-07, 6.45e-06, 1.03e-05, 9.32e-06, 1.74e-05, 3.88e-07, 5.71e-07, 1.17e-06, 4.18e-07, 1.86e-07, 0.00e+00, 1.14e-06, 4.92e-06] [9.31e-06, 6.30e-06, 4.41e-06, 2.72e-06, 5.32e-06, 4.18e-06, 1.58e-06, 8.03e-07, 1.70e-06, 2.99e-07, 6.45e-06, 1.03e-05, 9.32e-06, 1.74e-05, 3.88e-07, 5.71e-07, 1.17e-06, 4.18e-07, 1.86e-07, 0.00e+00, 1.14e-06, 4.92e-06] []
181000 [4.37e-06, 5.78e-06, 3.80e-06, 3.62e-06, 5.48e-06, 4.09e-06, 1.41e-06, 1.83e-09, 6.87e-09, 1.99e-08, 2.31e-06, 2.25e-06, 2.09e-06, 4.31e-07, 7.17e-09, 9.37e-09, 3.08e-08, 4.80e-08, 6.85e-10, 0.00e+00, 9.34e-09, 1.34e-08] [4.37e-06, 5.78e-06, 3.80e-06, 3.62e-06, 5.48e-06, 4.09e-06, 1.41e-06, 1.83e-09, 6.87e-09, 1.99e-08, 2.31e-06, 2.25e-06, 2.09e-06, 4.31e-07, 7.17e-09, 9.37e-09, 3.08e-08, 4.80e-08, 6.85e-10, 0.00e+00, 9.34e-09, 1.34e-08] []
181100 [4.24e-06, 5.70e-06, 3.63e-06, 3.47e-06, 5.53e-06, 4.01e-06, 1.33e-06, 3.74e-08, 7.33e-07, 1.68e-08, 4.42e-06, 2.85e-06, 3.27e-06, 2.70e-07, 1.01e-08, 7.00e-09, 1.08e-07, 1.18e-07, 4.56e-11, 0.00e+00, 2.64e-07, 6.50e-07] [4.24e-06, 5.70e-06, 3.63e-06, 3.47e-06, 5.53e-06, 4.01e-06, 1.33e-06, 3.74e-08, 7.33e-07, 1.68e-08, 4.42e-06, 2.85e-06, 3.27e-06, 2.70e-07, 1.01e-08, 7.00e-09, 1.08e-07, 1.18e-07, 4.56e-11, 0.00e+00, 2.64e-07, 6.50e-07] []
181200 [4.30e-06, 5.76e-06, 3.68e-06, 3.63e-06, 5.26e-06, 4.13e-06, 1.35e-06, 1.36e-05, 3.28e-06, 2.48e-08, 8.62e-06, 5.11e-06, 1.18e-05, 2.79e-06, 3.06e-08, 5.36e-08, 3.45e-07, 1.66e-07, 3.20e-06, 0.00e+00, 1.59e-05, 2.44e-06] [4.30e-06, 5.76e-06, 3.68e-06, 3.63e-06, 5.26e-06, 4.13e-06, 1.35e-06, 1.36e-05, 3.28e-06, 2.48e-08, 8.62e-06, 5.11e-06, 1.18e-05, 2.79e-06, 3.06e-08, 5.36e-08, 3.45e-07, 1.66e-07, 3.20e-06, 0.00e+00, 1.59e-05, 2.44e-06] []
181300 [3.65e-06, 5.66e-06, 3.61e-06, 3.69e-06, 5.28e-06, 4.10e-06, 1.34e-06, 4.08e-08, 5.35e-06, 2.24e-07, 2.44e-06, 3.32e-06, 2.12e-06, 3.19e-06, 2.60e-10, 6.24e-10, 2.25e-08, 3.41e-08, 3.45e-08, 3.13e-07, 1.31e-07, 1.75e-06] [3.65e-06, 5.66e-06, 3.61e-06, 3.69e-06, 5.28e-06, 4.10e-06, 1.34e-06, 4.08e-08, 5.35e-06, 2.24e-07, 2.44e-06, 3.32e-06, 2.12e-06, 3.19e-06, 2.60e-10, 6.24e-10, 2.25e-08, 3.41e-08, 3.45e-08, 3.13e-07, 1.31e-07, 1.75e-06] []
181400 [4.89e-06, 5.73e-06, 3.58e-06, 3.60e-06, 5.33e-06, 4.13e-06, 1.30e-06, 1.16e-07, 1.17e-06, 7.81e-07, 3.32e-06, 4.79e-06, 4.20e-06, 1.65e-05, 2.00e-07, 1.35e-07, 1.67e-07, 2.04e-07, 0.00e+00, 0.00e+00, 7.26e-07, 5.82e-07] [4.89e-06, 5.73e-06, 3.58e-06, 3.60e-06, 5.33e-06, 4.13e-06, 1.30e-06, 1.16e-07, 1.17e-06, 7.81e-07, 3.32e-06, 4.79e-06, 4.20e-06, 1.65e-05, 2.00e-07, 1.35e-07, 1.67e-07, 2.04e-07, 0.00e+00, 0.00e+00, 7.26e-07, 5.82e-07] []
181500 [4.74e-06, 5.69e-06, 3.55e-06, 3.56e-06, 5.24e-06, 4.10e-06, 1.27e-06, 7.12e-09, 8.65e-07, 6.39e-07, 7.09e-06, 6.06e-06, 1.82e-05, 2.51e-05, 1.55e-07, 2.06e-07, 3.80e-07, 4.29e-07, 4.86e-10, 2.85e-07, 5.78e-08, 1.36e-06] [4.74e-06, 5.69e-06, 3.55e-06, 3.56e-06, 5.24e-06, 4.10e-06, 1.27e-06, 7.12e-09, 8.65e-07, 6.39e-07, 7.09e-06, 6.06e-06, 1.82e-05, 2.51e-05, 1.55e-07, 2.06e-07, 3.80e-07, 4.29e-07, 4.86e-10, 2.85e-07, 5.78e-08, 1.36e-06] []
181600 [6.86e-06, 6.07e-06, 3.87e-06, 3.26e-06, 4.66e-06, 4.35e-06, 1.48e-06, 2.74e-05, 2.27e-06, 5.46e-08, 3.07e-06, 5.41e-06, 5.66e-06, 1.05e-06, 1.01e-07, 6.29e-08, 1.85e-07, 0.00e+00, 2.45e-06, 3.27e-07, 1.37e-05, 1.77e-06] [6.86e-06, 6.07e-06, 3.87e-06, 3.26e-06, 4.66e-06, 4.35e-06, 1.48e-06, 2.74e-05, 2.27e-06, 5.46e-08, 3.07e-06, 5.41e-06, 5.66e-06, 1.05e-06, 1.01e-07, 6.29e-08, 1.85e-07, 0.00e+00, 2.45e-06, 3.27e-07, 1.37e-05, 1.77e-06] []
181700 [2.16e-05, 7.74e-06, 4.43e-06, 4.02e-06, 6.06e-06, 4.90e-06, 2.12e-06, 1.16e-05, 3.51e-05, 3.63e-05, 4.42e-05, 1.40e-04, 1.98e-04, 8.32e-04, 1.11e-05, 1.34e-05, 6.93e-06, 5.21e-06, 1.06e-06, 6.15e-06, 5.69e-06, 3.05e-05] [2.16e-05, 7.74e-06, 4.43e-06, 4.02e-06, 6.06e-06, 4.90e-06, 2.12e-06, 1.16e-05, 3.51e-05, 3.63e-05, 4.42e-05, 1.40e-04, 1.98e-04, 8.32e-04, 1.11e-05, 1.34e-05, 6.93e-06, 5.21e-06, 1.06e-06, 6.15e-06, 5.69e-06, 3.05e-05] []
181800 [2.69e-05, 8.18e-06, 4.43e-06, 4.56e-06, 6.30e-06, 5.30e-06, 2.08e-06, 1.22e-05, 4.92e-05, 5.31e-05, 7.43e-05, 1.99e-04, 2.83e-04, 1.32e-03, 1.74e-05, 1.59e-05, 1.30e-05, 5.30e-06, 0.00e+00, 0.00e+00, 2.85e-05, 9.47e-05] [2.69e-05, 8.18e-06, 4.43e-06, 4.56e-06, 6.30e-06, 5.30e-06, 2.08e-06, 1.22e-05, 4.92e-05, 5.31e-05, 7.43e-05, 1.99e-04, 2.83e-04, 1.32e-03, 1.74e-05, 1.59e-05, 1.30e-05, 5.30e-06, 0.00e+00, 0.00e+00, 2.85e-05, 9.47e-05] []
181900 [2.44e-05, 7.28e-06, 4.03e-06, 4.58e-06, 6.36e-06, 4.43e-06, 1.61e-06, 9.79e-06, 5.58e-06, 4.28e-05, 9.75e-05, 1.89e-04, 4.91e-04, 1.24e-03, 1.59e-05, 1.50e-05, 9.24e-06, 9.55e-06, 1.68e-06, 1.02e-06, 8.27e-06, 5.03e-06] [2.44e-05, 7.28e-06, 4.03e-06, 4.58e-06, 6.36e-06, 4.43e-06, 1.61e-06, 9.79e-06, 5.58e-06, 4.28e-05, 9.75e-05, 1.89e-04, 4.91e-04, 1.24e-03, 1.59e-05, 1.50e-05, 9.24e-06, 9.55e-06, 1.68e-06, 1.02e-06, 8.27e-06, 5.03e-06] []
182000 [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05] [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 43.427854 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
182000 [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05] [1.37e-05, 6.44e-06, 3.71e-06, 3.73e-06, 5.61e-06, 4.29e-06, 1.41e-06, 1.90e-05, 2.78e-05, 2.69e-05, 2.38e-05, 8.08e-05, 7.64e-05, 4.79e-04, 7.49e-06, 6.69e-06, 2.39e-06, 2.26e-06, 0.00e+00, 0.00e+00, 1.73e-05, 2.40e-05] []
182100 [3.51e-05, 8.45e-06, 4.26e-06, 6.09e-06, 7.36e-06, 5.01e-06, 2.07e-06, 3.28e-05, 2.53e-05, 6.99e-05, 9.90e-05, 3.06e-04, 4.61e-04, 1.90e-03, 3.90e-05, 2.26e-05, 1.43e-05, 9.66e-06, 5.64e-06, 4.46e-06, 2.86e-05, 2.17e-05] [3.51e-05, 8.45e-06, 4.26e-06, 6.09e-06, 7.36e-06, 5.01e-06, 2.07e-06, 3.28e-05, 2.53e-05, 6.99e-05, 9.90e-05, 3.06e-04, 4.61e-04, 1.90e-03, 3.90e-05, 2.26e-05, 1.43e-05, 9.66e-06, 5.64e-06, 4.46e-06, 2.86e-05, 2.17e-05] []
182200 [4.59e-06, 5.91e-06, 3.30e-06, 3.77e-06, 4.84e-06, 3.88e-06, 1.13e-06, 9.01e-08, 1.64e-07, 7.29e-07, 7.07e-06, 5.48e-06, 1.79e-05, 2.19e-05, 2.03e-07, 1.52e-07, 3.53e-07, 3.86e-07, 9.10e-10, 0.00e+00, 7.72e-08, 1.44e-07] [4.59e-06, 5.91e-06, 3.30e-06, 3.77e-06, 4.84e-06, 3.88e-06, 1.13e-06, 9.01e-08, 1.64e-07, 7.29e-07, 7.07e-06, 5.48e-06, 1.79e-05, 2.19e-05, 2.03e-07, 1.52e-07, 3.53e-07, 3.86e-07, 9.10e-10, 0.00e+00, 7.72e-08, 1.44e-07] []
182300 [3.54e-06, 5.91e-06, 3.25e-06, 4.12e-06, 4.74e-06, 3.71e-06, 1.18e-06, 1.47e-08, 4.44e-08, 4.37e-07, 2.32e-06, 4.55e-06, 4.77e-06, 9.94e-06, 1.34e-09, 1.24e-10, 1.14e-09, 1.96e-09, 3.32e-09, 0.00e+00, 5.63e-08, 1.63e-07] [3.54e-06, 5.91e-06, 3.25e-06, 4.12e-06, 4.74e-06, 3.71e-06, 1.18e-06, 1.47e-08, 4.44e-08, 4.37e-07, 2.32e-06, 4.55e-06, 4.77e-06, 9.94e-06, 1.34e-09, 1.24e-10, 1.14e-09, 1.96e-09, 3.32e-09, 0.00e+00, 5.63e-08, 1.63e-07] []
182400 [3.96e-06, 6.11e-06, 3.15e-06, 4.03e-06, 4.82e-06, 3.51e-06, 1.11e-06, 1.84e-05, 1.48e-06, 1.96e-10, 1.42e-05, 8.02e-06, 2.64e-05, 9.52e-06, 1.05e-07, 1.51e-07, 3.92e-07, 4.05e-07, 2.96e-06, 2.76e-07, 1.54e-05, 1.36e-06] [3.96e-06, 6.11e-06, 3.15e-06, 4.03e-06, 4.82e-06, 3.51e-06, 1.11e-06, 1.84e-05, 1.48e-06, 1.96e-10, 1.42e-05, 8.02e-06, 2.64e-05, 9.52e-06, 1.05e-07, 1.51e-07, 3.92e-07, 4.05e-07, 2.96e-06, 2.76e-07, 1.54e-05, 1.36e-06] []
182500 [2.04e-05, 8.30e-06, 4.01e-06, 1.36e-05, 9.55e-06, 5.13e-06, 2.00e-06, 1.54e-07, 1.68e-08, 2.89e-05, 6.09e-05, 1.19e-04, 2.44e-04, 8.16e-04, 1.27e-05, 5.72e-06, 5.72e-06, 4.82e-06, 2.60e-08, 4.27e-09, 1.26e-07, 2.05e-08] [2.04e-05, 8.30e-06, 4.01e-06, 1.36e-05, 9.55e-06, 5.13e-06, 2.00e-06, 1.54e-07, 1.68e-08, 2.89e-05, 6.09e-05, 1.19e-04, 2.44e-04, 8.16e-04, 1.27e-05, 5.72e-06, 5.72e-06, 4.82e-06, 2.60e-08, 4.27e-09, 1.26e-07, 2.05e-08] []
182600 [4.70e-06, 6.35e-06, 2.83e-06, 5.16e-06, 5.10e-06, 3.74e-06, 9.14e-07, 5.88e-07, 4.41e-06, 6.84e-06, 7.28e-06, 3.58e-05, 3.68e-05, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-11, 6.22e-09, 0.00e+00, 1.29e-07, 7.06e-06] [4.70e-06, 6.35e-06, 2.83e-06, 5.16e-06, 5.10e-06, 3.74e-06, 9.14e-07, 5.88e-07, 4.41e-06, 6.84e-06, 7.28e-06, 3.58e-05, 3.68e-05, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-11, 6.22e-09, 0.00e+00, 1.29e-07, 7.06e-06] []
182700 [5.28e-06, 6.64e-06, 2.83e-06, 8.15e-06, 6.62e-06, 3.92e-06, 6.84e-07, 3.45e-05, 1.80e-06, 1.02e-06, 9.27e-06, 1.12e-05, 3.32e-05, 2.05e-05, 3.19e-08, 2.56e-08, 0.00e+00, 3.81e-08, 4.65e-06, 3.15e-07, 2.65e-05, 1.86e-06] [5.28e-06, 6.64e-06, 2.83e-06, 8.15e-06, 6.62e-06, 3.92e-06, 6.84e-07, 3.45e-05, 1.80e-06, 1.02e-06, 9.27e-06, 1.12e-05, 3.32e-05, 2.05e-05, 3.19e-08, 2.56e-08, 0.00e+00, 3.81e-08, 4.65e-06, 3.15e-07, 2.65e-05, 1.86e-06] []
182800 [5.87e-06, 6.60e-06, 2.90e-06, 4.61e-06, 4.95e-06, 3.51e-06, 1.06e-06, 9.22e-07, 1.07e-08, 4.36e-06, 6.62e-06, 1.34e-05, 1.02e-05, 6.65e-05, 1.37e-06, 7.08e-07, 6.30e-07, 7.31e-07, 0.00e+00, 0.00e+00, 1.33e-06, 1.32e-07] [5.87e-06, 6.60e-06, 2.90e-06, 4.61e-06, 4.95e-06, 3.51e-06, 1.06e-06, 9.22e-07, 1.07e-08, 4.36e-06, 6.62e-06, 1.34e-05, 1.02e-05, 6.65e-05, 1.37e-06, 7.08e-07, 6.30e-07, 7.31e-07, 0.00e+00, 0.00e+00, 1.33e-06, 1.32e-07] []
182900 [1.24e-05, 9.37e-06, 5.20e-06, 1.14e-05, 6.99e-06, 3.43e-06, 9.27e-07, 1.43e-05, 9.72e-05, 3.15e-05, 8.68e-05, 6.06e-05, 3.33e-04, 3.98e-04, 4.85e-06, 1.20e-06, 1.12e-06, 7.56e-06, 0.00e+00, 0.00e+00, 2.63e-05, 1.09e-04] [1.24e-05, 9.37e-06, 5.20e-06, 1.14e-05, 6.99e-06, 3.43e-06, 9.27e-07, 1.43e-05, 9.72e-05, 3.15e-05, 8.68e-05, 6.06e-05, 3.33e-04, 3.98e-04, 4.85e-06, 1.20e-06, 1.12e-06, 7.56e-06, 0.00e+00, 0.00e+00, 2.63e-05, 1.09e-04] []
183000 [1.35e-05, 7.84e-06, 2.97e-06, 4.90e-06, 6.34e-06, 3.58e-06, 1.05e-06, 1.31e-04, 5.09e-05, 3.22e-05, 2.36e-05, 8.28e-05, 9.23e-05, 5.19e-04, 1.02e-05, 4.60e-06, 6.37e-06, 4.23e-06, 0.00e+00, 0.00e+00, 9.27e-05, 4.76e-05] [1.35e-05, 7.84e-06, 2.97e-06, 4.90e-06, 6.34e-06, 3.58e-06, 1.05e-06, 1.31e-04, 5.09e-05, 3.22e-05, 2.36e-05, 8.28e-05, 9.23e-05, 5.19e-04, 1.02e-05, 4.60e-06, 6.37e-06, 4.23e-06, 0.00e+00, 0.00e+00, 9.27e-05, 4.76e-05] []
183100 [3.17e-06, 7.15e-06, 2.53e-06, 5.59e-06, 4.42e-06, 2.95e-06, 7.18e-07, 2.82e-06, 6.33e-07, 1.05e-07, 5.10e-06, 5.73e-06, 1.26e-05, 9.57e-06, 2.49e-08, 3.90e-09, 1.40e-09, 2.28e-09, 0.00e+00, 0.00e+00, 2.32e-06, 5.21e-07] [3.17e-06, 7.15e-06, 2.53e-06, 5.59e-06, 4.42e-06, 2.95e-06, 7.18e-07, 2.82e-06, 6.33e-07, 1.05e-07, 5.10e-06, 5.73e-06, 1.26e-05, 9.57e-06, 2.49e-08, 3.90e-09, 1.40e-09, 2.28e-09, 0.00e+00, 0.00e+00, 2.32e-06, 5.21e-07] []
183200 [6.24e-06, 7.26e-06, 2.59e-06, 4.58e-06, 4.89e-06, 2.95e-06, 7.64e-07, 6.05e-06, 2.19e-07, 3.08e-06, 2.57e-05, 2.49e-05, 9.86e-05, 1.38e-04, 1.12e-06, 1.18e-06, 1.84e-06, 1.50e-06, 9.24e-07, 1.75e-08, 4.93e-06, 1.03e-07] [6.24e-06, 7.26e-06, 2.59e-06, 4.58e-06, 4.89e-06, 2.95e-06, 7.64e-07, 6.05e-06, 2.19e-07, 3.08e-06, 2.57e-05, 2.49e-05, 9.86e-05, 1.38e-04, 1.12e-06, 1.18e-06, 1.84e-06, 1.50e-06, 9.24e-07, 1.75e-08, 4.93e-06, 1.03e-07] []
183300 [4.12e-06, 7.24e-06, 2.35e-06, 4.34e-06, 4.91e-06, 2.75e-06, 6.74e-07, 5.12e-07, 1.43e-06, 1.69e-07, 1.43e-05, 8.02e-06, 2.98e-05, 1.23e-05, 3.97e-08, 1.55e-07, 8.84e-07, 1.42e-07, 1.23e-07, 0.00e+00, 6.87e-07, 1.04e-06] [4.12e-06, 7.24e-06, 2.35e-06, 4.34e-06, 4.91e-06, 2.75e-06, 6.74e-07, 5.12e-07, 1.43e-06, 1.69e-07, 1.43e-05, 8.02e-06, 2.98e-05, 1.23e-05, 3.97e-08, 1.55e-07, 8.84e-07, 1.42e-07, 1.23e-07, 0.00e+00, 6.87e-07, 1.04e-06] []
183400 [2.95e-06, 7.50e-06, 2.34e-06, 4.99e-06, 4.99e-06, 2.56e-06, 6.23e-07, 2.22e-06, 6.98e-06, 4.59e-07, 1.07e-05, 9.81e-06, 3.05e-05, 2.25e-05, 1.92e-08, 0.00e+00, 0.00e+00, 2.97e-11, 0.00e+00, 0.00e+00, 2.54e-06, 4.84e-06] [2.95e-06, 7.50e-06, 2.34e-06, 4.99e-06, 4.99e-06, 2.56e-06, 6.23e-07, 2.22e-06, 6.98e-06, 4.59e-07, 1.07e-05, 9.81e-06, 3.05e-05, 2.25e-05, 1.92e-08, 0.00e+00, 0.00e+00, 2.97e-11, 0.00e+00, 0.00e+00, 2.54e-06, 4.84e-06] []
183500 [3.57e-06, 7.60e-06, 2.42e-06, 5.37e-06, 4.75e-06, 2.57e-06, 6.20e-07, 5.99e-06, 2.43e-05, 3.55e-06, 4.22e-06, 9.53e-06, 6.16e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 5.30e-09, 8.47e-07, 3.45e-06, 4.91e-06, 2.11e-05] [3.57e-06, 7.60e-06, 2.42e-06, 5.37e-06, 4.75e-06, 2.57e-06, 6.20e-07, 5.99e-06, 2.43e-05, 3.55e-06, 4.22e-06, 9.53e-06, 6.16e-06, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 5.30e-09, 8.47e-07, 3.45e-06, 4.91e-06, 2.11e-05] []
183600 [5.34e-06, 8.24e-06, 3.20e-06, 4.64e-06, 6.38e-06, 2.41e-06, 7.52e-07, 7.94e-05, 2.43e-07, 1.25e-05, 5.03e-05, 9.07e-05, 2.06e-05, 2.16e-04, 0.00e+00, 0.00e+00, 1.39e-08, 1.09e-08, 1.59e-05, 1.19e-07, 8.32e-05, 7.59e-07] [5.34e-06, 8.24e-06, 3.20e-06, 4.64e-06, 6.38e-06, 2.41e-06, 7.52e-07, 7.94e-05, 2.43e-07, 1.25e-05, 5.03e-05, 9.07e-05, 2.06e-05, 2.16e-04, 0.00e+00, 0.00e+00, 1.39e-08, 1.09e-08, 1.59e-05, 1.19e-07, 8.32e-05, 7.59e-07] []
183700 [3.40e-05, 9.51e-06, 3.96e-06, 5.08e-06, 9.33e-06, 4.51e-06, 2.11e-06, 3.56e-05, 9.11e-05, 8.43e-05, 1.29e-04, 3.33e-04, 1.82e-04, 1.81e-03, 2.92e-05, 3.03e-05, 5.40e-06, 1.18e-05, 0.00e+00, 0.00e+00, 2.89e-05, 8.01e-05] [3.40e-05, 9.51e-06, 3.96e-06, 5.08e-06, 9.33e-06, 4.51e-06, 2.11e-06, 3.56e-05, 9.11e-05, 8.43e-05, 1.29e-04, 3.33e-04, 1.82e-04, 1.81e-03, 2.92e-05, 3.03e-05, 5.40e-06, 1.18e-05, 0.00e+00, 0.00e+00, 2.89e-05, 8.01e-05] []
183800 [5.65e-06, 7.76e-06, 2.35e-06, 4.15e-06, 5.84e-06, 2.47e-06, 5.95e-07, 1.48e-06, 3.60e-08, 7.59e-06, 3.48e-05, 5.13e-05, 1.60e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-09, 2.84e-06, 1.89e-07] [5.65e-06, 7.76e-06, 2.35e-06, 4.15e-06, 5.84e-06, 2.47e-06, 5.95e-07, 1.48e-06, 3.60e-08, 7.59e-06, 3.48e-05, 5.13e-05, 1.60e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-09, 2.84e-06, 1.89e-07] []
183900 [4.79e-06, 7.51e-06, 2.38e-06, 4.30e-06, 5.59e-06, 2.83e-06, 6.95e-07, 1.90e-05, 1.51e-06, 7.33e-06, 2.41e-05, 5.14e-05, 1.10e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-09, 0.00e+00, 4.63e-07, 2.48e-05, 2.75e-06] [4.79e-06, 7.51e-06, 2.38e-06, 4.30e-06, 5.59e-06, 2.83e-06, 6.95e-07, 1.90e-05, 1.51e-06, 7.33e-06, 2.41e-05, 5.14e-05, 1.10e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-09, 0.00e+00, 4.63e-07, 2.48e-05, 2.75e-06] []
184000 [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06] [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 51.156598 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
184000 [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06] [5.30e-06, 7.67e-06, 2.66e-06, 3.81e-06, 5.35e-06, 2.65e-06, 7.83e-07, 2.78e-05, 3.95e-06, 1.29e-06, 1.76e-05, 1.76e-05, 1.48e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-06, 0.00e+00, 3.40e-07, 3.22e-05, 1.85e-06] []
184100 [8.48e-06, 8.02e-06, 2.58e-06, 5.24e-06, 5.25e-06, 2.84e-06, 5.94e-07, 1.57e-04, 8.46e-05, 1.15e-05, 1.31e-04, 1.42e-04, 4.56e-04, 6.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-04, 1.06e-04] [8.48e-06, 8.02e-06, 2.58e-06, 5.24e-06, 5.25e-06, 2.84e-06, 5.94e-07, 1.57e-04, 8.46e-05, 1.15e-05, 1.31e-04, 1.42e-04, 4.56e-04, 6.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.18e-04, 1.06e-04] []
184200 [3.23e-06, 6.96e-06, 2.44e-06, 4.60e-06, 4.42e-06, 2.85e-06, 5.48e-07, 2.80e-07, 6.52e-10, 3.92e-08, 1.84e-06, 2.33e-06, 1.65e-06, 8.97e-07, 6.39e-08, 6.70e-08, 9.65e-08, 7.85e-08, 4.10e-08, 3.99e-09, 1.87e-07, 2.94e-08] [3.23e-06, 6.96e-06, 2.44e-06, 4.60e-06, 4.42e-06, 2.85e-06, 5.48e-07, 2.80e-07, 6.52e-10, 3.92e-08, 1.84e-06, 2.33e-06, 1.65e-06, 8.97e-07, 6.39e-08, 6.70e-08, 9.65e-08, 7.85e-08, 4.10e-08, 3.99e-09, 1.87e-07, 2.94e-08] []
184300 [4.67e-06, 7.39e-06, 2.36e-06, 4.90e-06, 4.07e-06, 2.56e-06, 5.14e-07, 4.04e-05, 5.85e-05, 2.33e-06, 1.78e-05, 8.58e-06, 1.01e-05, 1.05e-05, 3.72e-07, 9.88e-08, 9.72e-08, 2.21e-07, 0.00e+00, 0.00e+00, 4.19e-05, 5.23e-05] [4.67e-06, 7.39e-06, 2.36e-06, 4.90e-06, 4.07e-06, 2.56e-06, 5.14e-07, 4.04e-05, 5.85e-05, 2.33e-06, 1.78e-05, 8.58e-06, 1.01e-05, 1.05e-05, 3.72e-07, 9.88e-08, 9.72e-08, 2.21e-07, 0.00e+00, 0.00e+00, 4.19e-05, 5.23e-05] []
184400 [2.89e-06, 6.87e-06, 2.41e-06, 4.68e-06, 4.24e-06, 2.70e-06, 5.09e-07, 1.59e-08, 1.35e-09, 1.58e-09, 1.45e-06, 2.12e-06, 1.42e-06, 1.21e-07, 4.59e-08, 4.46e-08, 3.68e-08, 2.30e-08, 0.00e+00, 1.47e-09, 3.23e-08, 2.00e-08] [2.89e-06, 6.87e-06, 2.41e-06, 4.68e-06, 4.24e-06, 2.70e-06, 5.09e-07, 1.59e-08, 1.35e-09, 1.58e-09, 1.45e-06, 2.12e-06, 1.42e-06, 1.21e-07, 4.59e-08, 4.46e-08, 3.68e-08, 2.30e-08, 0.00e+00, 1.47e-09, 3.23e-08, 2.00e-08] []
184500 [7.46e-06, 7.80e-06, 2.58e-06, 3.58e-06, 5.64e-06, 2.35e-06, 7.35e-07, 2.93e-05, 2.13e-06, 4.41e-06, 2.67e-05, 3.18e-05, 9.80e-05, 1.83e-04, 2.00e-06, 1.29e-06, 1.55e-06, 1.43e-06, 4.23e-06, 3.42e-07, 2.53e-05, 2.04e-06] [7.46e-06, 7.80e-06, 2.58e-06, 3.58e-06, 5.64e-06, 2.35e-06, 7.35e-07, 2.93e-05, 2.13e-06, 4.41e-06, 2.67e-05, 3.18e-05, 9.80e-05, 1.83e-04, 2.00e-06, 1.29e-06, 1.55e-06, 1.43e-06, 4.23e-06, 3.42e-07, 2.53e-05, 2.04e-06] []
184600 [4.36e-06, 7.43e-06, 2.34e-06, 4.28e-06, 4.67e-06, 2.25e-06, 6.17e-07, 1.25e-06, 5.50e-06, 1.13e-06, 4.31e-06, 6.75e-06, 8.70e-06, 2.91e-05, 2.57e-07, 4.27e-07, 3.29e-07, 1.18e-07, 0.00e+00, 0.00e+00, 1.46e-06, 6.82e-06] [4.36e-06, 7.43e-06, 2.34e-06, 4.28e-06, 4.67e-06, 2.25e-06, 6.17e-07, 1.25e-06, 5.50e-06, 1.13e-06, 4.31e-06, 6.75e-06, 8.70e-06, 2.91e-05, 2.57e-07, 4.27e-07, 3.29e-07, 1.18e-07, 0.00e+00, 0.00e+00, 1.46e-06, 6.82e-06] []
184700 [1.36e-05, 8.84e-06, 2.60e-06, 5.73e-06, 5.75e-06, 2.75e-06, 6.03e-07, 3.46e-05, 5.68e-07, 2.67e-05, 3.89e-05, 1.75e-04, 2.08e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 7.56e-07] [1.36e-05, 8.84e-06, 2.60e-06, 5.73e-06, 5.75e-06, 2.75e-06, 6.03e-07, 3.46e-05, 5.68e-07, 2.67e-05, 3.89e-05, 1.75e-04, 2.08e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 7.56e-07] []
184800 [4.28e-06, 7.24e-06, 2.29e-06, 4.19e-06, 4.54e-06, 2.32e-06, 5.04e-07, 1.30e-05, 1.96e-06, 5.97e-08, 7.30e-06, 8.48e-06, 9.48e-06, 1.68e-06, 6.28e-08, 3.78e-07, 5.83e-08, 1.32e-07, 1.25e-06, 1.25e-07, 7.95e-06, 8.36e-07] [4.28e-06, 7.24e-06, 2.29e-06, 4.19e-06, 4.54e-06, 2.32e-06, 5.04e-07, 1.30e-05, 1.96e-06, 5.97e-08, 7.30e-06, 8.48e-06, 9.48e-06, 1.68e-06, 6.28e-08, 3.78e-07, 5.83e-08, 1.32e-07, 1.25e-06, 1.25e-07, 7.95e-06, 8.36e-07] []
184900 [3.40e-06, 7.23e-06, 2.43e-06, 4.96e-06, 4.45e-06, 2.50e-06, 4.01e-07, 4.44e-07, 3.83e-07, 4.50e-06, 8.53e-06, 2.45e-05, 4.40e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-09, 1.13e-07, 2.79e-08, 7.01e-07] [3.40e-06, 7.23e-06, 2.43e-06, 4.96e-06, 4.45e-06, 2.50e-06, 4.01e-07, 4.44e-07, 3.83e-07, 4.50e-06, 8.53e-06, 2.45e-05, 4.40e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-09, 1.13e-07, 2.79e-08, 7.01e-07] []
185000 [5.95e-06, 7.58e-06, 2.58e-06, 3.96e-06, 6.12e-06, 2.81e-06, 8.59e-07, 2.43e-05, 2.12e-05, 2.91e-06, 7.13e-05, 5.52e-05, 1.88e-04, 1.44e-04, 0.00e+00, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 2.34e-05] [5.95e-06, 7.58e-06, 2.58e-06, 3.96e-06, 6.12e-06, 2.81e-06, 8.59e-07, 2.43e-05, 2.12e-05, 2.91e-06, 7.13e-05, 5.52e-05, 1.88e-04, 1.44e-04, 0.00e+00, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-05, 2.34e-05] []
185100 [2.51e-06, 6.87e-06, 2.39e-06, 4.38e-06, 4.14e-06, 2.50e-06, 4.18e-07, 2.86e-07, 1.11e-07, 4.90e-09, 1.97e-06, 2.30e-06, 2.42e-06, 1.09e-07, 1.29e-08, 3.51e-08, 6.45e-08, 6.17e-08, 3.77e-08, 2.54e-08, 2.48e-07, 1.52e-07] [2.51e-06, 6.87e-06, 2.39e-06, 4.38e-06, 4.14e-06, 2.50e-06, 4.18e-07, 2.86e-07, 1.11e-07, 4.90e-09, 1.97e-06, 2.30e-06, 2.42e-06, 1.09e-07, 1.29e-08, 3.51e-08, 6.45e-08, 6.17e-08, 3.77e-08, 2.54e-08, 2.48e-07, 1.52e-07] []
185200 [2.56e-06, 6.96e-06, 2.37e-06, 4.47e-06, 4.24e-06, 2.48e-06, 3.95e-07, 7.95e-08, 2.40e-08, 1.39e-07, 1.98e-06, 3.00e-06, 3.64e-06, 3.26e-06, 4.58e-09, 9.08e-09, 7.54e-09, 6.75e-09, 1.22e-08, 7.20e-09, 5.37e-08, 5.20e-08] [2.56e-06, 6.96e-06, 2.37e-06, 4.47e-06, 4.24e-06, 2.48e-06, 3.95e-07, 7.95e-08, 2.40e-08, 1.39e-07, 1.98e-06, 3.00e-06, 3.64e-06, 3.26e-06, 4.58e-09, 9.08e-09, 7.54e-09, 6.75e-09, 1.22e-08, 7.20e-09, 5.37e-08, 5.20e-08] []
185300 [2.45e-06, 7.00e-06, 2.34e-06, 4.41e-06, 4.17e-06, 2.34e-06, 3.96e-07, 2.29e-06, 1.88e-06, 7.82e-10, 2.42e-06, 2.54e-06, 3.65e-06, 5.30e-07, 1.15e-08, 3.56e-08, 8.72e-08, 8.67e-08, 3.45e-07, 2.40e-07, 2.08e-06, 1.63e-06] [2.45e-06, 7.00e-06, 2.34e-06, 4.41e-06, 4.17e-06, 2.34e-06, 3.96e-07, 2.29e-06, 1.88e-06, 7.82e-10, 2.42e-06, 2.54e-06, 3.65e-06, 5.30e-07, 1.15e-08, 3.56e-08, 8.72e-08, 8.67e-08, 3.45e-07, 2.40e-07, 2.08e-06, 1.63e-06] []
185400 [1.05e-05, 7.99e-06, 2.65e-06, 4.05e-06, 5.15e-06, 2.65e-06, 7.14e-07, 7.29e-05, 1.16e-06, 1.09e-05, 3.67e-05, 8.61e-05, 1.45e-05, 2.27e-04, 6.79e-06, 4.68e-06, 6.81e-08, 1.03e-06, 1.12e-05, 1.78e-07, 6.48e-05, 1.06e-06] [1.05e-05, 7.99e-06, 2.65e-06, 4.05e-06, 5.15e-06, 2.65e-06, 7.14e-07, 7.29e-05, 1.16e-06, 1.09e-05, 3.67e-05, 8.61e-05, 1.45e-05, 2.27e-04, 6.79e-06, 4.68e-06, 6.81e-08, 1.03e-06, 1.12e-05, 1.78e-07, 6.48e-05, 1.06e-06] []
185500 [2.82e-06, 7.28e-06, 2.27e-06, 4.51e-06, 4.21e-06, 2.18e-06, 4.07e-07, 7.26e-08, 6.35e-06, 2.65e-08, 3.21e-06, 3.12e-06, 4.81e-06, 3.07e-06, 4.50e-08, 6.75e-08, 1.90e-07, 2.17e-07, 4.46e-09, 0.00e+00, 5.57e-08, 5.51e-06] [2.82e-06, 7.28e-06, 2.27e-06, 4.51e-06, 4.21e-06, 2.18e-06, 4.07e-07, 7.26e-08, 6.35e-06, 2.65e-08, 3.21e-06, 3.12e-06, 4.81e-06, 3.07e-06, 4.50e-08, 6.75e-08, 1.90e-07, 2.17e-07, 4.46e-09, 0.00e+00, 5.57e-08, 5.51e-06] []
185600 [2.42e-06, 7.09e-06, 2.23e-06, 5.20e-06, 3.87e-06, 2.39e-06, 4.03e-07, 6.46e-07, 1.69e-08, 6.24e-07, 4.82e-06, 7.02e-06, 1.43e-05, 5.75e-06, 1.08e-07, 2.31e-11, 0.00e+00, 4.06e-09, 6.55e-08, 0.00e+00, 4.48e-07, 5.30e-08] [2.42e-06, 7.09e-06, 2.23e-06, 5.20e-06, 3.87e-06, 2.39e-06, 4.03e-07, 6.46e-07, 1.69e-08, 6.24e-07, 4.82e-06, 7.02e-06, 1.43e-05, 5.75e-06, 1.08e-07, 2.31e-11, 0.00e+00, 4.06e-09, 6.55e-08, 0.00e+00, 4.48e-07, 5.30e-08] []
185700 [3.18e-06, 7.20e-06, 2.35e-06, 4.90e-06, 3.84e-06, 2.18e-06, 4.16e-07, 3.32e-06, 1.69e-05, 1.96e-06, 8.17e-06, 1.65e-05, 3.99e-05, 6.98e-05, 0.00e+00, 0.00e+00, 1.78e-09, 0.00e+00, 0.00e+00, 2.26e-06, 3.90e-06, 1.48e-05] [3.18e-06, 7.20e-06, 2.35e-06, 4.90e-06, 3.84e-06, 2.18e-06, 4.16e-07, 3.32e-06, 1.69e-05, 1.96e-06, 8.17e-06, 1.65e-05, 3.99e-05, 6.98e-05, 0.00e+00, 0.00e+00, 1.78e-09, 0.00e+00, 0.00e+00, 2.26e-06, 3.90e-06, 1.48e-05] []
185800 [3.39e-06, 7.51e-06, 2.42e-06, 5.33e-06, 3.59e-06, 2.52e-06, 3.45e-07, 9.03e-06, 9.11e-08, 6.22e-06, 6.40e-06, 3.61e-05, 2.86e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-16, 8.18e-06, 3.32e-07] [3.39e-06, 7.51e-06, 2.42e-06, 5.33e-06, 3.59e-06, 2.52e-06, 3.45e-07, 9.03e-06, 9.11e-08, 6.22e-06, 6.40e-06, 3.61e-05, 2.86e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-16, 8.18e-06, 3.32e-07] []
185900 [4.35e-06, 6.97e-06, 2.36e-06, 3.54e-06, 4.52e-06, 2.39e-06, 4.37e-07, 1.91e-06, 6.40e-08, 2.47e-06, 7.54e-05, 4.65e-05, 2.23e-04, 1.46e-04, 5.54e-07, 9.48e-07, 3.21e-06, 2.72e-06, 2.70e-07, 4.57e-09, 1.71e-06, 8.88e-08] [4.35e-06, 6.97e-06, 2.36e-06, 3.54e-06, 4.52e-06, 2.39e-06, 4.37e-07, 1.91e-06, 6.40e-08, 2.47e-06, 7.54e-05, 4.65e-05, 2.23e-04, 1.46e-04, 5.54e-07, 9.48e-07, 3.21e-06, 2.72e-06, 2.70e-07, 4.57e-09, 1.71e-06, 8.88e-08] []
186000 [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05] [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 44.141408 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
186000 [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05] [2.54e-06, 7.26e-06, 2.31e-06, 4.36e-06, 4.46e-06, 2.29e-06, 4.53e-07, 3.31e-09, 1.39e-05, 6.20e-07, 1.22e-05, 1.15e-05, 4.13e-05, 3.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 1.05e-07, 1.67e-05] []
186100 [2.09e-05, 1.09e-05, 2.53e-06, 7.49e-06, 5.89e-06, 3.72e-06, 6.48e-07, 9.49e-06, 1.06e-08, 7.14e-05, 6.45e-05, 3.71e-04, 1.84e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.94e-08, 1.08e-05, 4.87e-07] [2.09e-05, 1.09e-05, 2.53e-06, 7.49e-06, 5.89e-06, 3.72e-06, 6.48e-07, 9.49e-06, 1.06e-08, 7.14e-05, 6.45e-05, 3.71e-04, 1.84e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.94e-08, 1.08e-05, 4.87e-07] []
186200 [1.23e-05, 8.81e-06, 2.31e-06, 5.11e-06, 4.90e-06, 2.72e-06, 4.54e-07, 1.37e-04, 4.77e-06, 2.77e-05, 3.95e-05, 1.61e-04, 2.19e-04, 8.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-07, 1.38e-04, 3.99e-06] [1.23e-05, 8.81e-06, 2.31e-06, 5.11e-06, 4.90e-06, 2.72e-06, 4.54e-07, 1.37e-04, 4.77e-06, 2.77e-05, 3.95e-05, 1.61e-04, 2.19e-04, 8.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-07, 1.38e-04, 3.99e-06] []
186300 [5.87e-06, 7.45e-06, 2.27e-06, 3.33e-06, 5.00e-06, 2.31e-06, 5.02e-07, 9.62e-05, 6.50e-09, 4.36e-06, 4.57e-05, 4.98e-05, 3.36e-05, 4.88e-05, 2.24e-06, 1.05e-06, 3.63e-07, 0.00e+00, 0.00e+00, 2.59e-09, 1.02e-04, 1.78e-07] [5.87e-06, 7.45e-06, 2.27e-06, 3.33e-06, 5.00e-06, 2.31e-06, 5.02e-07, 9.62e-05, 6.50e-09, 4.36e-06, 4.57e-05, 4.98e-05, 3.36e-05, 4.88e-05, 2.24e-06, 1.05e-06, 3.63e-07, 0.00e+00, 0.00e+00, 2.59e-09, 1.02e-04, 1.78e-07] []
186400 [4.15e-06, 6.87e-06, 2.22e-06, 4.15e-06, 3.95e-06, 2.47e-06, 4.61e-07, 5.44e-07, 3.52e-06, 3.37e-06, 4.49e-06, 1.30e-05, 7.06e-06, 5.28e-05, 5.93e-07, 8.71e-07, 4.11e-07, 3.07e-07, 0.00e+00, 0.00e+00, 7.43e-07, 3.49e-06] [4.15e-06, 6.87e-06, 2.22e-06, 4.15e-06, 3.95e-06, 2.47e-06, 4.61e-07, 5.44e-07, 3.52e-06, 3.37e-06, 4.49e-06, 1.30e-05, 7.06e-06, 5.28e-05, 5.93e-07, 8.71e-07, 4.11e-07, 3.07e-07, 0.00e+00, 0.00e+00, 7.43e-07, 3.49e-06] []
186500 [1.38e-05, 9.68e-06, 2.65e-06, 5.69e-06, 5.14e-06, 3.33e-06, 5.46e-07, 6.07e-07, 1.47e-05, 4.31e-05, 3.88e-05, 2.19e-04, 9.51e-05, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-07, 1.74e-06, 1.24e-06, 1.15e-05] [1.38e-05, 9.68e-06, 2.65e-06, 5.69e-06, 5.14e-06, 3.33e-06, 5.46e-07, 6.07e-07, 1.47e-05, 4.31e-05, 3.88e-05, 2.19e-04, 9.51e-05, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-07, 1.74e-06, 1.24e-06, 1.15e-05] []
186600 [2.88e-06, 7.06e-06, 2.14e-06, 3.73e-06, 4.11e-06, 2.21e-06, 3.90e-07, 2.50e-05, 1.04e-06, 1.88e-07, 1.35e-05, 9.38e-06, 3.25e-05, 2.11e-05, 1.16e-07, 2.94e-07, 7.04e-07, 4.58e-07, 3.53e-06, 1.94e-07, 2.24e-05, 1.26e-06] [2.88e-06, 7.06e-06, 2.14e-06, 3.73e-06, 4.11e-06, 2.21e-06, 3.90e-07, 2.50e-05, 1.04e-06, 1.88e-07, 1.35e-05, 9.38e-06, 3.25e-05, 2.11e-05, 1.16e-07, 2.94e-07, 7.04e-07, 4.58e-07, 3.53e-06, 1.94e-07, 2.24e-05, 1.26e-06] []
186700 [2.26e-06, 6.67e-06, 2.22e-06, 4.20e-06, 3.67e-06, 2.50e-06, 3.27e-07, 7.04e-08, 1.77e-06, 3.64e-09, 1.76e-06, 2.64e-06, 1.81e-06, 2.37e-07, 1.18e-08, 1.39e-08, 4.85e-08, 1.38e-07, 8.35e-09, 0.00e+00, 7.91e-08, 1.13e-06] [2.26e-06, 6.67e-06, 2.22e-06, 4.20e-06, 3.67e-06, 2.50e-06, 3.27e-07, 7.04e-08, 1.77e-06, 3.64e-09, 1.76e-06, 2.64e-06, 1.81e-06, 2.37e-07, 1.18e-08, 1.39e-08, 4.85e-08, 1.38e-07, 8.35e-09, 0.00e+00, 7.91e-08, 1.13e-06] []
186800 [2.58e-06, 7.11e-06, 2.15e-06, 3.50e-06, 4.20e-06, 2.14e-06, 3.90e-07, 7.59e-09, 1.89e-07, 4.84e-08, 4.38e-06, 3.54e-06, 8.59e-06, 4.14e-06, 1.53e-08, 6.66e-08, 1.97e-07, 1.75e-07, 8.60e-09, 0.00e+00, 6.87e-08, 1.95e-07] [2.58e-06, 7.11e-06, 2.15e-06, 3.50e-06, 4.20e-06, 2.14e-06, 3.90e-07, 7.59e-09, 1.89e-07, 4.84e-08, 4.38e-06, 3.54e-06, 8.59e-06, 4.14e-06, 1.53e-08, 6.66e-08, 1.97e-07, 1.75e-07, 8.60e-09, 0.00e+00, 6.87e-08, 1.95e-07] []
186900 [2.25e-06, 6.68e-06, 2.21e-06, 3.86e-06, 3.63e-06, 2.46e-06, 3.25e-07, 3.16e-08, 4.88e-08, 3.60e-08, 1.84e-06, 2.13e-06, 2.75e-06, 1.39e-06, 3.00e-08, 4.02e-08, 9.11e-08, 9.91e-08, 6.61e-09, 2.88e-11, 6.36e-08, 8.22e-08] [2.25e-06, 6.68e-06, 2.21e-06, 3.86e-06, 3.63e-06, 2.46e-06, 3.25e-07, 3.16e-08, 4.88e-08, 3.60e-08, 1.84e-06, 2.13e-06, 2.75e-06, 1.39e-06, 3.00e-08, 4.02e-08, 9.11e-08, 9.91e-08, 6.61e-09, 2.88e-11, 6.36e-08, 8.22e-08] []
187000 [2.34e-06, 6.62e-06, 2.21e-06, 3.82e-06, 3.64e-06, 2.56e-06, 3.17e-07, 2.33e-07, 1.54e-07, 6.03e-08, 1.46e-06, 2.15e-06, 1.57e-06, 1.81e-06, 4.24e-08, 5.83e-08, 5.54e-08, 8.61e-08, 0.00e+00, 0.00e+00, 2.06e-07, 1.63e-07] [2.34e-06, 6.62e-06, 2.21e-06, 3.82e-06, 3.64e-06, 2.56e-06, 3.17e-07, 2.33e-07, 1.54e-07, 6.03e-08, 1.46e-06, 2.15e-06, 1.57e-06, 1.81e-06, 4.24e-08, 5.83e-08, 5.54e-08, 8.61e-08, 0.00e+00, 0.00e+00, 2.06e-07, 1.63e-07] []
187100 [2.03e-06, 6.61e-06, 2.20e-06, 3.87e-06, 3.51e-06, 2.46e-06, 3.81e-07, 8.55e-08, 7.61e-07, 4.89e-09, 2.79e-06, 2.63e-06, 4.16e-06, 9.45e-07, 2.20e-08, 3.03e-08, 8.15e-08, 1.32e-07, 1.62e-08, 3.38e-08, 9.46e-08, 1.95e-07] [2.03e-06, 6.61e-06, 2.20e-06, 3.87e-06, 3.51e-06, 2.46e-06, 3.81e-07, 8.55e-08, 7.61e-07, 4.89e-09, 2.79e-06, 2.63e-06, 4.16e-06, 9.45e-07, 2.20e-08, 3.03e-08, 8.15e-08, 1.32e-07, 1.62e-08, 3.38e-08, 9.46e-08, 1.95e-07] []
187200 [4.26e-05, 1.39e-05, 3.76e-06, 7.52e-06, 6.92e-06, 3.85e-06, 7.33e-07, 2.41e-06, 4.00e-09, 8.66e-05, 1.06e-04, 4.95e-04, 7.03e-04, 2.68e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 3.57e-06, 5.84e-08] [4.26e-05, 1.39e-05, 3.76e-06, 7.52e-06, 6.92e-06, 3.85e-06, 7.33e-07, 2.41e-06, 4.00e-09, 8.66e-05, 1.06e-04, 4.95e-04, 7.03e-04, 2.68e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-09, 3.57e-06, 5.84e-08] []
187300 [2.37e-06, 8.09e-06, 2.07e-06, 2.95e-06, 4.90e-06, 2.27e-06, 5.06e-07, 5.07e-05, 5.87e-09, 3.70e-06, 5.95e-05, 5.71e-05, 5.96e-05, 2.74e-05, 7.19e-08, 1.45e-09, 4.99e-07, 5.31e-07, 7.81e-06, 1.06e-08, 4.77e-05, 1.14e-07] [2.37e-06, 8.09e-06, 2.07e-06, 2.95e-06, 4.90e-06, 2.27e-06, 5.06e-07, 5.07e-05, 5.87e-09, 3.70e-06, 5.95e-05, 5.71e-05, 5.96e-05, 2.74e-05, 7.19e-08, 1.45e-09, 4.99e-07, 5.31e-07, 7.81e-06, 1.06e-08, 4.77e-05, 1.14e-07] []
187400 [2.30e-06, 6.72e-06, 2.24e-06, 3.50e-06, 3.53e-06, 2.22e-06, 3.60e-07, 1.30e-05, 2.20e-07, 1.06e-08, 6.67e-06, 6.13e-06, 1.28e-05, 1.39e-06, 3.41e-08, 1.91e-08, 7.28e-09, 1.90e-09, 0.00e+00, 5.19e-08, 2.00e-05, 3.29e-07] [2.30e-06, 6.72e-06, 2.24e-06, 3.50e-06, 3.53e-06, 2.22e-06, 3.60e-07, 1.30e-05, 2.20e-07, 1.06e-08, 6.67e-06, 6.13e-06, 1.28e-05, 1.39e-06, 3.41e-08, 1.91e-08, 7.28e-09, 1.90e-09, 0.00e+00, 5.19e-08, 2.00e-05, 3.29e-07] []
187500 [1.01e-05, 7.43e-06, 2.72e-06, 3.37e-06, 5.17e-06, 2.75e-06, 1.14e-06, 1.26e-04, 2.25e-06, 1.95e-05, 9.18e-05, 1.52e-04, 3.84e-05, 2.54e-04, 3.55e-06, 1.84e-05, 1.87e-07, 5.95e-07, 1.59e-05, 2.43e-07, 9.62e-05, 1.61e-06] [1.01e-05, 7.43e-06, 2.72e-06, 3.37e-06, 5.17e-06, 2.75e-06, 1.14e-06, 1.26e-04, 2.25e-06, 1.95e-05, 9.18e-05, 1.52e-04, 3.84e-05, 2.54e-04, 3.55e-06, 1.84e-05, 1.87e-07, 5.95e-07, 1.59e-05, 2.43e-07, 9.62e-05, 1.61e-06] []
187600 [3.08e-06, 6.46e-06, 2.29e-06, 3.60e-06, 3.46e-06, 2.40e-06, 4.29e-07, 5.65e-06, 1.30e-05, 1.37e-06, 9.57e-06, 1.04e-05, 5.72e-06, 1.35e-05, 2.21e-07, 4.00e-07, 4.54e-08, 1.43e-07, 0.00e+00, 0.00e+00, 6.79e-06, 1.77e-05] [3.08e-06, 6.46e-06, 2.29e-06, 3.60e-06, 3.46e-06, 2.40e-06, 4.29e-07, 5.65e-06, 1.30e-05, 1.37e-06, 9.57e-06, 1.04e-05, 5.72e-06, 1.35e-05, 2.21e-07, 4.00e-07, 4.54e-08, 1.43e-07, 0.00e+00, 0.00e+00, 6.79e-06, 1.77e-05] []
187700 [2.12e-06, 6.58e-06, 2.18e-06, 3.51e-06, 3.33e-06, 2.33e-06, 3.74e-07, 7.93e-06, 1.05e-06, 2.15e-07, 2.89e-05, 1.75e-05, 7.02e-05, 2.71e-05, 7.94e-08, 2.43e-07, 8.68e-07, 8.67e-07, 9.99e-07, 0.00e+00, 6.68e-06, 1.60e-06] [2.12e-06, 6.58e-06, 2.18e-06, 3.51e-06, 3.33e-06, 2.33e-06, 3.74e-07, 7.93e-06, 1.05e-06, 2.15e-07, 2.89e-05, 1.75e-05, 7.02e-05, 2.71e-05, 7.94e-08, 2.43e-07, 8.68e-07, 8.67e-07, 9.99e-07, 0.00e+00, 6.68e-06, 1.60e-06] []
187800 [1.82e-05, 1.18e-05, 2.45e-06, 8.93e-06, 3.31e-06, 7.27e-06, 3.96e-07, 6.16e-06, 1.95e-07, 8.22e-05, 9.90e-05, 3.43e-04, 5.51e-05, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.12e-05, 4.15e-07] [1.82e-05, 1.18e-05, 2.45e-06, 8.93e-06, 3.31e-06, 7.27e-06, 3.96e-07, 6.16e-06, 1.95e-07, 8.22e-05, 9.90e-05, 3.43e-04, 5.51e-05, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.12e-05, 4.15e-07] []
187900 [2.81e-05, 9.23e-06, 3.73e-06, 4.52e-06, 6.54e-06, 4.59e-06, 1.46e-06, 1.62e-05, 1.00e-07, 7.01e-05, 1.18e-04, 2.79e-04, 6.18e-04, 2.01e-03, 2.04e-05, 3.38e-05, 1.14e-05, 1.32e-05, 2.42e-06, 1.54e-09, 1.52e-05, 3.11e-08] [2.81e-05, 9.23e-06, 3.73e-06, 4.52e-06, 6.54e-06, 4.59e-06, 1.46e-06, 1.62e-05, 1.00e-07, 7.01e-05, 1.18e-04, 2.79e-04, 6.18e-04, 2.01e-03, 2.04e-05, 3.38e-05, 1.14e-05, 1.32e-05, 2.42e-06, 1.54e-09, 1.52e-05, 3.11e-08] []
188000 [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07] [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 44.478346 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Best train step: 86489
lambda_a: 1.4958091974
lambda_b: 2.1003484726
kappa_a: 0.231401667
kappa_b: 0.72070938349
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
188000 [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07] [2.49e-05, 1.25e-05, 3.12e-06, 6.73e-06, 4.50e-06, 4.67e-06, 6.45e-07, 5.83e-07, 6.26e-07, 5.87e-05, 5.41e-05, 3.57e-04, 1.49e-04, 1.44e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-08, 0.00e+00, 6.12e-07, 7.00e-07] []
188100 [1.88e-06, 6.57e-06, 2.22e-06, 3.13e-06, 3.05e-06, 2.16e-06, 3.80e-07, 1.83e-07, 9.15e-08, 2.09e-07, 5.97e-06, 6.43e-06, 4.24e-06, 4.47e-06, 9.89e-11, 2.54e-09, 3.36e-08, 8.44e-08, 5.55e-08, 0.00e+00, 3.56e-07, 9.09e-08] [1.88e-06, 6.57e-06, 2.22e-06, 3.13e-06, 3.05e-06, 2.16e-06, 3.80e-07, 1.83e-07, 9.15e-08, 2.09e-07, 5.97e-06, 6.43e-06, 4.24e-06, 4.47e-06, 9.89e-11, 2.54e-09, 3.36e-08, 8.44e-08, 5.55e-08, 0.00e+00, 3.56e-07, 9.09e-08] []
188200 [4.30e-05, 4.78e-05, 5.24e-05, 8.12e-05, 4.17e-05, 1.47e-05, 2.05e-06, 2.14e-05, 1.02e-06, 2.99e-04, 3.92e-03, 1.15e-03, 1.27e-02, 2.33e-02, 6.86e-07, 7.29e-08, 1.46e-04, 1.67e-04, 0.00e+00, 1.20e-07, 1.17e-05, 4.30e-06] [4.30e-05, 4.78e-05, 5.24e-05, 8.12e-05, 4.17e-05, 1.47e-05, 2.05e-06, 2.14e-05, 1.02e-06, 2.99e-04, 3.92e-03, 1.15e-03, 1.27e-02, 2.33e-02, 6.86e-07, 7.29e-08, 1.46e-04, 1.67e-04, 0.00e+00, 1.20e-07, 1.17e-05, 4.30e-06] []
188300 [1.09e-05, 3.71e-06, 2.01e-06, 5.27e-06, 4.50e-07, 4.18e-06, 1.18e-06, 9.55e-08, 3.33e-05, 6.89e-06, 3.94e-05, 1.36e-04, 1.27e-04, 8.74e-06, 8.09e-08, 2.34e-07, 4.12e-07, 2.13e-07, 3.87e-08, 0.00e+00, 3.98e-06, 3.33e-05] [1.09e-05, 3.71e-06, 2.01e-06, 5.27e-06, 4.50e-07, 4.18e-06, 1.18e-06, 9.55e-08, 3.33e-05, 6.89e-06, 3.94e-05, 1.36e-04, 1.27e-04, 8.74e-06, 8.09e-08, 2.34e-07, 4.12e-07, 2.13e-07, 3.87e-08, 0.00e+00, 3.98e-06, 3.33e-05] []
188400 [8.60e-06, 6.39e-06, 2.66e-06, 6.19e-06, 2.77e-06, 3.27e-06, 6.35e-07, 1.62e-06, 1.26e-07, 5.28e-06, 3.46e-05, 4.64e-05, 2.34e-05, 1.87e-06, 1.17e-06, 4.67e-07, 6.54e-09, 2.42e-08, 1.73e-07, 2.69e-09, 1.14e-06, 2.05e-07] [8.60e-06, 6.39e-06, 2.66e-06, 6.19e-06, 2.77e-06, 3.27e-06, 6.35e-07, 1.62e-06, 1.26e-07, 5.28e-06, 3.46e-05, 4.64e-05, 2.34e-05, 1.87e-06, 1.17e-06, 4.67e-07, 6.54e-09, 2.42e-08, 1.73e-07, 2.69e-09, 1.14e-06, 2.05e-07] []
188500 [7.26e-06, 7.21e-06, 3.05e-06, 6.53e-06, 2.43e-06, 2.93e-06, 4.65e-07, 1.28e-07, 1.83e-09, 1.97e-06, 1.74e-05, 1.71e-05, 8.59e-06, 1.01e-06, 4.95e-07, 2.78e-07, 3.95e-08, 3.60e-08, 3.14e-07, 4.61e-10, 1.89e-06, 1.42e-08] [7.26e-06, 7.21e-06, 3.05e-06, 6.53e-06, 2.43e-06, 2.93e-06, 4.65e-07, 1.28e-07, 1.83e-09, 1.97e-06, 1.74e-05, 1.71e-05, 8.59e-06, 1.01e-06, 4.95e-07, 2.78e-07, 3.95e-08, 3.60e-08, 3.14e-07, 4.61e-10, 1.89e-06, 1.42e-08] []
188600 [4.37e-06, 6.23e-06, 2.99e-06, 6.47e-06, 2.33e-06, 2.92e-06, 4.11e-07, 4.73e-07, 9.06e-09, 3.94e-08, 9.14e-06, 6.09e-06, 4.68e-06, 3.50e-07, 1.13e-07, 1.47e-07, 1.76e-07, 1.50e-07, 6.52e-08, 5.38e-09, 4.16e-07, 2.74e-08] [4.37e-06, 6.23e-06, 2.99e-06, 6.47e-06, 2.33e-06, 2.92e-06, 4.11e-07, 4.73e-07, 9.06e-09, 3.94e-08, 9.14e-06, 6.09e-06, 4.68e-06, 3.50e-07, 1.13e-07, 1.47e-07, 1.76e-07, 1.50e-07, 6.52e-08, 5.38e-09, 4.16e-07, 2.74e-08] []
188700 [3.25e-06, 6.12e-06, 2.86e-06, 6.06e-06, 2.36e-06, 2.91e-06, 3.79e-07, 2.02e-08, 1.24e-08, 4.64e-09, 7.44e-06, 4.26e-06, 3.91e-06, 2.43e-07, 7.97e-08, 1.02e-07, 1.45e-07, 1.63e-07, 2.42e-08, 3.71e-09, 1.96e-07, 2.15e-08] [3.25e-06, 6.12e-06, 2.86e-06, 6.06e-06, 2.36e-06, 2.91e-06, 3.79e-07, 2.02e-08, 1.24e-08, 4.64e-09, 7.44e-06, 4.26e-06, 3.91e-06, 2.43e-07, 7.97e-08, 1.02e-07, 1.45e-07, 1.63e-07, 2.42e-08, 3.71e-09, 1.96e-07, 2.15e-08] []
188800 [4.02e-06, 5.47e-06, 2.30e-06, 5.81e-06, 1.98e-06, 3.29e-06, 3.55e-07, 6.12e-06, 6.27e-09, 4.05e-07, 4.16e-05, 2.98e-05, 6.74e-05, 3.43e-06, 3.03e-08, 1.16e-08, 3.38e-08, 2.64e-08, 4.12e-07, 7.24e-09, 1.93e-06, 3.49e-08] [4.02e-06, 5.47e-06, 2.30e-06, 5.81e-06, 1.98e-06, 3.29e-06, 3.55e-07, 6.12e-06, 6.27e-09, 4.05e-07, 4.16e-05, 2.98e-05, 6.74e-05, 3.43e-06, 3.03e-08, 1.16e-08, 3.38e-08, 2.64e-08, 4.12e-07, 7.24e-09, 1.93e-06, 3.49e-08] []
188900 [2.86e-06, 6.20e-06, 2.66e-06, 5.73e-06, 2.35e-06, 2.83e-06, 3.19e-07, 5.80e-08, 2.17e-08, 8.21e-09, 6.04e-06, 3.47e-06, 4.35e-06, 2.57e-07, 1.90e-08, 3.74e-08, 1.91e-07, 1.89e-07, 2.47e-08, 6.02e-09, 2.18e-07, 3.44e-08] [2.86e-06, 6.20e-06, 2.66e-06, 5.73e-06, 2.35e-06, 2.83e-06, 3.19e-07, 5.80e-08, 2.17e-08, 8.21e-09, 6.04e-06, 3.47e-06, 4.35e-06, 2.57e-07, 1.90e-08, 3.74e-08, 1.91e-07, 1.89e-07, 2.47e-08, 6.02e-09, 2.18e-07, 3.44e-08] []
189000 [1.50e-05, 7.08e-06, 3.07e-06, 5.95e-06, 3.61e-06, 3.65e-06, 6.88e-07, 3.17e-08, 1.19e-08, 2.83e-05, 3.08e-05, 1.06e-04, 1.22e-04, 6.72e-04, 9.54e-06, 9.34e-06, 5.46e-06, 5.33e-06, 1.90e-08, 8.04e-09, 9.44e-08, 5.11e-08] [1.50e-05, 7.08e-06, 3.07e-06, 5.95e-06, 3.61e-06, 3.65e-06, 6.88e-07, 3.17e-08, 1.19e-08, 2.83e-05, 3.08e-05, 1.06e-04, 1.22e-04, 6.72e-04, 9.54e-06, 9.34e-06, 5.46e-06, 5.33e-06, 1.90e-08, 8.04e-09, 9.44e-08, 5.11e-08] []
189100 [3.03e-06, 6.25e-06, 2.72e-06, 5.36e-06, 2.45e-06, 2.74e-06, 3.75e-07, 1.36e-08, 9.27e-07, 6.56e-08, 3.52e-06, 2.25e-06, 3.61e-06, 1.23e-06, 5.19e-09, 1.18e-08, 9.51e-08, 1.24e-07, 7.56e-09, 0.00e+00, 4.92e-08, 4.26e-07] [3.03e-06, 6.25e-06, 2.72e-06, 5.36e-06, 2.45e-06, 2.74e-06, 3.75e-07, 1.36e-08, 9.27e-07, 6.56e-08, 3.52e-06, 2.25e-06, 3.61e-06, 1.23e-06, 5.19e-09, 1.18e-08, 9.51e-08, 1.24e-07, 7.56e-09, 0.00e+00, 4.92e-08, 4.26e-07] []
189200 [2.82e-06, 6.29e-06, 2.64e-06, 4.83e-06, 2.62e-06, 2.73e-06, 3.59e-07, 7.70e-09, 2.41e-09, 5.83e-09, 2.48e-06, 1.64e-06, 2.72e-06, 2.28e-07, 2.32e-09, 2.45e-08, 1.14e-07, 1.19e-07, 1.73e-08, 7.55e-09, 1.03e-07, 4.40e-08] [2.82e-06, 6.29e-06, 2.64e-06, 4.83e-06, 2.62e-06, 2.73e-06, 3.59e-07, 7.70e-09, 2.41e-09, 5.83e-09, 2.48e-06, 1.64e-06, 2.72e-06, 2.28e-07, 2.32e-09, 2.45e-08, 1.14e-07, 1.19e-07, 1.73e-08, 7.55e-09, 1.03e-07, 4.40e-08] []
189300 [2.48e-06, 6.19e-06, 2.55e-06, 4.32e-06, 2.82e-06, 2.73e-06, 3.54e-07, 2.47e-08, 8.69e-08, 1.06e-08, 2.05e-06, 1.52e-06, 2.21e-06, 2.95e-07, 1.87e-09, 1.79e-08, 7.47e-08, 7.43e-08, 1.75e-08, 4.80e-10, 1.14e-07, 1.52e-08] [2.48e-06, 6.19e-06, 2.55e-06, 4.32e-06, 2.82e-06, 2.73e-06, 3.54e-07, 2.47e-08, 8.69e-08, 1.06e-08, 2.05e-06, 1.52e-06, 2.21e-06, 2.95e-07, 1.87e-09, 1.79e-08, 7.47e-08, 7.43e-08, 1.75e-08, 4.80e-10, 1.14e-07, 1.52e-08] []
189400 [2.39e-06, 5.94e-06, 2.63e-06, 4.02e-06, 2.71e-06, 3.07e-06, 4.59e-07, 9.98e-09, 4.35e-07, 3.89e-09, 2.64e-06, 1.31e-06, 2.36e-06, 1.83e-07, 3.47e-09, 1.78e-08, 1.17e-07, 1.24e-07, 7.12e-09, 0.00e+00, 4.74e-08, 2.43e-07] [2.39e-06, 5.94e-06, 2.63e-06, 4.02e-06, 2.71e-06, 3.07e-06, 4.59e-07, 9.98e-09, 4.35e-07, 3.89e-09, 2.64e-06, 1.31e-06, 2.36e-06, 1.83e-07, 3.47e-09, 1.78e-08, 1.17e-07, 1.24e-07, 7.12e-09, 0.00e+00, 4.74e-08, 2.43e-07] []
189500 [2.47e-06, 5.79e-06, 2.66e-06, 3.71e-06, 2.39e-06, 3.52e-06, 6.38e-07, 4.36e-08, 2.48e-08, 1.97e-07, 3.36e-06, 2.11e-06, 5.14e-06, 5.61e-06, 6.56e-10, 1.59e-09, 1.17e-08, 2.19e-08, 1.46e-08, 2.19e-08, 7.26e-08, 4.59e-08] [2.47e-06, 5.79e-06, 2.66e-06, 3.71e-06, 2.39e-06, 3.52e-06, 6.38e-07, 4.36e-08, 2.48e-08, 1.97e-07, 3.36e-06, 2.11e-06, 5.14e-06, 5.61e-06, 6.56e-10, 1.59e-09, 1.17e-08, 2.19e-08, 1.46e-08, 2.19e-08, 7.26e-08, 4.59e-08] []
189600 [1.59e-05, 7.83e-06, 2.74e-06, 4.55e-06, 3.95e-06, 4.64e-06, 5.63e-07, 6.09e-07, 5.59e-06, 6.36e-05, 8.85e-05, 2.96e-04, 1.05e-04, 1.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.14e-06, 8.87e-07, 6.35e-06] [1.59e-05, 7.83e-06, 2.74e-06, 4.55e-06, 3.95e-06, 4.64e-06, 5.63e-07, 6.09e-07, 5.59e-06, 6.36e-05, 8.85e-05, 2.96e-04, 1.05e-04, 1.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.14e-06, 8.87e-07, 6.35e-06] []
189700 [2.17e-06, 5.77e-06, 2.58e-06, 3.41e-06, 2.78e-06, 3.07e-06, 5.23e-07, 9.48e-09, 1.68e-07, 4.72e-09, 2.33e-06, 1.34e-06, 1.94e-06, 1.16e-07, 1.70e-09, 1.86e-08, 7.31e-08, 8.26e-08, 3.03e-08, 9.10e-08, 1.03e-07, 4.87e-07] [2.17e-06, 5.77e-06, 2.58e-06, 3.41e-06, 2.78e-06, 3.07e-06, 5.23e-07, 9.48e-09, 1.68e-07, 4.72e-09, 2.33e-06, 1.34e-06, 1.94e-06, 1.16e-07, 1.70e-09, 1.86e-08, 7.31e-08, 8.26e-08, 3.03e-08, 9.10e-08, 1.03e-07, 4.87e-07] []
189800 [4.04e-06, 6.59e-06, 2.66e-06, 3.67e-06, 2.81e-06, 3.19e-06, 4.84e-07, 9.15e-07, 1.27e-08, 4.99e-06, 2.98e-05, 4.50e-05, 1.28e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-11, 1.56e-08, 9.49e-07, 5.50e-08] [4.04e-06, 6.59e-06, 2.66e-06, 3.67e-06, 2.81e-06, 3.19e-06, 4.84e-07, 9.15e-07, 1.27e-08, 4.99e-06, 2.98e-05, 4.50e-05, 1.28e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-11, 1.56e-08, 9.49e-07, 5.50e-08] []
189900 [2.04e-06, 5.62e-06, 2.43e-06, 3.01e-06, 2.91e-06, 2.85e-06, 4.85e-07, 1.52e-08, 4.35e-09, 3.17e-08, 3.64e-06, 2.32e-06, 5.61e-06, 4.53e-06, 1.86e-08, 6.49e-08, 2.19e-07, 2.03e-07, 3.40e-08, 2.55e-08, 1.21e-07, 7.43e-08] [2.04e-06, 5.62e-06, 2.43e-06, 3.01e-06, 2.91e-06, 2.85e-06, 4.85e-07, 1.52e-08, 4.35e-09, 3.17e-08, 3.64e-06, 2.32e-06, 5.61e-06, 4.53e-06, 1.86e-08, 6.49e-08, 2.19e-07, 2.03e-07, 3.40e-08, 2.55e-08, 1.21e-07, 7.43e-08] []
190000 [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08] [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 46.361134 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
190000 [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08] [1.71e-06, 5.77e-06, 2.45e-06, 2.97e-06, 2.86e-06, 2.72e-06, 4.33e-07, 1.22e-08, 5.45e-10, 1.18e-07, 4.09e-06, 3.27e-06, 9.08e-06, 8.41e-06, 0.00e+00, 7.66e-11, 1.67e-09, 6.55e-09, 1.09e-08, 1.97e-08, 8.58e-08, 5.09e-08] []
190100 [1.65e-06, 5.67e-06, 2.39e-06, 2.78e-06, 2.90e-06, 2.60e-06, 4.03e-07, 3.01e-08, 4.56e-08, 3.70e-08, 2.28e-06, 1.55e-06, 1.59e-06, 4.64e-07, 1.18e-09, 6.99e-09, 5.11e-08, 5.68e-08, 7.94e-09, 8.36e-09, 1.01e-07, 5.31e-08] [1.65e-06, 5.67e-06, 2.39e-06, 2.78e-06, 2.90e-06, 2.60e-06, 4.03e-07, 3.01e-08, 4.56e-08, 3.70e-08, 2.28e-06, 1.55e-06, 1.59e-06, 4.64e-07, 1.18e-09, 6.99e-09, 5.11e-08, 5.68e-08, 7.94e-09, 8.36e-09, 1.01e-07, 5.31e-08] []
190200 [1.64e-06, 5.67e-06, 2.37e-06, 2.73e-06, 2.87e-06, 2.43e-06, 3.63e-07, 2.27e-08, 1.22e-06, 2.33e-07, 2.69e-06, 2.39e-06, 2.43e-06, 4.47e-06, 1.97e-09, 9.44e-11, 1.80e-08, 2.37e-08, 1.34e-08, 0.00e+00, 6.03e-08, 8.71e-07] [1.64e-06, 5.67e-06, 2.37e-06, 2.73e-06, 2.87e-06, 2.43e-06, 3.63e-07, 2.27e-08, 1.22e-06, 2.33e-07, 2.69e-06, 2.39e-06, 2.43e-06, 4.47e-06, 1.97e-09, 9.44e-11, 1.80e-08, 2.37e-08, 1.34e-08, 0.00e+00, 6.03e-08, 8.71e-07] []
190300 [2.17e-06, 5.54e-06, 2.33e-06, 2.59e-06, 2.99e-06, 2.40e-06, 3.73e-07, 4.00e-07, 1.85e-06, 2.93e-07, 3.35e-06, 3.26e-06, 3.99e-06, 1.10e-05, 9.62e-08, 8.39e-08, 2.22e-07, 1.81e-07, 5.17e-08, 3.53e-07, 2.77e-07, 2.14e-06] [2.17e-06, 5.54e-06, 2.33e-06, 2.59e-06, 2.99e-06, 2.40e-06, 3.73e-07, 4.00e-07, 1.85e-06, 2.93e-07, 3.35e-06, 3.26e-06, 3.99e-06, 1.10e-05, 9.62e-08, 8.39e-08, 2.22e-07, 1.81e-07, 5.17e-08, 3.53e-07, 2.77e-07, 2.14e-06] []
190400 [7.08e-06, 7.15e-06, 2.59e-06, 3.03e-06, 2.92e-06, 2.96e-06, 3.24e-07, 5.52e-05, 5.26e-05, 8.85e-06, 5.86e-05, 9.20e-05, 2.51e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 5.13e-05] [7.08e-06, 7.15e-06, 2.59e-06, 3.03e-06, 2.92e-06, 2.96e-06, 3.24e-07, 5.52e-05, 5.26e-05, 8.85e-06, 5.86e-05, 9.20e-05, 2.51e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-05, 5.13e-05] []
190500 [1.79e-06, 5.34e-06, 2.22e-06, 2.24e-06, 2.93e-06, 2.24e-06, 3.08e-07, 2.31e-06, 1.32e-06, 9.79e-09, 5.21e-06, 3.92e-06, 9.65e-06, 3.49e-06, 1.48e-10, 1.14e-09, 1.25e-09, 1.63e-08, 0.00e+00, 0.00e+00, 2.67e-06, 1.19e-06] [1.79e-06, 5.34e-06, 2.22e-06, 2.24e-06, 2.93e-06, 2.24e-06, 3.08e-07, 2.31e-06, 1.32e-06, 9.79e-09, 5.21e-06, 3.92e-06, 9.65e-06, 3.49e-06, 1.48e-10, 1.14e-09, 1.25e-09, 1.63e-08, 0.00e+00, 0.00e+00, 2.67e-06, 1.19e-06] []
190600 [2.04e-05, 1.07e-05, 2.77e-06, 4.30e-06, 4.13e-06, 4.85e-06, 4.47e-07, 1.15e-05, 1.97e-04, 4.78e-05, 4.66e-05, 3.06e-04, 2.61e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 1.95e-04] [2.04e-05, 1.07e-05, 2.77e-06, 4.30e-06, 4.13e-06, 4.85e-06, 4.47e-07, 1.15e-05, 1.97e-04, 4.78e-05, 4.66e-05, 3.06e-04, 2.61e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 1.95e-04] []
190700 [5.05e-06, 6.35e-06, 2.05e-06, 2.50e-06, 3.61e-06, 2.27e-06, 2.94e-07, 1.17e-06, 3.97e-07, 1.14e-05, 1.57e-05, 4.74e-05, 1.44e-04, 3.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-08, 4.28e-06, 2.58e-07] [5.05e-06, 6.35e-06, 2.05e-06, 2.50e-06, 3.61e-06, 2.27e-06, 2.94e-07, 1.17e-06, 3.97e-07, 1.14e-05, 1.57e-05, 4.74e-05, 1.44e-04, 3.15e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-08, 4.28e-06, 2.58e-07] []
190800 [1.86e-05, 6.29e-06, 2.70e-06, 3.42e-06, 4.45e-06, 3.71e-06, 6.77e-07, 1.40e-05, 1.91e-05, 3.97e-05, 5.55e-05, 1.58e-04, 3.26e-04, 1.10e-03, 1.48e-05, 1.36e-05, 7.56e-06, 6.55e-06, 2.78e-06, 4.09e-06, 1.73e-05, 1.99e-05] [1.86e-05, 6.29e-06, 2.70e-06, 3.42e-06, 4.45e-06, 3.71e-06, 6.77e-07, 1.40e-05, 1.91e-05, 3.97e-05, 5.55e-05, 1.58e-04, 3.26e-04, 1.10e-03, 1.48e-05, 1.36e-05, 7.56e-06, 6.55e-06, 2.78e-06, 4.09e-06, 1.73e-05, 1.99e-05] []
190900 [1.79e-06, 5.30e-06, 2.09e-06, 2.08e-06, 2.90e-06, 2.05e-06, 2.92e-07, 1.45e-05, 2.67e-08, 2.78e-09, 2.17e-05, 1.12e-05, 4.07e-05, 1.82e-05, 5.71e-08, 1.78e-07, 4.15e-07, 5.65e-07, 2.13e-06, 1.24e-08, 1.36e-05, 4.14e-08] [1.79e-06, 5.30e-06, 2.09e-06, 2.08e-06, 2.90e-06, 2.05e-06, 2.92e-07, 1.45e-05, 2.67e-08, 2.78e-09, 2.17e-05, 1.12e-05, 4.07e-05, 1.82e-05, 5.71e-08, 1.78e-07, 4.15e-07, 5.65e-07, 2.13e-06, 1.24e-08, 1.36e-05, 4.14e-08] []
191000 [2.39e-06, 5.06e-06, 2.12e-06, 2.07e-06, 2.77e-06, 2.11e-06, 3.07e-07, 2.49e-06, 2.47e-08, 7.43e-07, 1.66e-05, 1.23e-05, 4.90e-05, 5.92e-05, 3.42e-07, 4.14e-07, 8.61e-07, 7.91e-07, 3.20e-07, 1.20e-08, 2.11e-06, 4.14e-08] [2.39e-06, 5.06e-06, 2.12e-06, 2.07e-06, 2.77e-06, 2.11e-06, 3.07e-07, 2.49e-06, 2.47e-08, 7.43e-07, 1.66e-05, 1.23e-05, 4.90e-05, 5.92e-05, 3.42e-07, 4.14e-07, 8.61e-07, 7.91e-07, 3.20e-07, 1.20e-08, 2.11e-06, 4.14e-08] []
191100 [5.08e-06, 7.03e-06, 2.18e-06, 2.51e-06, 2.84e-06, 2.61e-06, 2.53e-07, 2.44e-06, 1.51e-06, 1.30e-05, 1.18e-05, 6.82e-05, 5.66e-05, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-07, 0.00e+00, 1.57e-06, 1.55e-06] [5.08e-06, 7.03e-06, 2.18e-06, 2.51e-06, 2.84e-06, 2.61e-06, 2.53e-07, 2.44e-06, 1.51e-06, 1.30e-05, 1.18e-05, 6.82e-05, 5.66e-05, 3.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-07, 0.00e+00, 1.57e-06, 1.55e-06] []
191200 [2.01e-06, 4.88e-06, 2.14e-06, 2.05e-06, 2.59e-06, 1.98e-06, 3.08e-07, 8.72e-07, 1.82e-07, 1.01e-06, 3.43e-06, 5.27e-06, 4.46e-06, 2.32e-05, 2.32e-07, 2.51e-07, 2.70e-07, 2.79e-07, 8.68e-08, 1.77e-10, 4.83e-07, 1.97e-07] [2.01e-06, 4.88e-06, 2.14e-06, 2.05e-06, 2.59e-06, 1.98e-06, 3.08e-07, 8.72e-07, 1.82e-07, 1.01e-06, 3.43e-06, 5.27e-06, 4.46e-06, 2.32e-05, 2.32e-07, 2.51e-07, 2.70e-07, 2.79e-07, 8.68e-08, 1.77e-10, 4.83e-07, 1.97e-07] []
191300 [2.22e-06, 5.35e-06, 2.35e-06, 2.24e-06, 2.24e-06, 1.93e-06, 2.60e-07, 1.61e-05, 6.01e-08, 3.72e-07, 4.72e-05, 3.24e-05, 1.26e-04, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-10, 1.86e-05, 8.90e-08] [2.22e-06, 5.35e-06, 2.35e-06, 2.24e-06, 2.24e-06, 1.93e-06, 2.60e-07, 1.61e-05, 6.01e-08, 3.72e-07, 4.72e-05, 3.24e-05, 1.26e-04, 9.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-10, 1.86e-05, 8.90e-08] []
191400 [1.52e-05, 6.29e-06, 2.64e-06, 3.17e-06, 3.85e-06, 4.04e-06, 7.60e-07, 1.50e-05, 2.61e-06, 4.56e-05, 4.31e-05, 1.60e-04, 1.29e-04, 8.98e-04, 1.45e-05, 1.33e-05, 4.90e-06, 3.97e-06, 0.00e+00, 0.00e+00, 1.50e-05, 2.61e-06] [1.52e-05, 6.29e-06, 2.64e-06, 3.17e-06, 3.85e-06, 4.04e-06, 7.60e-07, 1.50e-05, 2.61e-06, 4.56e-05, 4.31e-05, 1.60e-04, 1.29e-04, 8.98e-04, 1.45e-05, 1.33e-05, 4.90e-06, 3.97e-06, 0.00e+00, 0.00e+00, 1.50e-05, 2.61e-06] []
191500 [1.63e-06, 5.22e-06, 2.14e-06, 1.96e-06, 2.25e-06, 1.87e-06, 2.55e-07, 2.17e-06, 1.91e-08, 1.55e-06, 3.81e-06, 9.00e-06, 1.86e-05, 4.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-07, 6.02e-09, 1.57e-06, 1.82e-08] [1.63e-06, 5.22e-06, 2.14e-06, 1.96e-06, 2.25e-06, 1.87e-06, 2.55e-07, 2.17e-06, 1.91e-08, 1.55e-06, 3.81e-06, 9.00e-06, 1.86e-05, 4.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-07, 6.02e-09, 1.57e-06, 1.82e-08] []
191600 [1.25e-06, 4.71e-06, 2.15e-06, 1.97e-06, 2.11e-06, 1.80e-06, 2.70e-07, 3.89e-06, 2.30e-08, 2.14e-08, 9.56e-06, 5.97e-06, 1.72e-05, 4.58e-06, 1.01e-09, 1.01e-11, 1.83e-11, 1.79e-09, 0.00e+00, 9.03e-10, 5.11e-06, 5.14e-08] [1.25e-06, 4.71e-06, 2.15e-06, 1.97e-06, 2.11e-06, 1.80e-06, 2.70e-07, 3.89e-06, 2.30e-08, 2.14e-08, 9.56e-06, 5.97e-06, 1.72e-05, 4.58e-06, 1.01e-09, 1.01e-11, 1.83e-11, 1.79e-09, 0.00e+00, 9.03e-10, 5.11e-06, 5.14e-08] []
191700 [4.99e-06, 4.76e-06, 2.20e-06, 1.97e-06, 2.77e-06, 2.17e-06, 3.86e-07, 2.18e-08, 6.94e-08, 7.07e-06, 1.31e-05, 3.02e-05, 5.62e-05, 2.03e-04, 2.22e-06, 1.95e-06, 1.35e-06, 1.65e-06, 1.02e-08, 1.18e-08, 9.04e-08, 5.30e-08] [4.99e-06, 4.76e-06, 2.20e-06, 1.97e-06, 2.77e-06, 2.17e-06, 3.86e-07, 2.18e-08, 6.94e-08, 7.07e-06, 1.31e-05, 3.02e-05, 5.62e-05, 2.03e-04, 2.22e-06, 1.95e-06, 1.35e-06, 1.65e-06, 1.02e-08, 1.18e-08, 9.04e-08, 5.30e-08] []
191800 [1.77e-06, 4.41e-06, 2.17e-06, 1.90e-06, 2.14e-06, 1.80e-06, 3.03e-07, 8.83e-07, 2.07e-09, 9.85e-07, 3.71e-06, 5.04e-06, 4.80e-06, 2.26e-05, 1.78e-07, 2.30e-07, 2.31e-07, 2.87e-07, 8.70e-08, 2.58e-09, 5.12e-07, 1.21e-08] [1.77e-06, 4.41e-06, 2.17e-06, 1.90e-06, 2.14e-06, 1.80e-06, 3.03e-07, 8.83e-07, 2.07e-09, 9.85e-07, 3.71e-06, 5.04e-06, 4.80e-06, 2.26e-05, 1.78e-07, 2.30e-07, 2.31e-07, 2.87e-07, 8.70e-08, 2.58e-09, 5.12e-07, 1.21e-08] []
191900 [1.73e-06, 4.35e-06, 2.02e-06, 1.90e-06, 2.04e-06, 1.78e-06, 2.86e-07, 1.28e-06, 6.41e-08, 5.62e-07, 5.86e-06, 5.54e-06, 1.57e-05, 2.88e-05, 2.17e-07, 1.93e-07, 4.11e-07, 3.78e-07, 1.40e-07, 6.14e-11, 9.05e-07, 9.31e-08] [1.73e-06, 4.35e-06, 2.02e-06, 1.90e-06, 2.04e-06, 1.78e-06, 2.86e-07, 1.28e-06, 6.41e-08, 5.62e-07, 5.86e-06, 5.54e-06, 1.57e-05, 2.88e-05, 2.17e-07, 1.93e-07, 4.11e-07, 3.78e-07, 1.40e-07, 6.14e-11, 9.05e-07, 9.31e-08] []
192000 [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08] [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 46.466559 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
192000 [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08] [3.78e-06, 6.00e-06, 1.80e-06, 2.17e-06, 2.74e-06, 2.61e-06, 3.59e-07, 3.92e-05, 2.74e-09, 1.67e-05, 2.69e-05, 6.16e-05, 1.80e-05, 2.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.83e-06, 4.71e-10, 3.50e-05, 3.18e-08] []
192100 [1.07e-06, 4.41e-06, 2.04e-06, 1.95e-06, 1.66e-06, 1.72e-06, 2.62e-07, 2.61e-08, 7.40e-11, 1.36e-07, 4.21e-06, 3.85e-06, 1.13e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-10, 1.48e-09, 1.44e-09, 1.70e-07, 1.11e-08] [1.07e-06, 4.41e-06, 2.04e-06, 1.95e-06, 1.66e-06, 1.72e-06, 2.62e-07, 2.61e-08, 7.40e-11, 1.36e-07, 4.21e-06, 3.85e-06, 1.13e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-10, 1.48e-09, 1.44e-09, 1.70e-07, 1.11e-08] []
192200 [1.03e-06, 4.19e-06, 1.97e-06, 1.97e-06, 1.66e-06, 1.67e-06, 3.64e-07, 3.97e-08, 2.73e-06, 2.78e-09, 2.14e-06, 1.59e-06, 2.18e-06, 5.20e-07, 8.47e-10, 7.28e-09, 1.85e-08, 1.87e-08, 1.20e-08, 4.38e-07, 7.48e-08, 2.54e-06] [1.03e-06, 4.19e-06, 1.97e-06, 1.97e-06, 1.66e-06, 1.67e-06, 3.64e-07, 3.97e-08, 2.73e-06, 2.78e-09, 2.14e-06, 1.59e-06, 2.18e-06, 5.20e-07, 8.47e-10, 7.28e-09, 1.85e-08, 1.87e-08, 1.20e-08, 4.38e-07, 7.48e-08, 2.54e-06] []
192300 [1.39e-05, 8.63e-06, 2.79e-06, 3.29e-06, 2.38e-06, 3.63e-06, 4.13e-07, 1.27e-05, 1.51e-09, 2.58e-05, 3.96e-05, 1.71e-04, 2.58e-04, 9.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.21e-10, 1.49e-05, 2.74e-08] [1.39e-05, 8.63e-06, 2.79e-06, 3.29e-06, 2.38e-06, 3.63e-06, 4.13e-07, 1.27e-05, 1.51e-09, 2.58e-05, 3.96e-05, 1.71e-04, 2.58e-04, 9.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.21e-10, 1.49e-05, 2.74e-08] []
192400 [2.44e-06, 3.91e-06, 2.17e-06, 1.47e-06, 2.20e-06, 1.88e-06, 3.17e-07, 8.93e-05, 2.48e-09, 5.42e-07, 5.46e-05, 3.49e-05, 7.49e-05, 2.12e-06, 1.02e-11, 1.18e-08, 0.00e+00, 3.63e-13, 0.00e+00, 3.75e-10, 9.78e-05, 3.25e-08] [2.44e-06, 3.91e-06, 2.17e-06, 1.47e-06, 2.20e-06, 1.88e-06, 3.17e-07, 8.93e-05, 2.48e-09, 5.42e-07, 5.46e-05, 3.49e-05, 7.49e-05, 2.12e-06, 1.02e-11, 1.18e-08, 0.00e+00, 3.63e-13, 0.00e+00, 3.75e-10, 9.78e-05, 3.25e-08] []
192500 [1.91e-06, 3.74e-06, 1.86e-06, 1.82e-06, 1.66e-06, 1.82e-06, 3.38e-07, 5.85e-06, 9.77e-09, 4.79e-08, 3.27e-05, 2.04e-05, 7.37e-05, 4.69e-05, 3.98e-07, 4.42e-07, 9.93e-07, 9.24e-07, 9.05e-07, 2.45e-09, 5.76e-06, 5.92e-09] [1.91e-06, 3.74e-06, 1.86e-06, 1.82e-06, 1.66e-06, 1.82e-06, 3.38e-07, 5.85e-06, 9.77e-09, 4.79e-08, 3.27e-05, 2.04e-05, 7.37e-05, 4.69e-05, 3.98e-07, 4.42e-07, 9.93e-07, 9.24e-07, 9.05e-07, 2.45e-09, 5.76e-06, 5.92e-09] []
192600 [2.75e-06, 3.83e-06, 2.07e-06, 1.89e-06, 2.02e-06, 2.05e-06, 3.80e-07, 4.31e-07, 2.90e-09, 3.93e-06, 7.07e-06, 1.65e-05, 1.10e-05, 8.35e-05, 1.37e-06, 8.45e-07, 4.03e-07, 5.77e-07, 0.00e+00, 1.02e-09, 1.18e-06, 1.02e-08] [2.75e-06, 3.83e-06, 2.07e-06, 1.89e-06, 2.02e-06, 2.05e-06, 3.80e-07, 4.31e-07, 2.90e-09, 3.93e-06, 7.07e-06, 1.65e-05, 1.10e-05, 8.35e-05, 1.37e-06, 8.45e-07, 4.03e-07, 5.77e-07, 0.00e+00, 1.02e-09, 1.18e-06, 1.02e-08] []
192700 [1.32e-06, 3.62e-06, 2.10e-06, 1.72e-06, 1.57e-06, 1.68e-06, 3.15e-07, 3.17e-07, 3.18e-09, 6.86e-07, 3.18e-06, 3.76e-06, 3.35e-06, 1.41e-05, 8.46e-08, 1.80e-07, 1.53e-07, 1.83e-07, 3.55e-08, 1.03e-09, 1.69e-07, 5.12e-09] [1.32e-06, 3.62e-06, 2.10e-06, 1.72e-06, 1.57e-06, 1.68e-06, 3.15e-07, 3.17e-07, 3.18e-09, 6.86e-07, 3.18e-06, 3.76e-06, 3.35e-06, 1.41e-05, 8.46e-08, 1.80e-07, 1.53e-07, 1.83e-07, 3.55e-08, 1.03e-09, 1.69e-07, 5.12e-09] []
192800 [1.18e-05, 4.81e-06, 2.46e-06, 2.79e-06, 2.78e-06, 3.40e-06, 6.04e-07, 9.33e-06, 1.52e-07, 2.56e-05, 3.52e-05, 1.11e-04, 1.78e-04, 7.19e-04, 1.03e-05, 8.75e-06, 4.61e-06, 3.98e-06, 1.39e-06, 1.84e-08, 8.93e-06, 1.19e-07] [1.18e-05, 4.81e-06, 2.46e-06, 2.79e-06, 2.78e-06, 3.40e-06, 6.04e-07, 9.33e-06, 1.52e-07, 2.56e-05, 3.52e-05, 1.11e-04, 1.78e-04, 7.19e-04, 1.03e-05, 8.75e-06, 4.61e-06, 3.98e-06, 1.39e-06, 1.84e-08, 8.93e-06, 1.19e-07] []
192900 [1.31e-06, 3.53e-06, 1.89e-06, 1.47e-06, 2.00e-06, 1.75e-06, 2.76e-07, 2.83e-05, 1.70e-04, 9.42e-08, 1.85e-05, 9.74e-06, 3.12e-05, 8.59e-06, 7.35e-08, 4.32e-08, 3.66e-07, 2.57e-07, 4.09e-06, 0.00e+00, 2.50e-05, 1.71e-04] [1.31e-06, 3.53e-06, 1.89e-06, 1.47e-06, 2.00e-06, 1.75e-06, 2.76e-07, 2.83e-05, 1.70e-04, 9.42e-08, 1.85e-05, 9.74e-06, 3.12e-05, 8.59e-06, 7.35e-08, 4.32e-08, 3.66e-07, 2.57e-07, 4.09e-06, 0.00e+00, 2.50e-05, 1.71e-04] []
193000 [7.86e-07, 3.56e-06, 2.14e-06, 1.56e-06, 1.36e-06, 1.58e-06, 2.86e-07, 1.78e-06, 3.21e-10, 1.34e-06, 1.40e-05, 9.61e-06, 1.05e-05, 1.99e-06, 1.12e-09, 4.41e-09, 8.51e-08, 9.34e-08, 1.71e-07, 3.94e-10, 1.10e-06, 1.26e-08] [7.86e-07, 3.56e-06, 2.14e-06, 1.56e-06, 1.36e-06, 1.58e-06, 2.86e-07, 1.78e-06, 3.21e-10, 1.34e-06, 1.40e-05, 9.61e-06, 1.05e-05, 1.99e-06, 1.12e-09, 4.41e-09, 8.51e-08, 9.34e-08, 1.71e-07, 3.94e-10, 1.10e-06, 1.26e-08] []
193100 [4.58e-06, 5.37e-06, 2.14e-06, 2.27e-06, 1.44e-06, 2.16e-06, 2.90e-07, 1.22e-06, 8.76e-06, 9.07e-06, 1.12e-05, 4.64e-05, 7.41e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 6.02e-07, 9.34e-06] [4.58e-06, 5.37e-06, 2.14e-06, 2.27e-06, 1.44e-06, 2.16e-06, 2.90e-07, 1.22e-06, 8.76e-06, 9.07e-06, 1.12e-05, 4.64e-05, 7.41e-05, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 6.02e-07, 9.34e-06] []
193200 [7.77e-07, 3.26e-06, 1.90e-06, 1.65e-06, 1.29e-06, 1.58e-06, 2.93e-07, 2.58e-06, 1.01e-06, 1.02e-07, 5.35e-06, 3.35e-06, 5.12e-06, 1.82e-07, 3.81e-09, 3.45e-08, 1.13e-07, 1.03e-07, 3.15e-07, 1.41e-07, 2.10e-06, 8.51e-07] [7.77e-07, 3.26e-06, 1.90e-06, 1.65e-06, 1.29e-06, 1.58e-06, 2.93e-07, 2.58e-06, 1.01e-06, 1.02e-07, 5.35e-06, 3.35e-06, 5.12e-06, 1.82e-07, 3.81e-09, 3.45e-08, 1.13e-07, 1.03e-07, 3.15e-07, 1.41e-07, 2.10e-06, 8.51e-07] []
193300 [3.25e-06, 3.43e-06, 2.26e-06, 1.79e-06, 1.98e-06, 2.60e-06, 4.81e-07, 1.10e-06, 2.12e-07, 2.64e-06, 9.33e-06, 1.40e-05, 3.80e-05, 8.90e-05, 9.14e-07, 2.21e-07, 1.05e-06, 3.07e-07, 1.39e-07, 2.13e-08, 8.98e-07, 1.38e-07] [3.25e-06, 3.43e-06, 2.26e-06, 1.79e-06, 1.98e-06, 2.60e-06, 4.81e-07, 1.10e-06, 2.12e-07, 2.64e-06, 9.33e-06, 1.40e-05, 3.80e-05, 8.90e-05, 9.14e-07, 2.21e-07, 1.05e-06, 3.07e-07, 1.39e-07, 2.13e-08, 8.98e-07, 1.38e-07] []
193400 [3.60e-06, 4.14e-06, 1.99e-06, 2.01e-06, 1.22e-06, 1.73e-06, 3.00e-07, 2.05e-06, 1.04e-08, 4.25e-06, 2.02e-05, 3.28e-05, 9.17e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-10, 3.86e-06, 7.35e-09] [3.60e-06, 4.14e-06, 1.99e-06, 2.01e-06, 1.22e-06, 1.73e-06, 3.00e-07, 2.05e-06, 1.04e-08, 4.25e-06, 2.02e-05, 3.28e-05, 9.17e-05, 1.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-10, 3.86e-06, 7.35e-09] []
193500 [2.82e-06, 2.97e-06, 1.89e-06, 1.73e-06, 1.55e-06, 1.84e-06, 3.37e-07, 1.20e-05, 1.80e-05, 6.06e-07, 4.28e-05, 3.01e-05, 1.21e-04, 1.14e-04, 9.10e-07, 9.94e-07, 1.70e-06, 1.36e-06, 1.80e-06, 3.72e-06, 1.14e-05, 1.72e-05] [2.82e-06, 2.97e-06, 1.89e-06, 1.73e-06, 1.55e-06, 1.84e-06, 3.37e-07, 1.20e-05, 1.80e-05, 6.06e-07, 4.28e-05, 3.01e-05, 1.21e-04, 1.14e-04, 9.10e-07, 9.94e-07, 1.70e-06, 1.36e-06, 1.80e-06, 3.72e-06, 1.14e-05, 1.72e-05] []
193600 [1.09e-06, 2.87e-06, 1.89e-06, 1.48e-06, 1.35e-06, 1.61e-06, 3.18e-07, 4.84e-06, 1.70e-10, 4.63e-07, 5.72e-06, 5.37e-06, 5.71e-06, 1.34e-06, 4.44e-08, 1.28e-08, 3.63e-09, 4.19e-08, 0.00e+00, 8.78e-11, 5.71e-06, 2.96e-08] [1.09e-06, 2.87e-06, 1.89e-06, 1.48e-06, 1.35e-06, 1.61e-06, 3.18e-07, 4.84e-06, 1.70e-10, 4.63e-07, 5.72e-06, 5.37e-06, 5.71e-06, 1.34e-06, 4.44e-08, 1.28e-08, 3.63e-09, 4.19e-08, 0.00e+00, 8.78e-11, 5.71e-06, 2.96e-08] []
193700 [4.80e-06, 3.73e-06, 2.22e-06, 2.00e-06, 1.06e-06, 1.76e-06, 3.23e-07, 5.80e-05, 9.53e-06, 8.77e-07, 1.07e-04, 8.08e-05, 2.84e-04, 2.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.33e-05, 1.05e-05] [4.80e-06, 3.73e-06, 2.22e-06, 2.00e-06, 1.06e-06, 1.76e-06, 3.23e-07, 5.80e-05, 9.53e-06, 8.77e-07, 1.07e-04, 8.08e-05, 2.84e-04, 2.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.33e-05, 1.05e-05] []
193800 [1.50e-06, 2.69e-06, 1.98e-06, 1.47e-06, 1.20e-06, 1.67e-06, 3.46e-07, 5.03e-05, 3.98e-08, 7.85e-07, 4.31e-05, 2.97e-05, 6.27e-05, 3.19e-06, 3.70e-08, 2.79e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 1.30e-07] [1.50e-06, 2.69e-06, 1.98e-06, 1.47e-06, 1.20e-06, 1.67e-06, 3.46e-07, 5.03e-05, 3.98e-08, 7.85e-07, 4.31e-05, 2.97e-05, 6.27e-05, 3.19e-06, 3.70e-08, 2.79e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 1.30e-07] []
193900 [9.30e-07, 2.88e-06, 1.88e-06, 1.66e-06, 9.14e-07, 1.46e-06, 3.13e-07, 3.42e-06, 2.46e-10, 1.11e-07, 5.92e-06, 5.44e-06, 1.65e-05, 1.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 0.00e+00, 1.98e-10, 4.26e-06, 1.44e-08] [9.30e-07, 2.88e-06, 1.88e-06, 1.66e-06, 9.14e-07, 1.46e-06, 3.13e-07, 3.42e-06, 2.46e-10, 1.11e-07, 5.92e-06, 5.44e-06, 1.65e-05, 1.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-10, 0.00e+00, 1.98e-10, 4.26e-06, 1.44e-08] []
194000 [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07] [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07] []
Best model at step 86489:
train loss: 1.14e-05
test loss: 1.14e-05
test metric: []
'train' took 46.860692 s
Best train step: 86489
lambda_a: 4.4629464967737515
lambda_b: 8.169016094908603
kappa_a: 1.2603653849745358
kappa_b: 2.05589110868809
Training model...
Step Train loss Test loss Test metric
194000 [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07] [6.98e-06, 2.88e-06, 1.99e-06, 2.23e-06, 1.64e-06, 2.30e-06, 4.02e-07, 6.40e-05, 2.45e-07, 2.77e-06, 8.71e-05, 7.26e-05, 2.86e-04, 3.15e-04, 3.85e-06, 2.73e-06, 4.59e-06, 3.74e-06, 1.19e-05, 2.25e-08, 6.68e-05, 1.40e-07] []
194100 [9.49e-07, 2.47e-06, 2.05e-06, 1.60e-06, 9.21e-07, 1.60e-06, 3.36e-07, 1.53e-05, 1.00e-07, 4.95e-07, 2.71e-05, 1.67e-05, 3.75e-05, 1.35e-06, 1.05e-07, 1.11e-08, 0.00e+00, 1.51e-10, 0.00e+00, 0.00e+00, 1.82e-05, 2.15e-07] [9.49e-07, 2.47e-06, 2.05e-06, 1.60e-06, 9.21e-07, 1.60e-06, 3.36e-07, 1.53e-05, 1.00e-07, 4.95e-07, 2.71e-05, 1.67e-05, 3.75e-05, 1.35e-06, 1.05e-07, 1.11e-08, 0.00e+00, 1.51e-10, 0.00e+00, 0.00e+00, 1.82e-05, 2.15e-07] []
194200 [7.22e-07, 2.48e-06, 1.72e-06, 1.63e-06, 9.69e-07, 1.50e-06, 3.10e-07, 3.80e-07, 2.37e-07, 1.45e-08, 5.82e-06, 3.32e-06, 7.08e-06, 1.81e-06, 1.18e-08, 4.86e-08, 1.81e-07, 1.41e-07, 4.64e-08, 0.00e+00, 2.82e-07, 3.34e-07] [7.22e-07, 2.48e-06, 1.72e-06, 1.63e-06, 9.69e-07, 1.50e-06, 3.10e-07, 3.80e-07, 2.37e-07, 1.45e-08, 5.82e-06, 3.32e-06, 7.08e-06, 1.81e-06, 1.18e-08, 4.86e-08, 1.81e-07, 1.41e-07, 4.64e-08, 0.00e+00, 2.82e-07, 3.34e-07] []
194300 [8.49e-07, 2.35e-06, 1.69e-06, 1.59e-06, 9.80e-07, 1.53e-06, 3.81e-07, 6.32e-07, 3.83e-09, 2.49e-08, 5.15e-06, 3.55e-06, 9.47e-06, 9.62e-06, 5.38e-08, 8.59e-08, 3.06e-07, 1.73e-07, 8.83e-08, 3.19e-10, 5.75e-07, 1.23e-08] [8.49e-07, 2.35e-06, 1.69e-06, 1.59e-06, 9.80e-07, 1.53e-06, 3.81e-07, 6.32e-07, 3.83e-09, 2.49e-08, 5.15e-06, 3.55e-06, 9.47e-06, 9.62e-06, 5.38e-08, 8.59e-08, 3.06e-07, 1.73e-07, 8.83e-08, 3.19e-10, 5.75e-07, 1.23e-08] []
194400 [2.03e-06, 2.45e-06, 1.69e-06, 1.47e-06, 1.23e-06, 1.65e-06, 3.79e-07, 1.81e-05, 1.50e-08, 1.21e-07, 3.65e-05, 2.44e-05, 9.33e-05, 7.84e-05, 5.80e-07, 6.38e-07, 1.45e-06, 9.33e-07, 2.65e-06, 4.79e-10, 1.67e-05, 5.84e-09] [2.03e-06, 2.45e-06, 1.69e-06, 1.47e-06, 1.23e-06, 1.65e-06, 3.79e-07, 1.81e-05, 1.50e-08, 1.21e-07, 3.65e-05, 2.44e-05, 9.33e-05, 7.84e-05, 5.80e-07, 6.38e-07, 1.45e-06, 9.33e-07, 2.65e-06, 4.79e-10, 1.67e-05, 5.84e-09] []
194500 [1.16e-06, 2.41e-06, 1.84e-06, 1.31e-06, 9.62e-07, 1.51e-06, 3.54e-07, 1.14e-05, 1.77e-09, 5.04e-07, 1.85e-05, 1.18e-05, 2.37e-05, 3.10e-07, 5.44e-09, 6.02e-08, 2.50e-08, 3.89e-09, 0.00e+00, 8.32e-11, 1.49e-05, 2.26e-08] [1.16e-06, 2.41e-06, 1.84e-06, 1.31e-06, 9.62e-07, 1.51e-06, 3.54e-07, 1.14e-05, 1.77e-09, 5.04e-07, 1.85e-05, 1.18e-05, 2.37e-05, 3.10e-07, 5.44e-09, 6.02e-08, 2.50e-08, 3.89e-09, 0.00e+00, 8.32e-11, 1.49e-05, 2.26e-08] []
194600 [8.27e-07, 2.21e-06, 1.78e-06, 1.85e-06, 6.91e-07, 1.63e-06, 3.18e-07, 7.54e-06, 5.60e-08, 4.92e-09, 7.40e-06, 8.22e-06, 1.09e-05, 1.95e-06, 9.59e-08, 0.00e+00, 0.00e+00, 1.07e-08, 0.00e+00, 0.00e+00, 9.55e-06, 1.24e-07] [8.27e-07, 2.21e-06, 1.78e-06, 1.85e-06, 6.91e-07, 1.63e-06, 3.18e-07, 7.54e-06, 5.60e-08, 4.92e-09, 7.40e-06, 8.22e-06, 1.09e-05, 1.95e-06, 9.59e-08, 0.00e+00, 0.00e+00, 1.07e-08, 0.00e+00, 0.00e+00, 9.55e-06, 1.24e-07] []
194700 [7.45e-07, 2.12e-06, 1.62e-06, 1.48e-06, 1.02e-06, 1.47e-06, 3.43e-07, 3.02e-06, 2.61e-04, 4.87e-07, 1.12e-05, 7.15e-06, 1.19e-05, 3.53e-07, 5.64e-08, 3.52e-08, 1.63e-09, 1.64e-08, 0.00e+00, 0.00e+00, 3.99e-06, 2.65e-04] [7.45e-07, 2.12e-06, 1.62e-06, 1.48e-06, 1.02e-06, 1.47e-06, 3.43e-07, 3.02e-06, 2.61e-04, 4.87e-07, 1.12e-05, 7.15e-06, 1.19e-05, 3.53e-07, 5.64e-08, 3.52e-08, 1.63e-09, 1.64e-08, 0.00e+00, 0.00e+00, 3.99e-06, 2.65e-04] []
194800 [7.62e-07, 2.00e-06, 1.65e-06, 1.56e-06, 7.52e-07, 1.52e-06, 3.36e-07, 1.02e-08, 7.66e-09, 6.01e-08, 4.01e-06, 2.97e-06, 6.74e-06, 6.17e-06, 3.77e-08, 1.16e-07, 2.08e-07, 2.28e-07, 5.57e-10, 4.64e-10, 3.07e-08, 7.23e-09] [7.62e-07, 2.00e-06, 1.65e-06, 1.56e-06, 7.52e-07, 1.52e-06, 3.36e-07, 1.02e-08, 7.66e-09, 6.01e-08, 4.01e-06, 2.97e-06, 6.74e-06, 6.17e-06, 3.77e-08, 1.16e-07, 2.08e-07, 2.28e-07, 5.57e-10, 4.64e-10, 3.07e-08, 7.23e-09] []
194900 [3.12e-06, 2.41e-06, 1.80e-06, 1.66e-06, 1.15e-06, 1.93e-06, 4.23e-07, 1.21e-06, 5.67e-09, 4.57e-06, 1.18e-05, 2.42e-05, 5.02e-05, 1.59e-04, 1.58e-06, 1.52e-06, 1.23e-06, 1.14e-06, 1.62e-07, 2.25e-10, 1.10e-06, 8.83e-09] [3.12e-06, 2.41e-06, 1.80e-06, 1.66e-06, 1.15e-06, 1.93e-06, 4.23e-07, 1.21e-06, 5.67e-09, 4.57e-06, 1.18e-05, 2.42e-05, 5.02e-05, 1.59e-04, 1.58e-06, 1.52e-06, 1.23e-06, 1.14e-06, 1.62e-07, 2.25e-10, 1.10e-06, 8.83e-09] []
195000 [2.34e-06, 2.39e-06, 1.68e-06, 1.78e-06, 1.10e-06, 1.88e-06, 3.60e-07, 3.96e-05, 2.63e-07, 5.25e-06, 1.12e-05, 1.22e-05, 4.86e-06, 5.58e-05, 9.88e-07, 2.72e-07, 5.48e-07, 2.65e-07, 0.00e+00, 0.00e+00, 4.52e-05, 4.18e-07] [2.34e-06, 2.39e-06, 1.68e-06, 1.78e-06, 1.10e-06, 1.88e-06, 3.60e-07, 3.96e-05, 2.63e-07, 5.25e-06, 1.12e-05, 1.22e-05, 4.86e-06, 5.58e-05, 9.88e-07, 2.72e-07, 5.48e-07, 2.65e-07, 0.00e+00, 0.00e+00, 4.52e-05, 4.18e-07] []
195100 [8.48e-07, 2.54e-06, 1.57e-06, 1.28e-06, 8.60e-07, 1.44e-06, 3.29e-07, 3.05e-05, 3.88e-07, 9.17e-07, 4.27e-05, 2.52e-05, 6.29e-05, 7.33e-06, 1.18e-07, 6.51e-08, 3.79e-07, 6.50e-07, 4.65e-06, 3.74e-08, 2.86e-05, 2.36e-07] [8.48e-07, 2.54e-06, 1.57e-06, 1.28e-06, 8.60e-07, 1.44e-06, 3.29e-07, 3.05e-05, 3.88e-07, 9.17e-07, 4.27e-05, 2.52e-05, 6.29e-05, 7.33e-06, 1.18e-07, 6.51e-08, 3.79e-07, 6.50e-07, 4.65e-06, 3.74e-08, 2.86e-05, 2.36e-07] []
195200 [1.02e-06, 2.00e-06, 1.70e-06, 1.52e-06, 7.09e-07, 1.40e-06, 3.47e-07, 1.05e-05, 2.21e-06, 1.36e-08, 2.88e-05, 1.86e-05, 5.68e-05, 1.90e-05, 4.51e-10, 1.04e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-05, 2.69e-06] [1.02e-06, 2.00e-06, 1.70e-06, 1.52e-06, 7.09e-07, 1.40e-06, 3.47e-07, 1.05e-05, 2.21e-06, 1.36e-08, 2.88e-05, 1.86e-05, 5.68e-05, 1.90e-05, 4.51e-10, 1.04e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-05, 2.69e-06] []
195300 [1.32e-06, 1.97e-06, 1.76e-06, 1.73e-06, 9.42e-07, 1.73e-06, 4.72e-07, 1.12e-05, 7.02e-06, 2.45e-06, 2.15e-05, 2.02e-05, 1.33e-05, 1.75e-05, 2.56e-07, 4.44e-07, 1.29e-08, 5.99e-08, 0.00e+00, 0.00e+00, 1.45e-05, 8.05e-06] [1.32e-06, 1.97e-06, 1.76e-06, 1.73e-06, 9.42e-07, 1.73e-06, 4.72e-07, 1.12e-05, 7.02e-06, 2.45e-06, 2.15e-05, 2.02e-05, 1.33e-05, 1.75e-05, 2.56e-07, 4.44e-07, 1.29e-08, 5.99e-08, 0.00e+00, 0.00e+00, 1.45e-05, 8.05e-06] []
195400 [1.82e-06, 1.92e-06, 1.69e-06, 1.51e-06, 8.81e-07, 1.61e-06, 4.27e-07, 9.92e-10, 1.86e-09, 3.62e-06, 5.20e-06, 1.31e-05, 1.37e-05, 7.29e-05, 5.04e-07, 9.39e-07, 6.22e-07, 7.07e-07, 1.00e-10, 8.36e-11, 4.57e-08, 1.43e-08] [1.82e-06, 1.92e-06, 1.69e-06, 1.51e-06, 8.81e-07, 1.61e-06, 4.27e-07, 9.92e-10, 1.86e-09, 3.62e-06, 5.20e-06, 1.31e-05, 1.37e-05, 7.29e-05, 5.04e-07, 9.39e-07, 6.22e-07, 7.07e-07, 1.00e-10, 8.36e-11, 4.57e-08, 1.43e-08] []
195500 [1.21e-05, 3.13e-06, 2.18e-06, 2.54e-06, 1.95e-06, 2.75e-06, 5.06e-07, 8.70e-05, 2.07e-07, 7.40e-06, 1.27e-04, 1.23e-04, 4.99e-04, 7.18e-04, 8.08e-06, 5.67e-06, 7.75e-06, 6.41e-06, 1.67e-05, 1.90e-08, 9.24e-05, 1.20e-07] [1.21e-05, 3.13e-06, 2.18e-06, 2.54e-06, 1.95e-06, 2.75e-06, 5.06e-07, 8.70e-05, 2.07e-07, 7.40e-06, 1.27e-04, 1.23e-04, 4.99e-04, 7.18e-04, 8.08e-06, 5.67e-06, 7.75e-06, 6.41e-06, 1.67e-05, 1.90e-08, 9.24e-05, 1.20e-07] []
195600 [5.88e-07, 1.73e-06, 1.52e-06, 1.33e-06, 6.32e-07, 1.43e-06, 3.32e-07, 1.50e-09, 3.43e-08, 1.61e-10, 1.60e-06, 1.21e-06, 1.10e-06, 2.24e-07, 8.06e-09, 1.23e-08, 4.11e-08, 4.45e-08, 7.68e-10, 0.00e+00, 1.62e-08, 1.01e-07] [5.88e-07, 1.73e-06, 1.52e-06, 1.33e-06, 6.32e-07, 1.43e-06, 3.32e-07, 1.50e-09, 3.43e-08, 1.61e-10, 1.60e-06, 1.21e-06, 1.10e-06, 2.24e-07, 8.06e-09, 1.23e-08, 4.11e-08, 4.45e-08, 7.68e-10, 0.00e+00, 1.62e-08, 1.01e-07] []
195700 [8.58e-07, 1.76e-06, 1.66e-06, 1.78e-06, 5.68e-07, 1.56e-06, 3.48e-07, 3.76e-07, 1.72e-08, 3.93e-08, 7.71e-06, 8.56e-06, 8.32e-06, 3.24e-06, 1.12e-07, 3.34e-08, 9.44e-08, 3.98e-08, 0.00e+00, 6.66e-10, 7.70e-07, 2.79e-09] [8.58e-07, 1.76e-06, 1.66e-06, 1.78e-06, 5.68e-07, 1.56e-06, 3.48e-07, 3.76e-07, 1.72e-08, 3.93e-08, 7.71e-06, 8.56e-06, 8.32e-06, 3.24e-06, 1.12e-07, 3.34e-08, 9.44e-08, 3.98e-08, 0.00e+00, 6.66e-10, 7.70e-07, 2.79e-09] []
195800 [2.18e-06, 2.22e-06, 1.77e-06, 3.36e-06, 1.39e-06, 2.26e-06, 5.07e-07, 7.04e-08, 9.44e-05, 6.96e-07, 3.60e-05, 3.33e-05, 1.01e-04, 7.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 9.98e-05] [2.18e-06, 2.22e-06, 1.77e-06, 3.36e-06, 1.39e-06, 2.26e-06, 5.07e-07, 7.04e-08, 9.44e-05, 6.96e-07, 3.60e-05, 3.33e-05, 1.01e-04, 7.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 9.98e-05] []
195900 [2.10e-06, 2.43e-06, 1.55e-06, 1.34e-06, 7.12e-07, 1.26e-06, 3.89e-07, 1.88e-06, 5.37e-09, 3.05e-06, 4.30e-06, 1.84e-05, 2.77e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-07, 0.00e+00, 9.73e-07, 5.36e-08] [2.10e-06, 2.43e-06, 1.55e-06, 1.34e-06, 7.12e-07, 1.26e-06, 3.89e-07, 1.88e-06, 5.37e-09, 3.05e-06, 4.30e-06, 1.84e-05, 2.77e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-07, 0.00e+00, 9.73e-07, 5.36e-08] []
196000 [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08] [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08] []
Best model at step 195613:
train loss: 1.11e-05
test loss: 1.11e-05
test metric: []
'train' took 51.995654 s
Best train step: 195613
lambda_a: 8.931942052248868
lambda_b: 5.279414808751322
kappa_a: 2.195336917468056
kappa_b: 1.3589774005492705
Best train step: 195613
lambda_a: 2.1896338463
lambda_b: 1.6638152599
kappa_a: 0.7863355279
kappa_b: 0.30673250556
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
196000 [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08] [7.84e-07, 1.76e-06, 1.57e-06, 1.33e-06, 5.81e-07, 1.29e-06, 3.50e-07, 5.14e-06, 1.14e-09, 2.64e-08, 8.99e-06, 5.97e-06, 1.63e-05, 3.68e-06, 0.00e+00, 0.00e+00, 4.38e-10, 3.44e-09, 0.00e+00, 2.62e-11, 6.19e-06, 1.31e-08] []
196100 [5.96e-07, 1.81e-06, 1.43e-06, 1.25e-06, 5.76e-07, 1.24e-06, 3.30e-07, 2.64e-07, 2.40e-09, 2.77e-07, 1.87e-06, 2.31e-06, 1.44e-06, 4.45e-06, 5.18e-12, 0.00e+00, 2.34e-08, 1.50e-08, 2.68e-08, 7.80e-11, 1.68e-07, 7.67e-09] [5.96e-07, 1.81e-06, 1.43e-06, 1.25e-06, 5.76e-07, 1.24e-06, 3.30e-07, 2.64e-07, 2.40e-09, 2.77e-07, 1.87e-06, 2.31e-06, 1.44e-06, 4.45e-06, 5.18e-12, 0.00e+00, 2.34e-08, 1.50e-08, 2.68e-08, 7.80e-11, 1.68e-07, 7.67e-09] []
196200 [5.50e-07, 1.65e-06, 1.44e-06, 1.28e-06, 5.67e-07, 1.32e-06, 3.15e-07, 1.85e-09, 2.23e-09, 1.36e-08, 1.71e-06, 1.28e-06, 1.03e-06, 1.69e-07, 1.81e-09, 9.19e-09, 3.70e-08, 5.30e-08, 1.79e-09, 9.12e-11, 1.64e-08, 7.33e-09] [5.50e-07, 1.65e-06, 1.44e-06, 1.28e-06, 5.67e-07, 1.32e-06, 3.15e-07, 1.85e-09, 2.23e-09, 1.36e-08, 1.71e-06, 1.28e-06, 1.03e-06, 1.69e-07, 1.81e-09, 9.19e-09, 3.70e-08, 5.30e-08, 1.79e-09, 9.12e-11, 1.64e-08, 7.33e-09] []
196300 [1.40e-06, 2.09e-06, 1.52e-06, 1.32e-06, 5.08e-07, 1.26e-06, 3.03e-07, 1.63e-06, 4.06e-07, 1.03e-06, 7.76e-06, 1.11e-05, 3.35e-05, 5.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-06, 5.55e-07] [1.40e-06, 2.09e-06, 1.52e-06, 1.32e-06, 5.08e-07, 1.26e-06, 3.03e-07, 1.63e-06, 4.06e-07, 1.03e-06, 7.76e-06, 1.11e-05, 3.35e-05, 5.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-06, 5.55e-07] []
196400 [5.57e-06, 2.84e-06, 1.99e-06, 1.50e-06, 6.33e-07, 1.59e-06, 3.39e-07, 1.12e-04, 4.07e-09, 8.43e-07, 1.36e-04, 9.72e-05, 3.52e-04, 3.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 4.72e-08] [5.57e-06, 2.84e-06, 1.99e-06, 1.50e-06, 6.33e-07, 1.59e-06, 3.39e-07, 1.12e-04, 4.07e-09, 8.43e-07, 1.36e-04, 9.72e-05, 3.52e-04, 3.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 4.72e-08] []
196500 [1.10e-06, 1.93e-06, 2.44e-06, 1.88e-06, 1.88e-06, 1.63e-06, 3.95e-07, 9.54e-08, 9.89e-05, 1.29e-05, 5.72e-05, 2.19e-05, 8.70e-05, 4.54e-05, 1.42e-08, 9.52e-09, 5.66e-11, 1.67e-09, 8.47e-10, 0.00e+00, 8.13e-08, 1.03e-04] [1.10e-06, 1.93e-06, 2.44e-06, 1.88e-06, 1.88e-06, 1.63e-06, 3.95e-07, 9.54e-08, 9.89e-05, 1.29e-05, 5.72e-05, 2.19e-05, 8.70e-05, 4.54e-05, 1.42e-08, 9.52e-09, 5.66e-11, 1.67e-09, 8.47e-10, 0.00e+00, 8.13e-08, 1.03e-04] []
196600 [1.27e-06, 1.46e-06, 1.62e-06, 2.11e-06, 7.46e-07, 1.76e-06, 4.56e-07, 1.03e-05, 8.94e-06, 3.55e-06, 2.60e-05, 2.33e-05, 1.35e-05, 3.07e-05, 1.30e-06, 4.05e-07, 1.23e-08, 2.01e-07, 0.00e+00, 0.00e+00, 1.51e-05, 1.01e-05] [1.27e-06, 1.46e-06, 1.62e-06, 2.11e-06, 7.46e-07, 1.76e-06, 4.56e-07, 1.03e-05, 8.94e-06, 3.55e-06, 2.60e-05, 2.33e-05, 1.35e-05, 3.07e-05, 1.30e-06, 4.05e-07, 1.23e-08, 2.01e-07, 0.00e+00, 0.00e+00, 1.51e-05, 1.01e-05] []
196700 [8.27e-06, 3.27e-06, 3.18e-06, 2.90e-06, 2.24e-06, 2.57e-06, 7.26e-07, 7.99e-07, 2.19e-07, 8.36e-06, 6.53e-05, 6.49e-05, 2.75e-04, 4.81e-04, 3.02e-06, 4.44e-06, 3.22e-06, 3.94e-06, 4.41e-08, 1.36e-08, 2.73e-07, 8.53e-08] [8.27e-06, 3.27e-06, 3.18e-06, 2.90e-06, 2.24e-06, 2.57e-06, 7.26e-07, 7.99e-07, 2.19e-07, 8.36e-06, 6.53e-05, 6.49e-05, 2.75e-04, 4.81e-04, 3.02e-06, 4.44e-06, 3.22e-06, 3.94e-06, 4.41e-08, 1.36e-08, 2.73e-07, 8.53e-08] []
196800 [1.32e-06, 1.42e-06, 1.58e-06, 2.11e-06, 6.93e-07, 1.73e-06, 4.55e-07, 5.52e-06, 4.64e-07, 3.19e-06, 1.63e-05, 1.71e-05, 6.96e-06, 3.27e-05, 1.23e-06, 2.72e-07, 4.24e-08, 2.17e-07, 0.00e+00, 0.00e+00, 8.55e-06, 7.26e-07] [1.32e-06, 1.42e-06, 1.58e-06, 2.11e-06, 6.93e-07, 1.73e-06, 4.55e-07, 5.52e-06, 4.64e-07, 3.19e-06, 1.63e-05, 1.71e-05, 6.96e-06, 3.27e-05, 1.23e-06, 2.72e-07, 4.24e-08, 2.17e-07, 0.00e+00, 0.00e+00, 8.55e-06, 7.26e-07] []
196900 [5.40e-05, 1.22e-05, 4.91e-06, 9.45e-06, 7.10e-06, 9.25e-06, 2.40e-06, 2.60e-04, 2.53e-05, 1.16e-04, 1.79e-04, 5.78e-04, 1.06e-03, 3.86e-03, 6.86e-05, 6.48e-05, 2.62e-05, 2.00e-05, 5.33e-05, 5.68e-06, 2.72e-04, 2.45e-05] [5.40e-05, 1.22e-05, 4.91e-06, 9.45e-06, 7.10e-06, 9.25e-06, 2.40e-06, 2.60e-04, 2.53e-05, 1.16e-04, 1.79e-04, 5.78e-04, 1.06e-03, 3.86e-03, 6.86e-05, 6.48e-05, 2.62e-05, 2.00e-05, 5.33e-05, 5.68e-06, 2.72e-04, 2.45e-05] []
197000 [5.86e-07, 1.48e-06, 1.42e-06, 1.28e-06, 5.29e-07, 1.30e-06, 3.44e-07, 1.30e-07, 6.21e-09, 9.67e-11, 1.83e-06, 1.45e-06, 1.24e-06, 5.61e-08, 8.81e-10, 5.69e-09, 4.04e-08, 3.37e-08, 2.13e-08, 2.23e-10, 1.36e-07, 3.58e-09] [5.86e-07, 1.48e-06, 1.42e-06, 1.28e-06, 5.29e-07, 1.30e-06, 3.44e-07, 1.30e-07, 6.21e-09, 9.67e-11, 1.83e-06, 1.45e-06, 1.24e-06, 5.61e-08, 8.81e-10, 5.69e-09, 4.04e-08, 3.37e-08, 2.13e-08, 2.23e-10, 1.36e-07, 3.58e-09] []
197100 [1.30e-05, 6.40e-06, 2.11e-06, 2.80e-06, 1.27e-06, 4.01e-06, 4.25e-07, 1.52e-04, 3.48e-06, 1.43e-05, 5.30e-05, 1.60e-04, 2.71e-04, 8.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-04, 3.63e-06] [1.30e-05, 6.40e-06, 2.11e-06, 2.80e-06, 1.27e-06, 4.01e-06, 4.25e-07, 1.52e-04, 3.48e-06, 1.43e-05, 5.30e-05, 1.60e-04, 2.71e-04, 8.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.48e-04, 3.63e-06] []
197200 [5.92e-07, 1.43e-06, 1.43e-06, 1.15e-06, 4.82e-07, 1.18e-06, 3.17e-07, 5.73e-10, 3.28e-05, 2.97e-08, 1.71e-06, 1.42e-06, 1.21e-06, 1.13e-06, 5.54e-09, 1.69e-08, 4.57e-08, 1.47e-07, 2.33e-10, 7.22e-06, 2.04e-08, 3.16e-05] [5.92e-07, 1.43e-06, 1.43e-06, 1.15e-06, 4.82e-07, 1.18e-06, 3.17e-07, 5.73e-10, 3.28e-05, 2.97e-08, 1.71e-06, 1.42e-06, 1.21e-06, 1.13e-06, 5.54e-09, 1.69e-08, 4.57e-08, 1.47e-07, 2.33e-10, 7.22e-06, 2.04e-08, 3.16e-05] []
197300 [6.57e-07, 1.47e-06, 1.36e-06, 1.33e-06, 4.67e-07, 1.23e-06, 3.37e-07, 7.94e-07, 1.05e-07, 9.17e-08, 2.08e-06, 2.03e-06, 1.80e-06, 3.83e-06, 1.80e-08, 4.55e-08, 1.22e-07, 1.07e-07, 9.08e-08, 7.25e-09, 5.92e-07, 4.72e-08] [6.57e-07, 1.47e-06, 1.36e-06, 1.33e-06, 4.67e-07, 1.23e-06, 3.37e-07, 7.94e-07, 1.05e-07, 9.17e-08, 2.08e-06, 2.03e-06, 1.80e-06, 3.83e-06, 1.80e-08, 4.55e-08, 1.22e-07, 1.07e-07, 9.08e-08, 7.25e-09, 5.92e-07, 4.72e-08] []
197400 [7.26e-06, 3.64e-06, 1.61e-06, 6.04e-06, 1.14e-06, 2.39e-06, 6.19e-07, 4.30e-05, 8.21e-05, 7.31e-06, 7.87e-05, 9.13e-05, 3.10e-04, 3.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.86e-05, 8.60e-05] [7.26e-06, 3.64e-06, 1.61e-06, 6.04e-06, 1.14e-06, 2.39e-06, 6.19e-07, 4.30e-05, 8.21e-05, 7.31e-06, 7.87e-05, 9.13e-05, 3.10e-04, 3.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.86e-05, 8.60e-05] []
197500 [5.65e-05, 1.31e-05, 5.67e-06, 1.03e-05, 7.76e-06, 9.26e-06, 2.79e-06, 1.54e-05, 2.99e-07, 1.51e-04, 1.67e-04, 5.95e-04, 9.21e-04, 3.96e-03, 6.91e-05, 7.24e-05, 2.60e-05, 1.99e-05, 3.13e-06, 4.47e-08, 1.95e-05, 2.70e-07] [5.65e-05, 1.31e-05, 5.67e-06, 1.03e-05, 7.76e-06, 9.26e-06, 2.79e-06, 1.54e-05, 2.99e-07, 1.51e-04, 1.67e-04, 5.95e-04, 9.21e-04, 3.96e-03, 6.91e-05, 7.24e-05, 2.60e-05, 1.99e-05, 3.13e-06, 4.47e-08, 1.95e-05, 2.70e-07] []
197600 [5.40e-07, 1.22e-06, 1.24e-06, 9.71e-07, 5.06e-07, 1.20e-06, 2.86e-07, 4.12e-07, 1.71e-09, 2.49e-10, 3.57e-06, 2.13e-06, 5.19e-06, 3.24e-06, 3.40e-08, 4.72e-08, 1.63e-07, 1.62e-07, 7.56e-08, 3.23e-11, 5.08e-07, 4.06e-09] [5.40e-07, 1.22e-06, 1.24e-06, 9.71e-07, 5.06e-07, 1.20e-06, 2.86e-07, 4.12e-07, 1.71e-09, 2.49e-10, 3.57e-06, 2.13e-06, 5.19e-06, 3.24e-06, 3.40e-08, 4.72e-08, 1.63e-07, 1.62e-07, 7.56e-08, 3.23e-11, 5.08e-07, 4.06e-09] []
197700 [9.15e-06, 2.51e-06, 1.86e-06, 2.13e-06, 1.39e-06, 2.33e-06, 5.58e-07, 2.80e-05, 5.57e-08, 1.02e-05, 6.56e-05, 8.82e-05, 2.90e-04, 5.68e-04, 7.08e-06, 4.87e-06, 5.46e-06, 4.01e-06, 5.02e-06, 3.55e-09, 3.02e-05, 2.22e-08] [9.15e-06, 2.51e-06, 1.86e-06, 2.13e-06, 1.39e-06, 2.33e-06, 5.58e-07, 2.80e-05, 5.57e-08, 1.02e-05, 6.56e-05, 8.82e-05, 2.90e-04, 5.68e-04, 7.08e-06, 4.87e-06, 5.46e-06, 4.01e-06, 5.02e-06, 3.55e-09, 3.02e-05, 2.22e-08] []
197800 [8.83e-07, 1.69e-06, 1.18e-06, 1.12e-06, 5.45e-07, 1.16e-06, 3.19e-07, 2.64e-05, 8.71e-08, 4.78e-07, 2.79e-05, 1.63e-05, 4.47e-05, 7.11e-06, 2.36e-07, 2.41e-09, 9.45e-07, 3.56e-08, 3.60e-06, 4.95e-09, 2.26e-05, 3.18e-08] [8.83e-07, 1.69e-06, 1.18e-06, 1.12e-06, 5.45e-07, 1.16e-06, 3.19e-07, 2.64e-05, 8.71e-08, 4.78e-07, 2.79e-05, 1.63e-05, 4.47e-05, 7.11e-06, 2.36e-07, 2.41e-09, 9.45e-07, 3.56e-08, 3.60e-06, 4.95e-09, 2.26e-05, 3.18e-08] []
197900 [6.77e-07, 1.31e-06, 1.32e-06, 1.20e-06, 4.77e-07, 1.11e-06, 3.30e-07, 3.70e-06, 2.52e-07, 1.03e-07, 6.86e-06, 5.56e-06, 1.23e-05, 1.26e-06, 5.18e-13, 5.98e-09, 0.00e+00, 1.45e-08, 0.00e+00, 0.00e+00, 4.55e-06, 3.59e-07] [6.77e-07, 1.31e-06, 1.32e-06, 1.20e-06, 4.77e-07, 1.11e-06, 3.30e-07, 3.70e-06, 2.52e-07, 1.03e-07, 6.86e-06, 5.56e-06, 1.23e-05, 1.26e-06, 5.18e-13, 5.98e-09, 0.00e+00, 1.45e-08, 0.00e+00, 0.00e+00, 4.55e-06, 3.59e-07] []
198000 [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04] [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04] []
Best model at step 197355:
train loss: 9.34e-06
test loss: 9.34e-06
test metric: []
'train' took 44.591095 s
Best train step: 197355
lambda_a: 8.939694814301516
lambda_b: 5.4106695697314064
kappa_a: 2.203964035067329
kappa_b: 1.38811005075638
Best train step: 197355
lambda_a: 2.1905014515
lambda_b: 1.6883728504
kappa_a: 0.79025757313
kappa_b: 0.32794314623
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
198000 [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04] [5.79e-06, 1.86e-06, 1.75e-06, 1.68e-06, 1.31e-06, 1.79e-06, 3.63e-07, 1.16e-04, 1.98e-04, 1.19e-06, 9.49e-05, 7.27e-05, 3.04e-04, 3.20e-04, 3.82e-06, 2.44e-06, 4.36e-06, 3.22e-06, 2.17e-05, 0.00e+00, 1.19e-04, 2.01e-04] []
198100 [9.42e-06, 3.30e-06, 2.47e-06, 4.22e-06, 1.85e-06, 3.29e-06, 1.01e-06, 4.03e-06, 1.03e-08, 2.65e-05, 2.74e-05, 9.17e-05, 9.69e-05, 5.64e-04, 1.05e-05, 5.71e-06, 4.29e-06, 1.99e-06, 0.00e+00, 0.00e+00, 4.73e-06, 6.18e-08] [9.42e-06, 3.30e-06, 2.47e-06, 4.22e-06, 1.85e-06, 3.29e-06, 1.01e-06, 4.03e-06, 1.03e-08, 2.65e-05, 2.74e-05, 9.17e-05, 9.69e-05, 5.64e-04, 1.05e-05, 5.71e-06, 4.29e-06, 1.99e-06, 0.00e+00, 0.00e+00, 4.73e-06, 6.18e-08] []
198200 [2.26e-06, 2.16e-06, 1.43e-06, 1.43e-06, 5.58e-07, 1.19e-06, 3.52e-07, 2.12e-06, 1.20e-08, 3.18e-06, 9.03e-06, 2.32e-05, 6.88e-05, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-07, 2.45e-10, 8.45e-07, 1.26e-09] [2.26e-06, 2.16e-06, 1.43e-06, 1.43e-06, 5.58e-07, 1.19e-06, 3.52e-07, 2.12e-06, 1.20e-08, 3.18e-06, 9.03e-06, 2.32e-05, 6.88e-05, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-07, 2.45e-10, 8.45e-07, 1.26e-09] []
198300 [2.65e-06, 2.00e-06, 1.96e-06, 1.53e-06, 4.51e-07, 1.15e-06, 3.64e-07, 8.10e-06, 5.77e-05, 1.35e-06, 4.13e-05, 3.47e-05, 1.23e-04, 1.19e-04, 0.00e+00, 4.11e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-05, 1.21e-05, 5.58e-05] [2.65e-06, 2.00e-06, 1.96e-06, 1.53e-06, 4.51e-07, 1.15e-06, 3.64e-07, 8.10e-06, 5.77e-05, 1.35e-06, 4.13e-05, 3.47e-05, 1.23e-04, 1.19e-04, 0.00e+00, 4.11e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-05, 1.21e-05, 5.58e-05] []
198400 [6.24e-07, 1.23e-06, 1.26e-06, 1.20e-06, 3.99e-07, 1.07e-06, 3.14e-07, 2.44e-06, 5.34e-09, 2.10e-09, 6.89e-06, 5.29e-06, 1.40e-05, 5.61e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.88e-09, 0.00e+00, 7.90e-11, 3.11e-06, 3.07e-09] [6.24e-07, 1.23e-06, 1.26e-06, 1.20e-06, 3.99e-07, 1.07e-06, 3.14e-07, 2.44e-06, 5.34e-09, 2.10e-09, 6.89e-06, 5.29e-06, 1.40e-05, 5.61e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.88e-09, 0.00e+00, 7.90e-11, 3.11e-06, 3.07e-09] []
198500 [2.45e-05, 1.07e-05, 2.46e-06, 6.14e-06, 2.60e-06, 5.61e-06, 8.75e-07, 3.60e-06, 6.12e-09, 5.36e-05, 4.63e-05, 2.92e-04, 2.99e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.99e-06, 4.44e-08] [2.45e-05, 1.07e-05, 2.46e-06, 6.14e-06, 2.60e-06, 5.61e-06, 8.75e-07, 3.60e-06, 6.12e-09, 5.36e-05, 4.63e-05, 2.92e-04, 2.99e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.99e-06, 4.44e-08] []
198600 [8.34e-07, 1.25e-06, 1.41e-06, 1.24e-06, 4.00e-07, 1.05e-06, 3.86e-07, 1.26e-05, 2.26e-07, 3.14e-07, 2.88e-05, 1.90e-05, 4.99e-05, 7.37e-06, 0.00e+00, 2.22e-07, 0.00e+00, 7.57e-10, 0.00e+00, 2.28e-08, 1.53e-05, 1.46e-07] [8.34e-07, 1.25e-06, 1.41e-06, 1.24e-06, 4.00e-07, 1.05e-06, 3.86e-07, 1.26e-05, 2.26e-07, 3.14e-07, 2.88e-05, 1.90e-05, 4.99e-05, 7.37e-06, 0.00e+00, 2.22e-07, 0.00e+00, 7.57e-10, 0.00e+00, 2.28e-08, 1.53e-05, 1.46e-07] []
198700 [6.54e-07, 1.12e-06, 1.15e-06, 1.15e-06, 4.23e-07, 1.04e-06, 3.07e-07, 7.63e-07, 1.17e-06, 2.06e-07, 3.04e-06, 3.55e-06, 8.71e-06, 1.05e-05, 0.00e+00, 0.00e+00, 1.04e-12, 2.34e-09, 0.00e+00, 0.00e+00, 1.10e-06, 1.41e-06] [6.54e-07, 1.12e-06, 1.15e-06, 1.15e-06, 4.23e-07, 1.04e-06, 3.07e-07, 7.63e-07, 1.17e-06, 2.06e-07, 3.04e-06, 3.55e-06, 8.71e-06, 1.05e-05, 0.00e+00, 0.00e+00, 1.04e-12, 2.34e-09, 0.00e+00, 0.00e+00, 1.10e-06, 1.41e-06] []
198800 [8.34e-06, 4.25e-06, 1.48e-06, 3.71e-06, 1.75e-06, 2.44e-06, 6.28e-07, 3.73e-06, 6.29e-08, 2.30e-05, 1.83e-05, 1.15e-04, 1.06e-04, 5.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-07, 2.14e-09, 2.56e-06, 1.14e-08] [8.34e-06, 4.25e-06, 1.48e-06, 3.71e-06, 1.75e-06, 2.44e-06, 6.28e-07, 3.73e-06, 6.29e-08, 2.30e-05, 1.83e-05, 1.15e-04, 1.06e-04, 5.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-07, 2.14e-09, 2.56e-06, 1.14e-08] []
198900 [8.90e-07, 1.09e-06, 1.30e-06, 1.40e-06, 3.73e-07, 1.17e-06, 3.59e-07, 5.08e-05, 4.29e-06, 2.43e-06, 4.08e-05, 2.65e-05, 4.27e-05, 1.16e-06, 3.73e-07, 3.11e-08, 3.66e-09, 7.61e-09, 0.00e+00, 0.00e+00, 5.66e-05, 4.76e-06] [8.90e-07, 1.09e-06, 1.30e-06, 1.40e-06, 3.73e-07, 1.17e-06, 3.59e-07, 5.08e-05, 4.29e-06, 2.43e-06, 4.08e-05, 2.65e-05, 4.27e-05, 1.16e-06, 3.73e-07, 3.11e-08, 3.66e-09, 7.61e-09, 0.00e+00, 0.00e+00, 5.66e-05, 4.76e-06] []
199000 [7.90e-07, 1.47e-06, 1.22e-06, 1.05e-06, 4.04e-07, 1.10e-06, 2.94e-07, 4.08e-08, 1.27e-05, 1.14e-06, 2.27e-06, 6.94e-06, 5.81e-06, 2.89e-05, 0.00e+00, 0.00e+00, 7.62e-11, 8.53e-14, 1.97e-09, 2.63e-06, 2.37e-08, 1.22e-05] [7.90e-07, 1.47e-06, 1.22e-06, 1.05e-06, 4.04e-07, 1.10e-06, 2.94e-07, 4.08e-08, 1.27e-05, 1.14e-06, 2.27e-06, 6.94e-06, 5.81e-06, 2.89e-05, 0.00e+00, 0.00e+00, 7.62e-11, 8.53e-14, 1.97e-09, 2.63e-06, 2.37e-08, 1.22e-05] []
199100 [1.48e-06, 1.01e-06, 1.17e-06, 9.96e-07, 6.18e-07, 1.17e-06, 3.27e-07, 6.07e-06, 1.15e-07, 3.10e-07, 2.20e-05, 1.57e-05, 5.83e-05, 5.77e-05, 4.69e-07, 5.40e-07, 9.61e-07, 7.71e-07, 9.57e-07, 1.06e-08, 6.34e-06, 6.73e-08] [1.48e-06, 1.01e-06, 1.17e-06, 9.96e-07, 6.18e-07, 1.17e-06, 3.27e-07, 6.07e-06, 1.15e-07, 3.10e-07, 2.20e-05, 1.57e-05, 5.83e-05, 5.77e-05, 4.69e-07, 5.40e-07, 9.61e-07, 7.71e-07, 9.57e-07, 1.06e-08, 6.34e-06, 6.73e-08] []
199200 [1.95e-06, 1.40e-06, 1.34e-06, 9.42e-07, 4.39e-07, 1.09e-06, 3.03e-07, 1.50e-05, 1.78e-07, 3.67e-07, 3.93e-05, 2.92e-05, 1.07e-04, 8.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-05, 2.61e-07] [1.95e-06, 1.40e-06, 1.34e-06, 9.42e-07, 4.39e-07, 1.09e-06, 3.03e-07, 1.50e-05, 1.78e-07, 3.67e-07, 3.93e-05, 2.92e-05, 1.07e-04, 8.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-05, 2.61e-07] []
199300 [9.89e-06, 3.08e-06, 2.74e-06, 2.08e-06, 1.94e-06, 2.38e-06, 8.63e-07, 1.07e-07, 1.74e-07, 1.69e-05, 5.38e-05, 8.74e-05, 2.49e-04, 6.63e-04, 4.54e-06, 8.72e-06, 3.19e-06, 5.14e-06, 1.46e-09, 1.38e-08, 1.71e-08, 8.64e-08] [9.89e-06, 3.08e-06, 2.74e-06, 2.08e-06, 1.94e-06, 2.38e-06, 8.63e-07, 1.07e-07, 1.74e-07, 1.69e-05, 5.38e-05, 8.74e-05, 2.49e-04, 6.63e-04, 4.54e-06, 8.72e-06, 3.19e-06, 5.14e-06, 1.46e-09, 1.38e-08, 1.71e-08, 8.64e-08] []
199400 [2.59e-06, 1.69e-06, 1.24e-06, 1.04e-06, 6.04e-07, 1.35e-06, 3.52e-07, 2.00e-05, 1.89e-10, 1.01e-06, 3.19e-05, 2.55e-05, 1.02e-04, 1.28e-04, 9.47e-07, 5.29e-07, 1.65e-06, 8.15e-07, 2.13e-06, 2.06e-12, 1.39e-05, 8.27e-09] [2.59e-06, 1.69e-06, 1.24e-06, 1.04e-06, 6.04e-07, 1.35e-06, 3.52e-07, 2.00e-05, 1.89e-10, 1.01e-06, 3.19e-05, 2.55e-05, 1.02e-04, 1.28e-04, 9.47e-07, 5.29e-07, 1.65e-06, 8.15e-07, 2.13e-06, 2.06e-12, 1.39e-05, 8.27e-09] []
199500 [1.93e-06, 2.79e-06, 1.68e-06, 2.22e-06, 1.02e-06, 1.27e-06, 6.76e-07, 3.75e-05, 3.81e-06, 7.80e-06, 3.22e-05, 2.74e-05, 1.94e-05, 1.98e-05, 1.47e-08, 4.79e-06, 3.93e-07, 1.25e-07, 0.00e+00, 6.75e-07, 4.67e-05, 3.46e-06] [1.93e-06, 2.79e-06, 1.68e-06, 2.22e-06, 1.02e-06, 1.27e-06, 6.76e-07, 3.75e-05, 3.81e-06, 7.80e-06, 3.22e-05, 2.74e-05, 1.94e-05, 1.98e-05, 1.47e-08, 4.79e-06, 3.93e-07, 1.25e-07, 0.00e+00, 6.75e-07, 4.67e-05, 3.46e-06] []
199600 [2.18e-05, 5.88e-06, 3.33e-06, 5.88e-06, 4.09e-06, 4.48e-06, 1.98e-06, 7.45e-05, 1.87e-12, 8.56e-05, 8.49e-05, 2.78e-04, 1.71e-04, 1.49e-03, 2.50e-05, 3.08e-05, 8.68e-06, 4.66e-06, 0.00e+00, 0.00e+00, 7.48e-05, 1.38e-08] [2.18e-05, 5.88e-06, 3.33e-06, 5.88e-06, 4.09e-06, 4.48e-06, 1.98e-06, 7.45e-05, 1.87e-12, 8.56e-05, 8.49e-05, 2.78e-04, 1.71e-04, 1.49e-03, 2.50e-05, 3.08e-05, 8.68e-06, 4.66e-06, 0.00e+00, 0.00e+00, 7.48e-05, 1.38e-08] []
199700 [1.56e-06, 1.47e-06, 1.34e-06, 1.27e-06, 3.87e-07, 1.04e-06, 3.74e-07, 2.28e-05, 3.51e-08, 6.19e-09, 4.29e-05, 2.91e-05, 9.82e-05, 4.94e-05, 0.00e+00, 9.44e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 7.52e-08] [1.56e-06, 1.47e-06, 1.34e-06, 1.27e-06, 3.87e-07, 1.04e-06, 3.74e-07, 2.28e-05, 3.51e-08, 6.19e-09, 4.29e-05, 2.91e-05, 9.82e-05, 4.94e-05, 0.00e+00, 9.44e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 7.52e-08] []
199800 [4.93e-07, 1.12e-06, 1.05e-06, 9.75e-07, 4.33e-07, 9.80e-07, 3.15e-07, 1.09e-05, 3.54e-08, 4.03e-07, 1.56e-05, 8.35e-06, 1.81e-05, 9.14e-07, 9.11e-09, 6.93e-08, 1.29e-07, 2.76e-07, 1.66e-06, 1.99e-09, 1.09e-05, 1.21e-08] [4.93e-07, 1.12e-06, 1.05e-06, 9.75e-07, 4.33e-07, 9.80e-07, 3.15e-07, 1.09e-05, 3.54e-08, 4.03e-07, 1.56e-05, 8.35e-06, 1.81e-05, 9.14e-07, 9.11e-09, 6.93e-08, 1.29e-07, 2.76e-07, 1.66e-06, 1.99e-09, 1.09e-05, 1.21e-08] []
199900 [7.56e-07, 9.08e-07, 1.13e-06, 9.42e-07, 4.79e-07, 1.03e-06, 3.32e-07, 6.48e-09, 1.85e-09, 5.22e-07, 2.62e-06, 3.39e-06, 5.36e-06, 1.79e-05, 8.48e-08, 2.27e-07, 1.98e-07, 2.24e-07, 6.33e-10, 5.65e-11, 1.93e-08, 1.40e-09] [7.56e-07, 9.08e-07, 1.13e-06, 9.42e-07, 4.79e-07, 1.03e-06, 3.32e-07, 6.48e-09, 1.85e-09, 5.22e-07, 2.62e-06, 3.39e-06, 5.36e-06, 1.79e-05, 8.48e-08, 2.27e-07, 1.98e-07, 2.24e-07, 6.33e-10, 5.65e-11, 1.93e-08, 1.40e-09] []
200000 [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05] [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05] []
Best model at step 197355:
train loss: 9.34e-06
test loss: 9.34e-06
test metric: []
'train' took 40.604372 s
Best train step: 197355
lambda_a: 8.939694814301516
lambda_b: 5.4106695697314064
kappa_a: 2.203964035067329
kappa_b: 1.38811005075638
Training model...
Step Train loss Test loss Test metric
200000 [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05] [2.47e-05, 1.08e-05, 2.27e-06, 6.54e-06, 2.69e-06, 5.96e-06, 9.61e-07, 5.53e-05, 1.63e-05, 4.59e-05, 5.29e-05, 3.03e-04, 3.34e-04, 1.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-05, 1.70e-05] []
200100 [2.03e-06, 1.78e-06, 1.22e-06, 1.48e-06, 3.89e-07, 1.24e-06, 3.36e-07, 1.91e-09, 2.68e-08, 2.06e-06, 8.15e-06, 1.58e-05, 4.22e-05, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.64e-07, 5.70e-09] [2.03e-06, 1.78e-06, 1.22e-06, 1.48e-06, 3.89e-07, 1.24e-06, 3.36e-07, 1.91e-09, 2.68e-08, 2.06e-06, 8.15e-06, 1.58e-05, 4.22e-05, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 1.64e-07, 5.70e-09] []
200200 [1.05e-06, 1.10e-06, 1.21e-06, 1.10e-06, 3.43e-07, 1.16e-06, 3.87e-07, 1.53e-05, 4.45e-07, 1.69e-06, 6.79e-06, 5.62e-06, 7.33e-06, 6.71e-06, 1.81e-07, 1.01e-07, 1.51e-07, 5.78e-08, 0.00e+00, 0.00e+00, 1.89e-05, 5.81e-07] [1.05e-06, 1.10e-06, 1.21e-06, 1.10e-06, 3.43e-07, 1.16e-06, 3.87e-07, 1.53e-05, 4.45e-07, 1.69e-06, 6.79e-06, 5.62e-06, 7.33e-06, 6.71e-06, 1.81e-07, 1.01e-07, 1.51e-07, 5.78e-08, 0.00e+00, 0.00e+00, 1.89e-05, 5.81e-07] []
200300 [2.70e-06, 1.63e-06, 1.64e-06, 4.30e-06, 1.75e-06, 2.14e-06, 7.20e-07, 3.83e-05, 5.21e-08, 7.84e-06, 6.97e-06, 3.19e-05, 3.78e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.64e-06, 1.44e-09, 3.41e-05, 6.38e-09] [2.70e-06, 1.63e-06, 1.64e-06, 4.30e-06, 1.75e-06, 2.14e-06, 7.20e-07, 3.83e-05, 5.21e-08, 7.84e-06, 6.97e-06, 3.19e-05, 3.78e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.64e-06, 1.44e-09, 3.41e-05, 6.38e-09] []
200400 [2.66e-05, 1.10e-05, 2.50e-06, 7.18e-06, 2.95e-06, 6.09e-06, 1.06e-06, 5.08e-07, 2.45e-09, 5.84e-05, 5.15e-05, 3.29e-04, 3.05e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 2.04e-08] [2.66e-05, 1.10e-05, 2.50e-06, 7.18e-06, 2.95e-06, 6.09e-06, 1.06e-06, 5.08e-07, 2.45e-09, 5.84e-05, 5.15e-05, 3.29e-04, 3.05e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.81e-07, 2.04e-08] []
200500 [1.29e-06, 1.07e-06, 1.19e-06, 1.04e-06, 5.68e-07, 9.64e-07, 3.45e-07, 1.13e-05, 2.72e-07, 2.02e-07, 2.38e-05, 1.47e-05, 5.17e-05, 4.22e-05, 1.31e-07, 5.20e-07, 4.61e-07, 1.18e-06, 1.44e-06, 0.00e+00, 9.54e-06, 3.34e-07] [1.29e-06, 1.07e-06, 1.19e-06, 1.04e-06, 5.68e-07, 9.64e-07, 3.45e-07, 1.13e-05, 2.72e-07, 2.02e-07, 2.38e-05, 1.47e-05, 5.17e-05, 4.22e-05, 1.31e-07, 5.20e-07, 4.61e-07, 1.18e-06, 1.44e-06, 0.00e+00, 9.54e-06, 3.34e-07] []
200600 [7.75e-07, 1.19e-06, 1.10e-06, 1.03e-06, 3.50e-07, 9.24e-07, 3.03e-07, 2.33e-06, 1.65e-07, 6.52e-07, 3.41e-06, 4.71e-06, 1.22e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.36e-11, 2.35e-07, 1.85e-08, 1.58e-06, 1.19e-07] [7.75e-07, 1.19e-06, 1.10e-06, 1.03e-06, 3.50e-07, 9.24e-07, 3.03e-07, 2.33e-06, 1.65e-07, 6.52e-07, 3.41e-06, 4.71e-06, 1.22e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.36e-11, 2.35e-07, 1.85e-08, 1.58e-06, 1.19e-07] []
200700 [4.68e-07, 8.93e-07, 9.67e-07, 8.09e-07, 4.49e-07, 9.17e-07, 2.91e-07, 2.44e-06, 2.84e-07, 4.04e-08, 5.78e-06, 3.09e-06, 8.26e-06, 2.78e-06, 2.38e-08, 4.87e-08, 1.44e-07, 1.74e-07, 3.03e-07, 0.00e+00, 2.08e-06, 3.41e-07] [4.68e-07, 8.93e-07, 9.67e-07, 8.09e-07, 4.49e-07, 9.17e-07, 2.91e-07, 2.44e-06, 2.84e-07, 4.04e-08, 5.78e-06, 3.09e-06, 8.26e-06, 2.78e-06, 2.38e-08, 4.87e-08, 1.44e-07, 1.74e-07, 3.03e-07, 0.00e+00, 2.08e-06, 3.41e-07] []
200800 [5.08e-07, 8.50e-07, 1.00e-06, 7.70e-07, 3.84e-07, 9.18e-07, 2.92e-07, 8.92e-07, 2.23e-07, 3.41e-08, 3.25e-06, 2.66e-06, 7.37e-06, 4.46e-06, 1.42e-12, 0.00e+00, 1.83e-09, 6.45e-09, 0.00e+00, 2.76e-08, 9.38e-07, 1.69e-07] [5.08e-07, 8.50e-07, 1.00e-06, 7.70e-07, 3.84e-07, 9.18e-07, 2.92e-07, 8.92e-07, 2.23e-07, 3.41e-08, 3.25e-06, 2.66e-06, 7.37e-06, 4.46e-06, 1.42e-12, 0.00e+00, 1.83e-09, 6.45e-09, 0.00e+00, 2.76e-08, 9.38e-07, 1.69e-07] []
200900 [4.51e-05, 1.82e-05, 3.75e-06, 1.15e-05, 4.48e-06, 1.01e-05, 1.58e-06, 9.88e-05, 1.89e-06, 8.54e-05, 9.23e-05, 5.48e-04, 5.77e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-04, 2.08e-06] [4.51e-05, 1.82e-05, 3.75e-06, 1.15e-05, 4.48e-06, 1.01e-05, 1.58e-06, 9.88e-05, 1.89e-06, 8.54e-05, 9.23e-05, 5.48e-04, 5.77e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-04, 2.08e-06] []
201000 [3.43e-05, 9.13e-06, 3.74e-06, 9.15e-06, 5.54e-06, 6.40e-06, 2.90e-06, 3.07e-05, 2.31e-04, 1.31e-04, 1.23e-04, 3.89e-04, 2.50e-04, 2.15e-03, 4.47e-05, 3.87e-05, 1.47e-05, 7.92e-06, 0.00e+00, 6.08e-05, 3.25e-05, 2.28e-04] [3.43e-05, 9.13e-06, 3.74e-06, 9.15e-06, 5.54e-06, 6.40e-06, 2.90e-06, 3.07e-05, 2.31e-04, 1.31e-04, 1.23e-04, 3.89e-04, 2.50e-04, 2.15e-03, 4.47e-05, 3.87e-05, 1.47e-05, 7.92e-06, 0.00e+00, 6.08e-05, 3.25e-05, 2.28e-04] []
201100 [6.52e-06, 3.94e-06, 1.22e-06, 2.45e-06, 7.77e-07, 1.94e-06, 3.65e-07, 4.56e-07, 6.27e-08, 1.20e-05, 2.58e-05, 6.92e-05, 1.52e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.27e-09, 0.00e+00, 3.64e-08, 1.17e-07] [6.52e-06, 3.94e-06, 1.22e-06, 2.45e-06, 7.77e-07, 1.94e-06, 3.65e-07, 4.56e-07, 6.27e-08, 1.20e-05, 2.58e-05, 6.92e-05, 1.52e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.27e-09, 0.00e+00, 3.64e-08, 1.17e-07] []
201200 [7.89e-07, 1.12e-06, 1.06e-06, 1.43e-06, 3.73e-07, 1.02e-06, 3.30e-07, 2.54e-05, 2.40e-08, 1.80e-06, 3.37e-05, 2.18e-05, 3.38e-05, 1.68e-06, 7.40e-07, 5.17e-10, 2.38e-09, 2.59e-09, 0.00e+00, 0.00e+00, 2.91e-05, 4.94e-08] [7.89e-07, 1.12e-06, 1.06e-06, 1.43e-06, 3.73e-07, 1.02e-06, 3.30e-07, 2.54e-05, 2.40e-08, 1.80e-06, 3.37e-05, 2.18e-05, 3.38e-05, 1.68e-06, 7.40e-07, 5.17e-10, 2.38e-09, 2.59e-09, 0.00e+00, 0.00e+00, 2.91e-05, 4.94e-08] []
201300 [7.18e-07, 1.08e-06, 9.34e-07, 9.70e-07, 3.80e-07, 1.09e-06, 3.11e-07, 4.35e-06, 7.35e-09, 7.65e-08, 6.97e-06, 6.80e-06, 1.06e-05, 2.71e-06, 1.58e-07, 7.98e-09, 2.43e-07, 1.16e-07, 5.12e-07, 4.71e-10, 3.50e-06, 2.68e-09] [7.18e-07, 1.08e-06, 9.34e-07, 9.70e-07, 3.80e-07, 1.09e-06, 3.11e-07, 4.35e-06, 7.35e-09, 7.65e-08, 6.97e-06, 6.80e-06, 1.06e-05, 2.71e-06, 1.58e-07, 7.98e-09, 2.43e-07, 1.16e-07, 5.12e-07, 4.71e-10, 3.50e-06, 2.68e-09] []
201400 [8.71e-07, 1.04e-06, 8.81e-07, 1.22e-06, 5.13e-07, 9.30e-07, 4.18e-07, 3.58e-06, 7.77e-07, 1.40e-06, 2.50e-06, 8.07e-06, 4.85e-06, 2.13e-05, 2.99e-09, 0.00e+00, 0.00e+00, 8.38e-10, 2.99e-07, 1.23e-07, 2.00e-06, 7.02e-07] [8.71e-07, 1.04e-06, 8.81e-07, 1.22e-06, 5.13e-07, 9.30e-07, 4.18e-07, 3.58e-06, 7.77e-07, 1.40e-06, 2.50e-06, 8.07e-06, 4.85e-06, 2.13e-05, 2.99e-09, 0.00e+00, 0.00e+00, 8.38e-10, 2.99e-07, 1.23e-07, 2.00e-06, 7.02e-07] []
201500 [5.01e-06, 3.13e-06, 1.36e-06, 2.16e-06, 8.68e-07, 2.04e-06, 4.00e-07, 3.77e-05, 3.57e-05, 1.32e-05, 2.24e-05, 4.54e-05, 2.86e-05, 2.64e-04, 7.61e-06, 1.55e-06, 1.95e-06, 5.62e-07, 0.00e+00, 0.00e+00, 4.72e-05, 3.65e-05] [5.01e-06, 3.13e-06, 1.36e-06, 2.16e-06, 8.68e-07, 2.04e-06, 4.00e-07, 3.77e-05, 3.57e-05, 1.32e-05, 2.24e-05, 4.54e-05, 2.86e-05, 2.64e-04, 7.61e-06, 1.55e-06, 1.95e-06, 5.62e-07, 0.00e+00, 0.00e+00, 4.72e-05, 3.65e-05] []
201600 [3.95e-06, 2.10e-06, 9.83e-07, 1.32e-06, 9.23e-07, 1.15e-06, 4.77e-07, 1.63e-05, 1.30e-06, 1.15e-05, 7.94e-06, 5.01e-05, 3.68e-05, 2.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-06, 2.10e-07, 1.11e-05, 1.15e-06] [3.95e-06, 2.10e-06, 9.83e-07, 1.32e-06, 9.23e-07, 1.15e-06, 4.77e-07, 1.63e-05, 1.30e-06, 1.15e-05, 7.94e-06, 5.01e-05, 3.68e-05, 2.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-06, 2.10e-07, 1.11e-05, 1.15e-06] []
201700 [1.03e-06, 9.36e-07, 1.16e-06, 9.16e-07, 3.34e-07, 8.57e-07, 3.49e-07, 1.64e-05, 8.31e-06, 1.16e-07, 3.70e-05, 2.39e-05, 7.42e-05, 2.14e-05, 0.00e+00, 4.61e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.93e-05, 7.93e-06] [1.03e-06, 9.36e-07, 1.16e-06, 9.16e-07, 3.34e-07, 8.57e-07, 3.49e-07, 1.64e-05, 8.31e-06, 1.16e-07, 3.70e-05, 2.39e-05, 7.42e-05, 2.14e-05, 0.00e+00, 4.61e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.93e-05, 7.93e-06] []
201800 [1.18e-06, 1.15e-06, 9.68e-07, 8.18e-07, 4.21e-07, 9.11e-07, 2.97e-07, 7.04e-07, 4.13e-10, 1.35e-06, 3.55e-06, 9.33e-06, 1.94e-05, 5.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.94e-07, 4.82e-09] [1.18e-06, 1.15e-06, 9.68e-07, 8.18e-07, 4.21e-07, 9.11e-07, 2.97e-07, 7.04e-07, 4.13e-10, 1.35e-06, 3.55e-06, 9.33e-06, 1.94e-05, 5.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.94e-07, 4.82e-09] []
201900 [4.69e-06, 2.50e-06, 1.07e-06, 2.17e-06, 1.09e-06, 1.64e-06, 4.75e-07, 5.02e-06, 1.39e-07, 1.35e-05, 1.05e-05, 6.16e-05, 5.22e-05, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-07, 1.21e-08, 3.46e-06, 7.42e-08] [4.69e-06, 2.50e-06, 1.07e-06, 2.17e-06, 1.09e-06, 1.64e-06, 4.75e-07, 5.02e-06, 1.39e-07, 1.35e-05, 1.05e-05, 6.16e-05, 5.22e-05, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-07, 1.21e-08, 3.46e-06, 7.42e-08] []
202000 [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06] [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06] []
Best model at step 201334:
train loss: 8.14e-06
test loss: 8.14e-06
test metric: []
'train' took 39.299743 s
Best train step: 201334
lambda_a: 8.81938275549819
lambda_b: 5.6836175851891415
kappa_a: 2.1598746077426556
kappa_b: 1.449150454294842
Best train step: 201334
lambda_a: 2.1769518852
lambda_b: 1.7375879288
kappa_a: 0.77005016804
kappa_b: 0.37097749114
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
202000 [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06] [6.12e-07, 8.00e-07, 9.55e-07, 7.32e-07, 4.12e-07, 8.54e-07, 3.33e-07, 1.26e-05, 3.17e-06, 8.63e-07, 4.42e-06, 4.40e-06, 2.49e-06, 5.63e-06, 2.35e-08, 8.27e-08, 1.33e-07, 2.97e-08, 0.00e+00, 0.00e+00, 1.40e-05, 3.47e-06] []
202100 [4.86e-07, 7.03e-07, 9.23e-07, 7.01e-07, 4.32e-07, 8.96e-07, 2.98e-07, 4.94e-07, 1.15e-11, 4.30e-08, 2.67e-06, 1.91e-06, 4.01e-06, 4.14e-06, 2.85e-08, 5.61e-08, 2.05e-07, 1.52e-07, 7.74e-08, 5.73e-12, 4.97e-07, 1.61e-09] [4.86e-07, 7.03e-07, 9.23e-07, 7.01e-07, 4.32e-07, 8.96e-07, 2.98e-07, 4.94e-07, 1.15e-11, 4.30e-08, 2.67e-06, 1.91e-06, 4.01e-06, 4.14e-06, 2.85e-08, 5.61e-08, 2.05e-07, 1.52e-07, 7.74e-08, 5.73e-12, 4.97e-07, 1.61e-09] []
202200 [1.38e-05, 5.18e-06, 1.23e-06, 3.20e-06, 1.46e-06, 2.77e-06, 5.80e-07, 3.91e-05, 6.23e-04, 1.40e-05, 7.86e-05, 1.48e-04, 3.65e-04, 8.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-05, 6.27e-04] [1.38e-05, 5.18e-06, 1.23e-06, 3.20e-06, 1.46e-06, 2.77e-06, 5.80e-07, 3.91e-05, 6.23e-04, 1.40e-05, 7.86e-05, 1.48e-04, 3.65e-04, 8.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-05, 6.27e-04] []
202300 [1.31e-06, 1.01e-06, 8.62e-07, 9.07e-07, 6.08e-07, 8.79e-07, 3.65e-07, 3.23e-05, 6.46e-09, 1.51e-07, 4.46e-05, 2.61e-05, 8.68e-05, 3.64e-05, 4.09e-07, 3.03e-07, 1.45e-06, 4.36e-07, 4.96e-06, 2.28e-10, 3.04e-05, 9.26e-10] [1.31e-06, 1.01e-06, 8.62e-07, 9.07e-07, 6.08e-07, 8.79e-07, 3.65e-07, 3.23e-05, 6.46e-09, 1.51e-07, 4.46e-05, 2.61e-05, 8.68e-05, 3.64e-05, 4.09e-07, 3.03e-07, 1.45e-06, 4.36e-07, 4.96e-06, 2.28e-10, 3.04e-05, 9.26e-10] []
202400 [4.97e-07, 8.77e-07, 9.31e-07, 7.31e-07, 4.92e-07, 9.35e-07, 3.10e-07, 3.96e-06, 5.65e-09, 1.69e-09, 3.37e-06, 2.78e-06, 4.05e-06, 1.82e-06, 3.60e-09, 1.60e-07, 1.67e-07, 1.57e-07, 5.35e-07, 1.98e-10, 3.66e-06, 9.15e-10] [4.97e-07, 8.77e-07, 9.31e-07, 7.31e-07, 4.92e-07, 9.35e-07, 3.10e-07, 3.96e-06, 5.65e-09, 1.69e-09, 3.37e-06, 2.78e-06, 4.05e-06, 1.82e-06, 3.60e-09, 1.60e-07, 1.67e-07, 1.57e-07, 5.35e-07, 1.98e-10, 3.66e-06, 9.15e-10] []
202500 [9.19e-07, 7.06e-07, 1.02e-06, 8.70e-07, 5.06e-07, 9.08e-07, 3.93e-07, 4.27e-07, 1.26e-09, 8.92e-07, 3.19e-06, 6.24e-06, 8.31e-06, 3.34e-05, 1.46e-07, 4.87e-07, 1.99e-07, 4.58e-07, 0.00e+00, 5.68e-11, 7.07e-07, 6.26e-10] [9.19e-07, 7.06e-07, 1.02e-06, 8.70e-07, 5.06e-07, 9.08e-07, 3.93e-07, 4.27e-07, 1.26e-09, 8.92e-07, 3.19e-06, 6.24e-06, 8.31e-06, 3.34e-05, 1.46e-07, 4.87e-07, 1.99e-07, 4.58e-07, 0.00e+00, 5.68e-11, 7.07e-07, 6.26e-10] []
202600 [8.54e-07, 1.04e-06, 9.48e-07, 6.79e-07, 5.42e-07, 9.42e-07, 2.89e-07, 8.25e-07, 1.18e-07, 6.45e-08, 6.28e-06, 3.77e-06, 1.38e-05, 1.12e-05, 7.56e-08, 4.95e-08, 2.77e-07, 1.66e-07, 6.85e-08, 1.21e-08, 4.47e-07, 7.49e-08] [8.54e-07, 1.04e-06, 9.48e-07, 6.79e-07, 5.42e-07, 9.42e-07, 2.89e-07, 8.25e-07, 1.18e-07, 6.45e-08, 6.28e-06, 3.77e-06, 1.38e-05, 1.12e-05, 7.56e-08, 4.95e-08, 2.77e-07, 1.66e-07, 6.85e-08, 1.21e-08, 4.47e-07, 7.49e-08] []
202700 [4.68e-07, 9.75e-07, 8.17e-07, 9.22e-07, 4.12e-07, 8.95e-07, 3.21e-07, 1.37e-05, 3.19e-09, 1.56e-06, 2.19e-05, 1.27e-05, 2.12e-05, 1.08e-07, 1.28e-09, 1.51e-08, 2.30e-07, 1.62e-07, 1.86e-06, 8.44e-11, 1.22e-05, 1.38e-09] [4.68e-07, 9.75e-07, 8.17e-07, 9.22e-07, 4.12e-07, 8.95e-07, 3.21e-07, 1.37e-05, 3.19e-09, 1.56e-06, 2.19e-05, 1.27e-05, 2.12e-05, 1.08e-07, 1.28e-09, 1.51e-08, 2.30e-07, 1.62e-07, 1.86e-06, 8.44e-11, 1.22e-05, 1.38e-09] []
202800 [1.68e-06, 1.08e-06, 9.28e-07, 1.04e-06, 4.73e-07, 9.99e-07, 3.28e-07, 1.26e-06, 2.09e-06, 2.60e-06, 5.05e-06, 1.12e-05, 1.81e-05, 6.93e-05, 9.30e-07, 3.03e-07, 5.78e-07, 4.59e-07, 1.17e-07, 0.00e+00, 7.59e-07, 2.23e-06] [1.68e-06, 1.08e-06, 9.28e-07, 1.04e-06, 4.73e-07, 9.99e-07, 3.28e-07, 1.26e-06, 2.09e-06, 2.60e-06, 5.05e-06, 1.12e-05, 1.81e-05, 6.93e-05, 9.30e-07, 3.03e-07, 5.78e-07, 4.59e-07, 1.17e-07, 0.00e+00, 7.59e-07, 2.23e-06] []
202900 [9.18e-07, 7.18e-07, 8.64e-07, 6.97e-07, 4.54e-07, 8.72e-07, 3.39e-07, 5.99e-07, 1.08e-07, 3.78e-07, 9.53e-06, 7.32e-06, 2.51e-05, 3.20e-05, 2.82e-07, 1.68e-07, 5.94e-07, 4.58e-07, 8.56e-08, 0.00e+00, 5.58e-07, 1.61e-07] [9.18e-07, 7.18e-07, 8.64e-07, 6.97e-07, 4.54e-07, 8.72e-07, 3.39e-07, 5.99e-07, 1.08e-07, 3.78e-07, 9.53e-06, 7.32e-06, 2.51e-05, 3.20e-05, 2.82e-07, 1.68e-07, 5.94e-07, 4.58e-07, 8.56e-08, 0.00e+00, 5.58e-07, 1.61e-07] []
203000 [1.23e-06, 7.38e-07, 8.50e-07, 7.02e-07, 5.14e-07, 9.08e-07, 3.10e-07, 4.11e-06, 1.04e-08, 1.65e-07, 2.17e-05, 1.46e-05, 5.35e-05, 4.43e-05, 4.75e-07, 3.40e-07, 8.70e-07, 7.59e-07, 6.71e-07, 7.32e-10, 4.48e-06, 4.07e-09] [1.23e-06, 7.38e-07, 8.50e-07, 7.02e-07, 5.14e-07, 9.08e-07, 3.10e-07, 4.11e-06, 1.04e-08, 1.65e-07, 2.17e-05, 1.46e-05, 5.35e-05, 4.43e-05, 4.75e-07, 3.40e-07, 8.70e-07, 7.59e-07, 6.71e-07, 7.32e-10, 4.48e-06, 4.07e-09] []
203100 [4.80e-07, 7.47e-07, 8.79e-07, 6.31e-07, 4.35e-07, 8.48e-07, 2.71e-07, 1.09e-08, 3.19e-11, 1.18e-07, 1.48e-06, 1.10e-06, 1.32e-06, 1.61e-06, 8.65e-09, 4.99e-08, 1.01e-07, 1.00e-07, 1.00e-09, 1.11e-12, 3.06e-08, 1.93e-09] [4.80e-07, 7.47e-07, 8.79e-07, 6.31e-07, 4.35e-07, 8.48e-07, 2.71e-07, 1.09e-08, 3.19e-11, 1.18e-07, 1.48e-06, 1.10e-06, 1.32e-06, 1.61e-06, 8.65e-09, 4.99e-08, 1.01e-07, 1.00e-07, 1.00e-09, 1.11e-12, 3.06e-08, 1.93e-09] []
203200 [4.31e-07, 7.94e-07, 8.21e-07, 7.62e-07, 3.63e-07, 8.04e-07, 2.99e-07, 7.03e-08, 1.08e-06, 1.58e-08, 1.84e-06, 1.26e-06, 1.23e-06, 8.62e-08, 2.62e-08, 0.00e+00, 1.19e-07, 4.99e-08, 8.07e-09, 1.58e-07, 6.90e-08, 8.95e-07] [4.31e-07, 7.94e-07, 8.21e-07, 7.62e-07, 3.63e-07, 8.04e-07, 2.99e-07, 7.03e-08, 1.08e-06, 1.58e-08, 1.84e-06, 1.26e-06, 1.23e-06, 8.62e-08, 2.62e-08, 0.00e+00, 1.19e-07, 4.99e-08, 8.07e-09, 1.58e-07, 6.90e-08, 8.95e-07] []
203300 [1.41e-06, 8.06e-07, 9.10e-07, 7.13e-07, 4.99e-07, 8.99e-07, 3.33e-07, 1.41e-06, 2.50e-09, 1.47e-06, 7.50e-06, 1.06e-05, 2.68e-05, 6.33e-05, 6.47e-07, 4.34e-07, 9.57e-07, 4.89e-07, 1.87e-07, 8.67e-11, 1.27e-06, 6.60e-10] [1.41e-06, 8.06e-07, 9.10e-07, 7.13e-07, 4.99e-07, 8.99e-07, 3.33e-07, 1.41e-06, 2.50e-09, 1.47e-06, 7.50e-06, 1.06e-05, 2.68e-05, 6.33e-05, 6.47e-07, 4.34e-07, 9.57e-07, 4.89e-07, 1.87e-07, 8.67e-11, 1.27e-06, 6.60e-10] []
203400 [4.98e-05, 1.79e-05, 4.48e-06, 9.96e-06, 3.80e-06, 9.67e-06, 1.48e-06, 3.18e-04, 9.32e-06, 6.80e-05, 1.64e-04, 5.42e-04, 9.11e-04, 3.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-04, 9.65e-06] [4.98e-05, 1.79e-05, 4.48e-06, 9.96e-06, 3.80e-06, 9.67e-06, 1.48e-06, 3.18e-04, 9.32e-06, 6.80e-05, 1.64e-04, 5.42e-04, 9.11e-04, 3.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-04, 9.65e-06] []
203500 [4.15e-07, 6.95e-07, 8.28e-07, 5.98e-07, 4.08e-07, 8.11e-07, 2.74e-07, 7.79e-09, 1.18e-09, 3.75e-09, 1.89e-06, 1.19e-06, 1.76e-06, 4.12e-07, 9.61e-09, 1.43e-08, 8.70e-08, 8.88e-08, 2.48e-09, 4.05e-11, 3.28e-08, 1.27e-09] [4.15e-07, 6.95e-07, 8.28e-07, 5.98e-07, 4.08e-07, 8.11e-07, 2.74e-07, 7.79e-09, 1.18e-09, 3.75e-09, 1.89e-06, 1.19e-06, 1.76e-06, 4.12e-07, 9.61e-09, 1.43e-08, 8.70e-08, 8.88e-08, 2.48e-09, 4.05e-11, 3.28e-08, 1.27e-09] []
203600 [1.74e-05, 4.07e-06, 2.61e-06, 3.36e-06, 2.34e-06, 2.87e-06, 1.33e-06, 1.50e-05, 3.21e-07, 3.90e-05, 5.49e-05, 1.72e-04, 2.92e-04, 1.14e-03, 1.81e-05, 1.57e-05, 8.54e-06, 5.13e-06, 2.44e-06, 0.00e+00, 1.53e-05, 4.34e-07] [1.74e-05, 4.07e-06, 2.61e-06, 3.36e-06, 2.34e-06, 2.87e-06, 1.33e-06, 1.50e-05, 3.21e-07, 3.90e-05, 5.49e-05, 1.72e-04, 2.92e-04, 1.14e-03, 1.81e-05, 1.57e-05, 8.54e-06, 5.13e-06, 2.44e-06, 0.00e+00, 1.53e-05, 4.34e-07] []
203700 [9.74e-07, 9.24e-07, 7.17e-07, 7.39e-07, 4.59e-07, 8.30e-07, 3.09e-07, 1.57e-05, 1.59e-08, 2.77e-08, 2.70e-05, 1.58e-05, 5.54e-05, 2.72e-05, 3.34e-07, 1.21e-07, 1.12e-06, 2.33e-07, 2.37e-06, 4.24e-10, 1.52e-05, 1.52e-09] [9.74e-07, 9.24e-07, 7.17e-07, 7.39e-07, 4.59e-07, 8.30e-07, 3.09e-07, 1.57e-05, 1.59e-08, 2.77e-08, 2.70e-05, 1.58e-05, 5.54e-05, 2.72e-05, 3.34e-07, 1.21e-07, 1.12e-06, 2.33e-07, 2.37e-06, 4.24e-10, 1.52e-05, 1.52e-09] []
203800 [4.62e-07, 7.53e-07, 8.36e-07, 6.84e-07, 3.63e-07, 8.25e-07, 3.10e-07, 4.61e-07, 1.86e-10, 3.30e-08, 2.21e-06, 1.87e-06, 2.49e-06, 5.84e-08, 1.68e-09, 9.29e-09, 3.40e-08, 2.97e-08, 0.00e+00, 6.53e-12, 7.21e-07, 6.17e-09] [4.62e-07, 7.53e-07, 8.36e-07, 6.84e-07, 3.63e-07, 8.25e-07, 3.10e-07, 4.61e-07, 1.86e-10, 3.30e-08, 2.21e-06, 1.87e-06, 2.49e-06, 5.84e-08, 1.68e-09, 9.29e-09, 3.40e-08, 2.97e-08, 0.00e+00, 6.53e-12, 7.21e-07, 6.17e-09] []
203900 [1.73e-06, 8.23e-07, 9.25e-07, 7.17e-07, 5.67e-07, 8.94e-07, 3.56e-07, 3.29e-06, 3.47e-09, 1.47e-06, 1.36e-05, 1.47e-05, 4.74e-05, 8.66e-05, 6.70e-07, 7.19e-07, 1.01e-06, 8.06e-07, 4.30e-07, 8.59e-11, 2.94e-06, 1.38e-09] [1.73e-06, 8.23e-07, 9.25e-07, 7.17e-07, 5.67e-07, 8.94e-07, 3.56e-07, 3.29e-06, 3.47e-09, 1.47e-06, 1.36e-05, 1.47e-05, 4.74e-05, 8.66e-05, 6.70e-07, 7.19e-07, 1.01e-06, 8.06e-07, 4.30e-07, 8.59e-11, 2.94e-06, 1.38e-09] []
204000 [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07] [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07] []
Best model at step 201334:
train loss: 8.14e-06
test loss: 8.14e-06
test metric: []
'train' took 39.974730 s
Best train step: 201334
lambda_a: 8.81938275549819
lambda_b: 5.6836175851891415
kappa_a: 2.1598746077426556
kappa_b: 1.449150454294842
Training model...
Step Train loss Test loss Test metric
204000 [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07] [2.50e-06, 1.65e-06, 7.09e-07, 9.48e-07, 7.81e-07, 9.71e-07, 3.33e-07, 2.18e-06, 6.46e-07, 7.67e-06, 7.90e-06, 3.20e-05, 1.93e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-07, 0.00e+00, 1.01e-06, 8.40e-07] []
204100 [8.77e-07, 6.72e-07, 8.31e-07, 6.89e-07, 4.97e-07, 8.07e-07, 3.39e-07, 4.96e-07, 1.27e-06, 6.41e-07, 4.55e-06, 5.59e-06, 1.32e-05, 3.16e-05, 2.35e-07, 4.18e-07, 3.45e-07, 4.48e-07, 0.00e+00, 0.00e+00, 8.14e-07, 1.65e-06] [8.77e-07, 6.72e-07, 8.31e-07, 6.89e-07, 4.97e-07, 8.07e-07, 3.39e-07, 4.96e-07, 1.27e-06, 6.41e-07, 4.55e-06, 5.59e-06, 1.32e-05, 3.16e-05, 2.35e-07, 4.18e-07, 3.45e-07, 4.48e-07, 0.00e+00, 0.00e+00, 8.14e-07, 1.65e-06] []
204200 [2.12e-05, 8.24e-06, 2.21e-06, 4.82e-06, 1.85e-06, 4.60e-06, 8.37e-07, 4.88e-05, 1.82e-07, 3.23e-05, 6.12e-05, 2.33e-04, 3.73e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-05, 3.02e-07] [2.12e-05, 8.24e-06, 2.21e-06, 4.82e-06, 1.85e-06, 4.60e-06, 8.37e-07, 4.88e-05, 1.82e-07, 3.23e-05, 6.12e-05, 2.33e-04, 3.73e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-05, 3.02e-07] []
204300 [1.16e-06, 1.05e-06, 1.17e-06, 8.01e-07, 6.24e-07, 8.82e-07, 6.52e-07, 2.61e-05, 5.78e-05, 6.18e-07, 4.96e-05, 4.52e-05, 5.97e-05, 1.25e-05, 5.12e-10, 3.26e-06, 1.90e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-05, 6.12e-05] [1.16e-06, 1.05e-06, 1.17e-06, 8.01e-07, 6.24e-07, 8.82e-07, 6.52e-07, 2.61e-05, 5.78e-05, 6.18e-07, 4.96e-05, 4.52e-05, 5.97e-05, 1.25e-05, 5.12e-10, 3.26e-06, 1.90e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-05, 6.12e-05] []
204400 [8.11e-07, 8.27e-07, 7.20e-07, 7.48e-07, 4.43e-07, 7.83e-07, 2.86e-07, 6.13e-06, 4.98e-07, 8.60e-09, 2.09e-05, 1.12e-05, 3.57e-05, 1.57e-05, 1.89e-07, 7.02e-08, 1.22e-07, 1.01e-06, 7.75e-07, 0.00e+00, 5.25e-06, 6.94e-07] [8.11e-07, 8.27e-07, 7.20e-07, 7.48e-07, 4.43e-07, 7.83e-07, 2.86e-07, 6.13e-06, 4.98e-07, 8.60e-09, 2.09e-05, 1.12e-05, 3.57e-05, 1.57e-05, 1.89e-07, 7.02e-08, 1.22e-07, 1.01e-06, 7.75e-07, 0.00e+00, 5.25e-06, 6.94e-07] []
204500 [6.14e-07, 7.91e-07, 7.43e-07, 8.43e-07, 5.01e-07, 8.29e-07, 3.20e-07, 4.09e-06, 6.31e-08, 1.71e-08, 5.53e-06, 3.46e-06, 1.20e-05, 1.21e-05, 3.20e-07, 4.79e-08, 2.59e-07, 7.88e-08, 5.31e-07, 0.00e+00, 3.63e-06, 1.85e-07] [6.14e-07, 7.91e-07, 7.43e-07, 8.43e-07, 5.01e-07, 8.29e-07, 3.20e-07, 4.09e-06, 6.31e-08, 1.71e-08, 5.53e-06, 3.46e-06, 1.20e-05, 1.21e-05, 3.20e-07, 4.79e-08, 2.59e-07, 7.88e-08, 5.31e-07, 0.00e+00, 3.63e-06, 1.85e-07] []
204600 [4.55e-06, 1.28e-06, 1.12e-06, 1.01e-06, 8.30e-07, 1.09e-06, 4.34e-07, 1.14e-05, 3.48e-07, 4.63e-06, 3.64e-05, 4.29e-05, 1.45e-04, 2.59e-04, 2.74e-06, 2.18e-06, 2.89e-06, 2.02e-06, 1.71e-06, 3.68e-08, 1.12e-05, 2.25e-07] [4.55e-06, 1.28e-06, 1.12e-06, 1.01e-06, 8.30e-07, 1.09e-06, 4.34e-07, 1.14e-05, 3.48e-07, 4.63e-06, 3.64e-05, 4.29e-05, 1.45e-04, 2.59e-04, 2.74e-06, 2.18e-06, 2.89e-06, 2.02e-06, 1.71e-06, 3.68e-08, 1.12e-05, 2.25e-07] []
204700 [1.78e-05, 6.86e-06, 1.95e-06, 5.78e-06, 3.35e-06, 3.95e-06, 1.43e-06, 1.52e-05, 1.56e-08, 5.65e-05, 4.86e-05, 2.85e-04, 1.57e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 0.00e+00, 1.29e-05, 1.37e-07] [1.78e-05, 6.86e-06, 1.95e-06, 5.78e-06, 3.35e-06, 3.95e-06, 1.43e-06, 1.52e-05, 1.56e-08, 5.65e-05, 4.86e-05, 2.85e-04, 1.57e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.99e-06, 0.00e+00, 1.29e-05, 1.37e-07] []
204800 [6.96e-06, 1.80e-06, 1.99e-06, 9.37e-07, 1.57e-06, 1.32e-06, 1.02e-06, 7.80e-06, 1.11e-04, 2.11e-05, 2.52e-05, 7.20e-05, 6.17e-05, 4.37e-04, 2.65e-06, 1.07e-05, 1.54e-06, 3.04e-06, 0.00e+00, 0.00e+00, 1.24e-05, 1.20e-04] [6.96e-06, 1.80e-06, 1.99e-06, 9.37e-07, 1.57e-06, 1.32e-06, 1.02e-06, 7.80e-06, 1.11e-04, 2.11e-05, 2.52e-05, 7.20e-05, 6.17e-05, 4.37e-04, 2.65e-06, 1.07e-05, 1.54e-06, 3.04e-06, 0.00e+00, 0.00e+00, 1.24e-05, 1.20e-04] []
204900 [1.77e-05, 7.77e-06, 1.53e-06, 4.90e-06, 1.07e-06, 5.15e-06, 1.03e-06, 5.37e-05, 9.99e-10, 8.18e-05, 4.32e-05, 1.90e-04, 9.00e-05, 5.83e-04, 3.17e-05, 1.72e-06, 9.09e-06, 1.53e-05, 0.00e+00, 3.73e-11, 7.76e-05, 5.00e-08] [1.77e-05, 7.77e-06, 1.53e-06, 4.90e-06, 1.07e-06, 5.15e-06, 1.03e-06, 5.37e-05, 9.99e-10, 8.18e-05, 4.32e-05, 1.90e-04, 9.00e-05, 5.83e-04, 3.17e-05, 1.72e-06, 9.09e-06, 1.53e-05, 0.00e+00, 3.73e-11, 7.76e-05, 5.00e-08] []
205000 [3.77e-07, 6.85e-07, 7.64e-07, 5.38e-07, 4.02e-07, 7.14e-07, 3.11e-07, 3.24e-08, 1.04e-08, 1.03e-09, 1.16e-06, 8.93e-07, 9.42e-07, 1.20e-07, 6.20e-09, 8.57e-09, 5.92e-08, 5.47e-08, 4.07e-09, 2.00e-10, 4.13e-08, 2.55e-09] [3.77e-07, 6.85e-07, 7.64e-07, 5.38e-07, 4.02e-07, 7.14e-07, 3.11e-07, 3.24e-08, 1.04e-08, 1.03e-09, 1.16e-06, 8.93e-07, 9.42e-07, 1.20e-07, 6.20e-09, 8.57e-09, 5.92e-08, 5.47e-08, 4.07e-09, 2.00e-10, 4.13e-08, 2.55e-09] []
205100 [1.46e-05, 3.43e-06, 2.29e-06, 2.74e-06, 1.92e-06, 2.35e-06, 1.04e-06, 8.84e-06, 4.74e-06, 2.91e-05, 5.77e-05, 1.41e-04, 3.08e-04, 9.57e-04, 1.37e-05, 1.15e-05, 8.15e-06, 4.70e-06, 1.38e-06, 8.68e-07, 9.05e-06, 4.21e-06] [1.46e-05, 3.43e-06, 2.29e-06, 2.74e-06, 1.92e-06, 2.35e-06, 1.04e-06, 8.84e-06, 4.74e-06, 2.91e-05, 5.77e-05, 1.41e-04, 3.08e-04, 9.57e-04, 1.37e-05, 1.15e-05, 8.15e-06, 4.70e-06, 1.38e-06, 8.68e-07, 9.05e-06, 4.21e-06] []
205200 [8.21e-07, 1.16e-06, 8.04e-07, 7.59e-07, 4.17e-07, 8.84e-07, 2.97e-07, 4.29e-05, 1.22e-08, 5.75e-07, 2.58e-05, 1.28e-05, 3.91e-05, 1.18e-05, 2.88e-08, 1.39e-07, 4.60e-07, 4.30e-07, 6.27e-06, 2.50e-10, 3.86e-05, 3.42e-08] [8.21e-07, 1.16e-06, 8.04e-07, 7.59e-07, 4.17e-07, 8.84e-07, 2.97e-07, 4.29e-05, 1.22e-08, 5.75e-07, 2.58e-05, 1.28e-05, 3.91e-05, 1.18e-05, 2.88e-08, 1.39e-07, 4.60e-07, 4.30e-07, 6.27e-06, 2.50e-10, 3.86e-05, 3.42e-08] []
205300 [1.73e-06, 1.16e-06, 9.03e-07, 1.58e-06, 7.51e-07, 1.14e-06, 3.94e-07, 1.11e-06, 2.28e-05, 3.15e-06, 3.26e-06, 1.43e-05, 2.16e-05, 7.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-08, 0.00e+00, 2.88e-07, 2.53e-05] [1.73e-06, 1.16e-06, 9.03e-07, 1.58e-06, 7.51e-07, 1.14e-06, 3.94e-07, 1.11e-06, 2.28e-05, 3.15e-06, 3.26e-06, 1.43e-05, 2.16e-05, 7.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-08, 0.00e+00, 2.88e-07, 2.53e-05] []
205400 [6.36e-07, 1.15e-06, 6.75e-07, 1.08e-06, 7.12e-07, 8.18e-07, 4.88e-07, 8.01e-05, 2.06e-06, 2.33e-06, 4.03e-05, 2.11e-05, 3.96e-05, 6.29e-07, 1.23e-07, 0.00e+00, 2.01e-07, 3.17e-07, 1.24e-05, 1.61e-07, 7.27e-05, 9.90e-07] [6.36e-07, 1.15e-06, 6.75e-07, 1.08e-06, 7.12e-07, 8.18e-07, 4.88e-07, 8.01e-05, 2.06e-06, 2.33e-06, 4.03e-05, 2.11e-05, 3.96e-05, 6.29e-07, 1.23e-07, 0.00e+00, 2.01e-07, 3.17e-07, 1.24e-05, 1.61e-07, 7.27e-05, 9.90e-07] []
205500 [1.30e-06, 1.08e-06, 1.01e-06, 1.15e-06, 5.09e-07, 1.35e-06, 4.21e-07, 1.08e-06, 1.18e-06, 1.93e-06, 7.75e-06, 1.27e-05, 3.65e-06, 3.30e-05, 1.39e-06, 3.26e-08, 7.05e-08, 2.71e-07, 0.00e+00, 1.05e-07, 2.30e-06, 6.46e-07] [1.30e-06, 1.08e-06, 1.01e-06, 1.15e-06, 5.09e-07, 1.35e-06, 4.21e-07, 1.08e-06, 1.18e-06, 1.93e-06, 7.75e-06, 1.27e-05, 3.65e-06, 3.30e-05, 1.39e-06, 3.26e-08, 7.05e-08, 2.71e-07, 0.00e+00, 1.05e-07, 2.30e-06, 6.46e-07] []
205600 [4.64e-07, 8.05e-07, 6.15e-07, 6.49e-07, 4.18e-07, 6.96e-07, 2.96e-07, 1.13e-05, 2.06e-06, 6.33e-07, 3.80e-06, 3.43e-06, 2.22e-06, 2.63e-06, 2.01e-09, 1.63e-12, 9.37e-08, 1.39e-08, 1.57e-06, 0.00e+00, 1.04e-05, 3.62e-06] [4.64e-07, 8.05e-07, 6.15e-07, 6.49e-07, 4.18e-07, 6.96e-07, 2.96e-07, 1.13e-05, 2.06e-06, 6.33e-07, 3.80e-06, 3.43e-06, 2.22e-06, 2.63e-06, 2.01e-09, 1.63e-12, 9.37e-08, 1.39e-08, 1.57e-06, 0.00e+00, 1.04e-05, 3.62e-06] []
205700 [1.42e-05, 4.72e-06, 1.84e-06, 2.62e-06, 1.06e-06, 2.58e-06, 5.39e-07, 4.22e-05, 1.35e-09, 1.45e-05, 9.14e-05, 1.49e-04, 3.99e-04, 7.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-11, 4.64e-05, 6.12e-08] [1.42e-05, 4.72e-06, 1.84e-06, 2.62e-06, 1.06e-06, 2.58e-06, 5.39e-07, 4.22e-05, 1.35e-09, 1.45e-05, 9.14e-05, 1.49e-04, 3.99e-04, 7.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-11, 4.64e-05, 6.12e-08] []
205800 [2.12e-06, 1.41e-06, 1.03e-06, 1.13e-06, 4.93e-07, 1.49e-06, 4.63e-07, 2.15e-06, 6.99e-08, 4.06e-06, 8.23e-06, 1.92e-05, 7.42e-06, 7.69e-05, 2.72e-06, 2.85e-07, 1.11e-07, 7.61e-07, 0.00e+00, 0.00e+00, 4.37e-06, 4.54e-07] [2.12e-06, 1.41e-06, 1.03e-06, 1.13e-06, 4.93e-07, 1.49e-06, 4.63e-07, 2.15e-06, 6.99e-08, 4.06e-06, 8.23e-06, 1.92e-05, 7.42e-06, 7.69e-05, 2.72e-06, 2.85e-07, 1.11e-07, 7.61e-07, 0.00e+00, 0.00e+00, 4.37e-06, 4.54e-07] []
205900 [7.30e-07, 8.66e-07, 6.16e-07, 7.18e-07, 4.31e-07, 7.67e-07, 2.81e-07, 2.77e-05, 1.34e-07, 1.42e-07, 2.09e-05, 1.09e-05, 3.55e-05, 1.39e-05, 2.64e-07, 2.71e-08, 5.03e-07, 3.33e-07, 4.18e-06, 5.09e-09, 2.62e-05, 4.02e-08] [7.30e-07, 8.66e-07, 6.16e-07, 7.18e-07, 4.31e-07, 7.67e-07, 2.81e-07, 2.77e-05, 1.34e-07, 1.42e-07, 2.09e-05, 1.09e-05, 3.55e-05, 1.39e-05, 2.64e-07, 2.71e-08, 5.03e-07, 3.33e-07, 4.18e-06, 5.09e-09, 2.62e-05, 4.02e-08] []
206000 [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06] [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06] []
Best model at step 205005:
train loss: 7.05e-06
test loss: 7.05e-06
test metric: []
'train' took 38.616122 s
Best train step: 205005
lambda_a: 8.717188733553506
lambda_b: 5.773191736182363
kappa_a: 2.090903134919581
kappa_b: 1.5002702390828841
Best train step: 205005
lambda_a: 2.165296793
lambda_b: 1.7532250881
kappa_a: 0.73759609461
kappa_b: 0.40564525127
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
206000 [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06] [8.00e-06, 1.82e-06, 1.35e-06, 1.48e-06, 1.08e-06, 1.39e-06, 7.11e-07, 3.07e-05, 2.57e-06, 9.24e-06, 4.69e-05, 7.15e-05, 2.12e-04, 4.56e-04, 5.90e-06, 4.29e-06, 4.71e-06, 2.77e-06, 5.26e-06, 0.00e+00, 3.20e-05, 4.15e-06] []
206100 [1.98e-06, 1.76e-06, 8.00e-07, 1.13e-06, 5.78e-07, 1.12e-06, 4.65e-07, 3.45e-05, 2.22e-08, 5.47e-06, 3.02e-05, 3.31e-05, 1.47e-05, 4.43e-05, 1.79e-06, 6.27e-07, 6.30e-07, 0.00e+00, 0.00e+00, 4.64e-10, 4.23e-05, 5.66e-07] [1.98e-06, 1.76e-06, 8.00e-07, 1.13e-06, 5.78e-07, 1.12e-06, 4.65e-07, 3.45e-05, 2.22e-08, 5.47e-06, 3.02e-05, 3.31e-05, 1.47e-05, 4.43e-05, 1.79e-06, 6.27e-07, 6.30e-07, 0.00e+00, 0.00e+00, 4.64e-10, 4.23e-05, 5.66e-07] []
206200 [5.22e-07, 7.39e-07, 6.13e-07, 8.37e-07, 4.35e-07, 7.48e-07, 3.09e-07, 2.60e-06, 4.21e-09, 5.02e-09, 1.28e-06, 2.33e-06, 1.69e-06, 1.00e-06, 1.06e-08, 1.85e-12, 3.57e-10, 2.22e-08, 0.00e+00, 1.05e-10, 3.23e-06, 1.19e-07] [5.22e-07, 7.39e-07, 6.13e-07, 8.37e-07, 4.35e-07, 7.48e-07, 3.09e-07, 2.60e-06, 4.21e-09, 5.02e-09, 1.28e-06, 2.33e-06, 1.69e-06, 1.00e-06, 1.06e-08, 1.85e-12, 3.57e-10, 2.22e-08, 0.00e+00, 1.05e-10, 3.23e-06, 1.19e-07] []
206300 [4.90e-07, 7.91e-07, 6.27e-07, 9.80e-07, 4.23e-07, 7.82e-07, 3.31e-07, 2.03e-06, 2.30e-09, 7.99e-07, 8.23e-06, 3.30e-06, 9.31e-06, 2.79e-06, 6.15e-10, 3.93e-10, 1.17e-07, 1.02e-08, 2.20e-07, 1.12e-10, 1.44e-06, 1.07e-07] [4.90e-07, 7.91e-07, 6.27e-07, 9.80e-07, 4.23e-07, 7.82e-07, 3.31e-07, 2.03e-06, 2.30e-09, 7.99e-07, 8.23e-06, 3.30e-06, 9.31e-06, 2.79e-06, 6.15e-10, 3.93e-10, 1.17e-07, 1.02e-08, 2.20e-07, 1.12e-10, 1.44e-06, 1.07e-07] []
206400 [1.49e-06, 7.72e-07, 7.55e-07, 5.96e-07, 5.37e-07, 7.49e-07, 3.34e-07, 8.09e-06, 1.71e-06, 5.88e-07, 1.35e-05, 1.22e-05, 4.07e-05, 5.68e-05, 5.31e-07, 7.99e-07, 6.48e-07, 6.44e-07, 1.04e-06, 1.23e-07, 7.07e-06, 7.24e-07] [1.49e-06, 7.72e-07, 7.55e-07, 5.96e-07, 5.37e-07, 7.49e-07, 3.34e-07, 8.09e-06, 1.71e-06, 5.88e-07, 1.35e-05, 1.22e-05, 4.07e-05, 5.68e-05, 5.31e-07, 7.99e-07, 6.48e-07, 6.44e-07, 1.04e-06, 1.23e-07, 7.07e-06, 7.24e-07] []
206500 [4.20e-07, 5.92e-07, 6.64e-07, 5.60e-07, 3.64e-07, 7.62e-07, 3.03e-07, 2.87e-07, 9.17e-07, 7.55e-08, 2.27e-06, 1.94e-06, 2.39e-06, 4.47e-08, 1.82e-09, 1.31e-08, 2.07e-08, 3.55e-08, 7.30e-08, 7.56e-08, 4.33e-07, 4.71e-07] [4.20e-07, 5.92e-07, 6.64e-07, 5.60e-07, 3.64e-07, 7.62e-07, 3.03e-07, 2.87e-07, 9.17e-07, 7.55e-08, 2.27e-06, 1.94e-06, 2.39e-06, 4.47e-08, 1.82e-09, 1.31e-08, 2.07e-08, 3.55e-08, 7.30e-08, 7.56e-08, 4.33e-07, 4.71e-07] []
206600 [2.58e-06, 1.28e-06, 8.12e-07, 8.14e-07, 4.90e-07, 7.32e-07, 3.41e-07, 4.69e-06, 1.71e-07, 6.40e-07, 3.01e-05, 3.18e-05, 1.01e-04, 9.10e-05, 0.00e+00, 3.79e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.33e-09, 6.27e-06, 3.56e-07] [2.58e-06, 1.28e-06, 8.12e-07, 8.14e-07, 4.90e-07, 7.32e-07, 3.41e-07, 4.69e-06, 1.71e-07, 6.40e-07, 3.01e-05, 3.18e-05, 1.01e-04, 9.10e-05, 0.00e+00, 3.79e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.33e-09, 6.27e-06, 3.56e-07] []
206700 [8.40e-07, 8.38e-07, 4.77e-07, 7.59e-07, 4.52e-07, 7.13e-07, 3.22e-07, 3.98e-05, 2.51e-07, 2.05e-07, 1.57e-05, 8.75e-06, 2.60e-05, 1.33e-05, 2.92e-07, 1.47e-07, 4.15e-07, 3.43e-07, 6.06e-06, 1.14e-08, 3.82e-05, 1.77e-07] [8.40e-07, 8.38e-07, 4.77e-07, 7.59e-07, 4.52e-07, 7.13e-07, 3.22e-07, 3.98e-05, 2.51e-07, 2.05e-07, 1.57e-05, 8.75e-06, 2.60e-05, 1.33e-05, 2.92e-07, 1.47e-07, 4.15e-07, 3.43e-07, 6.06e-06, 1.14e-08, 3.82e-05, 1.77e-07] []
206800 [4.10e-07, 5.90e-07, 5.23e-07, 5.60e-07, 3.95e-07, 6.99e-07, 2.80e-07, 2.15e-06, 3.89e-08, 2.09e-07, 1.09e-06, 1.44e-06, 1.25e-06, 1.80e-06, 9.53e-10, 4.55e-10, 4.20e-09, 3.18e-09, 2.86e-07, 1.95e-09, 1.96e-06, 4.84e-08] [4.10e-07, 5.90e-07, 5.23e-07, 5.60e-07, 3.95e-07, 6.99e-07, 2.80e-07, 2.15e-06, 3.89e-08, 2.09e-07, 1.09e-06, 1.44e-06, 1.25e-06, 1.80e-06, 9.53e-10, 4.55e-10, 4.20e-09, 3.18e-09, 2.86e-07, 1.95e-09, 1.96e-06, 4.84e-08] []
206900 [5.28e-07, 5.56e-07, 5.23e-07, 4.78e-07, 4.45e-07, 7.36e-07, 2.83e-07, 2.05e-08, 6.43e-06, 8.00e-10, 6.83e-06, 4.12e-06, 1.24e-05, 7.01e-06, 7.00e-08, 1.04e-07, 1.88e-07, 1.94e-07, 6.62e-09, 0.00e+00, 4.46e-08, 7.62e-06] [5.28e-07, 5.56e-07, 5.23e-07, 4.78e-07, 4.45e-07, 7.36e-07, 2.83e-07, 2.05e-08, 6.43e-06, 8.00e-10, 6.83e-06, 4.12e-06, 1.24e-05, 7.01e-06, 7.00e-08, 1.04e-07, 1.88e-07, 1.94e-07, 6.62e-09, 0.00e+00, 4.46e-08, 7.62e-06] []
207000 [4.38e-06, 1.09e-06, 8.33e-07, 8.47e-07, 7.69e-07, 9.92e-07, 4.32e-07, 5.74e-05, 1.49e-07, 8.70e-07, 5.83e-05, 4.69e-05, 1.73e-04, 1.92e-04, 2.37e-06, 1.68e-06, 2.72e-06, 2.11e-06, 9.93e-06, 8.35e-09, 5.95e-05, 7.19e-08] [4.38e-06, 1.09e-06, 8.33e-07, 8.47e-07, 7.69e-07, 9.92e-07, 4.32e-07, 5.74e-05, 1.49e-07, 8.70e-07, 5.83e-05, 4.69e-05, 1.73e-04, 1.92e-04, 2.37e-06, 1.68e-06, 2.72e-06, 2.11e-06, 9.93e-06, 8.35e-09, 5.95e-05, 7.19e-08] []
207100 [5.84e-07, 6.45e-07, 6.24e-07, 5.22e-07, 3.69e-07, 6.41e-07, 3.05e-07, 3.59e-05, 6.57e-10, 1.00e-06, 1.53e-05, 9.59e-06, 1.69e-05, 2.20e-07, 6.26e-08, 7.34e-08, 1.11e-09, 7.67e-10, 0.00e+00, 0.00e+00, 3.92e-05, 1.50e-07] [5.84e-07, 6.45e-07, 6.24e-07, 5.22e-07, 3.69e-07, 6.41e-07, 3.05e-07, 3.59e-05, 6.57e-10, 1.00e-06, 1.53e-05, 9.59e-06, 1.69e-05, 2.20e-07, 6.26e-08, 7.34e-08, 1.11e-09, 7.67e-10, 0.00e+00, 0.00e+00, 3.92e-05, 1.50e-07] []
207200 [7.86e-06, 2.68e-06, 7.70e-07, 1.74e-06, 9.78e-07, 1.47e-06, 4.98e-07, 7.56e-05, 6.61e-04, 3.28e-06, 7.66e-05, 8.87e-05, 2.56e-04, 3.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-05, 6.76e-04] [7.86e-06, 2.68e-06, 7.70e-07, 1.74e-06, 9.78e-07, 1.47e-06, 4.98e-07, 7.56e-05, 6.61e-04, 3.28e-06, 7.66e-05, 8.87e-05, 2.56e-04, 3.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-05, 6.76e-04] []
207300 [7.40e-07, 1.06e-06, 4.95e-07, 9.01e-07, 6.95e-07, 6.92e-07, 5.11e-07, 5.40e-05, 2.07e-09, 8.27e-09, 5.34e-06, 6.34e-06, 9.00e-06, 7.69e-06, 1.51e-07, 0.00e+00, 2.29e-12, 1.63e-09, 0.00e+00, 0.00e+00, 6.13e-05, 3.20e-07] [7.40e-07, 1.06e-06, 4.95e-07, 9.01e-07, 6.95e-07, 6.92e-07, 5.11e-07, 5.40e-05, 2.07e-09, 8.27e-09, 5.34e-06, 6.34e-06, 9.00e-06, 7.69e-06, 1.51e-07, 0.00e+00, 2.29e-12, 1.63e-09, 0.00e+00, 0.00e+00, 6.13e-05, 3.20e-07] []
207400 [1.78e-06, 1.01e-06, 6.00e-07, 8.59e-07, 4.51e-07, 8.62e-07, 3.23e-07, 3.81e-06, 5.52e-09, 2.96e-06, 5.83e-06, 1.08e-05, 2.08e-05, 6.96e-05, 1.21e-06, 2.69e-07, 3.05e-07, 1.12e-06, 4.33e-07, 1.63e-10, 2.81e-06, 8.37e-08] [1.78e-06, 1.01e-06, 6.00e-07, 8.59e-07, 4.51e-07, 8.62e-07, 3.23e-07, 3.81e-06, 5.52e-09, 2.96e-06, 5.83e-06, 1.08e-05, 2.08e-05, 6.96e-05, 1.21e-06, 2.69e-07, 3.05e-07, 1.12e-06, 4.33e-07, 1.63e-10, 2.81e-06, 8.37e-08] []
207500 [4.62e-07, 6.32e-07, 6.94e-07, 5.30e-07, 3.88e-07, 6.85e-07, 3.47e-07, 4.69e-08, 9.18e-09, 2.68e-07, 7.88e-06, 7.81e-06, 9.27e-06, 1.89e-06, 1.58e-08, 1.40e-07, 3.77e-09, 4.83e-09, 2.10e-11, 0.00e+00, 1.77e-07, 1.30e-07] [4.62e-07, 6.32e-07, 6.94e-07, 5.30e-07, 3.88e-07, 6.85e-07, 3.47e-07, 4.69e-08, 9.18e-09, 2.68e-07, 7.88e-06, 7.81e-06, 9.27e-06, 1.89e-06, 1.58e-08, 1.40e-07, 3.77e-09, 4.83e-09, 2.10e-11, 0.00e+00, 1.77e-07, 1.30e-07] []
207600 [4.61e-07, 5.91e-07, 5.88e-07, 4.48e-07, 4.04e-07, 6.97e-07, 2.89e-07, 2.38e-07, 6.67e-07, 2.87e-09, 6.86e-06, 3.93e-06, 1.06e-05, 4.07e-06, 2.92e-08, 1.20e-07, 3.00e-07, 1.20e-07, 4.00e-08, 6.19e-08, 2.54e-07, 4.00e-07] [4.61e-07, 5.91e-07, 5.88e-07, 4.48e-07, 4.04e-07, 6.97e-07, 2.89e-07, 2.38e-07, 6.67e-07, 2.87e-09, 6.86e-06, 3.93e-06, 1.06e-05, 4.07e-06, 2.92e-08, 1.20e-07, 3.00e-07, 1.20e-07, 4.00e-08, 6.19e-08, 2.54e-07, 4.00e-07] []
207700 [1.19e-06, 7.08e-07, 7.29e-07, 5.36e-07, 3.72e-07, 6.53e-07, 3.20e-07, 1.46e-05, 2.27e-07, 1.22e-07, 3.97e-05, 2.49e-05, 7.93e-05, 3.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-08, 1.54e-05, 6.50e-08] [1.19e-06, 7.08e-07, 7.29e-07, 5.36e-07, 3.72e-07, 6.53e-07, 3.20e-07, 1.46e-05, 2.27e-07, 1.22e-07, 3.97e-05, 2.49e-05, 7.93e-05, 3.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-08, 1.54e-05, 6.50e-08] []
207800 [1.06e-05, 2.73e-06, 1.86e-06, 1.02e-06, 1.48e-06, 1.54e-06, 8.73e-07, 2.74e-06, 4.14e-09, 2.35e-05, 3.97e-05, 7.47e-05, 1.96e-04, 5.55e-04, 3.43e-06, 7.63e-06, 3.37e-06, 6.55e-06, 0.00e+00, 1.46e-10, 4.22e-06, 1.08e-07] [1.06e-05, 2.73e-06, 1.86e-06, 1.02e-06, 1.48e-06, 1.54e-06, 8.73e-07, 2.74e-06, 4.14e-09, 2.35e-05, 3.97e-05, 7.47e-05, 1.96e-04, 5.55e-04, 3.43e-06, 7.63e-06, 3.37e-06, 6.55e-06, 0.00e+00, 1.46e-10, 4.22e-06, 1.08e-07] []
207900 [1.31e-06, 9.55e-07, 6.10e-07, 8.99e-07, 3.56e-07, 9.25e-07, 3.04e-07, 3.38e-07, 1.36e-08, 1.32e-06, 4.07e-06, 8.61e-06, 1.82e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-08, 6.64e-10, 2.45e-07, 4.65e-08] [1.31e-06, 9.55e-07, 6.10e-07, 8.99e-07, 3.56e-07, 9.25e-07, 3.04e-07, 3.38e-07, 1.36e-08, 1.32e-06, 4.07e-06, 8.61e-06, 1.82e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-08, 6.64e-10, 2.45e-07, 4.65e-08] []
208000 [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04] [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04] []
Best model at step 206804:
train loss: 6.91e-06
test loss: 6.91e-06
test metric: []
'train' took 38.828375 s
Best train step: 206804
lambda_a: 8.705856683616133
lambda_b: 6.267695151363327
kappa_a: 2.103272595759329
kappa_b: 1.5519135361569194
Best train step: 206804
lambda_a: 2.1639959812
lambda_b: 1.8354086876
kappa_a: 0.74349451065
kappa_b: 0.43948870897
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
208000 [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04] [5.13e-07, 5.05e-07, 7.92e-07, 5.20e-07, 3.33e-07, 7.07e-07, 3.55e-07, 1.54e-05, 1.51e-04, 9.83e-07, 1.09e-05, 8.19e-06, 1.14e-05, 6.81e-07, 1.07e-07, 5.69e-08, 3.31e-09, 5.30e-08, 0.00e+00, 3.14e-05, 1.86e-05, 1.39e-04] []
208100 [1.09e-05, 3.33e-06, 1.51e-06, 1.87e-06, 9.16e-07, 1.77e-06, 4.98e-07, 5.28e-05, 4.53e-08, 6.22e-06, 9.91e-05, 1.20e-04, 3.60e-04, 5.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-05, 2.34e-07] [1.09e-05, 3.33e-06, 1.51e-06, 1.87e-06, 9.16e-07, 1.77e-06, 4.98e-07, 5.28e-05, 4.53e-08, 6.22e-06, 9.91e-05, 1.20e-04, 3.60e-04, 5.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.69e-05, 2.34e-07] []
208200 [5.41e-06, 1.52e-06, 1.09e-06, 9.30e-07, 5.41e-07, 9.35e-07, 4.03e-07, 3.55e-05, 1.55e-06, 3.83e-07, 1.12e-04, 8.33e-05, 2.80e-04, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.83e-05, 2.09e-06] [5.41e-06, 1.52e-06, 1.09e-06, 9.30e-07, 5.41e-07, 9.35e-07, 4.03e-07, 3.55e-05, 1.55e-06, 3.83e-07, 1.12e-04, 8.33e-05, 2.80e-04, 2.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.83e-05, 2.09e-06] []
208300 [3.90e-07, 6.50e-07, 5.69e-07, 4.53e-07, 3.81e-07, 6.48e-07, 3.00e-07, 1.50e-08, 1.57e-08, 1.09e-09, 1.27e-06, 1.15e-06, 1.14e-06, 1.66e-07, 1.35e-08, 1.21e-08, 3.77e-08, 4.32e-08, 1.13e-08, 0.00e+00, 6.54e-08, 1.13e-07] [3.90e-07, 6.50e-07, 5.69e-07, 4.53e-07, 3.81e-07, 6.48e-07, 3.00e-07, 1.50e-08, 1.57e-08, 1.09e-09, 1.27e-06, 1.15e-06, 1.14e-06, 1.66e-07, 1.35e-08, 1.21e-08, 3.77e-08, 4.32e-08, 1.13e-08, 0.00e+00, 6.54e-08, 1.13e-07] []
208400 [4.02e-07, 6.11e-07, 5.92e-07, 4.83e-07, 3.51e-07, 6.52e-07, 3.01e-07, 3.43e-07, 6.51e-08, 8.17e-08, 2.20e-06, 1.91e-06, 2.36e-06, 6.16e-08, 2.63e-08, 6.21e-09, 8.36e-09, 1.98e-08, 0.00e+00, 0.00e+00, 4.25e-07, 2.31e-07] [4.02e-07, 6.11e-07, 5.92e-07, 4.83e-07, 3.51e-07, 6.52e-07, 3.01e-07, 3.43e-07, 6.51e-08, 8.17e-08, 2.20e-06, 1.91e-06, 2.36e-06, 6.16e-08, 2.63e-08, 6.21e-09, 8.36e-09, 1.98e-08, 0.00e+00, 0.00e+00, 4.25e-07, 2.31e-07] []
208500 [3.93e-07, 6.15e-07, 5.67e-07, 4.87e-07, 3.57e-07, 6.68e-07, 3.11e-07, 1.78e-07, 1.71e-07, 1.43e-09, 1.26e-06, 1.40e-06, 1.75e-06, 5.00e-07, 3.64e-10, 1.53e-08, 6.25e-09, 7.23e-09, 9.01e-12, 0.00e+00, 2.21e-07, 5.34e-07] [3.93e-07, 6.15e-07, 5.67e-07, 4.87e-07, 3.57e-07, 6.68e-07, 3.11e-07, 1.78e-07, 1.71e-07, 1.43e-09, 1.26e-06, 1.40e-06, 1.75e-06, 5.00e-07, 3.64e-10, 1.53e-08, 6.25e-09, 7.23e-09, 9.01e-12, 0.00e+00, 2.21e-07, 5.34e-07] []
208600 [6.47e-06, 1.65e-06, 1.14e-06, 1.17e-06, 8.82e-07, 1.27e-06, 5.47e-07, 5.00e-06, 8.17e-08, 9.08e-06, 3.56e-05, 5.82e-05, 1.64e-04, 3.82e-04, 5.04e-06, 3.24e-06, 3.22e-06, 2.65e-06, 7.42e-07, 4.18e-09, 5.05e-06, 4.23e-08] [6.47e-06, 1.65e-06, 1.14e-06, 1.17e-06, 8.82e-07, 1.27e-06, 5.47e-07, 5.00e-06, 8.17e-08, 9.08e-06, 3.56e-05, 5.82e-05, 1.64e-04, 3.82e-04, 5.04e-06, 3.24e-06, 3.22e-06, 2.65e-06, 7.42e-07, 4.18e-09, 5.05e-06, 4.23e-08] []
208700 [2.89e-06, 2.31e-06, 7.95e-07, 1.94e-06, 7.00e-07, 1.47e-06, 5.94e-07, 2.81e-05, 2.14e-04, 8.37e-06, 3.86e-05, 4.86e-05, 1.66e-05, 8.67e-05, 4.79e-06, 9.60e-07, 6.52e-07, 7.30e-09, 0.00e+00, 4.34e-05, 3.83e-05, 1.92e-04] [2.89e-06, 2.31e-06, 7.95e-07, 1.94e-06, 7.00e-07, 1.47e-06, 5.94e-07, 2.81e-05, 2.14e-04, 8.37e-06, 3.86e-05, 4.86e-05, 1.66e-05, 8.67e-05, 4.79e-06, 9.60e-07, 6.52e-07, 7.30e-09, 0.00e+00, 4.34e-05, 3.83e-05, 1.92e-04] []
208800 [7.93e-07, 9.16e-07, 4.76e-07, 6.98e-07, 6.93e-07, 7.23e-07, 4.08e-07, 2.05e-05, 6.16e-07, 1.39e-06, 5.48e-05, 3.10e-05, 8.60e-05, 1.29e-05, 4.23e-07, 2.80e-08, 1.57e-06, 2.16e-08, 2.62e-06, 3.95e-08, 1.75e-05, 2.17e-07] [7.93e-07, 9.16e-07, 4.76e-07, 6.98e-07, 6.93e-07, 7.23e-07, 4.08e-07, 2.05e-05, 6.16e-07, 1.39e-06, 5.48e-05, 3.10e-05, 8.60e-05, 1.29e-05, 4.23e-07, 2.80e-08, 1.57e-06, 2.16e-08, 2.62e-06, 3.95e-08, 1.75e-05, 2.17e-07] []
208900 [1.81e-06, 2.35e-06, 4.02e-06, 9.16e-06, 1.89e-06, 2.06e-06, 8.30e-07, 4.09e-05, 1.28e-09, 2.19e-05, 1.74e-04, 7.44e-05, 2.40e-04, 2.95e-05, 0.00e+00, 1.30e-06, 8.87e-07, 7.02e-08, 4.90e-06, 7.20e-11, 3.13e-05, 1.40e-07] [1.81e-06, 2.35e-06, 4.02e-06, 9.16e-06, 1.89e-06, 2.06e-06, 8.30e-07, 4.09e-05, 1.28e-09, 2.19e-05, 1.74e-04, 7.44e-05, 2.40e-04, 2.95e-05, 0.00e+00, 1.30e-06, 8.87e-07, 7.02e-08, 4.90e-06, 7.20e-11, 3.13e-05, 1.40e-07] []
209000 [4.19e-07, 6.97e-07, 7.00e-07, 4.77e-07, 3.31e-07, 7.14e-07, 3.00e-07, 3.27e-09, 1.01e-07, 6.90e-09, 1.08e-06, 9.54e-07, 8.95e-07, 1.07e-07, 4.22e-09, 6.82e-09, 1.32e-08, 1.20e-08, 1.15e-08, 7.15e-09, 6.15e-08, 3.91e-08] [4.19e-07, 6.97e-07, 7.00e-07, 4.77e-07, 3.31e-07, 7.14e-07, 3.00e-07, 3.27e-09, 1.01e-07, 6.90e-09, 1.08e-06, 9.54e-07, 8.95e-07, 1.07e-07, 4.22e-09, 6.82e-09, 1.32e-08, 1.20e-08, 1.15e-08, 7.15e-09, 6.15e-08, 3.91e-08] []
209100 [1.08e-05, 3.91e-06, 1.25e-06, 2.45e-06, 1.06e-06, 2.22e-06, 5.82e-07, 3.90e-06, 2.00e-08, 1.61e-05, 3.44e-05, 1.13e-04, 2.09e-04, 6.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-06, 1.82e-07] [1.08e-05, 3.91e-06, 1.25e-06, 2.45e-06, 1.06e-06, 2.22e-06, 5.82e-07, 3.90e-06, 2.00e-08, 1.61e-05, 3.44e-05, 1.13e-04, 2.09e-04, 6.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-06, 1.82e-07] []
209200 [1.97e-06, 1.25e-06, 1.25e-06, 9.98e-07, 8.96e-07, 6.54e-07, 6.13e-07, 1.03e-04, 2.96e-06, 8.12e-06, 1.09e-05, 2.20e-05, 1.09e-05, 9.42e-05, 1.28e-07, 3.21e-06, 1.68e-07, 8.46e-07, 0.00e+00, 2.90e-07, 1.12e-04, 1.89e-06] [1.97e-06, 1.25e-06, 1.25e-06, 9.98e-07, 8.96e-07, 6.54e-07, 6.13e-07, 1.03e-04, 2.96e-06, 8.12e-06, 1.09e-05, 2.20e-05, 1.09e-05, 9.42e-05, 1.28e-07, 3.21e-06, 1.68e-07, 8.46e-07, 0.00e+00, 2.90e-07, 1.12e-04, 1.89e-06] []
209300 [1.01e-06, 9.65e-07, 7.57e-07, 1.20e-06, 8.10e-07, 1.10e-06, 5.01e-07, 1.44e-05, 5.58e-08, 4.00e-06, 1.38e-05, 1.16e-05, 6.29e-06, 2.29e-05, 1.47e-09, 0.00e+00, 2.16e-08, 0.00e+00, 1.46e-06, 1.35e-09, 9.85e-06, 7.66e-08] [1.01e-06, 9.65e-07, 7.57e-07, 1.20e-06, 8.10e-07, 1.10e-06, 5.01e-07, 1.44e-05, 5.58e-08, 4.00e-06, 1.38e-05, 1.16e-05, 6.29e-06, 2.29e-05, 1.47e-09, 0.00e+00, 2.16e-08, 0.00e+00, 1.46e-06, 1.35e-09, 9.85e-06, 7.66e-08] []
209400 [1.20e-06, 1.20e-06, 6.01e-07, 7.38e-07, 4.07e-07, 7.84e-07, 2.89e-07, 1.26e-05, 7.62e-10, 2.16e-06, 4.55e-06, 6.41e-06, 4.77e-06, 3.41e-05, 1.12e-06, 4.11e-08, 4.81e-07, 3.82e-08, 0.00e+00, 4.31e-13, 1.44e-05, 1.05e-07] [1.20e-06, 1.20e-06, 6.01e-07, 7.38e-07, 4.07e-07, 7.84e-07, 2.89e-07, 1.26e-05, 7.62e-10, 2.16e-06, 4.55e-06, 6.41e-06, 4.77e-06, 3.41e-05, 1.12e-06, 4.11e-08, 4.81e-07, 3.82e-08, 0.00e+00, 4.31e-13, 1.44e-05, 1.05e-07] []
209500 [9.67e-07, 1.12e-06, 6.03e-07, 6.83e-07, 4.19e-07, 8.33e-07, 3.24e-07, 3.26e-06, 3.25e-07, 5.29e-07, 1.09e-05, 6.55e-06, 2.42e-05, 1.44e-05, 2.16e-07, 5.44e-08, 3.01e-08, 1.21e-07, 2.82e-07, 0.00e+00, 1.61e-06, 8.52e-07] [9.67e-07, 1.12e-06, 6.03e-07, 6.83e-07, 4.19e-07, 8.33e-07, 3.24e-07, 3.26e-06, 3.25e-07, 5.29e-07, 1.09e-05, 6.55e-06, 2.42e-05, 1.44e-05, 2.16e-07, 5.44e-08, 3.01e-08, 1.21e-07, 2.82e-07, 0.00e+00, 1.61e-06, 8.52e-07] []
209600 [1.11e-05, 2.35e-06, 1.48e-06, 1.89e-06, 1.22e-06, 1.62e-06, 5.38e-07, 7.74e-05, 3.26e-06, 4.87e-06, 1.28e-04, 1.19e-04, 5.15e-04, 6.79e-04, 9.99e-06, 5.10e-06, 7.08e-06, 4.81e-06, 1.25e-05, 0.00e+00, 7.73e-05, 5.06e-06] [1.11e-05, 2.35e-06, 1.48e-06, 1.89e-06, 1.22e-06, 1.62e-06, 5.38e-07, 7.74e-05, 3.26e-06, 4.87e-06, 1.28e-04, 1.19e-04, 5.15e-04, 6.79e-04, 9.99e-06, 5.10e-06, 7.08e-06, 4.81e-06, 1.25e-05, 0.00e+00, 7.73e-05, 5.06e-06] []
209700 [4.03e-06, 1.04e-06, 8.06e-07, 7.44e-07, 6.43e-07, 9.47e-07, 3.97e-07, 1.10e-05, 9.56e-10, 1.82e-06, 5.13e-05, 4.39e-05, 1.65e-04, 1.99e-04, 2.38e-06, 1.59e-06, 2.41e-06, 1.92e-06, 1.88e-06, 5.98e-11, 1.24e-05, 6.26e-08] [4.03e-06, 1.04e-06, 8.06e-07, 7.44e-07, 6.43e-07, 9.47e-07, 3.97e-07, 1.10e-05, 9.56e-10, 1.82e-06, 5.13e-05, 4.39e-05, 1.65e-04, 1.99e-04, 2.38e-06, 1.59e-06, 2.41e-06, 1.92e-06, 1.88e-06, 5.98e-11, 1.24e-05, 6.26e-08] []
209800 [1.81e-05, 3.51e-06, 2.05e-06, 2.64e-06, 1.86e-06, 2.24e-06, 9.31e-07, 1.43e-04, 8.25e-08, 1.66e-05, 1.16e-04, 1.66e-04, 5.50e-04, 1.06e-03, 1.64e-05, 1.03e-05, 9.88e-06, 7.48e-06, 2.64e-05, 5.76e-09, 1.49e-04, 7.60e-08] [1.81e-05, 3.51e-06, 2.05e-06, 2.64e-06, 1.86e-06, 2.24e-06, 9.31e-07, 1.43e-04, 8.25e-08, 1.66e-05, 1.16e-04, 1.66e-04, 5.50e-04, 1.06e-03, 1.64e-05, 1.03e-05, 9.88e-06, 7.48e-06, 2.64e-05, 5.76e-09, 1.49e-04, 7.60e-08] []
209900 [1.65e-06, 6.82e-07, 6.28e-07, 5.03e-07, 4.71e-07, 7.64e-07, 3.27e-07, 7.60e-06, 3.65e-08, 1.97e-07, 3.18e-05, 2.15e-05, 8.13e-05, 6.95e-05, 7.73e-07, 5.71e-07, 1.00e-06, 8.18e-07, 1.22e-06, 0.00e+00, 8.20e-06, 1.38e-07] [1.65e-06, 6.82e-07, 6.28e-07, 5.03e-07, 4.71e-07, 7.64e-07, 3.27e-07, 7.60e-06, 3.65e-08, 1.97e-07, 3.18e-05, 2.15e-05, 8.13e-05, 6.95e-05, 7.73e-07, 5.71e-07, 1.00e-06, 8.18e-07, 1.22e-06, 0.00e+00, 8.20e-06, 1.38e-07] []
210000 [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05] [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05] []
Best model at step 209566:
train loss: 6.10e-06
test loss: 6.10e-06
test metric: []
'train' took 35.246608 s
Best train step: 209566
lambda_a: 8.65456782312164
lambda_b: 6.011183550147883
kappa_a: 2.0537189983451185
kappa_b: 1.5549549011581896
Best train step: 209566
lambda_a: 2.1580872536
lambda_b: 1.7936216593
kappa_a: 0.71965229511
kappa_b: 0.44144654274
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
210000 [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05] [3.53e-06, 5.64e-06, 1.63e-06, 8.51e-06, 2.48e-06, 3.74e-06, 1.50e-06, 3.12e-05, 1.51e-05, 3.50e-06, 2.42e-05, 1.83e-04, 7.88e-05, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 1.72e-05] []
210100 [4.13e-07, 6.86e-07, 6.22e-07, 5.02e-07, 4.15e-07, 7.22e-07, 3.93e-07, 1.98e-07, 7.11e-08, 2.63e-08, 1.66e-06, 1.42e-06, 1.36e-06, 4.97e-07, 1.40e-08, 8.72e-09, 2.77e-08, 3.07e-08, 5.17e-08, 5.13e-09, 2.92e-07, 2.88e-08] [4.13e-07, 6.86e-07, 6.22e-07, 5.02e-07, 4.15e-07, 7.22e-07, 3.93e-07, 1.98e-07, 7.11e-08, 2.63e-08, 1.66e-06, 1.42e-06, 1.36e-06, 4.97e-07, 1.40e-08, 8.72e-09, 2.77e-08, 3.07e-08, 5.17e-08, 5.13e-09, 2.92e-07, 2.88e-08] []
210200 [4.04e-07, 6.63e-07, 5.33e-07, 4.53e-07, 3.68e-07, 6.43e-07, 3.11e-07, 1.29e-06, 2.28e-06, 1.51e-07, 5.03e-06, 2.85e-06, 4.22e-06, 2.07e-08, 1.95e-08, 2.13e-08, 4.38e-08, 3.01e-08, 1.48e-07, 2.13e-07, 9.02e-07, 1.37e-06] [4.04e-07, 6.63e-07, 5.33e-07, 4.53e-07, 3.68e-07, 6.43e-07, 3.11e-07, 1.29e-06, 2.28e-06, 1.51e-07, 5.03e-06, 2.85e-06, 4.22e-06, 2.07e-08, 1.95e-08, 2.13e-08, 4.38e-08, 3.01e-08, 1.48e-07, 2.13e-07, 9.02e-07, 1.37e-06] []
210300 [4.80e-07, 6.81e-07, 5.38e-07, 4.75e-07, 3.45e-07, 7.27e-07, 3.19e-07, 1.20e-07, 6.99e-08, 6.14e-07, 2.06e-06, 3.30e-06, 1.82e-06, 7.44e-06, 1.81e-11, 0.00e+00, 1.36e-09, 8.14e-16, 2.51e-08, 4.17e-09, 2.00e-07, 4.11e-08] [4.80e-07, 6.81e-07, 5.38e-07, 4.75e-07, 3.45e-07, 7.27e-07, 3.19e-07, 1.20e-07, 6.99e-08, 6.14e-07, 2.06e-06, 3.30e-06, 1.82e-06, 7.44e-06, 1.81e-11, 0.00e+00, 1.36e-09, 8.14e-16, 2.51e-08, 4.17e-09, 2.00e-07, 4.11e-08] []
210400 [4.06e-07, 6.48e-07, 4.67e-07, 5.78e-07, 3.26e-07, 7.36e-07, 3.26e-07, 1.62e-06, 4.85e-08, 7.41e-07, 4.22e-06, 2.65e-06, 2.55e-06, 1.08e-06, 1.68e-08, 1.64e-12, 4.02e-09, 1.96e-09, 2.00e-07, 0.00e+00, 1.19e-06, 3.18e-07] [4.06e-07, 6.48e-07, 4.67e-07, 5.78e-07, 3.26e-07, 7.36e-07, 3.26e-07, 1.62e-06, 4.85e-08, 7.41e-07, 4.22e-06, 2.65e-06, 2.55e-06, 1.08e-06, 1.68e-08, 1.64e-12, 4.02e-09, 1.96e-09, 2.00e-07, 0.00e+00, 1.19e-06, 3.18e-07] []
210500 [1.08e-06, 2.01e-06, 4.37e-07, 1.15e-06, 1.09e-06, 1.24e-06, 3.65e-07, 8.18e-05, 5.07e-08, 1.97e-05, 1.06e-04, 8.20e-05, 8.66e-05, 3.46e-05, 0.00e+00, 0.00e+00, 1.13e-08, 2.11e-08, 1.14e-05, 2.03e-09, 6.99e-05, 8.55e-08] [1.08e-06, 2.01e-06, 4.37e-07, 1.15e-06, 1.09e-06, 1.24e-06, 3.65e-07, 8.18e-05, 5.07e-08, 1.97e-05, 1.06e-04, 8.20e-05, 8.66e-05, 3.46e-05, 0.00e+00, 0.00e+00, 1.13e-08, 2.11e-08, 1.14e-05, 2.03e-09, 6.99e-05, 8.55e-08] []
210600 [4.24e-05, 8.84e-06, 5.04e-06, 7.10e-06, 5.82e-06, 4.92e-06, 3.34e-06, 3.89e-05, 1.88e-07, 9.92e-05, 1.26e-04, 4.37e-04, 7.44e-04, 2.90e-03, 4.95e-05, 5.19e-05, 1.79e-05, 1.40e-05, 7.35e-06, 1.60e-08, 4.45e-05, 9.35e-08] [4.24e-05, 8.84e-06, 5.04e-06, 7.10e-06, 5.82e-06, 4.92e-06, 3.34e-06, 3.89e-05, 1.88e-07, 9.92e-05, 1.26e-04, 4.37e-04, 7.44e-04, 2.90e-03, 4.95e-05, 5.19e-05, 1.79e-05, 1.40e-05, 7.35e-06, 1.60e-08, 4.45e-05, 9.35e-08] []
210700 [3.41e-07, 5.43e-07, 5.34e-07, 3.87e-07, 3.29e-07, 6.38e-07, 3.06e-07, 5.17e-08, 1.55e-08, 4.16e-09, 1.14e-06, 1.22e-06, 1.76e-06, 5.68e-07, 4.95e-11, 1.83e-09, 2.13e-09, 7.10e-09, 2.48e-09, 0.00e+00, 9.75e-08, 9.11e-08] [3.41e-07, 5.43e-07, 5.34e-07, 3.87e-07, 3.29e-07, 6.38e-07, 3.06e-07, 5.17e-08, 1.55e-08, 4.16e-09, 1.14e-06, 1.22e-06, 1.76e-06, 5.68e-07, 4.95e-11, 1.83e-09, 2.13e-09, 7.10e-09, 2.48e-09, 0.00e+00, 9.75e-08, 9.11e-08] []
210800 [4.04e-07, 5.93e-07, 5.15e-07, 4.02e-07, 3.23e-07, 6.82e-07, 2.95e-07, 6.10e-12, 1.06e-06, 2.61e-07, 1.26e-06, 1.67e-06, 1.13e-06, 2.40e-06, 4.53e-13, 1.22e-12, 4.99e-09, 1.79e-09, 5.74e-09, 9.32e-08, 1.14e-07, 5.86e-07] [4.04e-07, 5.93e-07, 5.15e-07, 4.02e-07, 3.23e-07, 6.82e-07, 2.95e-07, 6.10e-12, 1.06e-06, 2.61e-07, 1.26e-06, 1.67e-06, 1.13e-06, 2.40e-06, 4.53e-13, 1.22e-12, 4.99e-09, 1.79e-09, 5.74e-09, 9.32e-08, 1.14e-07, 5.86e-07] []
210900 [5.92e-07, 6.94e-07, 5.54e-07, 4.66e-07, 3.56e-07, 7.48e-07, 3.07e-07, 2.23e-06, 5.60e-09, 2.09e-07, 2.21e-06, 4.78e-06, 3.33e-06, 1.61e-05, 1.22e-13, 0.00e+00, 8.64e-09, 1.56e-09, 0.00e+00, 0.00e+00, 3.23e-06, 1.16e-07] [5.92e-07, 6.94e-07, 5.54e-07, 4.66e-07, 3.56e-07, 7.48e-07, 3.07e-07, 2.23e-06, 5.60e-09, 2.09e-07, 2.21e-06, 4.78e-06, 3.33e-06, 1.61e-05, 1.22e-13, 0.00e+00, 8.64e-09, 1.56e-09, 0.00e+00, 0.00e+00, 3.23e-06, 1.16e-07] []
211000 [1.12e-06, 8.06e-07, 5.38e-07, 7.58e-07, 3.46e-07, 7.21e-07, 3.60e-07, 1.32e-05, 3.14e-05, 2.65e-07, 3.73e-05, 2.50e-05, 7.65e-05, 3.16e-05, 0.00e+00, 1.91e-10, 0.00e+00, 9.50e-11, 0.00e+00, 3.47e-06, 1.81e-05, 2.18e-05] [1.12e-06, 8.06e-07, 5.38e-07, 7.58e-07, 3.46e-07, 7.21e-07, 3.60e-07, 1.32e-05, 3.14e-05, 2.65e-07, 3.73e-05, 2.50e-05, 7.65e-05, 3.16e-05, 0.00e+00, 1.91e-10, 0.00e+00, 9.50e-11, 0.00e+00, 3.47e-06, 1.81e-05, 2.18e-05] []
211100 [4.60e-07, 6.00e-07, 4.88e-07, 6.01e-07, 3.36e-07, 6.45e-07, 3.11e-07, 9.84e-08, 2.39e-08, 1.26e-08, 2.50e-06, 2.75e-06, 5.81e-06, 3.00e-06, 6.32e-08, 0.00e+00, 1.17e-10, 8.76e-09, 2.33e-08, 9.09e-10, 2.38e-07, 1.26e-07] [4.60e-07, 6.00e-07, 4.88e-07, 6.01e-07, 3.36e-07, 6.45e-07, 3.11e-07, 9.84e-08, 2.39e-08, 1.26e-08, 2.50e-06, 2.75e-06, 5.81e-06, 3.00e-06, 6.32e-08, 0.00e+00, 1.17e-10, 8.76e-09, 2.33e-08, 9.09e-10, 2.38e-07, 1.26e-07] []
211200 [4.45e-07, 6.05e-07, 5.32e-07, 4.68e-07, 3.05e-07, 6.57e-07, 3.14e-07, 1.51e-08, 3.70e-08, 7.31e-09, 2.55e-06, 2.64e-06, 5.79e-06, 2.26e-06, 3.36e-10, 0.00e+00, 2.66e-09, 3.22e-09, 1.83e-09, 1.63e-09, 2.14e-07, 8.31e-08] [4.45e-07, 6.05e-07, 5.32e-07, 4.68e-07, 3.05e-07, 6.57e-07, 3.14e-07, 1.51e-08, 3.70e-08, 7.31e-09, 2.55e-06, 2.64e-06, 5.79e-06, 2.26e-06, 3.36e-10, 0.00e+00, 2.66e-09, 3.22e-09, 1.83e-09, 1.63e-09, 2.14e-07, 8.31e-08] []
211300 [5.50e-07, 6.96e-07, 5.76e-07, 5.75e-07, 3.22e-07, 7.86e-07, 3.38e-07, 6.13e-08, 6.52e-08, 1.47e-07, 2.08e-06, 2.09e-06, 1.69e-06, 1.18e-06, 4.03e-08, 2.86e-08, 2.03e-09, 4.50e-08, 0.00e+00, 0.00e+00, 5.91e-07, 3.23e-07] [5.50e-07, 6.96e-07, 5.76e-07, 5.75e-07, 3.22e-07, 7.86e-07, 3.38e-07, 6.13e-08, 6.52e-08, 1.47e-07, 2.08e-06, 2.09e-06, 1.69e-06, 1.18e-06, 4.03e-08, 2.86e-08, 2.03e-09, 4.50e-08, 0.00e+00, 0.00e+00, 5.91e-07, 3.23e-07] []
211400 [5.65e-07, 8.96e-07, 5.41e-07, 7.24e-07, 4.11e-07, 7.43e-07, 4.10e-07, 1.86e-05, 7.33e-07, 1.36e-07, 2.45e-06, 4.53e-06, 2.57e-06, 7.85e-06, 1.96e-08, 1.75e-10, 2.89e-08, 9.55e-08, 2.41e-06, 5.55e-08, 1.61e-05, 3.21e-07] [5.65e-07, 8.96e-07, 5.41e-07, 7.24e-07, 4.11e-07, 7.43e-07, 4.10e-07, 1.86e-05, 7.33e-07, 1.36e-07, 2.45e-06, 4.53e-06, 2.57e-06, 7.85e-06, 1.96e-08, 1.75e-10, 2.89e-08, 9.55e-08, 2.41e-06, 5.55e-08, 1.61e-05, 3.21e-07] []
211500 [5.38e-06, 2.89e-06, 1.04e-06, 1.76e-06, 9.83e-07, 1.48e-06, 4.52e-07, 4.98e-05, 6.78e-05, 1.21e-05, 5.01e-05, 5.61e-05, 1.69e-04, 4.18e-04, 7.11e-06, 2.17e-06, 3.07e-06, 1.22e-06, 0.00e+00, 1.10e-05, 5.58e-05, 5.74e-05] [5.38e-06, 2.89e-06, 1.04e-06, 1.76e-06, 9.83e-07, 1.48e-06, 4.52e-07, 4.98e-05, 6.78e-05, 1.21e-05, 5.01e-05, 5.61e-05, 1.69e-04, 4.18e-04, 7.11e-06, 2.17e-06, 3.07e-06, 1.22e-06, 0.00e+00, 1.10e-05, 5.58e-05, 5.74e-05] []
211600 [2.30e-05, 8.25e-06, 2.41e-06, 5.06e-06, 1.71e-06, 4.93e-06, 9.69e-07, 2.24e-04, 5.52e-08, 2.17e-05, 9.98e-05, 2.65e-04, 4.98e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-04, 4.33e-07] [2.30e-05, 8.25e-06, 2.41e-06, 5.06e-06, 1.71e-06, 4.93e-06, 9.69e-07, 2.24e-04, 5.52e-08, 2.17e-05, 9.98e-05, 2.65e-04, 4.98e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-04, 4.33e-07] []
211700 [3.70e-05, 7.85e-06, 4.75e-06, 7.01e-06, 5.56e-06, 4.51e-06, 3.43e-06, 1.13e-05, 4.33e-06, 1.10e-04, 9.92e-05, 3.79e-04, 4.70e-04, 2.40e-03, 3.99e-05, 4.58e-05, 1.46e-05, 1.14e-05, 1.76e-06, 5.33e-07, 1.17e-05, 3.44e-06] [3.70e-05, 7.85e-06, 4.75e-06, 7.01e-06, 5.56e-06, 4.51e-06, 3.43e-06, 1.13e-05, 4.33e-06, 1.10e-04, 9.92e-05, 3.79e-04, 4.70e-04, 2.40e-03, 3.99e-05, 4.58e-05, 1.46e-05, 1.14e-05, 1.76e-06, 5.33e-07, 1.17e-05, 3.44e-06] []
211800 [1.54e-06, 1.51e-06, 7.16e-07, 1.86e-06, 8.90e-07, 1.41e-06, 6.28e-07, 1.36e-05, 3.05e-07, 2.40e-06, 4.29e-06, 2.90e-05, 3.81e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-06, 1.47e-08, 1.02e-05, 1.49e-07] [1.54e-06, 1.51e-06, 7.16e-07, 1.86e-06, 8.90e-07, 1.41e-06, 6.28e-07, 1.36e-05, 3.05e-07, 2.40e-06, 4.29e-06, 2.90e-05, 3.81e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-06, 1.47e-08, 1.02e-05, 1.49e-07] []
211900 [2.32e-06, 1.15e-06, 5.21e-07, 7.57e-07, 6.11e-07, 8.00e-07, 3.98e-07, 3.49e-05, 1.74e-07, 4.83e-06, 4.42e-06, 2.06e-05, 3.36e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-06, 0.00e+00, 3.19e-05, 7.83e-07] [2.32e-06, 1.15e-06, 5.21e-07, 7.57e-07, 6.11e-07, 8.00e-07, 3.98e-07, 3.49e-05, 1.74e-07, 4.83e-06, 4.42e-06, 2.06e-05, 3.36e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-06, 0.00e+00, 3.19e-05, 7.83e-07] []
212000 [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07] [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07] []
Best model at step 210453:
train loss: 5.99e-06
test loss: 5.99e-06
test metric: []
'train' took 40.184290 s
Best train step: 210453
lambda_a: 8.729807144631534
lambda_b: 6.258824337730565
kappa_a: 2.060231785778316
kappa_b: 1.566332697100502
Best train step: 210453
lambda_a: 2.1667432785
lambda_b: 1.833992362
kappa_a: 0.72281849384
kappa_b: 0.44873702526
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
212000 [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07] [7.92e-06, 2.16e-06, 1.80e-06, 2.64e-06, 1.12e-06, 1.26e-06, 6.18e-07, 2.46e-05, 4.32e-07, 1.11e-05, 6.57e-05, 7.12e-05, 2.67e-04, 3.57e-04, 2.64e-06, 4.50e-06, 2.40e-06, 8.38e-06, 2.86e-06, 2.50e-08, 1.90e-05, 3.42e-07] []
212100 [6.11e-05, 2.11e-05, 5.21e-06, 1.43e-05, 6.18e-06, 1.20e-05, 3.56e-06, 9.68e-05, 2.77e-05, 1.34e-04, 1.17e-04, 7.56e-04, 4.71e-04, 3.51e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.83e-05, 3.04e-05] [6.11e-05, 2.11e-05, 5.21e-06, 1.43e-05, 6.18e-06, 1.20e-05, 3.56e-06, 9.68e-05, 2.77e-05, 1.34e-04, 1.17e-04, 7.56e-04, 4.71e-04, 3.51e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.83e-05, 3.04e-05] []
212200 [3.20e-06, 1.20e-06, 7.74e-07, 8.00e-07, 3.69e-07, 8.73e-07, 3.97e-07, 9.11e-06, 7.23e-08, 8.17e-07, 4.45e-05, 3.96e-05, 1.31e-04, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.62e-06, 5.42e-07] [3.20e-06, 1.20e-06, 7.74e-07, 8.00e-07, 3.69e-07, 8.73e-07, 3.97e-07, 9.11e-06, 7.23e-08, 8.17e-07, 4.45e-05, 3.96e-05, 1.31e-04, 1.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.62e-06, 5.42e-07] []
212300 [9.65e-06, 4.08e-06, 1.46e-06, 4.45e-06, 2.31e-06, 2.69e-06, 1.18e-06, 8.37e-06, 4.58e-07, 2.11e-05, 2.58e-05, 1.63e-04, 1.80e-04, 8.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 2.52e-08, 7.04e-06, 1.88e-07] [9.65e-06, 4.08e-06, 1.46e-06, 4.45e-06, 2.31e-06, 2.69e-06, 1.18e-06, 8.37e-06, 4.58e-07, 2.11e-05, 2.58e-05, 1.63e-04, 1.80e-04, 8.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-06, 2.52e-08, 7.04e-06, 1.88e-07] []
212400 [4.71e-06, 1.88e-06, 6.04e-07, 1.11e-06, 8.95e-07, 1.12e-06, 4.57e-07, 1.87e-05, 9.96e-10, 1.79e-05, 1.43e-05, 5.41e-05, 3.19e-05, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-06, 0.00e+00, 1.54e-05, 1.43e-07] [4.71e-06, 1.88e-06, 6.04e-07, 1.11e-06, 8.95e-07, 1.12e-06, 4.57e-07, 1.87e-05, 9.96e-10, 1.79e-05, 1.43e-05, 5.41e-05, 3.19e-05, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-06, 0.00e+00, 1.54e-05, 1.43e-07] []
212500 [2.01e-06, 1.47e-06, 1.27e-06, 6.61e-07, 7.98e-07, 8.77e-07, 7.51e-07, 3.79e-05, 3.45e-07, 4.34e-07, 1.67e-05, 4.18e-05, 6.18e-05, 2.57e-04, 2.92e-06, 4.81e-06, 3.18e-08, 7.25e-07, 4.69e-06, 1.87e-08, 3.12e-05, 3.08e-07] [2.01e-06, 1.47e-06, 1.27e-06, 6.61e-07, 7.98e-07, 8.77e-07, 7.51e-07, 3.79e-05, 3.45e-07, 4.34e-07, 1.67e-05, 4.18e-05, 6.18e-05, 2.57e-04, 2.92e-06, 4.81e-06, 3.18e-08, 7.25e-07, 4.69e-06, 1.87e-08, 3.12e-05, 3.08e-07] []
212600 [5.14e-06, 3.43e-06, 1.44e-06, 7.02e-06, 1.32e-06, 3.07e-06, 1.76e-06, 6.81e-05, 1.98e-07, 3.81e-06, 1.22e-05, 3.13e-05, 2.62e-05, 7.38e-05, 2.05e-06, 1.03e-06, 1.03e-06, 1.07e-06, 9.53e-06, 1.11e-08, 5.86e-05, 7.49e-08] [5.14e-06, 3.43e-06, 1.44e-06, 7.02e-06, 1.32e-06, 3.07e-06, 1.76e-06, 6.81e-05, 1.98e-07, 3.81e-06, 1.22e-05, 3.13e-05, 2.62e-05, 7.38e-05, 2.05e-06, 1.03e-06, 1.03e-06, 1.07e-06, 9.53e-06, 1.11e-08, 5.86e-05, 7.49e-08] []
212700 [7.19e-07, 7.14e-07, 6.74e-07, 5.35e-07, 4.08e-07, 6.62e-07, 4.03e-07, 3.24e-08, 2.43e-09, 7.75e-09, 2.78e-06, 1.73e-06, 1.69e-06, 5.65e-08, 7.24e-08, 2.67e-08, 9.40e-08, 5.01e-08, 3.26e-09, 6.54e-11, 4.08e-07, 1.22e-08] [7.19e-07, 7.14e-07, 6.74e-07, 5.35e-07, 4.08e-07, 6.62e-07, 4.03e-07, 3.24e-08, 2.43e-09, 7.75e-09, 2.78e-06, 1.73e-06, 1.69e-06, 5.65e-08, 7.24e-08, 2.67e-08, 9.40e-08, 5.01e-08, 3.26e-09, 6.54e-11, 4.08e-07, 1.22e-08] []
212800 [8.84e-06, 1.87e-06, 1.12e-06, 1.50e-06, 1.15e-06, 1.19e-06, 4.55e-07, 1.54e-04, 8.59e-08, 1.69e-06, 1.78e-04, 1.27e-04, 5.17e-04, 4.21e-04, 6.59e-06, 3.82e-06, 8.01e-06, 5.42e-06, 3.20e-05, 7.76e-09, 1.70e-04, 3.57e-08] [8.84e-06, 1.87e-06, 1.12e-06, 1.50e-06, 1.15e-06, 1.19e-06, 4.55e-07, 1.54e-04, 8.59e-08, 1.69e-06, 1.78e-04, 1.27e-04, 5.17e-04, 4.21e-04, 6.59e-06, 3.82e-06, 8.01e-06, 5.42e-06, 3.20e-05, 7.76e-09, 1.70e-04, 3.57e-08] []
212900 [2.75e-06, 1.62e-06, 8.63e-07, 1.02e-06, 5.56e-07, 1.07e-06, 5.70e-07, 2.06e-05, 1.05e-05, 5.39e-07, 8.34e-05, 5.83e-05, 1.93e-04, 1.23e-04, 0.00e+00, 1.88e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-06, 2.54e-05, 7.94e-06] [2.75e-06, 1.62e-06, 8.63e-07, 1.02e-06, 5.56e-07, 1.07e-06, 5.70e-07, 2.06e-05, 1.05e-05, 5.39e-07, 8.34e-05, 5.83e-05, 1.93e-04, 1.23e-04, 0.00e+00, 1.88e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-06, 2.54e-05, 7.94e-06] []
213000 [2.15e-06, 1.47e-06, 9.97e-07, 7.11e-07, 6.61e-07, 8.23e-07, 4.11e-07, 7.44e-06, 1.22e-07, 3.46e-07, 4.60e-05, 2.61e-05, 1.02e-04, 1.01e-04, 1.17e-06, 4.82e-07, 1.30e-06, 1.12e-06, 1.02e-06, 7.20e-09, 6.70e-06, 5.98e-08] [2.15e-06, 1.47e-06, 9.97e-07, 7.11e-07, 6.61e-07, 8.23e-07, 4.11e-07, 7.44e-06, 1.22e-07, 3.46e-07, 4.60e-05, 2.61e-05, 1.02e-04, 1.01e-04, 1.17e-06, 4.82e-07, 1.30e-06, 1.12e-06, 1.02e-06, 7.20e-09, 6.70e-06, 5.98e-08] []
213100 [4.04e-05, 9.81e-06, 5.11e-06, 8.19e-06, 7.02e-06, 4.99e-06, 4.58e-06, 2.03e-04, 6.12e-05, 1.68e-04, 1.70e-04, 4.81e-04, 2.79e-04, 2.63e-03, 4.66e-05, 6.26e-05, 1.23e-05, 1.22e-05, 0.00e+00, 1.35e-05, 1.95e-04, 5.70e-05] [4.04e-05, 9.81e-06, 5.11e-06, 8.19e-06, 7.02e-06, 4.99e-06, 4.58e-06, 2.03e-04, 6.12e-05, 1.68e-04, 1.70e-04, 4.81e-04, 2.79e-04, 2.63e-03, 4.66e-05, 6.26e-05, 1.23e-05, 1.22e-05, 0.00e+00, 1.35e-05, 1.95e-04, 5.70e-05] []
213200 [1.31e-05, 2.84e-06, 1.75e-06, 2.01e-06, 1.59e-06, 1.77e-06, 9.30e-07, 4.39e-06, 1.04e-06, 2.23e-05, 6.19e-05, 1.23e-04, 3.29e-04, 8.32e-04, 1.21e-05, 8.92e-06, 6.65e-06, 5.55e-06, 7.66e-07, 9.68e-08, 4.75e-06, 5.06e-07] [1.31e-05, 2.84e-06, 1.75e-06, 2.01e-06, 1.59e-06, 1.77e-06, 9.30e-07, 4.39e-06, 1.04e-06, 2.23e-05, 6.19e-05, 1.23e-04, 3.29e-04, 8.32e-04, 1.21e-05, 8.92e-06, 6.65e-06, 5.55e-06, 7.66e-07, 9.68e-08, 4.75e-06, 5.06e-07] []
213300 [4.26e-07, 6.63e-07, 6.07e-07, 4.06e-07, 3.07e-07, 7.05e-07, 3.57e-07, 2.19e-11, 1.33e-05, 1.43e-07, 1.68e-06, 2.32e-06, 5.03e-06, 7.33e-06, 8.73e-10, 3.97e-10, 2.73e-09, 2.34e-09, 8.20e-09, 2.57e-06, 1.53e-07, 1.16e-05] [4.26e-07, 6.63e-07, 6.07e-07, 4.06e-07, 3.07e-07, 7.05e-07, 3.57e-07, 2.19e-11, 1.33e-05, 1.43e-07, 1.68e-06, 2.32e-06, 5.03e-06, 7.33e-06, 8.73e-10, 3.97e-10, 2.73e-09, 2.34e-09, 8.20e-09, 2.57e-06, 1.53e-07, 1.16e-05] []
213400 [3.93e-07, 6.22e-07, 5.24e-07, 4.18e-07, 3.16e-07, 7.06e-07, 3.59e-07, 9.66e-08, 1.87e-08, 9.00e-09, 1.22e-06, 1.17e-06, 1.05e-06, 9.19e-08, 3.61e-09, 7.26e-09, 2.92e-08, 2.06e-08, 2.34e-08, 1.14e-09, 1.34e-07, 1.44e-07] [3.93e-07, 6.22e-07, 5.24e-07, 4.18e-07, 3.16e-07, 7.06e-07, 3.59e-07, 9.66e-08, 1.87e-08, 9.00e-09, 1.22e-06, 1.17e-06, 1.05e-06, 9.19e-08, 3.61e-09, 7.26e-09, 2.92e-08, 2.06e-08, 2.34e-08, 1.14e-09, 1.34e-07, 1.44e-07] []
213500 [3.43e-07, 6.23e-07, 4.96e-07, 4.10e-07, 3.01e-07, 7.27e-07, 3.66e-07, 1.68e-09, 1.32e-09, 2.27e-07, 3.06e-06, 2.48e-06, 1.80e-06, 1.42e-06, 5.34e-10, 1.43e-09, 3.63e-08, 2.17e-08, 1.26e-08, 2.48e-10, 7.17e-08, 3.60e-08] [3.43e-07, 6.23e-07, 4.96e-07, 4.10e-07, 3.01e-07, 7.27e-07, 3.66e-07, 1.68e-09, 1.32e-09, 2.27e-07, 3.06e-06, 2.48e-06, 1.80e-06, 1.42e-06, 5.34e-10, 1.43e-09, 3.63e-08, 2.17e-08, 1.26e-08, 2.48e-10, 7.17e-08, 3.60e-08] []
213600 [6.68e-07, 6.38e-07, 6.35e-07, 4.63e-07, 3.33e-07, 8.04e-07, 3.80e-07, 3.17e-06, 1.73e-08, 6.46e-07, 2.93e-06, 2.49e-06, 2.36e-06, 2.53e-06, 2.44e-08, 6.47e-08, 9.38e-08, 1.02e-07, 0.00e+00, 0.00e+00, 3.09e-06, 2.06e-08] [6.68e-07, 6.38e-07, 6.35e-07, 4.63e-07, 3.33e-07, 8.04e-07, 3.80e-07, 3.17e-06, 1.73e-08, 6.46e-07, 2.93e-06, 2.49e-06, 2.36e-06, 2.53e-06, 2.44e-08, 6.47e-08, 9.38e-08, 1.02e-07, 0.00e+00, 0.00e+00, 3.09e-06, 2.06e-08] []
213700 [6.23e-07, 6.63e-07, 6.26e-07, 4.32e-07, 3.03e-07, 6.55e-07, 3.90e-07, 1.47e-06, 7.86e-13, 1.14e-09, 1.64e-05, 1.06e-05, 3.34e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.12e-11, 1.85e-06, 1.41e-08] [6.23e-07, 6.63e-07, 6.26e-07, 4.32e-07, 3.03e-07, 6.55e-07, 3.90e-07, 1.47e-06, 7.86e-13, 1.14e-09, 1.64e-05, 1.06e-05, 3.34e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.12e-11, 1.85e-06, 1.41e-08] []
213800 [2.70e-06, 1.50e-06, 1.03e-06, 1.14e-06, 5.95e-07, 1.19e-06, 7.37e-07, 1.98e-08, 4.31e-07, 2.64e-06, 1.49e-05, 1.82e-05, 6.18e-05, 1.11e-04, 1.81e-06, 2.83e-07, 1.48e-06, 2.20e-07, 1.26e-08, 1.98e-08, 6.60e-08, 9.71e-08] [2.70e-06, 1.50e-06, 1.03e-06, 1.14e-06, 5.95e-07, 1.19e-06, 7.37e-07, 1.98e-08, 4.31e-07, 2.64e-06, 1.49e-05, 1.82e-05, 6.18e-05, 1.11e-04, 1.81e-06, 2.83e-07, 1.48e-06, 2.20e-07, 1.26e-08, 1.98e-08, 6.60e-08, 9.71e-08] []
213900 [2.74e-06, 1.11e-06, 9.60e-07, 6.08e-07, 6.82e-07, 7.88e-07, 5.40e-07, 3.17e-06, 2.01e-09, 1.19e-06, 3.67e-05, 3.04e-05, 1.09e-04, 1.27e-04, 6.06e-07, 1.51e-06, 1.60e-06, 1.05e-06, 6.32e-07, 2.85e-09, 4.04e-06, 9.85e-09] [2.74e-06, 1.11e-06, 9.60e-07, 6.08e-07, 6.82e-07, 7.88e-07, 5.40e-07, 3.17e-06, 2.01e-09, 1.19e-06, 3.67e-05, 3.04e-05, 1.09e-04, 1.27e-04, 6.06e-07, 1.51e-06, 1.60e-06, 1.05e-06, 6.32e-07, 2.85e-09, 4.04e-06, 9.85e-09] []
214000 [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09] [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09] []
Best model at step 212561:
train loss: 5.88e-06
test loss: 5.88e-06
test metric: []
'train' took 45.573982 s
Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Best train step: 212561
lambda_a: 2.164709568
lambda_b: 1.815505147
kappa_a: 0.71505713463
kappa_b: 0.44677749276
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
214000 [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09] [1.96e-06, 1.39e-06, 8.27e-07, 8.68e-07, 7.13e-07, 8.73e-07, 5.90e-07, 3.87e-05, 5.34e-10, 9.53e-07, 2.58e-05, 1.61e-05, 5.95e-05, 7.01e-05, 1.44e-06, 4.02e-07, 5.95e-07, 4.09e-07, 0.00e+00, 1.68e-09, 3.65e-05, 5.46e-09] []
214100 [6.52e-06, 2.46e-06, 7.35e-07, 1.42e-06, 1.43e-06, 1.42e-06, 7.69e-07, 1.80e-05, 1.65e-08, 2.35e-05, 1.86e-05, 9.24e-05, 5.12e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-06, 1.50e-09, 1.31e-05, 5.84e-09] [6.52e-06, 2.46e-06, 7.35e-07, 1.42e-06, 1.43e-06, 1.42e-06, 7.69e-07, 1.80e-05, 1.65e-08, 2.35e-05, 1.86e-05, 9.24e-05, 5.12e-05, 4.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-06, 1.50e-09, 1.31e-05, 5.84e-09] []
214200 [1.05e-06, 8.75e-07, 8.65e-07, 9.41e-07, 5.16e-07, 8.63e-07, 4.82e-07, 1.28e-05, 3.28e-09, 1.19e-07, 3.97e-05, 2.09e-05, 7.80e-05, 4.24e-05, 5.40e-08, 5.52e-07, 7.20e-07, 5.26e-07, 2.06e-06, 3.33e-09, 1.30e-05, 1.50e-08] [1.05e-06, 8.75e-07, 8.65e-07, 9.41e-07, 5.16e-07, 8.63e-07, 4.82e-07, 1.28e-05, 3.28e-09, 1.19e-07, 3.97e-05, 2.09e-05, 7.80e-05, 4.24e-05, 5.40e-08, 5.52e-07, 7.20e-07, 5.26e-07, 2.06e-06, 3.33e-09, 1.30e-05, 1.50e-08] []
214300 [8.92e-07, 6.01e-07, 6.02e-07, 4.32e-07, 4.81e-07, 6.90e-07, 3.99e-07, 3.84e-06, 1.13e-08, 1.50e-07, 1.08e-05, 8.36e-06, 3.08e-05, 3.46e-05, 1.64e-07, 6.38e-07, 4.97e-07, 2.59e-07, 4.73e-07, 3.07e-09, 3.04e-06, 1.45e-08] [8.92e-07, 6.01e-07, 6.02e-07, 4.32e-07, 4.81e-07, 6.90e-07, 3.99e-07, 3.84e-06, 1.13e-08, 1.50e-07, 1.08e-05, 8.36e-06, 3.08e-05, 3.46e-05, 1.64e-07, 6.38e-07, 4.97e-07, 2.59e-07, 4.73e-07, 3.07e-09, 3.04e-06, 1.45e-08] []
214400 [3.19e-06, 1.30e-06, 8.26e-07, 7.83e-07, 4.10e-07, 9.59e-07, 4.46e-07, 9.99e-06, 1.53e-07, 1.41e-06, 4.73e-05, 4.22e-05, 1.49e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-05, 2.12e-07] [3.19e-06, 1.30e-06, 8.26e-07, 7.83e-07, 4.10e-07, 9.59e-07, 4.46e-07, 9.99e-06, 1.53e-07, 1.41e-06, 4.73e-05, 4.22e-05, 1.49e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-05, 2.12e-07] []
214500 [3.25e-05, 7.49e-06, 4.31e-06, 7.67e-06, 3.83e-06, 4.53e-06, 2.74e-06, 4.53e-06, 1.91e-04, 1.42e-04, 8.00e-05, 2.54e-04, 2.40e-04, 1.60e-03, 3.14e-05, 2.00e-05, 1.65e-05, 9.97e-06, 0.00e+00, 0.00e+00, 3.87e-06, 2.04e-04] [3.25e-05, 7.49e-06, 4.31e-06, 7.67e-06, 3.83e-06, 4.53e-06, 2.74e-06, 4.53e-06, 1.91e-04, 1.42e-04, 8.00e-05, 2.54e-04, 2.40e-04, 1.60e-03, 3.14e-05, 2.00e-05, 1.65e-05, 9.97e-06, 0.00e+00, 0.00e+00, 3.87e-06, 2.04e-04] []
214600 [1.27e-05, 2.52e-06, 1.56e-06, 1.83e-06, 1.45e-06, 1.57e-06, 7.75e-07, 1.17e-04, 1.38e-07, 9.44e-06, 1.12e-04, 1.25e-04, 4.62e-04, 7.30e-04, 9.84e-06, 6.22e-06, 7.25e-06, 6.03e-06, 2.32e-05, 3.54e-08, 1.21e-04, 1.71e-07] [1.27e-05, 2.52e-06, 1.56e-06, 1.83e-06, 1.45e-06, 1.57e-06, 7.75e-07, 1.17e-04, 1.38e-07, 9.44e-06, 1.12e-04, 1.25e-04, 4.62e-04, 7.30e-04, 9.84e-06, 6.22e-06, 7.25e-06, 6.03e-06, 2.32e-05, 3.54e-08, 1.21e-04, 1.71e-07] []
214700 [2.33e-06, 1.38e-06, 5.08e-07, 7.55e-07, 7.36e-07, 9.24e-07, 4.71e-07, 1.48e-06, 7.65e-09, 7.90e-06, 7.48e-06, 2.99e-05, 1.81e-05, 1.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-07, 1.61e-09, 6.21e-07, 6.27e-09] [2.33e-06, 1.38e-06, 5.08e-07, 7.55e-07, 7.36e-07, 9.24e-07, 4.71e-07, 1.48e-06, 7.65e-09, 7.90e-06, 7.48e-06, 2.99e-05, 1.81e-05, 1.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-07, 1.61e-09, 6.21e-07, 6.27e-09] []
214800 [1.35e-04, 4.27e-05, 1.76e-05, 5.25e-05, 3.91e-05, 5.03e-05, 1.49e-05, 1.67e-05, 5.03e-06, 5.16e-04, 3.70e-03, 2.17e-03, 3.23e-03, 1.56e-02, 9.70e-05, 3.98e-04, 1.26e-05, 1.20e-07, 2.26e-06, 9.01e-07, 1.47e-05, 4.84e-06] [1.35e-04, 4.27e-05, 1.76e-05, 5.25e-05, 3.91e-05, 5.03e-05, 1.49e-05, 1.67e-05, 5.03e-06, 5.16e-04, 3.70e-03, 2.17e-03, 3.23e-03, 1.56e-02, 9.70e-05, 3.98e-04, 1.26e-05, 1.20e-07, 2.26e-06, 9.01e-07, 1.47e-05, 4.84e-06] []
214900 [1.82e-06, 3.17e-06, 3.05e-06, 2.26e-06, 9.41e-06, 1.30e-06, 6.32e-06, 8.82e-08, 1.46e-08, 4.44e-08, 4.47e-06, 4.11e-06, 3.02e-06, 2.73e-07, 1.90e-08, 2.16e-09, 2.00e-07, 1.57e-07, 4.58e-09, 1.97e-10, 9.16e-08, 3.43e-07] [1.82e-06, 3.17e-06, 3.05e-06, 2.26e-06, 9.41e-06, 1.30e-06, 6.32e-06, 8.82e-08, 1.46e-08, 4.44e-08, 4.47e-06, 4.11e-06, 3.02e-06, 2.73e-07, 1.90e-08, 2.16e-09, 2.00e-07, 1.57e-07, 4.58e-09, 1.97e-10, 9.16e-08, 3.43e-07] []
215000 [1.32e-06, 2.62e-06, 3.17e-06, 1.37e-06, 7.01e-06, 8.46e-07, 4.20e-06, 5.36e-09, 2.69e-08, 6.77e-10, 1.06e-06, 1.53e-06, 1.41e-06, 3.05e-07, 3.47e-08, 1.01e-08, 6.67e-08, 3.72e-08, 1.03e-08, 4.02e-10, 1.19e-07, 1.71e-08] [1.32e-06, 2.62e-06, 3.17e-06, 1.37e-06, 7.01e-06, 8.46e-07, 4.20e-06, 5.36e-09, 2.69e-08, 6.77e-10, 1.06e-06, 1.53e-06, 1.41e-06, 3.05e-07, 3.47e-08, 1.01e-08, 6.67e-08, 3.72e-08, 1.03e-08, 4.02e-10, 1.19e-07, 1.71e-08] []
215100 [1.08e-06, 2.36e-06, 3.17e-06, 1.27e-06, 5.68e-06, 8.18e-07, 3.20e-06, 2.21e-09, 2.92e-10, 1.81e-09, 7.30e-07, 1.04e-06, 1.08e-06, 1.93e-07, 1.38e-08, 8.89e-09, 5.40e-08, 4.05e-08, 1.14e-08, 2.64e-10, 1.20e-07, 2.62e-08] [1.08e-06, 2.36e-06, 3.17e-06, 1.27e-06, 5.68e-06, 8.18e-07, 3.20e-06, 2.21e-09, 2.92e-10, 1.81e-09, 7.30e-07, 1.04e-06, 1.08e-06, 1.93e-07, 1.38e-08, 8.89e-09, 5.40e-08, 4.05e-08, 1.14e-08, 2.64e-10, 1.20e-07, 2.62e-08] []
215200 [9.09e-07, 2.18e-06, 3.11e-06, 1.30e-06, 4.83e-06, 8.28e-07, 2.63e-06, 2.31e-09, 4.73e-10, 1.69e-09, 5.49e-07, 8.74e-07, 8.93e-07, 1.81e-07, 1.42e-08, 8.56e-09, 4.76e-08, 3.49e-08, 8.85e-09, 2.98e-10, 1.06e-07, 2.69e-08] [9.09e-07, 2.18e-06, 3.11e-06, 1.30e-06, 4.83e-06, 8.28e-07, 2.63e-06, 2.31e-09, 4.73e-10, 1.69e-09, 5.49e-07, 8.74e-07, 8.93e-07, 1.81e-07, 1.42e-08, 8.56e-09, 4.76e-08, 3.49e-08, 8.85e-09, 2.98e-10, 1.06e-07, 2.69e-08] []
215300 [2.29e-06, 3.22e-06, 2.33e-06, 2.14e-06, 4.08e-06, 1.84e-06, 2.41e-06, 1.95e-05, 1.64e-05, 3.18e-06, 1.50e-05, 1.43e-05, 1.10e-05, 2.00e-06, 5.25e-08, 2.26e-07, 0.00e+00, 2.24e-07, 1.09e-06, 5.92e-07, 5.87e-06, 2.88e-06] [2.29e-06, 3.22e-06, 2.33e-06, 2.14e-06, 4.08e-06, 1.84e-06, 2.41e-06, 1.95e-05, 1.64e-05, 3.18e-06, 1.50e-05, 1.43e-05, 1.10e-05, 2.00e-06, 5.25e-08, 2.26e-07, 0.00e+00, 2.24e-07, 1.09e-06, 5.92e-07, 5.87e-06, 2.88e-06] []
215400 [1.55e-06, 2.72e-06, 2.89e-06, 1.69e-06, 4.28e-06, 1.25e-06, 2.01e-06, 5.98e-09, 3.41e-07, 1.24e-09, 3.32e-06, 1.97e-06, 1.74e-06, 2.11e-07, 7.54e-08, 4.30e-08, 1.47e-07, 1.62e-07, 2.57e-08, 5.24e-09, 2.55e-07, 9.83e-07] [1.55e-06, 2.72e-06, 2.89e-06, 1.69e-06, 4.28e-06, 1.25e-06, 2.01e-06, 5.98e-09, 3.41e-07, 1.24e-09, 3.32e-06, 1.97e-06, 1.74e-06, 2.11e-07, 7.54e-08, 4.30e-08, 1.47e-07, 1.62e-07, 2.57e-08, 5.24e-09, 2.55e-07, 9.83e-07] []
215500 [2.64e-05, 9.14e-06, 5.91e-06, 7.81e-06, 7.64e-06, 8.75e-06, 4.22e-06, 6.05e-08, 2.69e-08, 1.16e-04, 1.38e-04, 2.97e-04, 5.79e-04, 2.57e-03, 4.87e-05, 1.75e-05, 1.55e-05, 6.34e-06, 1.92e-08, 4.18e-10, 1.71e-07, 1.12e-08] [2.64e-05, 9.14e-06, 5.91e-06, 7.81e-06, 7.64e-06, 8.75e-06, 4.22e-06, 6.05e-08, 2.69e-08, 1.16e-04, 1.38e-04, 2.97e-04, 5.79e-04, 2.57e-03, 4.87e-05, 1.75e-05, 1.55e-05, 6.34e-06, 1.92e-08, 4.18e-10, 1.71e-07, 1.12e-08] []
215600 [1.49e-06, 2.97e-06, 2.43e-06, 1.28e-06, 4.01e-06, 1.22e-06, 1.80e-06, 1.40e-09, 6.76e-08, 1.22e-09, 3.12e-06, 1.91e-06, 1.56e-06, 8.64e-08, 9.18e-08, 1.92e-08, 1.07e-07, 8.48e-08, 1.86e-08, 1.32e-09, 1.88e-07, 2.29e-07] [1.49e-06, 2.97e-06, 2.43e-06, 1.28e-06, 4.01e-06, 1.22e-06, 1.80e-06, 1.40e-09, 6.76e-08, 1.22e-09, 3.12e-06, 1.91e-06, 1.56e-06, 8.64e-08, 9.18e-08, 1.92e-08, 1.07e-07, 8.48e-08, 1.86e-08, 1.32e-09, 1.88e-07, 2.29e-07] []
215700 [1.32e-06, 2.85e-06, 2.40e-06, 1.36e-06, 3.50e-06, 1.02e-06, 1.59e-06, 4.26e-10, 6.55e-08, 7.60e-11, 3.03e-06, 1.57e-06, 1.36e-06, 5.27e-08, 7.62e-08, 2.38e-08, 9.44e-08, 7.86e-08, 1.78e-08, 1.63e-09, 2.13e-07, 2.21e-07] [1.32e-06, 2.85e-06, 2.40e-06, 1.36e-06, 3.50e-06, 1.02e-06, 1.59e-06, 4.26e-10, 6.55e-08, 7.60e-11, 3.03e-06, 1.57e-06, 1.36e-06, 5.27e-08, 7.62e-08, 2.38e-08, 9.44e-08, 7.86e-08, 1.78e-08, 1.63e-09, 2.13e-07, 2.21e-07] []
215800 [5.52e-06, 4.49e-06, 2.13e-06, 2.94e-06, 4.24e-06, 2.80e-06, 2.81e-06, 4.27e-08, 1.93e-09, 7.01e-06, 9.97e-06, 8.56e-05, 4.24e-05, 2.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-09, 8.07e-11, 2.19e-07, 4.35e-09] [5.52e-06, 4.49e-06, 2.13e-06, 2.94e-06, 4.24e-06, 2.80e-06, 2.81e-06, 4.27e-08, 1.93e-09, 7.01e-06, 9.97e-06, 8.56e-05, 4.24e-05, 2.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-09, 8.07e-11, 2.19e-07, 4.35e-09] []
215900 [1.19e-06, 2.77e-06, 2.09e-06, 1.21e-06, 3.01e-06, 1.08e-06, 1.50e-06, 1.34e-08, 1.79e-08, 6.64e-10, 2.88e-06, 1.71e-06, 1.39e-06, 3.34e-08, 8.30e-08, 1.25e-08, 7.71e-08, 5.70e-08, 1.45e-08, 8.46e-10, 1.93e-07, 5.50e-08] [1.19e-06, 2.77e-06, 2.09e-06, 1.21e-06, 3.01e-06, 1.08e-06, 1.50e-06, 1.34e-08, 1.79e-08, 6.64e-10, 2.88e-06, 1.71e-06, 1.39e-06, 3.34e-08, 8.30e-08, 1.25e-08, 7.71e-08, 5.70e-08, 1.45e-08, 8.46e-10, 1.93e-07, 5.50e-08] []
216000 [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08] [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08] []
Best model at step 212561:
train loss: 5.88e-06
test loss: 5.88e-06
test metric: []
'train' took 41.668743 s
Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...
Step Train loss Test loss Test metric
216000 [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08] [1.05e-06, 2.63e-06, 2.06e-06, 1.24e-06, 2.62e-06, 9.58e-07, 1.34e-06, 2.50e-09, 2.03e-08, 1.54e-09, 2.63e-06, 1.44e-06, 1.28e-06, 2.62e-08, 6.97e-08, 1.41e-08, 6.93e-08, 5.21e-08, 2.01e-08, 1.23e-09, 2.19e-07, 6.41e-08] []
216100 [1.18e-06, 2.68e-06, 1.88e-06, 1.16e-06, 2.37e-06, 1.25e-06, 1.64e-06, 1.03e-08, 6.17e-09, 4.84e-08, 2.37e-06, 2.66e-06, 3.31e-06, 3.54e-07, 1.48e-08, 1.96e-08, 1.42e-08, 1.35e-08, 1.43e-08, 8.66e-10, 1.35e-07, 1.12e-08] [1.18e-06, 2.68e-06, 1.88e-06, 1.16e-06, 2.37e-06, 1.25e-06, 1.64e-06, 1.03e-08, 6.17e-09, 4.84e-08, 2.37e-06, 2.66e-06, 3.31e-06, 3.54e-07, 1.48e-08, 1.96e-08, 1.42e-08, 1.35e-08, 1.43e-08, 8.66e-10, 1.35e-07, 1.12e-08] []
216200 [5.84e-07, 2.35e-06, 1.89e-06, 1.16e-06, 2.15e-06, 1.01e-06, 1.26e-06, 5.57e-08, 5.05e-09, 1.19e-08, 1.08e-06, 1.05e-06, 9.15e-07, 1.92e-08, 1.79e-08, 3.96e-13, 1.43e-08, 1.36e-08, 8.94e-09, 1.04e-09, 5.57e-08, 2.82e-08] [5.84e-07, 2.35e-06, 1.89e-06, 1.16e-06, 2.15e-06, 1.01e-06, 1.26e-06, 5.57e-08, 5.05e-09, 1.19e-08, 1.08e-06, 1.05e-06, 9.15e-07, 1.92e-08, 1.79e-08, 3.96e-13, 1.43e-08, 1.36e-08, 8.94e-09, 1.04e-09, 5.57e-08, 2.82e-08] []
216300 [7.11e-07, 2.38e-06, 1.76e-06, 1.02e-06, 1.96e-06, 1.07e-06, 1.40e-06, 3.96e-09, 1.19e-08, 5.37e-08, 1.53e-06, 1.80e-06, 1.52e-06, 4.10e-07, 1.53e-10, 0.00e+00, 1.84e-08, 1.31e-08, 4.47e-09, 1.60e-09, 2.54e-08, 1.50e-08] [7.11e-07, 2.38e-06, 1.76e-06, 1.02e-06, 1.96e-06, 1.07e-06, 1.40e-06, 3.96e-09, 1.19e-08, 5.37e-08, 1.53e-06, 1.80e-06, 1.52e-06, 4.10e-07, 1.53e-10, 0.00e+00, 1.84e-08, 1.31e-08, 4.47e-09, 1.60e-09, 2.54e-08, 1.50e-08] []
216400 [4.08e-06, 2.67e-06, 2.04e-06, 1.31e-06, 2.27e-06, 1.44e-06, 1.81e-06, 7.91e-07, 1.47e-05, 1.34e-06, 4.56e-05, 3.65e-05, 1.25e-04, 1.83e-04, 1.49e-06, 2.07e-06, 1.37e-06, 1.17e-06, 1.99e-07, 3.14e-06, 1.35e-06, 1.44e-05] [4.08e-06, 2.67e-06, 2.04e-06, 1.31e-06, 2.27e-06, 1.44e-06, 1.81e-06, 7.91e-07, 1.47e-05, 1.34e-06, 4.56e-05, 3.65e-05, 1.25e-04, 1.83e-04, 1.49e-06, 2.07e-06, 1.37e-06, 1.17e-06, 1.99e-07, 3.14e-06, 1.35e-06, 1.44e-05] []
216500 [9.79e-06, 6.44e-06, 1.69e-06, 4.18e-06, 2.79e-06, 3.68e-06, 1.49e-06, 2.06e-06, 8.22e-04, 1.54e-05, 4.06e-05, 1.37e-04, 2.21e-04, 7.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 8.28e-04] [9.79e-06, 6.44e-06, 1.69e-06, 4.18e-06, 2.79e-06, 3.68e-06, 1.49e-06, 2.06e-06, 8.22e-04, 1.54e-05, 4.06e-05, 1.37e-04, 2.21e-04, 7.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 8.28e-04] []
216600 [4.32e-06, 2.75e-06, 2.05e-06, 1.70e-06, 1.97e-06, 2.22e-06, 2.06e-06, 1.48e-08, 1.75e-08, 5.64e-06, 1.32e-05, 2.95e-05, 6.91e-05, 1.99e-04, 2.37e-06, 1.42e-06, 1.62e-06, 4.13e-07, 2.49e-08, 1.48e-09, 1.34e-07, 5.65e-09] [4.32e-06, 2.75e-06, 2.05e-06, 1.70e-06, 1.97e-06, 2.22e-06, 2.06e-06, 1.48e-08, 1.75e-08, 5.64e-06, 1.32e-05, 2.95e-05, 6.91e-05, 1.99e-04, 2.37e-06, 1.42e-06, 1.62e-06, 4.13e-07, 2.49e-08, 1.48e-09, 1.34e-07, 5.65e-09] []
216700 [1.01e-05, 5.57e-06, 2.39e-06, 2.55e-06, 1.62e-06, 2.89e-06, 1.12e-06, 5.02e-05, 7.08e-08, 6.80e-06, 1.10e-04, 1.33e-04, 3.76e-04, 6.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-05, 1.66e-07] [1.01e-05, 5.57e-06, 2.39e-06, 2.55e-06, 1.62e-06, 2.89e-06, 1.12e-06, 5.02e-05, 7.08e-08, 6.80e-06, 1.10e-04, 1.33e-04, 3.76e-04, 6.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-05, 1.66e-07] []
216800 [3.90e-06, 3.19e-06, 1.87e-06, 1.42e-06, 1.30e-06, 1.56e-06, 1.12e-06, 4.53e-05, 8.62e-07, 1.34e-06, 6.71e-05, 5.83e-05, 1.88e-04, 2.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-05, 1.09e-06] [3.90e-06, 3.19e-06, 1.87e-06, 1.42e-06, 1.30e-06, 1.56e-06, 1.12e-06, 4.53e-05, 8.62e-07, 1.34e-06, 6.71e-05, 5.83e-05, 1.88e-04, 2.23e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.53e-05, 1.09e-06] []
216900 [1.25e-05, 6.13e-06, 1.61e-06, 3.80e-06, 2.32e-06, 3.19e-06, 1.82e-06, 1.04e-05, 2.76e-06, 3.04e-05, 2.64e-05, 1.59e-04, 2.15e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-06, 0.00e+00, 7.34e-06, 3.18e-06] [1.25e-05, 6.13e-06, 1.61e-06, 3.80e-06, 2.32e-06, 3.19e-06, 1.82e-06, 1.04e-05, 2.76e-06, 3.04e-05, 2.64e-05, 1.59e-04, 2.15e-04, 8.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-06, 0.00e+00, 7.34e-06, 3.18e-06] []
217000 [4.54e-06, 2.42e-06, 2.09e-06, 1.33e-06, 1.77e-06, 1.63e-06, 1.76e-06, 1.02e-06, 8.62e-10, 4.64e-06, 3.25e-05, 4.31e-05, 1.30e-04, 2.68e-04, 1.69e-06, 2.72e-06, 1.80e-06, 1.73e-06, 1.11e-07, 1.78e-10, 7.59e-07, 1.76e-08] [4.54e-06, 2.42e-06, 2.09e-06, 1.33e-06, 1.77e-06, 1.63e-06, 1.76e-06, 1.02e-06, 8.62e-10, 4.64e-06, 3.25e-05, 4.31e-05, 1.30e-04, 2.68e-04, 1.69e-06, 2.72e-06, 1.80e-06, 1.73e-06, 1.11e-07, 1.78e-10, 7.59e-07, 1.76e-08] []
217100 [1.52e-06, 1.89e-06, 1.50e-06, 8.32e-07, 1.32e-06, 1.17e-06, 1.38e-06, 1.22e-05, 5.95e-06, 5.52e-08, 3.18e-05, 1.73e-05, 7.03e-05, 5.90e-05, 1.28e-07, 5.21e-07, 6.95e-07, 6.97e-07, 1.93e-06, 0.00e+00, 1.25e-05, 6.28e-06] [1.52e-06, 1.89e-06, 1.50e-06, 8.32e-07, 1.32e-06, 1.17e-06, 1.38e-06, 1.22e-05, 5.95e-06, 5.52e-08, 3.18e-05, 1.73e-05, 7.03e-05, 5.90e-05, 1.28e-07, 5.21e-07, 6.95e-07, 6.97e-07, 1.93e-06, 0.00e+00, 1.25e-05, 6.28e-06] []
217200 [4.28e-06, 3.69e-06, 1.49e-06, 3.17e-06, 1.38e-06, 2.29e-06, 1.95e-06, 7.80e-07, 2.27e-08, 7.88e-06, 3.75e-05, 5.45e-05, 1.57e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-08, 1.20e-09, 8.79e-08, 4.33e-09] [4.28e-06, 3.69e-06, 1.49e-06, 3.17e-06, 1.38e-06, 2.29e-06, 1.95e-06, 7.80e-07, 2.27e-08, 7.88e-06, 3.75e-05, 5.45e-05, 1.57e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-08, 1.20e-09, 8.79e-08, 4.33e-09] []
217300 [9.93e-06, 4.22e-06, 2.74e-06, 2.69e-06, 2.37e-06, 2.94e-06, 2.14e-06, 4.27e-06, 4.58e-06, 2.32e-05, 4.03e-05, 1.03e-04, 1.67e-04, 6.79e-04, 1.13e-05, 7.29e-06, 2.99e-06, 3.78e-06, 0.00e+00, 0.00e+00, 5.09e-06, 4.89e-06] [9.93e-06, 4.22e-06, 2.74e-06, 2.69e-06, 2.37e-06, 2.94e-06, 2.14e-06, 4.27e-06, 4.58e-06, 2.32e-05, 4.03e-05, 1.03e-04, 1.67e-04, 6.79e-04, 1.13e-05, 7.29e-06, 2.99e-06, 3.78e-06, 0.00e+00, 0.00e+00, 5.09e-06, 4.89e-06] []
217400 [1.60e-06, 1.70e-06, 1.38e-06, 9.57e-07, 1.06e-06, 1.15e-06, 1.26e-06, 1.99e-06, 1.46e-07, 7.04e-07, 1.40e-05, 1.28e-05, 4.27e-05, 6.21e-05, 6.37e-07, 6.77e-07, 5.76e-07, 4.78e-07, 3.24e-07, 1.51e-08, 2.21e-06, 9.32e-08] [1.60e-06, 1.70e-06, 1.38e-06, 9.57e-07, 1.06e-06, 1.15e-06, 1.26e-06, 1.99e-06, 1.46e-07, 7.04e-07, 1.40e-05, 1.28e-05, 4.27e-05, 6.21e-05, 6.37e-07, 6.77e-07, 5.76e-07, 4.78e-07, 3.24e-07, 1.51e-08, 2.21e-06, 9.32e-08] []
217500 [5.46e-07, 1.42e-06, 1.26e-06, 8.63e-07, 8.59e-07, 1.03e-06, 1.04e-06, 2.84e-06, 1.16e-07, 3.41e-10, 9.58e-06, 5.89e-06, 1.75e-05, 1.01e-05, 1.69e-07, 4.01e-08, 2.17e-07, 2.52e-07, 5.21e-07, 1.22e-08, 3.48e-06, 7.38e-08] [5.46e-07, 1.42e-06, 1.26e-06, 8.63e-07, 8.59e-07, 1.03e-06, 1.04e-06, 2.84e-06, 1.16e-07, 3.41e-10, 9.58e-06, 5.89e-06, 1.75e-05, 1.01e-05, 1.69e-07, 4.01e-08, 2.17e-07, 2.52e-07, 5.21e-07, 1.22e-08, 3.48e-06, 7.38e-08] []
217600 [4.03e-07, 1.33e-06, 1.27e-06, 7.98e-07, 7.98e-07, 9.68e-07, 1.02e-06, 1.73e-07, 5.66e-07, 3.46e-08, 4.80e-06, 3.14e-06, 6.62e-06, 2.20e-06, 1.53e-08, 3.55e-09, 9.83e-08, 7.45e-08, 5.06e-08, 7.46e-08, 3.38e-07, 4.62e-07] [4.03e-07, 1.33e-06, 1.27e-06, 7.98e-07, 7.98e-07, 9.68e-07, 1.02e-06, 1.73e-07, 5.66e-07, 3.46e-08, 4.80e-06, 3.14e-06, 6.62e-06, 2.20e-06, 1.53e-08, 3.55e-09, 9.83e-08, 7.45e-08, 5.06e-08, 7.46e-08, 3.38e-07, 4.62e-07] []
217700 [1.25e-06, 1.36e-06, 1.28e-06, 9.20e-07, 8.85e-07, 1.06e-06, 1.02e-06, 3.38e-06, 3.26e-07, 4.29e-07, 1.74e-05, 1.39e-05, 4.83e-05, 5.97e-05, 5.99e-07, 3.30e-07, 5.93e-07, 6.25e-07, 6.73e-07, 3.98e-08, 4.35e-06, 2.52e-07] [1.25e-06, 1.36e-06, 1.28e-06, 9.20e-07, 8.85e-07, 1.06e-06, 1.02e-06, 3.38e-06, 3.26e-07, 4.29e-07, 1.74e-05, 1.39e-05, 4.83e-05, 5.97e-05, 5.99e-07, 3.30e-07, 5.93e-07, 6.25e-07, 6.73e-07, 3.98e-08, 4.35e-06, 2.52e-07] []
217800 [2.12e-05, 8.47e-06, 2.87e-06, 4.32e-06, 1.63e-06, 4.57e-06, 1.05e-06, 1.83e-04, 1.81e-07, 1.85e-05, 1.51e-04, 2.37e-04, 6.02e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-04, 2.86e-07] [2.12e-05, 8.47e-06, 2.87e-06, 4.32e-06, 1.63e-06, 4.57e-06, 1.05e-06, 1.83e-04, 1.81e-07, 1.85e-05, 1.51e-04, 2.37e-04, 6.02e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-04, 2.86e-07] []
217900 [5.26e-07, 1.23e-06, 1.17e-06, 8.27e-07, 7.01e-07, 9.47e-07, 9.54e-07, 8.35e-07, 2.15e-09, 3.33e-09, 8.62e-06, 5.69e-06, 1.71e-05, 1.18e-05, 1.30e-07, 5.71e-08, 2.30e-07, 2.11e-07, 2.11e-07, 6.97e-10, 1.39e-06, 6.61e-09] [5.26e-07, 1.23e-06, 1.17e-06, 8.27e-07, 7.01e-07, 9.47e-07, 9.54e-07, 8.35e-07, 2.15e-09, 3.33e-09, 8.62e-06, 5.69e-06, 1.71e-05, 1.18e-05, 1.30e-07, 5.71e-08, 2.30e-07, 2.11e-07, 2.11e-07, 6.97e-10, 1.39e-06, 6.61e-09] []
218000 [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08] [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08] []
Best model at step 212561:
train loss: 5.88e-06
test loss: 5.88e-06
test metric: []
'train' took 39.202376 s
Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...
Step Train loss Test loss Test metric
218000 [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08] [4.00e-05, 1.60e-05, 4.16e-06, 8.82e-06, 3.25e-06, 9.16e-06, 1.62e-06, 7.14e-05, 1.02e-07, 6.23e-05, 9.96e-05, 4.55e-04, 6.13e-04, 2.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.66e-09, 7.32e-05, 3.98e-08] []
218100 [2.32e-05, 7.11e-06, 3.87e-06, 4.71e-06, 4.39e-06, 4.74e-06, 3.25e-06, 1.31e-06, 2.61e-10, 7.71e-05, 8.01e-05, 2.92e-04, 2.81e-04, 1.75e-03, 2.96e-05, 3.35e-05, 8.40e-06, 6.60e-06, 0.00e+00, 4.17e-11, 1.02e-06, 6.74e-09] [2.32e-05, 7.11e-06, 3.87e-06, 4.71e-06, 4.39e-06, 4.74e-06, 3.25e-06, 1.31e-06, 2.61e-10, 7.71e-05, 8.01e-05, 2.92e-04, 2.81e-04, 1.75e-03, 2.96e-05, 3.35e-05, 8.40e-06, 6.60e-06, 0.00e+00, 4.17e-11, 1.02e-06, 6.74e-09] []
218200 [2.25e-06, 1.82e-06, 1.01e-06, 1.19e-06, 8.88e-07, 1.19e-06, 1.26e-06, 1.86e-05, 1.75e-09, 7.37e-06, 3.72e-06, 2.26e-05, 2.52e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-06, 2.27e-10, 1.72e-05, 8.23e-09] [2.25e-06, 1.82e-06, 1.01e-06, 1.19e-06, 8.88e-07, 1.19e-06, 1.26e-06, 1.86e-05, 1.75e-09, 7.37e-06, 3.72e-06, 2.26e-05, 2.52e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-06, 2.27e-10, 1.72e-05, 8.23e-09] []
218300 [4.94e-07, 1.15e-06, 1.03e-06, 7.95e-07, 5.35e-07, 9.85e-07, 1.06e-06, 4.76e-09, 2.25e-09, 1.33e-08, 1.37e-06, 2.24e-06, 1.81e-06, 5.35e-08, 9.60e-08, 0.00e+00, 2.94e-08, 4.18e-08, 2.87e-10, 3.99e-10, 6.91e-09, 4.11e-09] [4.94e-07, 1.15e-06, 1.03e-06, 7.95e-07, 5.35e-07, 9.85e-07, 1.06e-06, 4.76e-09, 2.25e-09, 1.33e-08, 1.37e-06, 2.24e-06, 1.81e-06, 5.35e-08, 9.60e-08, 0.00e+00, 2.94e-08, 4.18e-08, 2.87e-10, 3.99e-10, 6.91e-09, 4.11e-09] []
218400 [5.09e-07, 1.03e-06, 1.14e-06, 7.51e-07, 4.92e-07, 9.50e-07, 1.04e-06, 6.98e-06, 2.56e-11, 4.83e-07, 1.46e-05, 1.02e-05, 2.05e-05, 3.13e-07, 8.65e-08, 0.00e+00, 0.00e+00, 2.02e-10, 0.00e+00, 1.56e-10, 6.90e-06, 8.81e-09] [5.09e-07, 1.03e-06, 1.14e-06, 7.51e-07, 4.92e-07, 9.50e-07, 1.04e-06, 6.98e-06, 2.56e-11, 4.83e-07, 1.46e-05, 1.02e-05, 2.05e-05, 3.13e-07, 8.65e-08, 0.00e+00, 0.00e+00, 2.02e-10, 0.00e+00, 1.56e-10, 6.90e-06, 8.81e-09] []
218500 [9.63e-07, 1.22e-06, 1.06e-06, 7.04e-07, 4.48e-07, 9.71e-07, 9.47e-07, 2.98e-08, 1.73e-08, 1.62e-06, 2.71e-06, 8.24e-06, 1.51e-05, 4.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-09, 2.15e-09, 4.50e-08, 1.01e-08] [9.63e-07, 1.22e-06, 1.06e-06, 7.04e-07, 4.48e-07, 9.71e-07, 9.47e-07, 2.98e-08, 1.73e-08, 1.62e-06, 2.71e-06, 8.24e-06, 1.51e-05, 4.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-09, 2.15e-09, 4.50e-08, 1.01e-08] []
218600 [3.39e-06, 1.33e-06, 1.42e-06, 9.82e-07, 8.49e-07, 1.19e-06, 1.02e-06, 9.58e-06, 9.05e-05, 2.76e-06, 3.33e-05, 3.61e-05, 1.23e-04, 2.03e-04, 2.19e-06, 1.56e-06, 1.82e-06, 1.65e-06, 1.91e-06, 0.00e+00, 1.17e-05, 9.00e-05] [3.39e-06, 1.33e-06, 1.42e-06, 9.82e-07, 8.49e-07, 1.19e-06, 1.02e-06, 9.58e-06, 9.05e-05, 2.76e-06, 3.33e-05, 3.61e-05, 1.23e-04, 2.03e-04, 2.19e-06, 1.56e-06, 1.82e-06, 1.65e-06, 1.91e-06, 0.00e+00, 1.17e-05, 9.00e-05] []
218700 [3.07e-07, 8.25e-07, 9.67e-07, 6.36e-07, 3.92e-07, 8.73e-07, 9.06e-07, 9.04e-08, 1.08e-09, 4.91e-09, 1.22e-06, 1.38e-06, 1.32e-06, 3.52e-08, 6.12e-09, 1.12e-09, 2.32e-08, 2.13e-08, 1.27e-09, 1.56e-10, 2.52e-08, 5.81e-09] [3.07e-07, 8.25e-07, 9.67e-07, 6.36e-07, 3.92e-07, 8.73e-07, 9.06e-07, 9.04e-08, 1.08e-09, 4.91e-09, 1.22e-06, 1.38e-06, 1.32e-06, 3.52e-08, 6.12e-09, 1.12e-09, 2.32e-08, 2.13e-08, 1.27e-09, 1.56e-10, 2.52e-08, 5.81e-09] []
218800 [3.74e-07, 7.59e-07, 9.59e-07, 6.38e-07, 3.65e-07, 8.94e-07, 9.21e-07, 4.22e-07, 1.35e-06, 3.29e-08, 4.94e-06, 3.72e-06, 8.08e-06, 6.46e-07, 6.17e-11, 0.00e+00, 6.03e-11, 2.92e-10, 0.00e+00, 0.00e+00, 3.17e-07, 1.41e-06] [3.74e-07, 7.59e-07, 9.59e-07, 6.38e-07, 3.65e-07, 8.94e-07, 9.21e-07, 4.22e-07, 1.35e-06, 3.29e-08, 4.94e-06, 3.72e-06, 8.08e-06, 6.46e-07, 6.17e-11, 0.00e+00, 6.03e-11, 2.92e-10, 0.00e+00, 0.00e+00, 3.17e-07, 1.41e-06] []
218900 [1.22e-05, 4.60e-06, 1.71e-06, 2.65e-06, 1.10e-06, 2.66e-06, 1.09e-06, 2.51e-05, 4.12e-07, 1.49e-05, 5.16e-05, 1.23e-04, 2.68e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 4.18e-07] [1.22e-05, 4.60e-06, 1.71e-06, 2.65e-06, 1.10e-06, 2.66e-06, 1.09e-06, 2.51e-05, 4.12e-07, 1.49e-05, 5.16e-05, 1.23e-04, 2.68e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 4.18e-07] []
219000 [5.06e-06, 2.98e-06, 1.07e-06, 2.16e-06, 6.99e-07, 1.94e-06, 9.32e-07, 2.21e-07, 6.19e-06, 9.66e-06, 1.14e-05, 4.72e-05, 7.77e-05, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-09, 1.17e-06, 1.58e-08, 5.90e-06] [5.06e-06, 2.98e-06, 1.07e-06, 2.16e-06, 6.99e-07, 1.94e-06, 9.32e-07, 2.21e-07, 6.19e-06, 9.66e-06, 1.14e-05, 4.72e-05, 7.77e-05, 2.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-09, 1.17e-06, 1.58e-08, 5.90e-06] []
219100 [7.07e-07, 8.39e-07, 9.09e-07, 6.58e-07, 3.96e-07, 9.31e-07, 7.69e-07, 5.33e-07, 8.47e-08, 1.19e-06, 3.47e-06, 4.94e-06, 2.90e-06, 1.88e-05, 2.91e-07, 1.05e-07, 8.93e-08, 1.42e-07, 0.00e+00, 0.00e+00, 4.90e-07, 9.46e-08] [7.07e-07, 8.39e-07, 9.09e-07, 6.58e-07, 3.96e-07, 9.31e-07, 7.69e-07, 5.33e-07, 8.47e-08, 1.19e-06, 3.47e-06, 4.94e-06, 2.90e-06, 1.88e-05, 2.91e-07, 1.05e-07, 8.93e-08, 1.42e-07, 0.00e+00, 0.00e+00, 4.90e-07, 9.46e-08] []
219200 [6.60e-07, 6.07e-07, 9.36e-07, 5.78e-07, 3.89e-07, 9.18e-07, 8.22e-07, 3.11e-07, 7.46e-07, 9.12e-07, 2.79e-06, 4.35e-06, 5.01e-06, 2.13e-05, 1.52e-07, 2.05e-07, 1.59e-07, 1.92e-07, 0.00e+00, 1.21e-07, 2.77e-07, 7.36e-07] [6.60e-07, 6.07e-07, 9.36e-07, 5.78e-07, 3.89e-07, 9.18e-07, 8.22e-07, 3.11e-07, 7.46e-07, 9.12e-07, 2.79e-06, 4.35e-06, 5.01e-06, 2.13e-05, 1.52e-07, 2.05e-07, 1.59e-07, 1.92e-07, 0.00e+00, 1.21e-07, 2.77e-07, 7.36e-07] []
219300 [8.46e-07, 5.73e-07, 9.37e-07, 5.02e-07, 4.09e-07, 8.87e-07, 7.66e-07, 2.69e-07, 1.20e-09, 1.37e-06, 3.32e-06, 6.70e-06, 1.05e-05, 3.80e-05, 1.88e-07, 4.83e-07, 3.24e-07, 3.17e-07, 0.00e+00, 1.05e-09, 1.35e-07, 5.26e-09] [8.46e-07, 5.73e-07, 9.37e-07, 5.02e-07, 4.09e-07, 8.87e-07, 7.66e-07, 2.69e-07, 1.20e-09, 1.37e-06, 3.32e-06, 6.70e-06, 1.05e-05, 3.80e-05, 1.88e-07, 4.83e-07, 3.24e-07, 3.17e-07, 0.00e+00, 1.05e-09, 1.35e-07, 5.26e-09] []
219400 [3.94e-06, 1.12e-06, 1.06e-06, 8.64e-07, 5.86e-07, 1.13e-06, 7.29e-07, 1.32e-05, 5.31e-06, 1.90e-06, 5.06e-05, 4.48e-05, 1.64e-04, 2.12e-04, 2.50e-06, 1.41e-06, 2.38e-06, 1.91e-06, 2.63e-06, 1.12e-06, 1.57e-05, 5.56e-06] [3.94e-06, 1.12e-06, 1.06e-06, 8.64e-07, 5.86e-07, 1.13e-06, 7.29e-07, 1.32e-05, 5.31e-06, 1.90e-06, 5.06e-05, 4.48e-05, 1.64e-04, 2.12e-04, 2.50e-06, 1.41e-06, 2.38e-06, 1.91e-06, 2.63e-06, 1.12e-06, 1.57e-05, 5.56e-06] []
219500 [9.93e-06, 3.41e-06, 2.37e-06, 3.07e-06, 1.83e-06, 2.39e-06, 2.08e-06, 1.19e-05, 1.34e-09, 3.55e-05, 3.80e-05, 1.20e-04, 8.42e-05, 6.72e-04, 1.15e-05, 9.94e-06, 3.46e-06, 2.00e-06, 0.00e+00, 2.58e-10, 1.17e-05, 2.44e-09] [9.93e-06, 3.41e-06, 2.37e-06, 3.07e-06, 1.83e-06, 2.39e-06, 2.08e-06, 1.19e-05, 1.34e-09, 3.55e-05, 3.80e-05, 1.20e-04, 8.42e-05, 6.72e-04, 1.15e-05, 9.94e-06, 3.46e-06, 2.00e-06, 0.00e+00, 2.58e-10, 1.17e-05, 2.44e-09] []
219600 [6.40e-07, 6.42e-07, 7.04e-07, 5.43e-07, 4.00e-07, 8.40e-07, 5.96e-07, 1.94e-05, 2.61e-11, 4.27e-07, 2.74e-05, 1.56e-05, 4.93e-05, 1.80e-05, 1.18e-07, 2.21e-07, 5.97e-07, 2.63e-07, 3.37e-06, 4.91e-10, 2.03e-05, 3.07e-09] [6.40e-07, 6.42e-07, 7.04e-07, 5.43e-07, 4.00e-07, 8.40e-07, 5.96e-07, 1.94e-05, 2.61e-11, 4.27e-07, 2.74e-05, 1.56e-05, 4.93e-05, 1.80e-05, 1.18e-07, 2.21e-07, 5.97e-07, 2.63e-07, 3.37e-06, 4.91e-10, 2.03e-05, 3.07e-09] []
219700 [6.45e-07, 9.32e-07, 7.47e-07, 6.46e-07, 5.31e-07, 9.98e-07, 6.59e-07, 6.81e-08, 1.46e-09, 2.03e-06, 7.67e-06, 9.24e-06, 4.54e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.58e-10, 0.00e+00, 1.73e-08, 1.15e-09, 1.05e-07, 6.02e-09] [6.45e-07, 9.32e-07, 7.47e-07, 6.46e-07, 5.31e-07, 9.98e-07, 6.59e-07, 6.81e-08, 1.46e-09, 2.03e-06, 7.67e-06, 9.24e-06, 4.54e-06, 1.54e-05, 0.00e+00, 0.00e+00, 5.58e-10, 0.00e+00, 1.73e-08, 1.15e-09, 1.05e-07, 6.02e-09] []
219800 [1.21e-06, 8.81e-07, 8.47e-07, 6.36e-07, 4.25e-07, 9.18e-07, 5.74e-07, 3.28e-06, 3.81e-07, 2.44e-06, 5.04e-06, 1.04e-05, 1.47e-05, 5.62e-05, 6.29e-07, 3.94e-07, 3.60e-07, 6.55e-07, 0.00e+00, 0.00e+00, 3.27e-06, 3.72e-07] [1.21e-06, 8.81e-07, 8.47e-07, 6.36e-07, 4.25e-07, 9.18e-07, 5.74e-07, 3.28e-06, 3.81e-07, 2.44e-06, 5.04e-06, 1.04e-05, 1.47e-05, 5.62e-05, 6.29e-07, 3.94e-07, 3.60e-07, 6.55e-07, 0.00e+00, 0.00e+00, 3.27e-06, 3.72e-07] []
219900 [3.93e-07, 5.26e-07, 7.46e-07, 5.29e-07, 2.92e-07, 7.88e-07, 5.93e-07, 3.17e-07, 6.36e-07, 5.94e-07, 3.13e-06, 4.19e-06, 2.33e-06, 6.44e-06, 1.91e-07, 3.28e-08, 2.42e-08, 1.22e-07, 0.00e+00, 1.09e-07, 2.89e-07, 6.67e-07] [3.93e-07, 5.26e-07, 7.46e-07, 5.29e-07, 2.92e-07, 7.88e-07, 5.93e-07, 3.17e-07, 6.36e-07, 5.94e-07, 3.13e-06, 4.19e-06, 2.33e-06, 6.44e-06, 1.91e-07, 3.28e-08, 2.42e-08, 1.22e-07, 0.00e+00, 1.09e-07, 2.89e-07, 6.67e-07] []
220000 [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09] [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09] []
Best model at step 212561:
train loss: 5.88e-06
test loss: 5.88e-06
test metric: []
'train' took 38.524173 s
Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...
Step Train loss Test loss Test metric
220000 [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09] [2.71e-07, 5.01e-07, 6.66e-07, 4.52e-07, 3.00e-07, 7.80e-07, 5.01e-07, 3.64e-08, 5.69e-10, 2.84e-08, 1.00e-06, 1.30e-06, 1.24e-06, 7.25e-08, 1.97e-09, 4.52e-10, 1.21e-08, 6.34e-09, 2.77e-08, 3.88e-10, 1.55e-07, 2.80e-09] []
220100 [3.60e-07, 5.20e-07, 6.78e-07, 4.62e-07, 2.88e-07, 8.62e-07, 4.85e-07, 1.41e-08, 4.14e-08, 7.70e-09, 4.13e-06, 2.45e-06, 4.41e-06, 4.21e-07, 9.17e-09, 7.48e-09, 7.05e-08, 4.06e-08, 9.14e-09, 6.41e-09, 5.50e-08, 4.19e-08] [3.60e-07, 5.20e-07, 6.78e-07, 4.62e-07, 2.88e-07, 8.62e-07, 4.85e-07, 1.41e-08, 4.14e-08, 7.70e-09, 4.13e-06, 2.45e-06, 4.41e-06, 4.21e-07, 9.17e-09, 7.48e-09, 7.05e-08, 4.06e-08, 9.14e-09, 6.41e-09, 5.50e-08, 4.19e-08] []
220200 [4.62e-07, 6.24e-07, 7.74e-07, 5.72e-07, 2.98e-07, 8.02e-07, 5.28e-07, 5.30e-09, 1.25e-07, 2.61e-07, 8.43e-06, 5.42e-06, 1.36e-05, 1.20e-06, 6.73e-09, 4.76e-13, 6.28e-09, 1.74e-09, 1.62e-10, 1.93e-08, 7.46e-09, 1.27e-07] [4.62e-07, 6.24e-07, 7.74e-07, 5.72e-07, 2.98e-07, 8.02e-07, 5.28e-07, 5.30e-09, 1.25e-07, 2.61e-07, 8.43e-06, 5.42e-06, 1.36e-05, 1.20e-06, 6.73e-09, 4.76e-13, 6.28e-09, 1.74e-09, 1.62e-10, 1.93e-08, 7.46e-09, 1.27e-07] []
220300 [3.57e-07, 7.67e-07, 6.16e-07, 5.36e-07, 3.17e-07, 7.46e-07, 4.65e-07, 1.00e-05, 7.08e-06, 6.71e-07, 6.07e-06, 3.50e-06, 5.65e-06, 1.14e-07, 0.00e+00, 1.00e-09, 4.91e-08, 4.54e-08, 1.49e-06, 1.43e-06, 9.39e-06, 7.16e-06] [3.57e-07, 7.67e-07, 6.16e-07, 5.36e-07, 3.17e-07, 7.46e-07, 4.65e-07, 1.00e-05, 7.08e-06, 6.71e-07, 6.07e-06, 3.50e-06, 5.65e-06, 1.14e-07, 0.00e+00, 1.00e-09, 4.91e-08, 4.54e-08, 1.49e-06, 1.43e-06, 9.39e-06, 7.16e-06] []
220400 [3.53e-07, 5.40e-07, 7.13e-07, 4.47e-07, 3.08e-07, 7.63e-07, 5.33e-07, 7.46e-06, 4.34e-10, 3.36e-07, 1.14e-05, 8.06e-06, 1.75e-05, 7.42e-07, 7.96e-10, 1.39e-08, 0.00e+00, 3.29e-10, 0.00e+00, 2.36e-10, 7.26e-06, 2.09e-09] [3.53e-07, 5.40e-07, 7.13e-07, 4.47e-07, 3.08e-07, 7.63e-07, 5.33e-07, 7.46e-06, 4.34e-10, 3.36e-07, 1.14e-05, 8.06e-06, 1.75e-05, 7.42e-07, 7.96e-10, 1.39e-08, 0.00e+00, 3.29e-10, 0.00e+00, 2.36e-10, 7.26e-06, 2.09e-09] []
220500 [8.80e-07, 5.77e-07, 6.74e-07, 4.80e-07, 3.71e-07, 7.89e-07, 4.48e-07, 1.74e-06, 1.95e-10, 3.06e-07, 1.03e-05, 8.76e-06, 2.94e-05, 3.72e-05, 4.06e-07, 2.33e-07, 4.88e-07, 3.80e-07, 3.18e-07, 5.04e-10, 2.07e-06, 2.74e-09] [8.80e-07, 5.77e-07, 6.74e-07, 4.80e-07, 3.71e-07, 7.89e-07, 4.48e-07, 1.74e-06, 1.95e-10, 3.06e-07, 1.03e-05, 8.76e-06, 2.94e-05, 3.72e-05, 4.06e-07, 2.33e-07, 4.88e-07, 3.80e-07, 3.18e-07, 5.04e-10, 2.07e-06, 2.74e-09] []
220600 [1.32e-05, 2.67e-06, 1.73e-06, 1.95e-06, 1.45e-06, 1.80e-06, 8.75e-07, 8.81e-05, 1.82e-07, 9.14e-06, 9.83e-05, 1.23e-04, 4.16e-04, 7.37e-04, 1.05e-05, 6.26e-06, 6.78e-06, 5.71e-06, 1.78e-05, 4.06e-08, 9.45e-05, 2.54e-07] [1.32e-05, 2.67e-06, 1.73e-06, 1.95e-06, 1.45e-06, 1.80e-06, 8.75e-07, 8.81e-05, 1.82e-07, 9.14e-06, 9.83e-05, 1.23e-04, 4.16e-04, 7.37e-04, 1.05e-05, 6.26e-06, 6.78e-06, 5.71e-06, 1.78e-05, 4.06e-08, 9.45e-05, 2.54e-07] []
220700 [3.96e-06, 1.43e-06, 6.85e-07, 9.83e-07, 5.15e-07, 1.05e-06, 4.97e-07, 1.96e-05, 3.82e-04, 1.04e-06, 5.68e-05, 5.08e-05, 1.65e-04, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 3.80e-04] [3.96e-06, 1.43e-06, 6.85e-07, 9.83e-07, 5.15e-07, 1.05e-06, 4.97e-07, 1.96e-05, 3.82e-04, 1.04e-06, 5.68e-05, 5.08e-05, 1.65e-04, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 3.80e-04] []
220800 [2.54e-06, 8.22e-07, 8.13e-07, 6.05e-07, 5.46e-07, 8.54e-07, 5.13e-07, 3.46e-06, 8.51e-10, 1.49e-06, 2.58e-05, 2.55e-05, 8.81e-05, 1.25e-04, 1.38e-06, 9.44e-07, 1.37e-06, 1.21e-06, 7.16e-07, 2.03e-09, 4.50e-06, 1.09e-08] [2.54e-06, 8.22e-07, 8.13e-07, 6.05e-07, 5.46e-07, 8.54e-07, 5.13e-07, 3.46e-06, 8.51e-10, 1.49e-06, 2.58e-05, 2.55e-05, 8.81e-05, 1.25e-04, 1.38e-06, 9.44e-07, 1.37e-06, 1.21e-06, 7.16e-07, 2.03e-09, 4.50e-06, 1.09e-08] []
220900 [3.07e-07, 4.91e-07, 5.98e-07, 3.77e-07, 3.14e-07, 6.89e-07, 3.87e-07, 1.92e-08, 6.69e-10, 3.37e-09, 2.86e-06, 2.31e-06, 5.45e-06, 3.17e-06, 3.86e-08, 3.29e-08, 1.05e-07, 8.63e-08, 5.96e-09, 6.06e-10, 5.18e-08, 3.15e-09] [3.07e-07, 4.91e-07, 5.98e-07, 3.77e-07, 3.14e-07, 6.89e-07, 3.87e-07, 1.92e-08, 6.69e-10, 3.37e-09, 2.86e-06, 2.31e-06, 5.45e-06, 3.17e-06, 3.86e-08, 3.29e-08, 1.05e-07, 8.63e-08, 5.96e-09, 6.06e-10, 5.18e-08, 3.15e-09] []
221000 [3.14e-07, 5.90e-07, 6.35e-07, 3.83e-07, 3.17e-07, 7.31e-07, 3.68e-07, 4.44e-07, 2.00e-09, 6.66e-08, 1.06e-06, 1.63e-06, 2.08e-06, 1.08e-06, 0.00e+00, 0.00e+00, 3.41e-11, 1.60e-09, 0.00e+00, 2.65e-10, 2.41e-07, 2.17e-09] [3.14e-07, 5.90e-07, 6.35e-07, 3.83e-07, 3.17e-07, 7.31e-07, 3.68e-07, 4.44e-07, 2.00e-09, 6.66e-08, 1.06e-06, 1.63e-06, 2.08e-06, 1.08e-06, 0.00e+00, 0.00e+00, 3.41e-11, 1.60e-09, 0.00e+00, 2.65e-10, 2.41e-07, 2.17e-09] []
221100 [8.87e-07, 8.29e-07, 7.10e-07, 5.06e-07, 3.09e-07, 7.74e-07, 4.68e-07, 1.33e-05, 1.99e-05, 6.90e-08, 2.49e-05, 1.68e-05, 4.94e-05, 1.71e-05, 0.00e+00, 4.12e-11, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e-06, 1.49e-05, 2.02e-05] [8.87e-07, 8.29e-07, 7.10e-07, 5.06e-07, 3.09e-07, 7.74e-07, 4.68e-07, 1.33e-05, 1.99e-05, 6.90e-08, 2.49e-05, 1.68e-05, 4.94e-05, 1.71e-05, 0.00e+00, 4.12e-11, 0.00e+00, 0.00e+00, 0.00e+00, 4.33e-06, 1.49e-05, 2.02e-05] []
221200 [7.81e-07, 6.56e-07, 6.10e-07, 4.39e-07, 2.73e-07, 7.24e-07, 3.80e-07, 6.10e-06, 2.78e-10, 2.57e-07, 7.27e-06, 7.56e-06, 2.35e-05, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-10, 6.33e-06, 1.85e-09] [7.81e-07, 6.56e-07, 6.10e-07, 4.39e-07, 2.73e-07, 7.24e-07, 3.80e-07, 6.10e-06, 2.78e-10, 2.57e-07, 7.27e-06, 7.56e-06, 2.35e-05, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-10, 6.33e-06, 1.85e-09] []
221300 [1.30e-05, 2.77e-06, 1.78e-06, 1.97e-06, 1.52e-06, 1.83e-06, 9.97e-07, 6.38e-05, 6.38e-08, 1.53e-05, 6.65e-05, 1.17e-04, 3.24e-04, 7.58e-04, 1.11e-05, 7.39e-06, 6.14e-06, 4.91e-06, 1.25e-05, 1.73e-08, 6.80e-05, 1.11e-07] [1.30e-05, 2.77e-06, 1.78e-06, 1.97e-06, 1.52e-06, 1.83e-06, 9.97e-07, 6.38e-05, 6.38e-08, 1.53e-05, 6.65e-05, 1.17e-04, 3.24e-04, 7.58e-04, 1.11e-05, 7.39e-06, 6.14e-06, 4.91e-06, 1.25e-05, 1.73e-08, 6.80e-05, 1.11e-07] []
221400 [4.05e-06, 1.54e-06, 7.11e-07, 1.22e-06, 1.09e-06, 9.28e-07, 6.82e-07, 1.78e-05, 1.87e-08, 9.51e-06, 7.69e-06, 4.23e-05, 7.33e-05, 2.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 2.92e-09, 1.51e-05, 1.88e-08] [4.05e-06, 1.54e-06, 7.11e-07, 1.22e-06, 1.09e-06, 9.28e-07, 6.82e-07, 1.78e-05, 1.87e-08, 9.51e-06, 7.69e-06, 4.23e-05, 7.33e-05, 2.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 2.92e-09, 1.51e-05, 1.88e-08] []
221500 [1.33e-06, 9.04e-07, 8.43e-07, 5.39e-07, 5.19e-07, 7.09e-07, 4.52e-07, 2.62e-05, 4.20e-06, 3.51e-06, 4.42e-06, 9.47e-06, 1.81e-05, 6.09e-05, 2.49e-07, 7.59e-07, 5.29e-07, 5.85e-07, 0.00e+00, 0.00e+00, 2.64e-05, 4.06e-06] [1.33e-06, 9.04e-07, 8.43e-07, 5.39e-07, 5.19e-07, 7.09e-07, 4.52e-07, 2.62e-05, 4.20e-06, 3.51e-06, 4.42e-06, 9.47e-06, 1.81e-05, 6.09e-05, 2.49e-07, 7.59e-07, 5.29e-07, 5.85e-07, 0.00e+00, 0.00e+00, 2.64e-05, 4.06e-06] []
221600 [9.54e-06, 3.06e-06, 1.30e-06, 1.85e-06, 7.64e-07, 1.88e-06, 5.34e-07, 3.79e-05, 4.02e-07, 8.47e-06, 6.03e-05, 9.49e-05, 2.57e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-05, 3.55e-07] [9.54e-06, 3.06e-06, 1.30e-06, 1.85e-06, 7.64e-07, 1.88e-06, 5.34e-07, 3.79e-05, 4.02e-07, 8.47e-06, 6.03e-05, 9.49e-05, 2.57e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.92e-05, 3.55e-07] []
221700 [3.47e-05, 1.22e-05, 2.96e-06, 8.63e-06, 4.46e-06, 6.93e-06, 2.53e-06, 1.61e-07, 1.68e-04, 8.57e-05, 6.91e-05, 4.54e-04, 2.95e-04, 2.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 0.00e+00, 1.17e-07, 1.67e-04] [3.47e-05, 1.22e-05, 2.96e-06, 8.63e-06, 4.46e-06, 6.93e-06, 2.53e-06, 1.61e-07, 1.68e-04, 8.57e-05, 6.91e-05, 4.54e-04, 2.95e-04, 2.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 0.00e+00, 1.17e-07, 1.67e-04] []
221800 [3.04e-06, 1.84e-06, 1.02e-06, 6.30e-07, 7.66e-07, 1.01e-06, 3.93e-07, 3.90e-07, 1.15e-10, 4.40e-07, 6.87e-05, 4.34e-05, 1.88e-04, 1.35e-04, 1.34e-06, 4.17e-07, 1.88e-06, 1.48e-06, 5.09e-08, 6.97e-10, 3.09e-07, 3.05e-09] [3.04e-06, 1.84e-06, 1.02e-06, 6.30e-07, 7.66e-07, 1.01e-06, 3.93e-07, 3.90e-07, 1.15e-10, 4.40e-07, 6.87e-05, 4.34e-05, 1.88e-04, 1.35e-04, 1.34e-06, 4.17e-07, 1.88e-06, 1.48e-06, 5.09e-08, 6.97e-10, 3.09e-07, 3.05e-09] []
221900 [1.95e-06, 1.30e-06, 6.89e-07, 9.72e-07, 3.81e-07, 1.03e-06, 4.71e-07, 1.64e-06, 1.96e-07, 1.01e-06, 1.76e-05, 1.96e-05, 6.35e-05, 7.21e-05, 0.00e+00, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-08, 1.98e-06, 2.17e-07] [1.95e-06, 1.30e-06, 6.89e-07, 9.72e-07, 3.81e-07, 1.03e-06, 4.71e-07, 1.64e-06, 1.96e-07, 1.01e-06, 1.76e-05, 1.96e-05, 6.35e-05, 7.21e-05, 0.00e+00, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-08, 1.98e-06, 2.17e-07] []
222000 [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07] [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07] []
Best model at step 212561:
train loss: 5.88e-06
test loss: 5.88e-06
test metric: []
'train' took 37.741094 s
Best train step: 212561
lambda_a: 8.712071285093337
lambda_b: 6.144179107304621
kappa_a: 2.044303479444849
kappa_b: 1.5632664224882478
Training model...
Step Train loss Test loss Test metric
222000 [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07] [1.79e-06, 1.16e-06, 9.65e-07, 1.39e-06, 5.41e-07, 1.33e-06, 6.16e-07, 1.32e-06, 9.12e-07, 1.74e-09, 1.07e-05, 1.17e-05, 1.20e-05, 5.96e-06, 4.47e-07, 3.93e-07, 3.52e-08, 3.79e-08, 9.42e-08, 0.00e+00, 6.27e-07, 8.97e-07] []
222100 [2.57e-07, 5.26e-07, 5.41e-07, 3.68e-07, 3.12e-07, 6.32e-07, 3.23e-07, 2.52e-10, 2.04e-08, 6.55e-10, 1.22e-06, 1.22e-06, 1.94e-06, 9.53e-07, 2.47e-08, 1.13e-08, 3.88e-08, 4.07e-08, 1.03e-08, 1.12e-13, 6.49e-08, 5.46e-09] [2.57e-07, 5.26e-07, 5.41e-07, 3.68e-07, 3.12e-07, 6.32e-07, 3.23e-07, 2.52e-10, 2.04e-08, 6.55e-10, 1.22e-06, 1.22e-06, 1.94e-06, 9.53e-07, 2.47e-08, 1.13e-08, 3.88e-08, 4.07e-08, 1.03e-08, 1.12e-13, 6.49e-08, 5.46e-09] []
222200 [9.08e-07, 7.89e-07, 5.92e-07, 4.98e-07, 2.89e-07, 7.60e-07, 3.23e-07, 6.54e-07, 2.35e-09, 5.39e-07, 8.07e-06, 9.32e-06, 2.87e-05, 3.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-10, 5.44e-07, 2.19e-09] [9.08e-07, 7.89e-07, 5.92e-07, 4.98e-07, 2.89e-07, 7.60e-07, 3.23e-07, 6.54e-07, 2.35e-09, 5.39e-07, 8.07e-06, 9.32e-06, 2.87e-05, 3.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-10, 5.44e-07, 2.19e-09] []
222300 [1.34e-05, 2.52e-06, 1.58e-06, 1.84e-06, 1.44e-06, 1.67e-06, 7.00e-07, 5.69e-05, 8.63e-08, 9.64e-06, 1.10e-04, 1.30e-04, 4.51e-04, 7.44e-04, 1.05e-05, 6.57e-06, 7.10e-06, 6.43e-06, 1.14e-05, 2.29e-08, 6.15e-05, 1.42e-07] [1.34e-05, 2.52e-06, 1.58e-06, 1.84e-06, 1.44e-06, 1.67e-06, 7.00e-07, 5.69e-05, 8.63e-08, 9.64e-06, 1.10e-04, 1.30e-04, 4.51e-04, 7.44e-04, 1.05e-05, 6.57e-06, 7.10e-06, 6.43e-06, 1.14e-05, 2.29e-08, 6.15e-05, 1.42e-07] []
222400 [2.90e-07, 5.47e-07, 6.06e-07, 4.14e-07, 3.12e-07, 6.54e-07, 3.20e-07, 2.44e-07, 1.50e-09, 2.42e-08, 1.11e-06, 1.27e-06, 1.34e-06, 1.01e-07, 5.82e-09, 5.02e-09, 1.27e-08, 1.82e-08, 1.69e-11, 3.85e-10, 8.57e-08, 2.31e-09] [2.90e-07, 5.47e-07, 6.06e-07, 4.14e-07, 3.12e-07, 6.54e-07, 3.20e-07, 2.44e-07, 1.50e-09, 2.42e-08, 1.11e-06, 1.27e-06, 1.34e-06, 1.01e-07, 5.82e-09, 5.02e-09, 1.27e-08, 1.82e-08, 1.69e-11, 3.85e-10, 8.57e-08, 2.31e-09] []
222500 [2.10e-05, 1.25e-05, 3.16e-06, 7.35e-06, 2.63e-06, 7.07e-06, 3.04e-06, 3.16e-04, 7.66e-04, 1.09e-04, 1.26e-04, 3.03e-04, 2.12e-04, 1.76e-03, 6.43e-05, 1.51e-05, 4.35e-06, 4.17e-06, 0.00e+00, 2.16e-04, 3.43e-04, 7.66e-04] [2.10e-05, 1.25e-05, 3.16e-06, 7.35e-06, 2.63e-06, 7.07e-06, 3.04e-06, 3.16e-04, 7.66e-04, 1.09e-04, 1.26e-04, 3.03e-04, 2.12e-04, 1.76e-03, 6.43e-05, 1.51e-05, 4.35e-06, 4.17e-06, 0.00e+00, 2.16e-04, 3.43e-04, 7.66e-04] []
222600 [2.54e-07, 5.38e-07, 4.70e-07, 3.86e-07, 2.78e-07, 6.33e-07, 4.25e-07, 7.28e-09, 4.92e-09, 2.60e-10, 9.46e-07, 1.13e-06, 1.21e-06, 1.03e-07, 1.03e-08, 4.40e-09, 2.17e-08, 2.30e-08, 6.14e-09, 3.66e-09, 4.76e-08, 2.22e-08] [2.54e-07, 5.38e-07, 4.70e-07, 3.86e-07, 2.78e-07, 6.33e-07, 4.25e-07, 7.28e-09, 4.92e-09, 2.60e-10, 9.46e-07, 1.13e-06, 1.21e-06, 1.03e-07, 1.03e-08, 4.40e-09, 2.17e-08, 2.30e-08, 6.14e-09, 3.66e-09, 4.76e-08, 2.22e-08] []
222700 [2.17e-06, 1.08e-06, 6.56e-07, 7.15e-07, 3.16e-07, 8.92e-07, 3.75e-07, 6.29e-07, 1.84e-09, 1.82e-06, 1.42e-05, 2.07e-05, 5.95e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 5.83e-07, 2.01e-09] [2.17e-06, 1.08e-06, 6.56e-07, 7.15e-07, 3.16e-07, 8.92e-07, 3.75e-07, 6.29e-07, 1.84e-09, 1.82e-06, 1.42e-05, 2.07e-05, 5.95e-05, 9.99e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-10, 5.83e-07, 2.01e-09] []
222800 [2.52e-07, 5.21e-07, 5.12e-07, 3.88e-07, 2.83e-07, 6.37e-07, 3.50e-07, 3.07e-09, 1.37e-09, 8.80e-10, 9.91e-07, 1.27e-06, 1.62e-06, 1.63e-07, 1.31e-09, 5.56e-10, 4.45e-09, 5.30e-09, 1.31e-08, 4.44e-10, 7.23e-08, 2.42e-09] [2.52e-07, 5.21e-07, 5.12e-07, 3.88e-07, 2.83e-07, 6.37e-07, 3.50e-07, 3.07e-09, 1.37e-09, 8.80e-10, 9.91e-07, 1.27e-06, 1.62e-06, 1.63e-07, 1.31e-09, 5.56e-10, 4.45e-09, 5.30e-09, 1.31e-08, 4.44e-10, 7.23e-08, 2.42e-09] []
222900 [3.96e-07, 5.79e-07, 5.61e-07, 5.16e-07, 2.61e-07, 7.19e-07, 3.91e-07, 1.35e-09, 1.18e-09, 7.68e-07, 6.38e-06, 4.90e-06, 6.72e-06, 1.10e-06, 1.19e-07, 7.46e-09, 8.59e-09, 1.66e-08, 2.28e-10, 4.30e-11, 8.40e-09, 8.14e-10] [3.96e-07, 5.79e-07, 5.61e-07, 5.16e-07, 2.61e-07, 7.19e-07, 3.91e-07, 1.35e-09, 1.18e-09, 7.68e-07, 6.38e-06, 4.90e-06, 6.72e-06, 1.10e-06, 1.19e-07, 7.46e-09, 8.59e-09, 1.66e-08, 2.28e-10, 4.30e-11, 8.40e-09, 8.14e-10] []
223000 [4.42e-06, 2.22e-06, 1.40e-06, 7.72e-07, 1.04e-06, 9.86e-07, 4.09e-07, 2.64e-06, 4.70e-09, 9.97e-07, 7.03e-05, 5.01e-05, 2.03e-04, 2.25e-04, 1.68e-06, 1.27e-06, 3.02e-06, 1.65e-06, 2.34e-07, 3.81e-10, 1.53e-06, 2.01e-09] [4.42e-06, 2.22e-06, 1.40e-06, 7.72e-07, 1.04e-06, 9.86e-07, 4.09e-07, 2.64e-06, 4.70e-09, 9.97e-07, 7.03e-05, 5.01e-05, 2.03e-04, 2.25e-04, 1.68e-06, 1.27e-06, 3.02e-06, 1.65e-06, 2.34e-07, 3.81e-10, 1.53e-06, 2.01e-09] []
223100 [2.18e-05, 6.31e-06, 2.19e-06, 3.88e-06, 1.31e-06, 3.44e-06, 7.34e-07, 5.40e-05, 1.64e-07, 1.80e-05, 1.46e-04, 2.26e-04, 5.84e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.61e-05, 1.39e-07] [2.18e-05, 6.31e-06, 2.19e-06, 3.88e-06, 1.31e-06, 3.44e-06, 7.34e-07, 5.40e-05, 1.64e-07, 1.80e-05, 1.46e-04, 2.26e-04, 5.84e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.61e-05, 1.39e-07] []
223200 [1.91e-05, 4.38e-06, 2.71e-06, 3.37e-06, 2.75e-06, 2.61e-06, 1.79e-06, 2.17e-05, 4.85e-08, 4.02e-05, 6.07e-05, 1.92e-04, 3.31e-04, 1.27e-03, 1.97e-05, 1.81e-05, 7.79e-06, 5.85e-06, 4.23e-06, 1.50e-08, 2.43e-05, 9.47e-08] [1.91e-05, 4.38e-06, 2.71e-06, 3.37e-06, 2.75e-06, 2.61e-06, 1.79e-06, 2.17e-05, 4.85e-08, 4.02e-05, 6.07e-05, 1.92e-04, 3.31e-04, 1.27e-03, 1.97e-05, 1.81e-05, 7.79e-06, 5.85e-06, 4.23e-06, 1.50e-08, 2.43e-05, 9.47e-08] []
223300 [6.24e-07, 1.34e-06, 7.24e-07, 1.02e-06, 4.57e-07, 9.44e-07, 4.64e-07, 3.49e-05, 3.41e-07, 1.66e-06, 7.85e-06, 4.11e-06, 6.81e-06, 1.96e-06, 0.00e+00, 6.43e-08, 2.08e-08, 3.64e-10, 5.77e-06, 6.24e-08, 3.36e-05, 3.66e-07] [6.24e-07, 1.34e-06, 7.24e-07, 1.02e-06, 4.57e-07, 9.44e-07, 4.64e-07, 3.49e-05, 3.41e-07, 1.66e-06, 7.85e-06, 4.11e-06, 6.81e-06, 1.96e-06, 0.00e+00, 6.43e-08, 2.08e-08, 3.64e-10, 5.77e-06, 6.24e-08, 3.36e-05, 3.66e-07] []
223400 [6.06e-07, 1.02e-06, 5.57e-07, 6.46e-07, 1.27e-06, 7.12e-07, 3.72e-07, 1.15e-07, 5.61e-08, 1.26e-05, 7.57e-05, 3.31e-05, 1.15e-04, 1.71e-05, 7.05e-09, 0.00e+00, 1.32e-07, 2.36e-08, 0.00e+00, 0.00e+00, 1.14e-06, 9.64e-08] [6.06e-07, 1.02e-06, 5.57e-07, 6.46e-07, 1.27e-06, 7.12e-07, 3.72e-07, 1.15e-07, 5.61e-08, 1.26e-05, 7.57e-05, 3.31e-05, 1.15e-04, 1.71e-05, 7.05e-09, 0.00e+00, 1.32e-07, 2.36e-08, 0.00e+00, 0.00e+00, 1.14e-06, 9.64e-08] []
223500 [7.28e-05, 2.42e-05, 6.64e-06, 1.82e-05, 6.64e-06, 1.37e-05, 3.62e-06, 7.95e-06, 5.18e-08, 1.44e-04, 1.32e-04, 8.59e-04, 8.51e-04, 4.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.43e-06, 3.23e-08] [7.28e-05, 2.42e-05, 6.64e-06, 1.82e-05, 6.64e-06, 1.37e-05, 3.62e-06, 7.95e-06, 5.18e-08, 1.44e-04, 1.32e-04, 8.59e-04, 8.51e-04, 4.46e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.43e-06, 3.23e-08] []
223600 [3.27e-07, 5.58e-07, 5.40e-07, 3.96e-07, 2.68e-07, 6.19e-07, 2.85e-07, 7.12e-08, 1.50e-09, 4.50e-08, 2.33e-06, 2.54e-06, 6.22e-06, 4.57e-06, 0.00e+00, 0.00e+00, 1.57e-13, 1.29e-10, 5.68e-10, 1.63e-09, 4.01e-08, 9.06e-09] [3.27e-07, 5.58e-07, 5.40e-07, 3.96e-07, 2.68e-07, 6.19e-07, 2.85e-07, 7.12e-08, 1.50e-09, 4.50e-08, 2.33e-06, 2.54e-06, 6.22e-06, 4.57e-06, 0.00e+00, 0.00e+00, 1.57e-13, 1.29e-10, 5.68e-10, 1.63e-09, 4.01e-08, 9.06e-09] []
223700 [9.11e-06, 3.01e-06, 1.16e-06, 1.84e-06, 7.50e-07, 1.77e-06, 5.12e-07, 1.06e-05, 7.97e-08, 9.36e-06, 4.80e-05, 8.96e-05, 2.27e-04, 4.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 5.88e-08] [9.11e-06, 3.01e-06, 1.16e-06, 1.84e-06, 7.50e-07, 1.77e-06, 5.12e-07, 1.06e-05, 7.97e-08, 9.36e-06, 4.80e-05, 8.96e-05, 2.27e-04, 4.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 5.88e-08] []
223800 [1.80e-06, 1.58e-06, 7.74e-07, 9.30e-07, 5.14e-07, 9.13e-07, 3.49e-07, 2.69e-05, 3.66e-06, 4.15e-06, 7.36e-06, 1.79e-05, 2.32e-05, 1.14e-04, 3.30e-06, 5.69e-07, 9.06e-07, 4.14e-07, 0.00e+00, 7.38e-07, 2.91e-05, 3.70e-06] [1.80e-06, 1.58e-06, 7.74e-07, 9.30e-07, 5.14e-07, 9.13e-07, 3.49e-07, 2.69e-05, 3.66e-06, 4.15e-06, 7.36e-06, 1.79e-05, 2.32e-05, 1.14e-04, 3.30e-06, 5.69e-07, 9.06e-07, 4.14e-07, 0.00e+00, 7.38e-07, 2.91e-05, 3.70e-06] []
223900 [6.13e-07, 9.89e-07, 6.51e-07, 6.21e-07, 3.44e-07, 8.69e-07, 4.34e-07, 2.91e-05, 4.00e-07, 3.82e-07, 2.22e-05, 1.36e-05, 4.33e-05, 1.57e-05, 0.00e+00, 4.73e-08, 7.35e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 3.97e-07] [6.13e-07, 9.89e-07, 6.51e-07, 6.21e-07, 3.44e-07, 8.69e-07, 4.34e-07, 2.91e-05, 4.00e-07, 3.82e-07, 2.22e-05, 1.36e-05, 4.33e-05, 1.57e-05, 0.00e+00, 4.73e-08, 7.35e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.14e-05, 3.97e-07] []
224000 [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06] [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 37.237181 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Best train step: 222458
lambda_a: 2.1721019745
lambda_b: 1.7981481552
kappa_a: 0.73351997137
kappa_b: 0.43589803576
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
224000 [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06] [3.61e-07, 7.10e-07, 4.40e-07, 4.15e-07, 3.71e-07, 6.90e-07, 3.41e-07, 1.38e-05, 4.55e-06, 7.08e-07, 2.01e-05, 1.34e-05, 2.21e-05, 8.92e-07, 5.17e-08, 3.23e-09, 2.04e-07, 1.27e-07, 2.19e-06, 0.00e+00, 1.34e-05, 4.50e-06] []
224100 [5.80e-07, 5.28e-07, 5.75e-07, 4.40e-07, 3.03e-07, 6.98e-07, 3.20e-07, 1.77e-07, 5.50e-07, 7.78e-07, 2.30e-06, 4.15e-06, 6.39e-06, 1.97e-05, 1.31e-07, 1.05e-07, 2.35e-07, 1.43e-07, 3.88e-08, 1.07e-07, 2.32e-07, 6.08e-07] [5.80e-07, 5.28e-07, 5.75e-07, 4.40e-07, 3.03e-07, 6.98e-07, 3.20e-07, 1.77e-07, 5.50e-07, 7.78e-07, 2.30e-06, 4.15e-06, 6.39e-06, 1.97e-05, 1.31e-07, 1.05e-07, 2.35e-07, 1.43e-07, 3.88e-08, 1.07e-07, 2.32e-07, 6.08e-07] []
224200 [6.85e-07, 5.31e-07, 5.72e-07, 4.22e-07, 3.49e-07, 6.55e-07, 3.41e-07, 1.53e-07, 1.82e-08, 4.48e-07, 3.03e-06, 4.80e-06, 1.06e-05, 2.51e-05, 2.10e-07, 2.30e-07, 2.29e-07, 2.45e-07, 4.71e-08, 4.33e-09, 2.78e-07, 2.79e-08] [6.85e-07, 5.31e-07, 5.72e-07, 4.22e-07, 3.49e-07, 6.55e-07, 3.41e-07, 1.53e-07, 1.82e-08, 4.48e-07, 3.03e-06, 4.80e-06, 1.06e-05, 2.51e-05, 2.10e-07, 2.30e-07, 2.29e-07, 2.45e-07, 4.71e-08, 4.33e-09, 2.78e-07, 2.79e-08] []
224300 [4.09e-06, 1.07e-06, 8.25e-07, 7.59e-07, 6.54e-07, 8.93e-07, 4.02e-07, 2.04e-05, 1.24e-07, 2.02e-06, 4.31e-05, 4.08e-05, 1.47e-04, 1.95e-04, 2.37e-06, 1.47e-06, 2.27e-06, 1.85e-06, 3.84e-06, 2.67e-08, 2.23e-05, 1.64e-07] [4.09e-06, 1.07e-06, 8.25e-07, 7.59e-07, 6.54e-07, 8.93e-07, 4.02e-07, 2.04e-05, 1.24e-07, 2.02e-06, 4.31e-05, 4.08e-05, 1.47e-04, 1.95e-04, 2.37e-06, 1.47e-06, 2.27e-06, 1.85e-06, 3.84e-06, 2.67e-08, 2.23e-05, 1.64e-07] []
224400 [2.84e-06, 1.70e-06, 1.24e-06, 8.79e-07, 7.06e-07, 1.40e-06, 6.86e-07, 3.02e-06, 4.43e-06, 3.93e-06, 9.33e-06, 3.10e-05, 4.59e-05, 2.00e-04, 3.51e-06, 1.78e-06, 6.33e-07, 4.68e-07, 3.23e-07, 8.98e-07, 2.09e-06, 4.42e-06] [2.84e-06, 1.70e-06, 1.24e-06, 8.79e-07, 7.06e-07, 1.40e-06, 6.86e-07, 3.02e-06, 4.43e-06, 3.93e-06, 9.33e-06, 3.10e-05, 4.59e-05, 2.00e-04, 3.51e-06, 1.78e-06, 6.33e-07, 4.68e-07, 3.23e-07, 8.98e-07, 2.09e-06, 4.42e-06] []
224500 [2.55e-06, 1.39e-06, 5.88e-07, 9.85e-07, 3.63e-07, 1.05e-06, 3.99e-07, 9.94e-06, 7.43e-08, 4.24e-06, 8.26e-06, 1.77e-05, 5.02e-05, 9.58e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 1.22e-08, 9.09e-06, 7.91e-08] [2.55e-06, 1.39e-06, 5.88e-07, 9.85e-07, 3.63e-07, 1.05e-06, 3.99e-07, 9.94e-06, 7.43e-08, 4.24e-06, 8.26e-06, 1.77e-05, 5.02e-05, 9.58e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 1.22e-08, 9.09e-06, 7.91e-08] []
224600 [4.73e-07, 5.88e-07, 5.80e-07, 4.91e-07, 2.46e-07, 6.15e-07, 3.29e-07, 1.71e-07, 4.03e-08, 1.47e-07, 1.19e-05, 8.18e-06, 2.22e-05, 3.83e-06, 4.72e-08, 0.00e+00, 3.24e-10, 4.02e-11, 0.00e+00, 0.00e+00, 3.27e-07, 4.07e-08] [4.73e-07, 5.88e-07, 5.80e-07, 4.91e-07, 2.46e-07, 6.15e-07, 3.29e-07, 1.71e-07, 4.03e-08, 1.47e-07, 1.19e-05, 8.18e-06, 2.22e-05, 3.83e-06, 4.72e-08, 0.00e+00, 3.24e-10, 4.02e-11, 0.00e+00, 0.00e+00, 3.27e-07, 4.07e-08] []
224700 [6.50e-07, 5.29e-07, 5.47e-07, 4.43e-07, 3.02e-07, 6.79e-07, 3.49e-07, 1.51e-08, 5.34e-07, 1.13e-06, 2.20e-06, 4.92e-06, 5.60e-06, 2.25e-05, 2.13e-07, 1.45e-07, 2.25e-07, 2.11e-07, 1.16e-09, 0.00e+00, 3.19e-08, 5.67e-07] [6.50e-07, 5.29e-07, 5.47e-07, 4.43e-07, 3.02e-07, 6.79e-07, 3.49e-07, 1.51e-08, 5.34e-07, 1.13e-06, 2.20e-06, 4.92e-06, 5.60e-06, 2.25e-05, 2.13e-07, 1.45e-07, 2.25e-07, 2.11e-07, 1.16e-09, 0.00e+00, 3.19e-08, 5.67e-07] []
224800 [3.59e-06, 1.24e-06, 7.63e-07, 7.95e-07, 3.91e-07, 9.25e-07, 3.74e-07, 2.61e-05, 5.34e-08, 1.15e-06, 4.24e-05, 4.14e-05, 1.32e-04, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 4.56e-08] [3.59e-06, 1.24e-06, 7.63e-07, 7.95e-07, 3.91e-07, 9.25e-07, 3.74e-07, 2.61e-05, 5.34e-08, 1.15e-06, 4.24e-05, 4.14e-05, 1.32e-04, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-05, 4.56e-08] []
224900 [7.59e-07, 6.47e-07, 5.62e-07, 4.52e-07, 2.58e-07, 6.56e-07, 3.16e-07, 2.28e-06, 8.08e-08, 2.36e-07, 8.29e-06, 8.31e-06, 2.51e-05, 2.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-06, 6.01e-08] [7.59e-07, 6.47e-07, 5.62e-07, 4.52e-07, 2.58e-07, 6.56e-07, 3.16e-07, 2.28e-06, 8.08e-08, 2.36e-07, 8.29e-06, 8.31e-06, 2.51e-05, 2.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-06, 6.01e-08] []
225000 [2.62e-07, 5.45e-07, 5.18e-07, 3.90e-07, 2.79e-07, 6.15e-07, 2.81e-07, 3.82e-09, 2.82e-12, 8.59e-08, 1.03e-06, 1.29e-06, 1.29e-06, 1.36e-07, 5.93e-09, 5.67e-10, 9.06e-09, 1.26e-08, 1.51e-08, 6.10e-10, 8.46e-08, 2.90e-09] [2.62e-07, 5.45e-07, 5.18e-07, 3.90e-07, 2.79e-07, 6.15e-07, 2.81e-07, 3.82e-09, 2.82e-12, 8.59e-08, 1.03e-06, 1.29e-06, 1.29e-06, 1.36e-07, 5.93e-09, 5.67e-10, 9.06e-09, 1.26e-08, 1.51e-08, 6.10e-10, 8.46e-08, 2.90e-09] []
225100 [2.86e-07, 5.18e-07, 3.99e-07, 4.47e-07, 2.24e-07, 6.37e-07, 4.63e-07, 1.72e-07, 2.41e-06, 1.41e-07, 1.53e-06, 1.86e-06, 1.74e-06, 8.78e-07, 1.47e-08, 5.85e-09, 3.98e-08, 1.53e-08, 3.52e-08, 0.00e+00, 2.02e-07, 2.50e-06] [2.86e-07, 5.18e-07, 3.99e-07, 4.47e-07, 2.24e-07, 6.37e-07, 4.63e-07, 1.72e-07, 2.41e-06, 1.41e-07, 1.53e-06, 1.86e-06, 1.74e-06, 8.78e-07, 1.47e-08, 5.85e-09, 3.98e-08, 1.53e-08, 3.52e-08, 0.00e+00, 2.02e-07, 2.50e-06] []
225200 [6.58e-07, 5.14e-07, 4.95e-07, 4.11e-07, 3.13e-07, 6.57e-07, 4.78e-07, 8.59e-08, 1.21e-09, 5.73e-07, 2.92e-06, 5.13e-06, 1.04e-05, 2.53e-05, 1.40e-07, 1.96e-07, 2.96e-07, 2.33e-07, 3.77e-12, 4.84e-11, 5.92e-08, 1.94e-09] [6.58e-07, 5.14e-07, 4.95e-07, 4.11e-07, 3.13e-07, 6.57e-07, 4.78e-07, 8.59e-08, 1.21e-09, 5.73e-07, 2.92e-06, 5.13e-06, 1.04e-05, 2.53e-05, 1.40e-07, 1.96e-07, 2.96e-07, 2.33e-07, 3.77e-12, 4.84e-11, 5.92e-08, 1.94e-09] []
225300 [2.22e-05, 7.06e-06, 2.10e-06, 4.55e-06, 1.67e-06, 4.04e-06, 9.61e-07, 7.13e-05, 1.48e-08, 2.81e-05, 6.55e-05, 2.21e-04, 3.85e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.38e-05, 1.74e-08] [2.22e-05, 7.06e-06, 2.10e-06, 4.55e-06, 1.67e-06, 4.04e-06, 9.61e-07, 7.13e-05, 1.48e-08, 2.81e-05, 6.55e-05, 2.21e-04, 3.85e-04, 1.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.38e-05, 1.74e-08] []
225400 [9.73e-06, 3.75e-06, 8.75e-07, 3.52e-06, 8.90e-07, 2.28e-06, 6.68e-07, 1.63e-06, 1.62e-10, 1.58e-05, 5.96e-05, 9.68e-05, 2.84e-04, 4.75e-04, 0.00e+00, 4.00e-09, 0.00e+00, 0.00e+00, 1.16e-07, 3.89e-12, 7.57e-07, 3.50e-09] [9.73e-06, 3.75e-06, 8.75e-07, 3.52e-06, 8.90e-07, 2.28e-06, 6.68e-07, 1.63e-06, 1.62e-10, 1.58e-05, 5.96e-05, 9.68e-05, 2.84e-04, 4.75e-04, 0.00e+00, 4.00e-09, 0.00e+00, 0.00e+00, 1.16e-07, 3.89e-12, 7.57e-07, 3.50e-09] []
225500 [2.83e-06, 2.45e-06, 8.89e-07, 1.19e-06, 5.78e-07, 1.34e-06, 4.93e-07, 5.44e-05, 1.62e-09, 9.04e-06, 4.50e-05, 4.42e-05, 2.18e-05, 6.62e-05, 4.87e-06, 3.78e-07, 1.67e-07, 9.36e-10, 0.00e+00, 0.00e+00, 6.29e-05, 1.34e-08] [2.83e-06, 2.45e-06, 8.89e-07, 1.19e-06, 5.78e-07, 1.34e-06, 4.93e-07, 5.44e-05, 1.62e-09, 9.04e-06, 4.50e-05, 4.42e-05, 2.18e-05, 6.62e-05, 4.87e-06, 3.78e-07, 1.67e-07, 9.36e-10, 0.00e+00, 0.00e+00, 6.29e-05, 1.34e-08] []
225600 [1.06e-06, 1.35e-06, 7.71e-07, 5.44e-07, 8.44e-07, 8.23e-07, 4.11e-07, 6.11e-06, 9.98e-09, 2.04e-06, 7.34e-05, 3.82e-05, 1.35e-04, 2.69e-05, 5.50e-07, 4.35e-10, 5.99e-07, 9.02e-08, 8.64e-07, 1.57e-09, 5.31e-06, 9.09e-09] [1.06e-06, 1.35e-06, 7.71e-07, 5.44e-07, 8.44e-07, 8.23e-07, 4.11e-07, 6.11e-06, 9.98e-09, 2.04e-06, 7.34e-05, 3.82e-05, 1.35e-04, 2.69e-05, 5.50e-07, 4.35e-10, 5.99e-07, 9.02e-08, 8.64e-07, 1.57e-09, 5.31e-06, 9.09e-09] []
225700 [2.37e-06, 1.58e-06, 6.17e-07, 1.11e-06, 3.82e-07, 1.15e-06, 4.32e-07, 2.63e-06, 1.53e-09, 1.59e-06, 1.90e-05, 2.50e-05, 7.47e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-12, 3.20e-06, 2.27e-09] [2.37e-06, 1.58e-06, 6.17e-07, 1.11e-06, 3.82e-07, 1.15e-06, 4.32e-07, 2.63e-06, 1.53e-09, 1.59e-06, 1.90e-05, 2.50e-05, 7.47e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-12, 3.20e-06, 2.27e-09] []
225800 [1.15e-05, 8.89e-06, 8.50e-06, 2.31e-05, 7.80e-06, 7.03e-06, 9.20e-06, 1.81e-05, 6.69e-08, 1.15e-05, 7.23e-05, 3.84e-04, 2.49e-04, 1.17e-03, 5.40e-05, 4.39e-05, 3.17e-06, 7.68e-07, 2.17e-06, 0.00e+00, 1.41e-05, 9.34e-08] [1.15e-05, 8.89e-06, 8.50e-06, 2.31e-05, 7.80e-06, 7.03e-06, 9.20e-06, 1.81e-05, 6.69e-08, 1.15e-05, 7.23e-05, 3.84e-04, 2.49e-04, 1.17e-03, 5.40e-05, 4.39e-05, 3.17e-06, 7.68e-07, 2.17e-06, 0.00e+00, 1.41e-05, 9.34e-08] []
225900 [2.97e-07, 6.37e-07, 6.34e-07, 4.83e-07, 4.10e-07, 6.22e-07, 3.39e-07, 1.58e-11, 3.54e-09, 3.74e-09, 9.88e-07, 1.35e-06, 1.32e-06, 2.43e-08, 5.77e-09, 2.58e-09, 1.20e-08, 1.66e-08, 1.46e-08, 1.15e-10, 8.14e-08, 2.00e-09] [2.97e-07, 6.37e-07, 6.34e-07, 4.83e-07, 4.10e-07, 6.22e-07, 3.39e-07, 1.58e-11, 3.54e-09, 3.74e-09, 9.88e-07, 1.35e-06, 1.32e-06, 2.43e-08, 5.77e-09, 2.58e-09, 1.20e-08, 1.66e-08, 1.46e-08, 1.15e-10, 8.14e-08, 2.00e-09] []
226000 [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04] [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 36.932406 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
226000 [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04] [3.64e-06, 1.19e-06, 1.35e-06, 7.80e-07, 4.65e-07, 7.72e-07, 4.05e-07, 1.13e-04, 2.04e-04, 6.27e-07, 2.37e-04, 1.31e-04, 4.01e-04, 1.52e-04, 0.00e+00, 5.99e-17, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 1.18e-04, 2.04e-04] []
226100 [1.08e-05, 4.05e-06, 7.83e-07, 2.78e-06, 9.17e-07, 2.22e-06, 5.12e-07, 1.79e-07, 4.42e-08, 1.72e-05, 3.81e-05, 1.19e-04, 2.51e-04, 6.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-07, 5.60e-08] [1.08e-05, 4.05e-06, 7.83e-07, 2.78e-06, 9.17e-07, 2.22e-06, 5.12e-07, 1.79e-07, 4.42e-08, 1.72e-05, 3.81e-05, 1.19e-04, 2.51e-04, 6.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.41e-07, 5.60e-08] []
226200 [4.38e-06, 1.76e-06, 1.00e-06, 8.08e-07, 8.09e-07, 9.72e-07, 4.33e-07, 1.89e-06, 5.96e-09, 4.86e-06, 2.80e-05, 4.12e-05, 1.11e-04, 2.39e-04, 2.97e-06, 1.94e-06, 2.41e-06, 1.54e-06, 2.28e-07, 7.93e-10, 1.48e-06, 4.40e-09] [4.38e-06, 1.76e-06, 1.00e-06, 8.08e-07, 8.09e-07, 9.72e-07, 4.33e-07, 1.89e-06, 5.96e-09, 4.86e-06, 2.80e-05, 4.12e-05, 1.11e-04, 2.39e-04, 2.97e-06, 1.94e-06, 2.41e-06, 1.54e-06, 2.28e-07, 7.93e-10, 1.48e-06, 4.40e-09] []
226300 [2.07e-06, 1.27e-06, 5.07e-07, 7.42e-07, 5.26e-07, 9.73e-07, 4.86e-07, 6.14e-07, 4.74e-07, 4.54e-06, 4.12e-06, 2.07e-05, 3.99e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-08, 7.38e-08, 2.43e-07, 4.28e-07] [2.07e-06, 1.27e-06, 5.07e-07, 7.42e-07, 5.26e-07, 9.73e-07, 4.86e-07, 6.14e-07, 4.74e-07, 4.54e-06, 4.12e-06, 2.07e-05, 3.99e-05, 1.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-08, 7.38e-08, 2.43e-07, 4.28e-07] []
226400 [1.28e-05, 5.86e-06, 3.86e-06, 4.58e-06, 1.49e-06, 4.59e-06, 1.86e-06, 3.79e-05, 3.52e-04, 4.51e-05, 4.63e-05, 1.45e-04, 1.01e-04, 7.97e-04, 2.61e-05, 5.30e-06, 4.74e-06, 2.57e-06, 6.50e-06, 0.00e+00, 3.67e-05, 3.51e-04] [1.28e-05, 5.86e-06, 3.86e-06, 4.58e-06, 1.49e-06, 4.59e-06, 1.86e-06, 3.79e-05, 3.52e-04, 4.51e-05, 4.63e-05, 1.45e-04, 1.01e-04, 7.97e-04, 2.61e-05, 5.30e-06, 4.74e-06, 2.57e-06, 6.50e-06, 0.00e+00, 3.67e-05, 3.51e-04] []
226500 [7.20e-07, 6.61e-07, 5.42e-07, 4.56e-07, 2.58e-07, 6.18e-07, 2.90e-07, 3.28e-06, 9.61e-08, 8.62e-08, 1.19e-05, 9.78e-06, 3.13e-05, 2.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.11e-06, 9.81e-08] [7.20e-07, 6.61e-07, 5.42e-07, 4.56e-07, 2.58e-07, 6.18e-07, 2.90e-07, 3.28e-06, 9.61e-08, 8.62e-08, 1.19e-05, 9.78e-06, 3.13e-05, 2.57e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.11e-06, 9.81e-08] []
226600 [6.06e-07, 9.24e-07, 5.19e-07, 5.19e-07, 3.21e-07, 8.33e-07, 4.00e-07, 6.53e-11, 1.38e-04, 1.25e-07, 6.85e-06, 4.25e-06, 1.08e-05, 1.61e-06, 6.21e-08, 0.00e+00, 1.05e-07, 2.43e-09, 2.27e-09, 3.60e-05, 4.03e-08, 1.38e-04] [6.06e-07, 9.24e-07, 5.19e-07, 5.19e-07, 3.21e-07, 8.33e-07, 4.00e-07, 6.53e-11, 1.38e-04, 1.25e-07, 6.85e-06, 4.25e-06, 1.08e-05, 1.61e-06, 6.21e-08, 0.00e+00, 1.05e-07, 2.43e-09, 2.27e-09, 3.60e-05, 4.03e-08, 1.38e-04] []
226700 [1.50e-06, 1.25e-06, 5.36e-07, 8.32e-07, 4.61e-07, 8.45e-07, 2.95e-07, 1.09e-05, 2.62e-07, 3.28e-07, 2.18e-05, 1.59e-05, 5.63e-05, 5.58e-05, 1.58e-06, 6.26e-08, 6.78e-07, 9.71e-07, 1.68e-06, 0.00e+00, 1.04e-05, 2.82e-07] [1.50e-06, 1.25e-06, 5.36e-07, 8.32e-07, 4.61e-07, 8.45e-07, 2.95e-07, 1.09e-05, 2.62e-07, 3.28e-07, 2.18e-05, 1.59e-05, 5.63e-05, 5.58e-05, 1.58e-06, 6.26e-08, 6.78e-07, 9.71e-07, 1.68e-06, 0.00e+00, 1.04e-05, 2.82e-07] []
226800 [1.22e-06, 9.61e-07, 4.20e-07, 6.03e-07, 3.54e-07, 8.25e-07, 3.43e-07, 3.15e-07, 3.74e-05, 1.57e-06, 4.92e-06, 9.36e-06, 2.68e-05, 5.30e-05, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 7.46e-09, 0.00e+00, 4.63e-08, 3.97e-05] [1.22e-06, 9.61e-07, 4.20e-07, 6.03e-07, 3.54e-07, 8.25e-07, 3.43e-07, 3.15e-07, 3.74e-05, 1.57e-06, 4.92e-06, 9.36e-06, 2.68e-05, 5.30e-05, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 7.46e-09, 0.00e+00, 4.63e-08, 3.97e-05] []
226900 [3.69e-07, 5.91e-07, 4.81e-07, 5.48e-07, 2.48e-07, 6.27e-07, 3.15e-07, 4.70e-06, 1.30e-08, 4.41e-07, 8.62e-06, 6.88e-06, 1.12e-05, 2.43e-07, 3.60e-07, 0.00e+00, 3.18e-09, 2.62e-09, 0.00e+00, 0.00e+00, 5.09e-06, 1.78e-08] [3.69e-07, 5.91e-07, 4.81e-07, 5.48e-07, 2.48e-07, 6.27e-07, 3.15e-07, 4.70e-06, 1.30e-08, 4.41e-07, 8.62e-06, 6.88e-06, 1.12e-05, 2.43e-07, 3.60e-07, 0.00e+00, 3.18e-09, 2.62e-09, 0.00e+00, 0.00e+00, 5.09e-06, 1.78e-08] []
227000 [4.24e-07, 5.14e-07, 4.44e-07, 4.08e-07, 2.89e-07, 6.28e-07, 2.89e-07, 1.79e-06, 1.16e-09, 1.27e-08, 5.72e-06, 4.13e-06, 1.20e-05, 8.75e-06, 9.42e-08, 7.22e-08, 2.08e-07, 1.72e-07, 3.08e-07, 5.58e-10, 1.99e-06, 2.84e-09] [4.24e-07, 5.14e-07, 4.44e-07, 4.08e-07, 2.89e-07, 6.28e-07, 2.89e-07, 1.79e-06, 1.16e-09, 1.27e-08, 5.72e-06, 4.13e-06, 1.20e-05, 8.75e-06, 9.42e-08, 7.22e-08, 2.08e-07, 1.72e-07, 3.08e-07, 5.58e-10, 1.99e-06, 2.84e-09] []
227100 [2.53e-07, 4.97e-07, 4.78e-07, 4.11e-07, 2.62e-07, 6.14e-07, 2.74e-07, 2.80e-07, 6.40e-10, 2.02e-08, 8.00e-07, 1.29e-06, 1.41e-06, 5.96e-07, 1.13e-09, 0.00e+00, 3.65e-09, 9.35e-09, 0.00e+00, 7.79e-10, 1.50e-07, 3.87e-09] [2.53e-07, 4.97e-07, 4.78e-07, 4.11e-07, 2.62e-07, 6.14e-07, 2.74e-07, 2.80e-07, 6.40e-10, 2.02e-08, 8.00e-07, 1.29e-06, 1.41e-06, 5.96e-07, 1.13e-09, 0.00e+00, 3.65e-09, 9.35e-09, 0.00e+00, 7.79e-10, 1.50e-07, 3.87e-09] []
227200 [1.78e-06, 6.60e-07, 6.20e-07, 5.17e-07, 4.50e-07, 7.01e-07, 3.12e-07, 1.34e-06, 4.26e-08, 1.34e-06, 1.46e-05, 1.61e-05, 5.34e-05, 8.65e-05, 8.99e-07, 7.46e-07, 9.12e-07, 7.97e-07, 2.50e-07, 7.91e-09, 1.62e-06, 5.08e-08] [1.78e-06, 6.60e-07, 6.20e-07, 5.17e-07, 4.50e-07, 7.01e-07, 3.12e-07, 1.34e-06, 4.26e-08, 1.34e-06, 1.46e-05, 1.61e-05, 5.34e-05, 8.65e-05, 8.99e-07, 7.46e-07, 9.12e-07, 7.97e-07, 2.50e-07, 7.91e-09, 1.62e-06, 5.08e-08] []
227300 [2.87e-06, 1.15e-06, 6.90e-07, 7.61e-07, 3.45e-07, 8.52e-07, 3.43e-07, 1.04e-05, 2.49e-07, 9.44e-07, 3.76e-05, 3.54e-05, 1.15e-04, 1.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-05, 3.66e-07] [2.87e-06, 1.15e-06, 6.90e-07, 7.61e-07, 3.45e-07, 8.52e-07, 3.43e-07, 1.04e-05, 2.49e-07, 9.44e-07, 3.76e-05, 3.54e-05, 1.15e-04, 1.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-05, 3.66e-07] []
227400 [1.77e-05, 5.21e-06, 1.74e-06, 3.29e-06, 1.14e-06, 2.91e-06, 6.98e-07, 7.29e-05, 2.85e-07, 1.47e-05, 1.09e-04, 1.79e-04, 4.55e-04, 9.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-05, 2.94e-07] [1.77e-05, 5.21e-06, 1.74e-06, 3.29e-06, 1.14e-06, 2.91e-06, 6.98e-07, 7.29e-05, 2.85e-07, 1.47e-05, 1.09e-04, 1.79e-04, 4.55e-04, 9.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-05, 2.94e-07] []
227500 [2.11e-05, 4.91e-06, 2.98e-06, 3.87e-06, 3.20e-06, 2.91e-06, 2.20e-06, 2.15e-05, 9.14e-07, 5.16e-05, 6.25e-05, 2.26e-04, 3.11e-04, 1.43e-03, 2.29e-05, 2.34e-05, 8.28e-06, 6.07e-06, 4.07e-06, 1.84e-07, 2.34e-05, 1.00e-06] [2.11e-05, 4.91e-06, 2.98e-06, 3.87e-06, 3.20e-06, 2.91e-06, 2.20e-06, 2.15e-05, 9.14e-07, 5.16e-05, 6.25e-05, 2.26e-04, 3.11e-04, 1.43e-03, 2.29e-05, 2.34e-05, 8.28e-06, 6.07e-06, 4.07e-06, 1.84e-07, 2.34e-05, 1.00e-06] []
227600 [1.09e-04, 2.32e-05, 6.90e-06, 1.70e-05, 7.40e-06, 1.52e-05, 4.41e-06, 9.27e-05, 6.17e-08, 4.96e-04, 6.02e-04, 7.10e-04, 3.90e-04, 4.53e-03, 1.30e-04, 5.07e-05, 4.94e-05, 3.05e-05, 1.83e-05, 0.00e+00, 9.94e-05, 4.20e-08] [1.09e-04, 2.32e-05, 6.90e-06, 1.70e-05, 7.40e-06, 1.52e-05, 4.41e-06, 9.27e-05, 6.17e-08, 4.96e-04, 6.02e-04, 7.10e-04, 3.90e-04, 4.53e-03, 1.30e-04, 5.07e-05, 4.94e-05, 3.05e-05, 1.83e-05, 0.00e+00, 9.94e-05, 4.20e-08] []
227700 [1.38e-06, 2.33e-06, 1.77e-06, 3.47e-06, 5.09e-06, 9.75e-07, 5.77e-06, 3.00e-06, 3.17e-10, 1.68e-07, 1.57e-05, 9.60e-06, 1.61e-05, 2.20e-06, 2.41e-10, 6.63e-08, 6.01e-07, 2.55e-07, 5.08e-07, 5.29e-12, 3.15e-06, 7.57e-11] [1.38e-06, 2.33e-06, 1.77e-06, 3.47e-06, 5.09e-06, 9.75e-07, 5.77e-06, 3.00e-06, 3.17e-10, 1.68e-07, 1.57e-05, 9.60e-06, 1.61e-05, 2.20e-06, 2.41e-10, 6.63e-08, 6.01e-07, 2.55e-07, 5.08e-07, 5.29e-12, 3.15e-06, 7.57e-11] []
227800 [5.67e-07, 1.92e-06, 1.87e-06, 1.48e-06, 4.02e-06, 6.15e-07, 3.27e-06, 2.94e-08, 1.60e-09, 6.93e-09, 1.46e-06, 1.64e-06, 1.57e-06, 2.82e-08, 2.74e-09, 7.79e-09, 3.39e-08, 1.75e-08, 1.14e-08, 1.60e-09, 8.41e-08, 9.48e-09] [5.67e-07, 1.92e-06, 1.87e-06, 1.48e-06, 4.02e-06, 6.15e-07, 3.27e-06, 2.94e-08, 1.60e-09, 6.93e-09, 1.46e-06, 1.64e-06, 1.57e-06, 2.82e-08, 2.74e-09, 7.79e-09, 3.39e-08, 1.75e-08, 1.14e-08, 1.60e-09, 8.41e-08, 9.48e-09] []
227900 [4.05e-07, 1.81e-06, 4.24e-06, 1.86e-06, 3.31e-06, 5.79e-07, 2.66e-06, 5.68e-07, 3.19e-03, 2.96e-07, 1.11e-06, 1.18e-06, 1.23e-06, 2.74e-08, 9.15e-09, 9.96e-09, 2.81e-08, 1.23e-08, 1.28e-07, 1.03e-03, 8.23e-07, 3.20e-03] [4.05e-07, 1.81e-06, 4.24e-06, 1.86e-06, 3.31e-06, 5.79e-07, 2.66e-06, 5.68e-07, 3.19e-03, 2.96e-07, 1.11e-06, 1.18e-06, 1.23e-06, 2.74e-08, 9.15e-09, 9.96e-09, 2.81e-08, 1.23e-08, 1.28e-07, 1.03e-03, 8.23e-07, 3.20e-03] []
228000 [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08] [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 39.608069 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
228000 [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08] [4.04e-07, 1.80e-06, 1.76e-06, 1.40e-06, 2.74e-06, 5.47e-07, 2.04e-06, 6.91e-08, 7.24e-08, 1.94e-09, 9.05e-07, 1.04e-06, 1.34e-06, 2.65e-08, 1.73e-08, 9.60e-09, 1.75e-08, 7.71e-09, 3.04e-08, 0.00e+00, 1.69e-07, 3.39e-08] []
228100 [2.37e-06, 3.17e-06, 1.58e-06, 2.52e-06, 2.77e-06, 1.45e-06, 3.10e-06, 3.91e-08, 1.84e-09, 1.12e-05, 8.72e-06, 3.68e-05, 5.26e-05, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 2.23e-10, 1.63e-08, 1.68e-09] [2.37e-06, 3.17e-06, 1.58e-06, 2.52e-06, 2.77e-06, 1.45e-06, 3.10e-06, 3.91e-08, 1.84e-09, 1.12e-05, 8.72e-06, 3.68e-05, 5.26e-05, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 2.23e-10, 1.63e-08, 1.68e-09] []
228200 [2.99e-07, 1.70e-06, 1.62e-06, 9.50e-07, 2.06e-06, 5.89e-07, 1.80e-06, 2.51e-09, 1.71e-09, 2.69e-09, 5.80e-07, 1.15e-06, 1.11e-06, 3.81e-08, 1.40e-08, 2.37e-10, 9.28e-09, 9.00e-09, 4.28e-09, 6.18e-10, 2.63e-08, 3.24e-09] [2.99e-07, 1.70e-06, 1.62e-06, 9.50e-07, 2.06e-06, 5.89e-07, 1.80e-06, 2.51e-09, 1.71e-09, 2.69e-09, 5.80e-07, 1.15e-06, 1.11e-06, 3.81e-08, 1.40e-08, 2.37e-10, 9.28e-09, 9.00e-09, 4.28e-09, 6.18e-10, 2.63e-08, 3.24e-09] []
228300 [1.69e-05, 4.83e-06, 2.75e-06, 3.33e-06, 3.69e-06, 3.10e-06, 2.40e-06, 4.63e-07, 2.07e-10, 3.49e-05, 4.74e-05, 1.76e-04, 2.86e-04, 1.19e-03, 2.04e-05, 1.54e-05, 6.91e-06, 6.52e-06, 1.16e-07, 1.26e-09, 7.24e-07, 6.71e-09] [1.69e-05, 4.83e-06, 2.75e-06, 3.33e-06, 3.69e-06, 3.10e-06, 2.40e-06, 4.63e-07, 2.07e-10, 3.49e-05, 4.74e-05, 1.76e-04, 2.86e-04, 1.19e-03, 2.04e-05, 1.54e-05, 6.91e-06, 6.52e-06, 1.16e-07, 1.26e-09, 7.24e-07, 6.71e-09] []
228400 [3.18e-07, 1.55e-06, 1.60e-06, 8.31e-07, 1.72e-06, 7.06e-07, 1.74e-06, 2.14e-07, 1.24e-12, 1.54e-08, 8.88e-07, 1.51e-06, 1.40e-06, 1.64e-07, 3.30e-08, 0.00e+00, 1.30e-08, 2.18e-08, 0.00e+00, 1.01e-09, 1.05e-07, 5.20e-09] [3.18e-07, 1.55e-06, 1.60e-06, 8.31e-07, 1.72e-06, 7.06e-07, 1.74e-06, 2.14e-07, 1.24e-12, 1.54e-08, 8.88e-07, 1.51e-06, 1.40e-06, 1.64e-07, 3.30e-08, 0.00e+00, 1.30e-08, 2.18e-08, 0.00e+00, 1.01e-09, 1.05e-07, 5.20e-09] []
228500 [2.39e-07, 1.51e-06, 1.58e-06, 9.34e-07, 1.50e-06, 6.06e-07, 1.49e-06, 1.02e-09, 1.85e-09, 8.33e-10, 5.24e-07, 1.03e-06, 1.02e-06, 1.65e-08, 1.43e-08, 6.39e-10, 8.04e-09, 8.48e-09, 4.25e-09, 6.65e-10, 2.34e-08, 3.27e-09] [2.39e-07, 1.51e-06, 1.58e-06, 9.34e-07, 1.50e-06, 6.06e-07, 1.49e-06, 1.02e-09, 1.85e-09, 8.33e-10, 5.24e-07, 1.03e-06, 1.02e-06, 1.65e-08, 1.43e-08, 6.39e-10, 8.04e-09, 8.48e-09, 4.25e-09, 6.65e-10, 2.34e-08, 3.27e-09] []
228600 [3.42e-06, 3.11e-06, 1.84e-06, 2.10e-06, 1.90e-06, 1.74e-06, 2.35e-06, 2.54e-05, 6.87e-08, 8.21e-06, 5.87e-05, 1.01e-04, 6.77e-05, 3.91e-05, 6.12e-06, 8.85e-07, 1.36e-08, 2.75e-09, 0.00e+00, 0.00e+00, 3.43e-05, 1.58e-07] [3.42e-06, 3.11e-06, 1.84e-06, 2.10e-06, 1.90e-06, 1.74e-06, 2.35e-06, 2.54e-05, 6.87e-08, 8.21e-06, 5.87e-05, 1.01e-04, 6.77e-05, 3.91e-05, 6.12e-06, 8.85e-07, 1.36e-08, 2.75e-09, 0.00e+00, 0.00e+00, 3.43e-05, 1.58e-07] []
228700 [3.05e-07, 1.49e-06, 1.55e-06, 9.25e-07, 1.27e-06, 6.50e-07, 1.38e-06, 3.55e-10, 8.06e-09, 3.64e-09, 9.57e-07, 1.26e-06, 1.25e-06, 1.94e-08, 2.02e-08, 1.06e-09, 1.43e-08, 1.63e-08, 1.28e-08, 1.42e-10, 6.34e-08, 1.84e-09] [3.05e-07, 1.49e-06, 1.55e-06, 9.25e-07, 1.27e-06, 6.50e-07, 1.38e-06, 3.55e-10, 8.06e-09, 3.64e-09, 9.57e-07, 1.26e-06, 1.25e-06, 1.94e-08, 2.02e-08, 1.06e-09, 1.43e-08, 1.63e-08, 1.28e-08, 1.42e-10, 6.34e-08, 1.84e-09] []
228800 [1.01e-06, 1.70e-06, 1.59e-06, 1.01e-06, 1.36e-06, 9.75e-07, 1.64e-06, 5.70e-08, 2.15e-08, 2.03e-06, 4.72e-06, 9.41e-06, 1.98e-05, 5.78e-05, 1.35e-06, 1.13e-08, 7.33e-07, 6.14e-07, 1.43e-08, 0.00e+00, 9.30e-08, 1.17e-08] [1.01e-06, 1.70e-06, 1.59e-06, 1.01e-06, 1.36e-06, 9.75e-07, 1.64e-06, 5.70e-08, 2.15e-08, 2.03e-06, 4.72e-06, 9.41e-06, 1.98e-05, 5.78e-05, 1.35e-06, 1.13e-08, 7.33e-07, 6.14e-07, 1.43e-08, 0.00e+00, 9.30e-08, 1.17e-08] []
228900 [2.47e-07, 1.35e-06, 1.49e-06, 8.80e-07, 1.13e-06, 6.55e-07, 1.29e-06, 1.75e-09, 1.96e-09, 9.99e-11, 6.80e-07, 1.14e-06, 1.15e-06, 9.62e-08, 2.33e-08, 2.31e-09, 1.51e-08, 1.51e-08, 4.02e-09, 4.95e-10, 2.51e-08, 2.66e-09] [2.47e-07, 1.35e-06, 1.49e-06, 8.80e-07, 1.13e-06, 6.55e-07, 1.29e-06, 1.75e-09, 1.96e-09, 9.99e-11, 6.80e-07, 1.14e-06, 1.15e-06, 9.62e-08, 2.33e-08, 2.31e-09, 1.51e-08, 1.51e-08, 4.02e-09, 4.95e-10, 2.51e-08, 2.66e-09] []
229000 [3.43e-07, 1.25e-06, 1.49e-06, 7.62e-07, 1.12e-06, 7.68e-07, 1.38e-06, 3.37e-07, 1.08e-07, 1.18e-07, 1.31e-06, 1.97e-06, 2.76e-06, 4.19e-06, 1.15e-07, 9.14e-09, 4.39e-08, 6.96e-08, 0.00e+00, 0.00e+00, 2.42e-07, 7.94e-08] [3.43e-07, 1.25e-06, 1.49e-06, 7.62e-07, 1.12e-06, 7.68e-07, 1.38e-06, 3.37e-07, 1.08e-07, 1.18e-07, 1.31e-06, 1.97e-06, 2.76e-06, 4.19e-06, 1.15e-07, 9.14e-09, 4.39e-08, 6.96e-08, 0.00e+00, 0.00e+00, 2.42e-07, 7.94e-08] []
229100 [1.09e-06, 1.63e-06, 1.44e-06, 8.56e-07, 1.16e-06, 8.84e-07, 1.74e-06, 2.47e-05, 7.64e-06, 2.49e-09, 4.23e-05, 2.80e-05, 9.05e-05, 3.17e-05, 0.00e+00, 9.24e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-05, 9.10e-06] [1.09e-06, 1.63e-06, 1.44e-06, 8.56e-07, 1.16e-06, 8.84e-07, 1.74e-06, 2.47e-05, 7.64e-06, 2.49e-09, 4.23e-05, 2.80e-05, 9.05e-05, 3.17e-05, 0.00e+00, 9.24e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.78e-05, 9.10e-06] []
229200 [2.87e-06, 1.94e-06, 2.04e-06, 1.58e-06, 1.54e-06, 1.14e-06, 1.96e-06, 8.81e-06, 4.77e-08, 4.89e-07, 4.23e-05, 3.24e-05, 1.27e-04, 1.30e-04, 6.70e-07, 1.43e-06, 1.20e-06, 1.18e-06, 1.43e-06, 6.89e-09, 8.59e-06, 4.50e-08] [2.87e-06, 1.94e-06, 2.04e-06, 1.58e-06, 1.54e-06, 1.14e-06, 1.96e-06, 8.81e-06, 4.77e-08, 4.89e-07, 4.23e-05, 3.24e-05, 1.27e-04, 1.30e-04, 6.70e-07, 1.43e-06, 1.20e-06, 1.18e-06, 1.43e-06, 6.89e-09, 8.59e-06, 4.50e-08] []
229300 [5.94e-07, 1.44e-06, 1.37e-06, 6.94e-07, 9.29e-07, 8.66e-07, 1.45e-06, 1.14e-05, 5.29e-08, 1.39e-07, 2.15e-06, 2.98e-06, 2.59e-06, 1.46e-06, 2.79e-08, 0.00e+00, 4.04e-08, 7.22e-10, 0.00e+00, 0.00e+00, 1.29e-05, 5.49e-08] [5.94e-07, 1.44e-06, 1.37e-06, 6.94e-07, 9.29e-07, 8.66e-07, 1.45e-06, 1.14e-05, 5.29e-08, 1.39e-07, 2.15e-06, 2.98e-06, 2.59e-06, 1.46e-06, 2.79e-08, 0.00e+00, 4.04e-08, 7.22e-10, 0.00e+00, 0.00e+00, 1.29e-05, 5.49e-08] []
229400 [3.70e-07, 1.24e-06, 1.36e-06, 6.12e-07, 9.45e-07, 8.54e-07, 1.27e-06, 1.87e-05, 9.87e-08, 6.88e-07, 1.50e-05, 8.38e-06, 1.95e-05, 1.55e-06, 1.68e-09, 5.56e-08, 1.42e-07, 9.15e-08, 3.16e-06, 1.73e-08, 1.88e-05, 1.09e-07] [3.70e-07, 1.24e-06, 1.36e-06, 6.12e-07, 9.45e-07, 8.54e-07, 1.27e-06, 1.87e-05, 9.87e-08, 6.88e-07, 1.50e-05, 8.38e-06, 1.95e-05, 1.55e-06, 1.68e-09, 5.56e-08, 1.42e-07, 9.15e-08, 3.16e-06, 1.73e-08, 1.88e-05, 1.09e-07] []
229500 [3.82e-07, 1.13e-06, 1.32e-06, 6.57e-07, 8.23e-07, 8.11e-07, 1.23e-06, 1.76e-08, 4.31e-07, 2.71e-07, 1.51e-06, 2.39e-06, 2.37e-06, 4.43e-06, 0.00e+00, 0.00e+00, 6.31e-09, 1.73e-10, 1.62e-09, 0.00e+00, 8.05e-09, 6.48e-07] [3.82e-07, 1.13e-06, 1.32e-06, 6.57e-07, 8.23e-07, 8.11e-07, 1.23e-06, 1.76e-08, 4.31e-07, 2.71e-07, 1.51e-06, 2.39e-06, 2.37e-06, 4.43e-06, 0.00e+00, 0.00e+00, 6.31e-09, 1.73e-10, 1.62e-09, 0.00e+00, 8.05e-09, 6.48e-07] []
229600 [3.72e-07, 1.12e-06, 1.27e-06, 6.14e-07, 8.13e-07, 8.87e-07, 1.18e-06, 1.61e-05, 2.58e-07, 9.56e-07, 1.49e-05, 8.41e-06, 1.64e-05, 4.74e-07, 3.45e-09, 5.29e-09, 1.08e-07, 6.75e-08, 2.54e-06, 3.80e-08, 1.52e-05, 2.32e-07] [3.72e-07, 1.12e-06, 1.27e-06, 6.14e-07, 8.13e-07, 8.87e-07, 1.18e-06, 1.61e-05, 2.58e-07, 9.56e-07, 1.49e-05, 8.41e-06, 1.64e-05, 4.74e-07, 3.45e-09, 5.29e-09, 1.08e-07, 6.75e-08, 2.54e-06, 3.80e-08, 1.52e-05, 2.32e-07] []
229700 [3.55e-07, 9.36e-07, 1.35e-06, 6.43e-07, 7.73e-07, 7.49e-07, 1.22e-06, 8.39e-06, 6.08e-07, 2.69e-07, 4.94e-06, 4.67e-06, 7.84e-06, 1.51e-07, 3.41e-09, 1.02e-08, 2.06e-09, 1.24e-09, 0.00e+00, 0.00e+00, 8.30e-06, 6.14e-07] [3.55e-07, 9.36e-07, 1.35e-06, 6.43e-07, 7.73e-07, 7.49e-07, 1.22e-06, 8.39e-06, 6.08e-07, 2.69e-07, 4.94e-06, 4.67e-06, 7.84e-06, 1.51e-07, 3.41e-09, 1.02e-08, 2.06e-09, 1.24e-09, 0.00e+00, 0.00e+00, 8.30e-06, 6.14e-07] []
229800 [5.11e-06, 1.64e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.27e-06, 1.36e-06, 5.08e-06, 4.55e-07, 7.46e-06, 2.72e-05, 4.92e-05, 1.30e-04, 3.24e-04, 3.98e-06, 2.84e-06, 2.35e-06, 2.21e-06, 9.27e-07, 5.57e-08, 5.75e-06, 3.37e-07] [5.11e-06, 1.64e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.27e-06, 1.36e-06, 5.08e-06, 4.55e-07, 7.46e-06, 2.72e-05, 4.92e-05, 1.30e-04, 3.24e-04, 3.98e-06, 2.84e-06, 2.35e-06, 2.21e-06, 9.27e-07, 5.57e-08, 5.75e-06, 3.37e-07] []
229900 [2.04e-06, 1.55e-06, 1.52e-06, 3.11e-06, 1.47e-06, 1.66e-06, 1.74e-06, 2.62e-05, 8.06e-08, 7.60e-06, 5.06e-06, 2.13e-05, 2.37e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.11e-06, 1.00e-08, 2.41e-05, 6.62e-08] [2.04e-06, 1.55e-06, 1.52e-06, 3.11e-06, 1.47e-06, 1.66e-06, 1.74e-06, 2.62e-05, 8.06e-08, 7.60e-06, 5.06e-06, 2.13e-05, 2.37e-05, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.11e-06, 1.00e-08, 2.41e-05, 6.62e-08] []
230000 [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06] [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 41.517997 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
230000 [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06] [1.22e-05, 2.78e-06, 2.02e-06, 2.04e-06, 1.63e-06, 1.92e-06, 1.26e-06, 8.97e-05, 1.13e-06, 6.74e-06, 1.17e-04, 1.28e-04, 4.58e-04, 7.34e-04, 1.03e-05, 5.75e-06, 6.90e-06, 5.85e-06, 1.81e-05, 2.27e-07, 9.44e-05, 1.21e-06] []
230100 [2.61e-07, 6.92e-07, 1.13e-06, 5.62e-07, 5.65e-07, 7.46e-07, 9.33e-07, 2.00e-09, 4.46e-08, 1.72e-09, 9.05e-07, 1.35e-06, 1.32e-06, 6.04e-08, 1.89e-08, 5.41e-09, 1.98e-08, 2.32e-08, 7.00e-09, 4.64e-09, 4.36e-08, 3.05e-08] [2.61e-07, 6.92e-07, 1.13e-06, 5.62e-07, 5.65e-07, 7.46e-07, 9.33e-07, 2.00e-09, 4.46e-08, 1.72e-09, 9.05e-07, 1.35e-06, 1.32e-06, 6.04e-08, 1.89e-08, 5.41e-09, 1.98e-08, 2.32e-08, 7.00e-09, 4.64e-09, 4.36e-08, 3.05e-08] []
230200 [3.69e-07, 6.83e-07, 1.16e-06, 6.81e-07, 5.95e-07, 7.98e-07, 9.41e-07, 2.32e-06, 1.86e-06, 3.51e-07, 2.25e-06, 2.94e-06, 2.12e-06, 5.10e-06, 8.70e-08, 7.12e-09, 7.07e-08, 4.47e-08, 3.40e-07, 3.23e-07, 2.24e-06, 1.72e-06] [3.69e-07, 6.83e-07, 1.16e-06, 6.81e-07, 5.95e-07, 7.98e-07, 9.41e-07, 2.32e-06, 1.86e-06, 3.51e-07, 2.25e-06, 2.94e-06, 2.12e-06, 5.10e-06, 8.70e-08, 7.12e-09, 7.07e-08, 4.47e-08, 3.40e-07, 3.23e-07, 2.24e-06, 1.72e-06] []
230300 [1.82e-06, 8.52e-07, 1.24e-06, 6.57e-07, 7.14e-07, 8.64e-07, 1.02e-06, 1.70e-06, 1.67e-07, 2.10e-06, 9.81e-06, 1.59e-05, 4.03e-05, 9.59e-05, 9.75e-07, 7.47e-07, 9.55e-07, 5.55e-07, 2.89e-07, 1.92e-08, 1.85e-06, 1.22e-07] [1.82e-06, 8.52e-07, 1.24e-06, 6.57e-07, 7.14e-07, 8.64e-07, 1.02e-06, 1.70e-06, 1.67e-07, 2.10e-06, 9.81e-06, 1.59e-05, 4.03e-05, 9.59e-05, 9.75e-07, 7.47e-07, 9.55e-07, 5.55e-07, 2.89e-07, 1.92e-08, 1.85e-06, 1.22e-07] []
230400 [3.87e-06, 1.60e-06, 1.11e-06, 1.21e-06, 9.66e-07, 1.25e-06, 9.50e-07, 1.16e-05, 2.79e-10, 7.59e-06, 7.83e-06, 4.02e-05, 5.31e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-05, 4.57e-09] [3.87e-06, 1.60e-06, 1.11e-06, 1.21e-06, 9.66e-07, 1.25e-06, 9.50e-07, 1.16e-05, 2.79e-10, 7.59e-06, 7.83e-06, 4.02e-05, 5.31e-05, 2.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-05, 4.57e-09] []
230500 [7.76e-07, 7.45e-07, 1.14e-06, 5.24e-07, 5.73e-07, 7.61e-07, 8.17e-07, 2.88e-05, 9.26e-08, 2.26e-08, 1.95e-05, 1.38e-05, 4.10e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-05, 1.12e-07] [7.76e-07, 7.45e-07, 1.14e-06, 5.24e-07, 5.73e-07, 7.61e-07, 8.17e-07, 2.88e-05, 9.26e-08, 2.26e-08, 1.95e-05, 1.38e-05, 4.10e-05, 1.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-05, 1.12e-07] []
230600 [4.33e-07, 7.20e-07, 1.08e-06, 7.22e-07, 7.07e-07, 8.70e-07, 8.84e-07, 8.30e-07, 1.14e-06, 2.99e-11, 1.21e-05, 5.21e-06, 1.38e-05, 5.41e-06, 1.44e-10, 1.41e-09, 9.56e-08, 1.02e-07, 0.00e+00, 1.57e-07, 1.20e-06, 8.91e-07] [4.33e-07, 7.20e-07, 1.08e-06, 7.22e-07, 7.07e-07, 8.70e-07, 8.84e-07, 8.30e-07, 1.14e-06, 2.99e-11, 1.21e-05, 5.21e-06, 1.38e-05, 5.41e-06, 1.44e-10, 1.41e-09, 9.56e-08, 1.02e-07, 0.00e+00, 1.57e-07, 1.20e-06, 8.91e-07] []
230700 [5.64e-06, 1.47e-06, 1.54e-06, 1.31e-06, 9.92e-07, 1.19e-06, 1.01e-06, 7.75e-06, 3.44e-06, 3.79e-06, 5.28e-05, 5.71e-05, 2.00e-04, 3.27e-04, 4.60e-06, 2.20e-06, 3.17e-06, 2.34e-06, 1.28e-06, 3.78e-07, 7.74e-06, 2.04e-06] [5.64e-06, 1.47e-06, 1.54e-06, 1.31e-06, 9.92e-07, 1.19e-06, 1.01e-06, 7.75e-06, 3.44e-06, 3.79e-06, 5.28e-05, 5.71e-05, 2.00e-04, 3.27e-04, 4.60e-06, 2.20e-06, 3.17e-06, 2.34e-06, 1.28e-06, 3.78e-07, 7.74e-06, 2.04e-06] []
230800 [2.28e-07, 6.55e-07, 9.14e-07, 5.61e-07, 5.52e-07, 7.83e-07, 7.87e-07, 1.02e-06, 1.85e-08, 1.05e-06, 1.27e-05, 9.08e-06, 1.09e-05, 7.70e-07, 3.85e-14, 3.08e-09, 6.97e-08, 5.15e-08, 1.40e-07, 4.54e-10, 9.20e-07, 2.24e-09] [2.28e-07, 6.55e-07, 9.14e-07, 5.61e-07, 5.52e-07, 7.83e-07, 7.87e-07, 1.02e-06, 1.85e-08, 1.05e-06, 1.27e-05, 9.08e-06, 1.09e-05, 7.70e-07, 3.85e-14, 3.08e-09, 6.97e-08, 5.15e-08, 1.40e-07, 4.54e-10, 9.20e-07, 2.24e-09] []
230900 [2.73e-07, 7.20e-07, 9.26e-07, 5.00e-07, 5.38e-07, 7.33e-07, 7.15e-07, 5.92e-06, 1.06e-08, 9.45e-07, 5.47e-06, 4.52e-06, 3.04e-06, 3.54e-06, 0.00e+00, 3.15e-11, 2.15e-08, 1.81e-09, 8.92e-07, 3.60e-10, 5.59e-06, 1.99e-09] [2.73e-07, 7.20e-07, 9.26e-07, 5.00e-07, 5.38e-07, 7.33e-07, 7.15e-07, 5.92e-06, 1.06e-08, 9.45e-07, 5.47e-06, 4.52e-06, 3.04e-06, 3.54e-06, 0.00e+00, 3.15e-11, 2.15e-08, 1.81e-09, 8.92e-07, 3.60e-10, 5.59e-06, 1.99e-09] []
231000 [4.44e-07, 5.79e-07, 9.80e-07, 4.55e-07, 5.01e-07, 6.97e-07, 6.68e-07, 8.07e-06, 8.89e-09, 5.19e-09, 8.80e-06, 6.48e-06, 1.94e-05, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.28e-06, 1.85e-08] [4.44e-07, 5.79e-07, 9.80e-07, 4.55e-07, 5.01e-07, 6.97e-07, 6.68e-07, 8.07e-06, 8.89e-09, 5.19e-09, 8.80e-06, 6.48e-06, 1.94e-05, 1.05e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.28e-06, 1.85e-08] []
231100 [1.71e-06, 7.06e-07, 1.03e-06, 6.12e-07, 6.50e-07, 8.00e-07, 6.42e-07, 1.36e-05, 3.97e-07, 1.77e-07, 2.98e-05, 2.21e-05, 8.01e-05, 7.91e-05, 1.06e-06, 6.08e-07, 1.02e-06, 9.24e-07, 2.48e-06, 6.46e-08, 1.46e-05, 3.79e-07] [1.71e-06, 7.06e-07, 1.03e-06, 6.12e-07, 6.50e-07, 8.00e-07, 6.42e-07, 1.36e-05, 3.97e-07, 1.77e-07, 2.98e-05, 2.21e-05, 8.01e-05, 7.91e-05, 1.06e-06, 6.08e-07, 1.02e-06, 9.24e-07, 2.48e-06, 6.46e-08, 1.46e-05, 3.79e-07] []
231200 [5.12e-05, 2.02e-05, 4.53e-06, 1.47e-05, 5.88e-06, 1.18e-05, 2.75e-06, 6.46e-05, 2.44e-08, 1.11e-04, 9.94e-05, 7.03e-04, 5.19e-04, 3.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-05, 8.20e-08] [5.12e-05, 2.02e-05, 4.53e-06, 1.47e-05, 5.88e-06, 1.18e-05, 2.75e-06, 6.46e-05, 2.44e-08, 1.11e-04, 9.94e-05, 7.03e-04, 5.19e-04, 3.35e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-05, 8.20e-08] []
231300 [1.54e-05, 5.49e-06, 1.85e-06, 3.23e-06, 1.39e-06, 3.24e-06, 8.57e-07, 1.15e-04, 7.67e-06, 1.38e-05, 7.62e-05, 1.67e-04, 3.58e-04, 8.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 8.00e-06] [1.54e-05, 5.49e-06, 1.85e-06, 3.23e-06, 1.39e-06, 3.24e-06, 8.57e-07, 1.15e-04, 7.67e-06, 1.38e-05, 7.62e-05, 1.67e-04, 3.58e-04, 8.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 8.00e-06] []
231400 [7.07e-06, 2.94e-06, 1.52e-06, 1.46e-06, 1.73e-06, 1.81e-06, 1.10e-06, 1.34e-05, 9.08e-06, 2.39e-05, 2.55e-05, 6.53e-05, 3.27e-05, 3.26e-04, 3.79e-06, 4.77e-06, 1.52e-06, 2.14e-06, 0.00e+00, 1.71e-06, 1.62e-05, 7.99e-06] [7.07e-06, 2.94e-06, 1.52e-06, 1.46e-06, 1.73e-06, 1.81e-06, 1.10e-06, 1.34e-05, 9.08e-06, 2.39e-05, 2.55e-05, 6.53e-05, 3.27e-05, 3.26e-04, 3.79e-06, 4.77e-06, 1.52e-06, 2.14e-06, 0.00e+00, 1.71e-06, 1.62e-05, 7.99e-06] []
231500 [2.62e-05, 7.97e-06, 5.37e-06, 8.92e-06, 5.83e-06, 4.79e-06, 4.04e-06, 1.41e-04, 1.69e-04, 1.36e-04, 1.75e-04, 4.03e-04, 1.57e-04, 1.98e-03, 3.71e-05, 4.34e-05, 8.72e-06, 5.99e-06, 0.00e+00, 0.00e+00, 1.43e-04, 1.77e-04] [2.62e-05, 7.97e-06, 5.37e-06, 8.92e-06, 5.83e-06, 4.79e-06, 4.04e-06, 1.41e-04, 1.69e-04, 1.36e-04, 1.75e-04, 4.03e-04, 1.57e-04, 1.98e-03, 3.71e-05, 4.34e-05, 8.72e-06, 5.99e-06, 0.00e+00, 0.00e+00, 1.43e-04, 1.77e-04] []
231600 [4.63e-06, 2.23e-06, 1.77e-06, 5.80e-06, 1.88e-06, 2.02e-06, 1.38e-06, 8.03e-08, 4.09e-09, 1.31e-05, 1.22e-05, 5.61e-05, 7.60e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-08, 0.00e+00, 1.34e-07, 2.60e-08] [4.63e-06, 2.23e-06, 1.77e-06, 5.80e-06, 1.88e-06, 2.02e-06, 1.38e-06, 8.03e-08, 4.09e-09, 1.31e-05, 1.22e-05, 5.61e-05, 7.60e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-08, 0.00e+00, 1.34e-07, 2.60e-08] []
231700 [3.24e-05, 1.22e-05, 3.18e-06, 9.77e-06, 3.86e-06, 7.41e-06, 1.94e-06, 1.19e-05, 4.63e-09, 7.09e-05, 6.21e-05, 4.13e-04, 3.58e-04, 2.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 2.18e-08] [3.24e-05, 1.22e-05, 3.18e-06, 9.77e-06, 3.86e-06, 7.41e-06, 1.94e-06, 1.19e-05, 4.63e-09, 7.09e-05, 6.21e-05, 4.13e-04, 3.58e-04, 2.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 2.18e-08] []
231800 [5.34e-06, 1.50e-06, 1.63e-06, 7.79e-07, 1.15e-06, 1.10e-06, 8.83e-07, 3.73e-07, 1.94e-08, 6.92e-06, 3.86e-05, 5.21e-05, 1.67e-04, 3.17e-04, 1.65e-06, 3.77e-06, 2.72e-06, 2.95e-06, 3.31e-08, 7.14e-10, 2.02e-07, 3.62e-09] [5.34e-06, 1.50e-06, 1.63e-06, 7.79e-07, 1.15e-06, 1.10e-06, 8.83e-07, 3.73e-07, 1.94e-08, 6.92e-06, 3.86e-05, 5.21e-05, 1.67e-04, 3.17e-04, 1.65e-06, 3.77e-06, 2.72e-06, 2.95e-06, 3.31e-08, 7.14e-10, 2.02e-07, 3.62e-09] []
231900 [5.92e-07, 7.11e-07, 8.98e-07, 6.33e-07, 5.81e-07, 7.26e-07, 6.30e-07, 3.98e-06, 9.71e-06, 4.18e-08, 5.22e-06, 5.49e-06, 1.67e-05, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 1.02e-05] [5.92e-07, 7.11e-07, 8.98e-07, 6.33e-07, 5.81e-07, 7.26e-07, 6.30e-07, 3.98e-06, 9.71e-06, 4.18e-08, 5.22e-06, 5.49e-06, 1.67e-05, 1.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 1.02e-05] []
232000 [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09] [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 40.611785 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
232000 [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09] [2.37e-05, 4.78e-06, 3.10e-06, 3.75e-06, 2.99e-06, 3.02e-06, 1.73e-06, 3.24e-05, 2.87e-09, 3.75e-05, 1.01e-04, 2.27e-04, 5.49e-04, 1.56e-03, 2.53e-05, 1.84e-05, 1.09e-05, 9.57e-06, 6.21e-06, 1.56e-11, 3.44e-05, 4.68e-09] []
232100 [2.48e-07, 5.44e-07, 8.61e-07, 3.63e-07, 5.77e-07, 6.52e-07, 4.55e-07, 4.70e-09, 2.94e-08, 2.65e-08, 7.86e-07, 1.10e-06, 1.04e-06, 2.22e-07, 4.39e-09, 6.34e-10, 7.18e-09, 1.12e-08, 1.09e-08, 0.00e+00, 6.17e-08, 4.30e-08] [2.48e-07, 5.44e-07, 8.61e-07, 3.63e-07, 5.77e-07, 6.52e-07, 4.55e-07, 4.70e-09, 2.94e-08, 2.65e-08, 7.86e-07, 1.10e-06, 1.04e-06, 2.22e-07, 4.39e-09, 6.34e-10, 7.18e-09, 1.12e-08, 1.09e-08, 0.00e+00, 6.17e-08, 4.30e-08] []
232200 [2.93e-07, 6.51e-07, 7.57e-07, 4.50e-07, 5.91e-07, 7.40e-07, 4.86e-07, 8.95e-09, 7.60e-08, 5.47e-07, 7.18e-06, 4.33e-06, 5.58e-06, 3.06e-07, 3.20e-10, 4.81e-10, 5.57e-08, 2.80e-08, 2.94e-09, 0.00e+00, 1.60e-08, 2.66e-07] [2.93e-07, 6.51e-07, 7.57e-07, 4.50e-07, 5.91e-07, 7.40e-07, 4.86e-07, 8.95e-09, 7.60e-08, 5.47e-07, 7.18e-06, 4.33e-06, 5.58e-06, 3.06e-07, 3.20e-10, 4.81e-10, 5.57e-08, 2.80e-08, 2.94e-09, 0.00e+00, 1.60e-08, 2.66e-07] []
232300 [5.06e-07, 8.08e-07, 8.79e-07, 5.84e-07, 6.26e-07, 6.93e-07, 6.24e-07, 1.39e-06, 8.47e-08, 4.30e-09, 4.40e-06, 4.40e-06, 8.74e-06, 1.96e-06, 0.00e+00, 1.84e-11, 5.48e-09, 0.00e+00, 0.00e+00, 4.51e-09, 1.75e-06, 2.94e-08] [5.06e-07, 8.08e-07, 8.79e-07, 5.84e-07, 6.26e-07, 6.93e-07, 6.24e-07, 1.39e-06, 8.47e-08, 4.30e-09, 4.40e-06, 4.40e-06, 8.74e-06, 1.96e-06, 0.00e+00, 1.84e-11, 5.48e-09, 0.00e+00, 0.00e+00, 4.51e-09, 1.75e-06, 2.94e-08] []
232400 [5.09e-05, 1.56e-05, 4.56e-06, 9.35e-06, 3.17e-06, 8.41e-06, 1.55e-06, 7.39e-05, 4.27e-06, 5.36e-05, 2.19e-04, 5.20e-04, 1.07e-03, 2.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-05, 4.67e-06] [5.09e-05, 1.56e-05, 4.56e-06, 9.35e-06, 3.17e-06, 8.41e-06, 1.55e-06, 7.39e-05, 4.27e-06, 5.36e-05, 2.19e-04, 5.20e-04, 1.07e-03, 2.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-05, 4.67e-06] []
232500 [2.55e-07, 5.57e-07, 7.82e-07, 3.65e-07, 5.59e-07, 6.43e-07, 4.89e-07, 1.49e-11, 2.01e-08, 2.67e-08, 9.28e-07, 1.29e-06, 1.13e-06, 2.96e-07, 5.60e-09, 1.28e-09, 1.70e-08, 1.37e-08, 4.60e-09, 3.78e-10, 3.56e-08, 2.42e-09] [2.55e-07, 5.57e-07, 7.82e-07, 3.65e-07, 5.59e-07, 6.43e-07, 4.89e-07, 1.49e-11, 2.01e-08, 2.67e-08, 9.28e-07, 1.29e-06, 1.13e-06, 2.96e-07, 5.60e-09, 1.28e-09, 1.70e-08, 1.37e-08, 4.60e-09, 3.78e-10, 3.56e-08, 2.42e-09] []
232600 [4.99e-06, 1.60e-06, 1.21e-06, 2.42e-06, 2.16e-06, 1.29e-06, 1.20e-06, 2.03e-05, 1.60e-06, 1.32e-08, 2.72e-04, 1.68e-04, 6.22e-04, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-06, 1.56e-07, 1.14e-05, 8.93e-07] [4.99e-06, 1.60e-06, 1.21e-06, 2.42e-06, 2.16e-06, 1.29e-06, 1.20e-06, 2.03e-05, 1.60e-06, 1.32e-08, 2.72e-04, 1.68e-04, 6.22e-04, 2.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-06, 1.56e-07, 1.14e-05, 8.93e-07] []
232700 [3.37e-07, 6.09e-07, 7.59e-07, 3.73e-07, 5.28e-07, 6.40e-07, 4.46e-07, 7.59e-10, 5.59e-09, 1.88e-07, 1.18e-06, 2.28e-06, 4.18e-06, 6.89e-06, 0.00e+00, 0.00e+00, 9.80e-10, 7.13e-13, 6.80e-09, 4.20e-10, 4.23e-08, 2.44e-09] [3.37e-07, 6.09e-07, 7.59e-07, 3.73e-07, 5.28e-07, 6.40e-07, 4.46e-07, 7.59e-10, 5.59e-09, 1.88e-07, 1.18e-06, 2.28e-06, 4.18e-06, 6.89e-06, 0.00e+00, 0.00e+00, 9.80e-10, 7.13e-13, 6.80e-09, 4.20e-10, 4.23e-08, 2.44e-09] []
232800 [2.99e-07, 5.22e-07, 7.41e-07, 3.57e-07, 5.76e-07, 6.26e-07, 4.87e-07, 1.04e-10, 7.71e-08, 9.95e-08, 8.21e-07, 1.44e-06, 1.46e-06, 2.10e-06, 4.54e-08, 4.38e-08, 4.39e-08, 4.84e-08, 3.89e-09, 0.00e+00, 3.14e-08, 2.27e-07] [2.99e-07, 5.22e-07, 7.41e-07, 3.57e-07, 5.76e-07, 6.26e-07, 4.87e-07, 1.04e-10, 7.71e-08, 9.95e-08, 8.21e-07, 1.44e-06, 1.46e-06, 2.10e-06, 4.54e-08, 4.38e-08, 4.39e-08, 4.84e-08, 3.89e-09, 0.00e+00, 3.14e-08, 2.27e-07] []
232900 [2.44e-07, 5.51e-07, 7.15e-07, 3.86e-07, 5.43e-07, 6.59e-07, 4.86e-07, 1.59e-07, 5.37e-09, 8.52e-08, 7.53e-07, 1.36e-06, 1.22e-06, 9.76e-07, 0.00e+00, 7.00e-09, 2.86e-09, 8.04e-09, 2.91e-08, 7.34e-11, 1.68e-07, 1.64e-09] [2.44e-07, 5.51e-07, 7.15e-07, 3.86e-07, 5.43e-07, 6.59e-07, 4.86e-07, 1.59e-07, 5.37e-09, 8.52e-08, 7.53e-07, 1.36e-06, 1.22e-06, 9.76e-07, 0.00e+00, 7.00e-09, 2.86e-09, 8.04e-09, 2.91e-08, 7.34e-11, 1.68e-07, 1.64e-09] []
233000 [4.49e-07, 5.28e-07, 7.27e-07, 3.99e-07, 5.64e-07, 6.64e-07, 4.64e-07, 5.78e-07, 8.83e-07, 1.02e-07, 2.83e-06, 3.03e-06, 7.25e-06, 1.02e-05, 1.78e-07, 3.26e-08, 1.80e-07, 1.34e-07, 1.03e-07, 1.39e-07, 6.63e-07, 7.69e-07] [4.49e-07, 5.28e-07, 7.27e-07, 3.99e-07, 5.64e-07, 6.64e-07, 4.64e-07, 5.78e-07, 8.83e-07, 1.02e-07, 2.83e-06, 3.03e-06, 7.25e-06, 1.02e-05, 1.78e-07, 3.26e-08, 1.80e-07, 1.34e-07, 1.03e-07, 1.39e-07, 6.63e-07, 7.69e-07] []
233100 [1.47e-06, 9.92e-07, 7.96e-07, 5.63e-07, 5.65e-07, 8.11e-07, 4.62e-07, 2.78e-07, 3.32e-09, 1.17e-06, 9.18e-06, 1.44e-05, 4.08e-05, 7.18e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-11, 2.95e-07, 1.43e-08] [1.47e-06, 9.92e-07, 7.96e-07, 5.63e-07, 5.65e-07, 8.11e-07, 4.62e-07, 2.78e-07, 3.32e-09, 1.17e-06, 9.18e-06, 1.44e-05, 4.08e-05, 7.18e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-11, 2.95e-07, 1.43e-08] []
233200 [2.72e-07, 5.21e-07, 7.20e-07, 3.48e-07, 5.68e-07, 6.20e-07, 4.58e-07, 2.53e-07, 5.82e-09, 1.65e-09, 1.07e-06, 1.28e-06, 1.66e-06, 7.69e-07, 1.73e-08, 1.41e-08, 4.68e-08, 3.44e-08, 5.49e-08, 3.23e-10, 3.33e-07, 2.22e-09] [2.72e-07, 5.21e-07, 7.20e-07, 3.48e-07, 5.68e-07, 6.20e-07, 4.58e-07, 2.53e-07, 5.82e-09, 1.65e-09, 1.07e-06, 1.28e-06, 1.66e-06, 7.69e-07, 1.73e-08, 1.41e-08, 4.68e-08, 3.44e-08, 5.49e-08, 3.23e-10, 3.33e-07, 2.22e-09] []
233300 [2.97e-06, 8.93e-07, 9.63e-07, 6.55e-07, 7.80e-07, 8.56e-07, 5.69e-07, 6.51e-07, 1.15e-08, 4.01e-06, 1.67e-05, 2.62e-05, 7.40e-05, 1.66e-04, 2.09e-06, 1.03e-06, 1.45e-06, 1.24e-06, 1.40e-07, 7.15e-10, 9.00e-07, 3.60e-09] [2.97e-06, 8.93e-07, 9.63e-07, 6.55e-07, 7.80e-07, 8.56e-07, 5.69e-07, 6.51e-07, 1.15e-08, 4.01e-06, 1.67e-05, 2.62e-05, 7.40e-05, 1.66e-04, 2.09e-06, 1.03e-06, 1.45e-06, 1.24e-06, 1.40e-07, 7.15e-10, 9.00e-07, 3.60e-09] []
233400 [3.24e-05, 1.02e-05, 3.11e-06, 6.32e-06, 2.17e-06, 5.75e-06, 1.13e-06, 1.41e-04, 6.81e-08, 3.22e-05, 1.41e-04, 3.33e-04, 6.85e-04, 1.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-10, 1.48e-04, 5.37e-09] [3.24e-05, 1.02e-05, 3.11e-06, 6.32e-06, 2.17e-06, 5.75e-06, 1.13e-06, 1.41e-04, 6.81e-08, 3.22e-05, 1.41e-04, 3.33e-04, 6.85e-04, 1.77e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-10, 1.48e-04, 5.37e-09] []
233500 [2.58e-07, 5.10e-07, 6.77e-07, 3.49e-07, 5.29e-07, 6.07e-07, 4.64e-07, 2.83e-09, 6.08e-10, 1.54e-09, 1.20e-06, 1.29e-06, 1.90e-06, 7.09e-07, 2.88e-08, 1.16e-08, 3.68e-08, 3.60e-08, 7.43e-09, 5.03e-11, 4.65e-08, 2.21e-09] [2.58e-07, 5.10e-07, 6.77e-07, 3.49e-07, 5.29e-07, 6.07e-07, 4.64e-07, 2.83e-09, 6.08e-10, 1.54e-09, 1.20e-06, 1.29e-06, 1.90e-06, 7.09e-07, 2.88e-08, 1.16e-08, 3.68e-08, 3.60e-08, 7.43e-09, 5.03e-11, 4.65e-08, 2.21e-09] []
233600 [5.58e-07, 6.32e-07, 6.89e-07, 4.01e-07, 5.24e-07, 6.36e-07, 4.45e-07, 1.55e-06, 1.47e-09, 1.38e-07, 4.95e-06, 5.61e-06, 1.60e-05, 1.75e-05, 0.00e+00, 0.00e+00, 1.97e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 9.66e-09] [5.58e-07, 6.32e-07, 6.89e-07, 4.01e-07, 5.24e-07, 6.36e-07, 4.45e-07, 1.55e-06, 1.47e-09, 1.38e-07, 4.95e-06, 5.61e-06, 1.60e-05, 1.75e-05, 0.00e+00, 0.00e+00, 1.97e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 9.66e-09] []
233700 [2.19e-05, 5.43e-06, 3.69e-06, 6.02e-06, 3.52e-06, 3.32e-06, 2.80e-06, 5.75e-08, 2.06e-06, 6.39e-05, 6.35e-05, 2.32e-04, 2.72e-04, 1.45e-03, 2.54e-05, 2.20e-05, 9.18e-06, 5.28e-06, 3.36e-08, 3.81e-07, 1.73e-07, 1.98e-06] [2.19e-05, 5.43e-06, 3.69e-06, 6.02e-06, 3.52e-06, 3.32e-06, 2.80e-06, 5.75e-08, 2.06e-06, 6.39e-05, 6.35e-05, 2.32e-04, 2.72e-04, 1.45e-03, 2.54e-05, 2.20e-05, 9.18e-06, 5.28e-06, 3.36e-08, 3.81e-07, 1.73e-07, 1.98e-06] []
233800 [1.09e-06, 1.19e-06, 7.66e-07, 8.51e-07, 6.32e-07, 7.46e-07, 4.94e-07, 5.21e-05, 2.59e-07, 2.67e-06, 9.56e-06, 1.31e-05, 3.47e-06, 3.56e-05, 2.64e-06, 2.09e-07, 2.23e-07, 2.04e-08, 0.00e+00, 0.00e+00, 5.61e-05, 6.91e-07] [1.09e-06, 1.19e-06, 7.66e-07, 8.51e-07, 6.32e-07, 7.46e-07, 4.94e-07, 5.21e-05, 2.59e-07, 2.67e-06, 9.56e-06, 1.31e-05, 3.47e-06, 3.56e-05, 2.64e-06, 2.09e-07, 2.23e-07, 2.04e-08, 0.00e+00, 0.00e+00, 5.61e-05, 6.91e-07] []
233900 [4.41e-07, 5.89e-07, 6.11e-07, 4.49e-07, 5.53e-07, 6.54e-07, 4.53e-07, 6.69e-06, 5.33e-08, 7.64e-08, 1.20e-05, 7.07e-06, 1.99e-05, 8.16e-06, 1.06e-07, 4.59e-08, 1.67e-07, 2.81e-07, 1.02e-06, 2.15e-09, 6.27e-06, 1.29e-08] [4.41e-07, 5.89e-07, 6.11e-07, 4.49e-07, 5.53e-07, 6.54e-07, 4.53e-07, 6.69e-06, 5.33e-08, 7.64e-08, 1.20e-05, 7.07e-06, 1.99e-05, 8.16e-06, 1.06e-07, 4.59e-08, 1.67e-07, 2.81e-07, 1.02e-06, 2.15e-09, 6.27e-06, 1.29e-08] []
234000 [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06] [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 34.959703 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
234000 [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06] [3.64e-05, 1.21e-05, 3.10e-06, 8.20e-06, 2.80e-06, 6.97e-06, 1.56e-06, 1.76e-04, 7.11e-06, 4.38e-05, 1.18e-04, 3.83e-04, 6.54e-04, 2.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 7.62e-06] []
234100 [5.41e-06, 1.86e-06, 1.10e-06, 1.12e-06, 7.03e-07, 1.17e-06, 5.54e-07, 2.25e-05, 1.44e-10, 2.00e-06, 7.19e-05, 6.98e-05, 2.21e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-13, 2.42e-05, 2.40e-08] [5.41e-06, 1.86e-06, 1.10e-06, 1.12e-06, 7.03e-07, 1.17e-06, 5.54e-07, 2.25e-05, 1.44e-10, 2.00e-06, 7.19e-05, 6.98e-05, 2.21e-04, 2.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-13, 2.42e-05, 2.40e-08] []
234200 [7.59e-06, 3.24e-06, 1.02e-06, 2.77e-06, 1.07e-06, 2.12e-06, 6.85e-07, 1.76e-06, 6.74e-08, 1.19e-05, 3.87e-05, 7.48e-05, 2.01e-04, 4.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-07, 2.46e-09, 9.74e-07, 1.48e-08] [7.59e-06, 3.24e-06, 1.02e-06, 2.77e-06, 1.07e-06, 2.12e-06, 6.85e-07, 1.76e-06, 6.74e-08, 1.19e-05, 3.87e-05, 7.48e-05, 2.01e-04, 4.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-07, 2.46e-09, 9.74e-07, 1.48e-08] []
234300 [4.41e-07, 6.50e-07, 6.51e-07, 4.83e-07, 5.65e-07, 5.85e-07, 5.04e-07, 6.86e-06, 6.20e-06, 6.20e-07, 4.99e-06, 4.87e-06, 3.89e-06, 3.45e-06, 2.45e-07, 5.09e-08, 1.98e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.52e-06, 8.06e-06] [4.41e-07, 6.50e-07, 6.51e-07, 4.83e-07, 5.65e-07, 5.85e-07, 5.04e-07, 6.86e-06, 6.20e-06, 6.20e-07, 4.99e-06, 4.87e-06, 3.89e-06, 3.45e-06, 2.45e-07, 5.09e-08, 1.98e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.52e-06, 8.06e-06] []
234400 [3.61e-07, 6.60e-07, 6.25e-07, 4.71e-07, 5.15e-07, 7.23e-07, 4.94e-07, 1.39e-06, 3.84e-08, 9.84e-07, 2.85e-06, 3.71e-06, 1.84e-06, 1.09e-05, 1.85e-12, 0.00e+00, 5.19e-09, 0.00e+00, 1.96e-07, 1.04e-09, 1.29e-06, 5.16e-09] [3.61e-07, 6.60e-07, 6.25e-07, 4.71e-07, 5.15e-07, 7.23e-07, 4.94e-07, 1.39e-06, 3.84e-08, 9.84e-07, 2.85e-06, 3.71e-06, 1.84e-06, 1.09e-05, 1.85e-12, 0.00e+00, 5.19e-09, 0.00e+00, 1.96e-07, 1.04e-09, 1.29e-06, 5.16e-09] []
234500 [3.95e-07, 6.40e-07, 6.86e-07, 4.73e-07, 5.38e-07, 6.52e-07, 4.82e-07, 2.58e-08, 1.58e-07, 3.77e-07, 2.16e-06, 2.45e-06, 3.59e-06, 1.25e-06, 3.72e-08, 4.96e-09, 2.87e-08, 2.56e-08, 5.09e-09, 9.88e-09, 2.60e-08, 6.34e-08] [3.95e-07, 6.40e-07, 6.86e-07, 4.73e-07, 5.38e-07, 6.52e-07, 4.82e-07, 2.58e-08, 1.58e-07, 3.77e-07, 2.16e-06, 2.45e-06, 3.59e-06, 1.25e-06, 3.72e-08, 4.96e-09, 2.87e-08, 2.56e-08, 5.09e-09, 9.88e-09, 2.60e-08, 6.34e-08] []
234600 [1.84e-06, 1.46e-06, 8.27e-07, 1.52e-06, 6.23e-07, 1.03e-06, 6.74e-07, 3.97e-05, 1.45e-05, 3.23e-08, 3.95e-05, 2.95e-05, 9.39e-05, 5.85e-05, 0.00e+00, 2.23e-07, 1.73e-11, 0.00e+00, 0.00e+00, 2.00e-06, 4.82e-05, 9.67e-06] [1.84e-06, 1.46e-06, 8.27e-07, 1.52e-06, 6.23e-07, 1.03e-06, 6.74e-07, 3.97e-05, 1.45e-05, 3.23e-08, 3.95e-05, 2.95e-05, 9.39e-05, 5.85e-05, 0.00e+00, 2.23e-07, 1.73e-11, 0.00e+00, 0.00e+00, 2.00e-06, 4.82e-05, 9.67e-06] []
234700 [2.80e-06, 2.35e-06, 7.94e-07, 1.57e-06, 7.73e-07, 1.21e-06, 5.19e-07, 5.52e-05, 2.86e-10, 7.89e-06, 1.27e-05, 1.94e-05, 1.61e-05, 1.27e-04, 5.94e-06, 8.81e-08, 7.01e-07, 2.34e-07, 0.00e+00, 0.00e+00, 6.09e-05, 4.57e-08] [2.80e-06, 2.35e-06, 7.94e-07, 1.57e-06, 7.73e-07, 1.21e-06, 5.19e-07, 5.52e-05, 2.86e-10, 7.89e-06, 1.27e-05, 1.94e-05, 1.61e-05, 1.27e-04, 5.94e-06, 8.81e-08, 7.01e-07, 2.34e-07, 0.00e+00, 0.00e+00, 6.09e-05, 4.57e-08] []
234800 [1.84e-06, 1.06e-06, 1.11e-06, 8.70e-07, 8.88e-07, 6.91e-07, 6.22e-07, 1.46e-05, 4.01e-08, 2.84e-07, 3.94e-05, 2.86e-05, 1.08e-04, 8.39e-05, 1.99e-08, 1.36e-06, 1.47e-06, 9.60e-07, 2.13e-06, 5.81e-10, 1.26e-05, 2.40e-09] [1.84e-06, 1.06e-06, 1.11e-06, 8.70e-07, 8.88e-07, 6.91e-07, 6.22e-07, 1.46e-05, 4.01e-08, 2.84e-07, 3.94e-05, 2.86e-05, 1.08e-04, 8.39e-05, 1.99e-08, 1.36e-06, 1.47e-06, 9.60e-07, 2.13e-06, 5.81e-10, 1.26e-05, 2.40e-09] []
234900 [1.33e-06, 1.19e-06, 6.82e-07, 7.53e-07, 5.66e-07, 8.78e-07, 5.41e-07, 1.90e-05, 1.86e-08, 3.74e-07, 1.03e-05, 1.37e-05, 4.11e-05, 5.24e-05, 0.00e+00, 4.44e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-05, 5.94e-08] [1.33e-06, 1.19e-06, 6.82e-07, 7.53e-07, 5.66e-07, 8.78e-07, 5.41e-07, 1.90e-05, 1.86e-08, 3.74e-07, 1.03e-05, 1.37e-05, 4.11e-05, 5.24e-05, 0.00e+00, 4.44e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-05, 5.94e-08] []
235000 [2.32e-07, 5.38e-07, 6.29e-07, 3.73e-07, 5.08e-07, 6.01e-07, 4.44e-07, 6.80e-07, 1.66e-05, 2.08e-07, 3.80e-06, 2.69e-06, 4.12e-06, 7.03e-08, 1.14e-09, 2.76e-08, 4.14e-08, 3.39e-08, 7.95e-08, 3.55e-06, 5.20e-07, 1.57e-05] [2.32e-07, 5.38e-07, 6.29e-07, 3.73e-07, 5.08e-07, 6.01e-07, 4.44e-07, 6.80e-07, 1.66e-05, 2.08e-07, 3.80e-06, 2.69e-06, 4.12e-06, 7.03e-08, 1.14e-09, 2.76e-08, 4.14e-08, 3.39e-08, 7.95e-08, 3.55e-06, 5.20e-07, 1.57e-05] []
235100 [2.79e-07, 5.47e-07, 6.21e-07, 3.71e-07, 5.22e-07, 5.92e-07, 4.71e-07, 9.71e-08, 1.01e-07, 1.82e-08, 9.63e-07, 1.43e-06, 1.90e-06, 7.67e-07, 7.58e-10, 5.08e-12, 6.40e-09, 3.28e-09, 2.16e-08, 0.00e+00, 1.24e-07, 1.90e-07] [2.79e-07, 5.47e-07, 6.21e-07, 3.71e-07, 5.22e-07, 5.92e-07, 4.71e-07, 9.71e-08, 1.01e-07, 1.82e-08, 9.63e-07, 1.43e-06, 1.90e-06, 7.67e-07, 7.58e-10, 5.08e-12, 6.40e-09, 3.28e-09, 2.16e-08, 0.00e+00, 1.24e-07, 1.90e-07] []
235200 [2.87e-07, 6.62e-07, 5.64e-07, 4.54e-07, 5.06e-07, 6.60e-07, 5.45e-07, 5.76e-07, 3.33e-06, 1.31e-08, 9.67e-07, 1.59e-06, 1.43e-06, 5.97e-08, 4.93e-09, 6.31e-11, 1.81e-08, 6.06e-09, 6.37e-08, 0.00e+00, 4.23e-07, 4.81e-06] [2.87e-07, 6.62e-07, 5.64e-07, 4.54e-07, 5.06e-07, 6.60e-07, 5.45e-07, 5.76e-07, 3.33e-06, 1.31e-08, 9.67e-07, 1.59e-06, 1.43e-06, 5.97e-08, 4.93e-09, 6.31e-11, 1.81e-08, 6.06e-09, 6.37e-08, 0.00e+00, 4.23e-07, 4.81e-06] []
235300 [2.67e-07, 6.50e-07, 5.27e-07, 4.65e-07, 5.07e-07, 6.83e-07, 4.98e-07, 6.21e-06, 1.60e-08, 1.06e-06, 1.86e-05, 1.20e-05, 1.76e-05, 9.11e-07, 0.00e+00, 5.02e-09, 1.42e-07, 1.31e-07, 8.47e-07, 9.05e-11, 5.27e-06, 2.55e-09] [2.67e-07, 6.50e-07, 5.27e-07, 4.65e-07, 5.07e-07, 6.83e-07, 4.98e-07, 6.21e-06, 1.60e-08, 1.06e-06, 1.86e-05, 1.20e-05, 1.76e-05, 9.11e-07, 0.00e+00, 5.02e-09, 1.42e-07, 1.31e-07, 8.47e-07, 9.05e-11, 5.27e-06, 2.55e-09] []
235400 [7.08e-07, 7.84e-07, 6.09e-07, 5.05e-07, 6.17e-07, 6.14e-07, 5.91e-07, 6.14e-06, 9.01e-08, 6.10e-08, 1.42e-05, 7.79e-06, 2.29e-05, 8.88e-06, 6.55e-08, 1.55e-07, 2.91e-07, 1.52e-07, 8.55e-07, 3.77e-09, 5.35e-06, 2.42e-08] [7.08e-07, 7.84e-07, 6.09e-07, 5.05e-07, 6.17e-07, 6.14e-07, 5.91e-07, 6.14e-06, 9.01e-08, 6.10e-08, 1.42e-05, 7.79e-06, 2.29e-05, 8.88e-06, 6.55e-08, 1.55e-07, 2.91e-07, 1.52e-07, 8.55e-07, 3.77e-09, 5.35e-06, 2.42e-08] []
235500 [6.76e-07, 5.75e-07, 6.47e-07, 4.33e-07, 5.65e-07, 5.72e-07, 5.57e-07, 2.03e-06, 1.04e-07, 1.25e-06, 2.07e-06, 4.70e-06, 3.34e-06, 1.87e-05, 2.58e-07, 1.40e-07, 2.25e-07, 6.31e-08, 0.00e+00, 6.84e-09, 2.33e-06, 4.42e-08] [6.76e-07, 5.75e-07, 6.47e-07, 4.33e-07, 5.65e-07, 5.72e-07, 5.57e-07, 2.03e-06, 1.04e-07, 1.25e-06, 2.07e-06, 4.70e-06, 3.34e-06, 1.87e-05, 2.58e-07, 1.40e-07, 2.25e-07, 6.31e-08, 0.00e+00, 6.84e-09, 2.33e-06, 4.42e-08] []
235600 [3.08e-07, 5.74e-07, 5.71e-07, 3.66e-07, 4.92e-07, 6.21e-07, 4.95e-07, 1.59e-06, 7.34e-08, 3.29e-08, 8.07e-07, 1.92e-06, 1.65e-06, 1.76e-06, 0.00e+00, 1.69e-10, 2.86e-09, 4.12e-09, 0.00e+00, 0.00e+00, 1.49e-06, 2.17e-07] [3.08e-07, 5.74e-07, 5.71e-07, 3.66e-07, 4.92e-07, 6.21e-07, 4.95e-07, 1.59e-06, 7.34e-08, 3.29e-08, 8.07e-07, 1.92e-06, 1.65e-06, 1.76e-06, 0.00e+00, 1.69e-10, 2.86e-09, 4.12e-09, 0.00e+00, 0.00e+00, 1.49e-06, 2.17e-07] []
235700 [1.54e-06, 6.38e-07, 6.78e-07, 4.39e-07, 6.37e-07, 6.51e-07, 4.89e-07, 6.98e-06, 7.51e-07, 3.25e-07, 2.27e-05, 1.85e-05, 6.36e-05, 7.42e-05, 6.33e-07, 6.46e-07, 8.05e-07, 8.46e-07, 1.06e-06, 9.09e-08, 6.50e-06, 5.13e-07] [1.54e-06, 6.38e-07, 6.78e-07, 4.39e-07, 6.37e-07, 6.51e-07, 4.89e-07, 6.98e-06, 7.51e-07, 3.25e-07, 2.27e-05, 1.85e-05, 6.36e-05, 7.42e-05, 6.33e-07, 6.46e-07, 8.05e-07, 8.46e-07, 1.06e-06, 9.09e-08, 6.50e-06, 5.13e-07] []
235800 [5.29e-05, 1.80e-05, 4.68e-06, 1.34e-05, 4.89e-06, 1.05e-05, 2.82e-06, 1.27e-04, 1.64e-08, 9.08e-05, 1.00e-04, 6.07e-04, 6.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-04, 1.05e-07] [5.29e-05, 1.80e-05, 4.68e-06, 1.34e-05, 4.89e-06, 1.05e-05, 2.82e-06, 1.27e-04, 1.64e-08, 9.08e-05, 1.00e-04, 6.07e-04, 6.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-04, 1.05e-07] []
235900 [8.55e-06, 2.73e-06, 1.21e-06, 1.74e-06, 8.11e-07, 1.70e-06, 6.30e-07, 1.13e-04, 5.01e-07, 3.90e-06, 8.03e-05, 9.89e-05, 2.78e-04, 4.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 6.61e-07] [8.55e-06, 2.73e-06, 1.21e-06, 1.74e-06, 8.11e-07, 1.70e-06, 6.30e-07, 1.13e-04, 5.01e-07, 3.90e-06, 8.03e-05, 9.89e-05, 2.78e-04, 4.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-04, 6.61e-07] []
236000 [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06] [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 38.322916 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
236000 [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06] [4.28e-06, 1.58e-06, 6.88e-07, 1.17e-06, 8.72e-07, 1.04e-06, 6.57e-07, 3.51e-05, 7.71e-06, 8.88e-06, 1.34e-05, 4.19e-05, 1.03e-04, 2.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-06, 0.00e+00, 3.14e-05, 8.57e-06] []
236100 [1.04e-06, 9.99e-07, 5.63e-07, 4.33e-07, 6.79e-07, 8.24e-07, 4.94e-07, 7.16e-06, 1.80e-07, 8.83e-07, 6.80e-05, 4.25e-05, 1.19e-04, 2.14e-05, 9.83e-08, 3.57e-07, 7.92e-07, 1.26e-06, 9.66e-07, 4.79e-09, 5.93e-06, 2.88e-08] [1.04e-06, 9.99e-07, 5.63e-07, 4.33e-07, 6.79e-07, 8.24e-07, 4.94e-07, 7.16e-06, 1.80e-07, 8.83e-07, 6.80e-05, 4.25e-05, 1.19e-04, 2.14e-05, 9.83e-08, 3.57e-07, 7.92e-07, 1.26e-06, 9.66e-07, 4.79e-09, 5.93e-06, 2.88e-08] []
236200 [1.13e-06, 7.89e-07, 5.72e-07, 5.84e-07, 5.90e-07, 7.38e-07, 6.11e-07, 5.05e-06, 6.86e-09, 3.19e-06, 5.69e-06, 1.18e-05, 5.04e-06, 4.47e-05, 0.00e+00, 0.00e+00, 9.13e-13, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-06, 5.35e-08] [1.13e-06, 7.89e-07, 5.72e-07, 5.84e-07, 5.90e-07, 7.38e-07, 6.11e-07, 5.05e-06, 6.86e-09, 3.19e-06, 5.69e-06, 1.18e-05, 5.04e-06, 4.47e-05, 0.00e+00, 0.00e+00, 9.13e-13, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-06, 5.35e-08] []
236300 [4.92e-07, 7.49e-07, 5.27e-07, 3.79e-07, 4.66e-07, 6.02e-07, 5.22e-07, 5.19e-06, 9.58e-06, 4.40e-07, 2.02e-06, 3.99e-06, 2.29e-06, 1.12e-05, 0.00e+00, 0.00e+00, 8.93e-10, 4.47e-09, 0.00e+00, 1.55e-06, 5.17e-06, 7.51e-06] [4.92e-07, 7.49e-07, 5.27e-07, 3.79e-07, 4.66e-07, 6.02e-07, 5.22e-07, 5.19e-06, 9.58e-06, 4.40e-07, 2.02e-06, 3.99e-06, 2.29e-06, 1.12e-05, 0.00e+00, 0.00e+00, 8.93e-10, 4.47e-09, 0.00e+00, 1.55e-06, 5.17e-06, 7.51e-06] []
236400 [1.09e-05, 2.24e-06, 1.62e-06, 1.66e-06, 1.52e-06, 1.42e-06, 1.07e-06, 3.01e-05, 5.55e-08, 1.31e-05, 5.38e-05, 9.87e-05, 2.66e-04, 6.53e-04, 9.31e-06, 6.48e-06, 4.63e-06, 4.26e-06, 5.65e-06, 4.00e-09, 3.16e-05, 2.49e-08] [1.09e-05, 2.24e-06, 1.62e-06, 1.66e-06, 1.52e-06, 1.42e-06, 1.07e-06, 3.01e-05, 5.55e-08, 1.31e-05, 5.38e-05, 9.87e-05, 2.66e-04, 6.53e-04, 9.31e-06, 6.48e-06, 4.63e-06, 4.26e-06, 5.65e-06, 4.00e-09, 3.16e-05, 2.49e-08] []
236500 [1.07e-05, 2.45e-06, 2.01e-06, 9.48e-07, 1.81e-06, 1.34e-06, 1.25e-06, 6.03e-06, 1.88e-09, 2.56e-05, 3.55e-05, 8.68e-05, 1.82e-04, 6.15e-04, 3.80e-06, 9.58e-06, 3.75e-06, 5.56e-06, 0.00e+00, 1.02e-11, 7.00e-06, 8.85e-09] [1.07e-05, 2.45e-06, 2.01e-06, 9.48e-07, 1.81e-06, 1.34e-06, 1.25e-06, 6.03e-06, 1.88e-09, 2.56e-05, 3.55e-05, 8.68e-05, 1.82e-04, 6.15e-04, 3.80e-06, 9.58e-06, 3.75e-06, 5.56e-06, 0.00e+00, 1.02e-11, 7.00e-06, 8.85e-09] []
236600 [1.03e-06, 1.64e-06, 6.29e-07, 8.57e-07, 7.97e-07, 6.99e-07, 7.39e-07, 4.81e-05, 1.64e-07, 1.89e-06, 5.55e-06, 6.66e-06, 8.57e-06, 2.25e-05, 5.86e-10, 1.30e-08, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-05, 2.86e-07] [1.03e-06, 1.64e-06, 6.29e-07, 8.57e-07, 7.97e-07, 6.99e-07, 7.39e-07, 4.81e-05, 1.64e-07, 1.89e-06, 5.55e-06, 6.66e-06, 8.57e-06, 2.25e-05, 5.86e-10, 1.30e-08, 2.07e-08, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-05, 2.86e-07] []
236700 [4.81e-06, 1.71e-06, 1.33e-06, 8.45e-07, 8.59e-07, 1.06e-06, 7.05e-07, 1.04e-08, 4.11e-06, 4.50e-06, 3.80e-05, 4.41e-05, 1.58e-04, 2.61e-04, 2.29e-06, 1.88e-06, 2.37e-06, 1.88e-06, 5.68e-11, 0.00e+00, 6.59e-08, 4.87e-06] [4.81e-06, 1.71e-06, 1.33e-06, 8.45e-07, 8.59e-07, 1.06e-06, 7.05e-07, 1.04e-08, 4.11e-06, 4.50e-06, 3.80e-05, 4.41e-05, 1.58e-04, 2.61e-04, 2.29e-06, 1.88e-06, 2.37e-06, 1.88e-06, 5.68e-11, 0.00e+00, 6.59e-08, 4.87e-06] []
236800 [3.02e-07, 6.66e-07, 4.98e-07, 4.65e-07, 5.52e-07, 5.90e-07, 5.01e-07, 9.90e-06, 3.60e-06, 1.30e-06, 2.02e-05, 1.16e-05, 2.29e-05, 5.27e-07, 1.12e-08, 1.47e-08, 1.84e-07, 8.28e-08, 1.35e-06, 5.47e-07, 8.21e-06, 2.72e-06] [3.02e-07, 6.66e-07, 4.98e-07, 4.65e-07, 5.52e-07, 5.90e-07, 5.01e-07, 9.90e-06, 3.60e-06, 1.30e-06, 2.02e-05, 1.16e-05, 2.29e-05, 5.27e-07, 1.12e-08, 1.47e-08, 1.84e-07, 8.28e-08, 1.35e-06, 5.47e-07, 8.21e-06, 2.72e-06] []
236900 [1.30e-06, 6.09e-07, 6.21e-07, 4.30e-07, 5.80e-07, 6.32e-07, 4.98e-07, 8.94e-07, 1.19e-06, 3.70e-07, 1.77e-05, 1.37e-05, 4.97e-05, 5.26e-05, 6.28e-07, 3.80e-07, 6.92e-07, 5.44e-07, 1.35e-07, 1.15e-07, 8.88e-07, 6.53e-07] [1.30e-06, 6.09e-07, 6.21e-07, 4.30e-07, 5.80e-07, 6.32e-07, 4.98e-07, 8.94e-07, 1.19e-06, 3.70e-07, 1.77e-05, 1.37e-05, 4.97e-05, 5.26e-05, 6.28e-07, 3.80e-07, 6.92e-07, 5.44e-07, 1.35e-07, 1.15e-07, 8.88e-07, 6.53e-07] []
237000 [1.27e-06, 9.00e-07, 7.58e-07, 8.84e-07, 6.53e-07, 8.68e-07, 6.05e-07, 3.32e-07, 1.81e-04, 1.08e-06, 6.39e-06, 1.15e-05, 2.85e-05, 4.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-08, 0.00e+00, 1.86e-07, 1.86e-04] [1.27e-06, 9.00e-07, 7.58e-07, 8.84e-07, 6.53e-07, 8.68e-07, 6.05e-07, 3.32e-07, 1.81e-04, 1.08e-06, 6.39e-06, 1.15e-05, 2.85e-05, 4.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.25e-08, 0.00e+00, 1.86e-07, 1.86e-04] []
237100 [3.36e-06, 2.88e-06, 1.08e-06, 1.89e-06, 7.86e-07, 1.57e-06, 7.06e-07, 9.09e-06, 5.65e-07, 3.92e-06, 8.15e-06, 2.26e-05, 2.78e-05, 4.05e-05, 3.96e-07, 1.02e-06, 1.14e-06, 5.68e-07, 0.00e+00, 0.00e+00, 1.07e-05, 8.78e-07] [3.36e-06, 2.88e-06, 1.08e-06, 1.89e-06, 7.86e-07, 1.57e-06, 7.06e-07, 9.09e-06, 5.65e-07, 3.92e-06, 8.15e-06, 2.26e-05, 2.78e-05, 4.05e-05, 3.96e-07, 1.02e-06, 1.14e-06, 5.68e-07, 0.00e+00, 0.00e+00, 1.07e-05, 8.78e-07] []
237200 [1.90e-06, 1.40e-06, 5.24e-07, 7.17e-07, 1.19e-06, 9.24e-07, 6.48e-07, 4.68e-06, 1.62e-07, 1.50e-05, 3.24e-05, 5.18e-05, 1.06e-05, 1.25e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 3.20e-07, 0.00e+00, 2.03e-06, 2.17e-06] [1.90e-06, 1.40e-06, 5.24e-07, 7.17e-07, 1.19e-06, 9.24e-07, 6.48e-07, 4.68e-06, 1.62e-07, 1.50e-05, 3.24e-05, 5.18e-05, 1.06e-05, 1.25e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 3.20e-07, 0.00e+00, 2.03e-06, 2.17e-06] []
237300 [4.65e-07, 6.11e-07, 5.95e-07, 3.76e-07, 4.79e-07, 5.30e-07, 5.85e-07, 1.95e-05, 6.43e-09, 5.86e-07, 1.97e-05, 1.23e-05, 3.02e-05, 3.40e-06, 1.40e-09, 6.45e-10, 1.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-05, 6.81e-08] [4.65e-07, 6.11e-07, 5.95e-07, 3.76e-07, 4.79e-07, 5.30e-07, 5.85e-07, 1.95e-05, 6.43e-09, 5.86e-07, 1.97e-05, 1.23e-05, 3.02e-05, 3.40e-06, 1.40e-09, 6.45e-10, 1.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-05, 6.81e-08] []
237400 [7.22e-07, 7.61e-07, 5.56e-07, 4.70e-07, 4.41e-07, 7.17e-07, 5.12e-07, 2.21e-07, 5.08e-10, 1.04e-06, 1.74e-06, 6.62e-06, 1.03e-05, 3.26e-05, 0.00e+00, 0.00e+00, 4.82e-11, 0.00e+00, 0.00e+00, 2.77e-12, 3.07e-07, 1.06e-08] [7.22e-07, 7.61e-07, 5.56e-07, 4.70e-07, 4.41e-07, 7.17e-07, 5.12e-07, 2.21e-07, 5.08e-10, 1.04e-06, 1.74e-06, 6.62e-06, 1.03e-05, 3.26e-05, 0.00e+00, 0.00e+00, 4.82e-11, 0.00e+00, 0.00e+00, 2.77e-12, 3.07e-07, 1.06e-08] []
237500 [1.52e-06, 6.21e-07, 6.73e-07, 4.51e-07, 5.91e-07, 6.21e-07, 5.11e-07, 1.27e-06, 1.38e-08, 1.04e-06, 1.27e-05, 1.38e-05, 4.48e-05, 7.12e-05, 8.25e-07, 4.85e-07, 7.50e-07, 6.17e-07, 2.02e-07, 4.13e-10, 1.31e-06, 2.38e-09] [1.52e-06, 6.21e-07, 6.73e-07, 4.51e-07, 5.91e-07, 6.21e-07, 5.11e-07, 1.27e-06, 1.38e-08, 1.04e-06, 1.27e-05, 1.38e-05, 4.48e-05, 7.12e-05, 8.25e-07, 4.85e-07, 7.50e-07, 6.17e-07, 2.02e-07, 4.13e-10, 1.31e-06, 2.38e-09] []
237600 [7.20e-07, 5.31e-07, 5.97e-07, 3.80e-07, 5.28e-07, 5.65e-07, 4.69e-07, 3.48e-06, 4.10e-07, 2.29e-08, 1.14e-05, 8.14e-06, 2.69e-05, 2.16e-05, 2.58e-07, 1.99e-07, 3.45e-07, 3.26e-07, 6.05e-07, 5.78e-08, 3.79e-06, 3.39e-07] [7.20e-07, 5.31e-07, 5.97e-07, 3.80e-07, 5.28e-07, 5.65e-07, 4.69e-07, 3.48e-06, 4.10e-07, 2.29e-08, 1.14e-05, 8.14e-06, 2.69e-05, 2.16e-05, 2.58e-07, 1.99e-07, 3.45e-07, 3.26e-07, 6.05e-07, 5.78e-08, 3.79e-06, 3.39e-07] []
237700 [3.59e-05, 1.21e-05, 3.18e-06, 8.67e-06, 3.18e-06, 7.00e-06, 2.00e-06, 6.77e-05, 2.64e-09, 5.66e-05, 8.21e-05, 3.98e-04, 5.32e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 7.08e-05, 2.04e-08] [3.59e-05, 1.21e-05, 3.18e-06, 8.67e-06, 3.18e-06, 7.00e-06, 2.00e-06, 6.77e-05, 2.64e-09, 5.66e-05, 8.21e-05, 3.98e-04, 5.32e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 7.08e-05, 2.04e-08] []
237800 [2.36e-05, 5.25e-06, 3.36e-06, 4.56e-06, 3.79e-06, 2.94e-06, 2.64e-06, 2.18e-05, 4.80e-07, 5.75e-05, 6.98e-05, 2.59e-04, 3.41e-04, 1.62e-03, 2.72e-05, 2.71e-05, 8.70e-06, 6.46e-06, 3.85e-06, 6.21e-08, 2.22e-05, 3.69e-07] [2.36e-05, 5.25e-06, 3.36e-06, 4.56e-06, 3.79e-06, 2.94e-06, 2.64e-06, 2.18e-05, 4.80e-07, 5.75e-05, 6.98e-05, 2.59e-04, 3.41e-04, 1.62e-03, 2.72e-05, 2.71e-05, 8.70e-06, 6.46e-06, 3.85e-06, 6.21e-08, 2.22e-05, 3.69e-07] []
237900 [2.97e-06, 1.64e-06, 2.22e-06, 1.09e-06, 1.20e-06, 9.57e-07, 7.41e-07, 1.60e-06, 1.93e-04, 2.80e-07, 7.25e-05, 4.26e-05, 2.21e-04, 2.02e-04, 1.12e-06, 1.15e-06, 1.22e-06, 8.45e-07, 0.00e+00, 0.00e+00, 2.46e-06, 1.99e-04] [2.97e-06, 1.64e-06, 2.22e-06, 1.09e-06, 1.20e-06, 9.57e-07, 7.41e-07, 1.60e-06, 1.93e-04, 2.80e-07, 7.25e-05, 4.26e-05, 2.21e-04, 2.02e-04, 1.12e-06, 1.15e-06, 1.22e-06, 8.45e-07, 0.00e+00, 0.00e+00, 2.46e-06, 1.99e-04] []
238000 [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07] [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 37.638126 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
238000 [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07] [2.00e-06, 1.41e-06, 1.19e-06, 9.11e-07, 8.20e-07, 9.66e-07, 6.87e-07, 2.54e-05, 1.61e-06, 2.86e-07, 7.08e-05, 3.59e-05, 1.69e-04, 1.16e-04, 8.32e-07, 1.63e-07, 9.02e-07, 3.21e-07, 3.45e-06, 1.61e-07, 2.01e-05, 8.47e-07] []
238100 [9.30e-07, 1.13e-06, 6.82e-07, 5.78e-07, 6.48e-07, 6.91e-07, 6.79e-07, 3.19e-05, 6.81e-06, 2.91e-06, 9.21e-05, 5.50e-05, 1.30e-04, 1.49e-05, 1.69e-08, 7.01e-08, 3.05e-09, 0.00e+00, 0.00e+00, 6.47e-07, 4.43e-05, 3.41e-06] [9.30e-07, 1.13e-06, 6.82e-07, 5.78e-07, 6.48e-07, 6.91e-07, 6.79e-07, 3.19e-05, 6.81e-06, 2.91e-06, 9.21e-05, 5.50e-05, 1.30e-04, 1.49e-05, 1.69e-08, 7.01e-08, 3.05e-09, 0.00e+00, 0.00e+00, 6.47e-07, 4.43e-05, 3.41e-06] []
238200 [1.16e-06, 1.00e-06, 5.82e-07, 5.02e-07, 5.92e-07, 6.08e-07, 5.70e-07, 4.05e-05, 4.78e-08, 1.87e-08, 1.11e-05, 7.87e-06, 2.56e-05, 3.01e-05, 3.43e-07, 1.51e-07, 1.80e-07, 3.47e-07, 6.85e-06, 9.77e-10, 3.81e-05, 4.71e-09] [1.16e-06, 1.00e-06, 5.82e-07, 5.02e-07, 5.92e-07, 6.08e-07, 5.70e-07, 4.05e-05, 4.78e-08, 1.87e-08, 1.11e-05, 7.87e-06, 2.56e-05, 3.01e-05, 3.43e-07, 1.51e-07, 1.80e-07, 3.47e-07, 6.85e-06, 9.77e-10, 3.81e-05, 4.71e-09] []
238300 [4.47e-07, 5.01e-07, 5.77e-07, 3.54e-07, 4.66e-07, 5.66e-07, 5.05e-07, 2.70e-08, 7.78e-09, 3.35e-07, 1.21e-06, 2.70e-06, 2.60e-06, 8.51e-06, 8.15e-08, 9.64e-08, 9.81e-08, 9.35e-08, 2.19e-09, 5.07e-11, 1.71e-08, 1.72e-09] [4.47e-07, 5.01e-07, 5.77e-07, 3.54e-07, 4.66e-07, 5.66e-07, 5.05e-07, 2.70e-08, 7.78e-09, 3.35e-07, 1.21e-06, 2.70e-06, 2.60e-06, 8.51e-06, 8.15e-08, 9.64e-08, 9.81e-08, 9.35e-08, 2.19e-09, 5.07e-11, 1.71e-08, 1.72e-09] []
238400 [2.49e-07, 5.16e-07, 5.61e-07, 3.47e-07, 4.73e-07, 5.59e-07, 5.02e-07, 1.17e-09, 2.52e-09, 5.55e-08, 7.69e-07, 1.26e-06, 1.16e-06, 1.41e-07, 5.20e-10, 2.67e-09, 6.86e-09, 8.69e-09, 2.67e-09, 1.30e-10, 2.29e-08, 1.88e-09] [2.49e-07, 5.16e-07, 5.61e-07, 3.47e-07, 4.73e-07, 5.59e-07, 5.02e-07, 1.17e-09, 2.52e-09, 5.55e-08, 7.69e-07, 1.26e-06, 1.16e-06, 1.41e-07, 5.20e-10, 2.67e-09, 6.86e-09, 8.69e-09, 2.67e-09, 1.30e-10, 2.29e-08, 1.88e-09] []
238500 [3.00e-07, 5.58e-07, 5.46e-07, 3.84e-07, 4.66e-07, 6.25e-07, 4.92e-07, 5.81e-07, 7.50e-08, 1.88e-07, 6.37e-06, 3.86e-06, 8.87e-06, 1.99e-06, 1.74e-08, 3.62e-08, 4.82e-08, 7.55e-08, 9.30e-08, 0.00e+00, 6.17e-07, 1.58e-07] [3.00e-07, 5.58e-07, 5.46e-07, 3.84e-07, 4.66e-07, 6.25e-07, 4.92e-07, 5.81e-07, 7.50e-08, 1.88e-07, 6.37e-06, 3.86e-06, 8.87e-06, 1.99e-06, 1.74e-08, 3.62e-08, 4.82e-08, 7.55e-08, 9.30e-08, 0.00e+00, 6.17e-07, 1.58e-07] []
238600 [6.31e-07, 6.83e-07, 5.48e-07, 5.14e-07, 4.27e-07, 5.86e-07, 5.98e-07, 1.29e-07, 3.81e-06, 1.39e-07, 1.22e-05, 9.09e-06, 2.66e-05, 9.58e-06, 0.00e+00, 7.19e-10, 2.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-07, 5.21e-06] [6.31e-07, 6.83e-07, 5.48e-07, 5.14e-07, 4.27e-07, 5.86e-07, 5.98e-07, 1.29e-07, 3.81e-06, 1.39e-07, 1.22e-05, 9.09e-06, 2.66e-05, 9.58e-06, 0.00e+00, 7.19e-10, 2.40e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-07, 5.21e-06] []
238700 [2.52e-07, 5.81e-07, 4.80e-07, 3.52e-07, 4.20e-07, 6.06e-07, 5.27e-07, 2.98e-06, 1.03e-08, 5.42e-07, 6.15e-06, 4.76e-06, 4.56e-06, 9.47e-07, 0.00e+00, 3.13e-09, 2.49e-08, 2.53e-08, 4.25e-07, 1.80e-10, 2.70e-06, 1.22e-09] [2.52e-07, 5.81e-07, 4.80e-07, 3.52e-07, 4.20e-07, 6.06e-07, 5.27e-07, 2.98e-06, 1.03e-08, 5.42e-07, 6.15e-06, 4.76e-06, 4.56e-06, 9.47e-07, 0.00e+00, 3.13e-09, 2.49e-08, 2.53e-08, 4.25e-07, 1.80e-10, 2.70e-06, 1.22e-09] []
238800 [6.66e-06, 2.36e-06, 9.63e-07, 1.50e-06, 7.59e-07, 1.46e-06, 6.64e-07, 1.90e-05, 1.95e-08, 6.42e-06, 3.39e-05, 6.60e-05, 1.64e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-05, 4.08e-08] [6.66e-06, 2.36e-06, 9.63e-07, 1.50e-06, 7.59e-07, 1.46e-06, 6.64e-07, 1.90e-05, 1.95e-08, 6.42e-06, 3.39e-05, 6.60e-05, 1.64e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-05, 4.08e-08] []
238900 [3.25e-05, 6.66e-06, 1.88e-06, 4.72e-06, 3.20e-06, 3.15e-06, 1.59e-06, 9.41e-06, 2.44e-08, 7.71e-05, 4.93e-05, 2.14e-04, 4.18e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-06, 2.51e-10, 6.63e-06, 1.19e-09] [3.25e-05, 6.66e-06, 1.88e-06, 4.72e-06, 3.20e-06, 3.15e-06, 1.59e-06, 9.41e-06, 2.44e-08, 7.71e-05, 4.93e-05, 2.14e-04, 4.18e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-06, 2.51e-10, 6.63e-06, 1.19e-09] []
239000 [9.52e-06, 2.94e-06, 1.22e-06, 1.90e-06, 8.43e-07, 1.74e-06, 7.11e-07, 8.49e-05, 1.67e-06, 4.79e-06, 9.58e-05, 1.13e-04, 3.28e-04, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.93e-05, 1.74e-06] [9.52e-06, 2.94e-06, 1.22e-06, 1.90e-06, 8.43e-07, 1.74e-06, 7.11e-07, 8.49e-05, 1.67e-06, 4.79e-06, 9.58e-05, 1.13e-04, 3.28e-04, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.93e-05, 1.74e-06] []
239100 [1.52e-05, 5.42e-06, 1.49e-06, 4.54e-06, 2.24e-06, 3.25e-06, 1.44e-06, 1.00e-07, 4.05e-07, 3.86e-05, 3.03e-05, 1.96e-04, 1.70e-04, 1.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 6.76e-08, 5.07e-07] [1.52e-05, 5.42e-06, 1.49e-06, 4.54e-06, 2.24e-06, 3.25e-06, 1.44e-06, 1.00e-07, 4.05e-07, 3.86e-05, 3.03e-05, 1.96e-04, 1.70e-04, 1.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 6.76e-08, 5.07e-07] []
239200 [8.58e-07, 1.20e-06, 5.92e-07, 4.41e-07, 6.47e-07, 5.19e-07, 6.60e-07, 9.19e-05, 6.38e-06, 6.96e-07, 7.37e-06, 5.34e-06, 8.23e-06, 6.81e-06, 0.00e+00, 1.06e-07, 2.28e-08, 0.00e+00, 1.51e-05, 1.09e-06, 8.10e-05, 5.24e-06] [8.58e-07, 1.20e-06, 5.92e-07, 4.41e-07, 6.47e-07, 5.19e-07, 6.60e-07, 9.19e-05, 6.38e-06, 6.96e-07, 7.37e-06, 5.34e-06, 8.23e-06, 6.81e-06, 0.00e+00, 1.06e-07, 2.28e-08, 0.00e+00, 1.51e-05, 1.09e-06, 8.10e-05, 5.24e-06] []
239300 [1.04e-05, 4.03e-06, 8.95e-07, 3.57e-06, 1.06e-06, 2.45e-06, 7.71e-07, 3.90e-06, 1.49e-08, 1.91e-05, 3.89e-05, 9.74e-05, 2.35e-04, 5.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-07, 0.00e+00, 2.23e-06, 7.31e-08] [1.04e-05, 4.03e-06, 8.95e-07, 3.57e-06, 1.06e-06, 2.45e-06, 7.71e-07, 3.90e-06, 1.49e-08, 1.91e-05, 3.89e-05, 9.74e-05, 2.35e-04, 5.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.45e-07, 0.00e+00, 2.23e-06, 7.31e-08] []
239400 [4.90e-07, 1.29e-06, 4.54e-07, 8.58e-07, 1.08e-06, 6.91e-07, 8.57e-07, 3.10e-05, 4.65e-06, 9.53e-06, 4.80e-05, 2.12e-05, 4.80e-05, 9.78e-06, 7.71e-09, 2.80e-09, 1.26e-08, 0.00e+00, 4.49e-06, 0.00e+00, 2.52e-05, 6.54e-06] [4.90e-07, 1.29e-06, 4.54e-07, 8.58e-07, 1.08e-06, 6.91e-07, 8.57e-07, 3.10e-05, 4.65e-06, 9.53e-06, 4.80e-05, 2.12e-05, 4.80e-05, 9.78e-06, 7.71e-09, 2.80e-09, 1.26e-08, 0.00e+00, 4.49e-06, 0.00e+00, 2.52e-05, 6.54e-06] []
239500 [1.46e-06, 8.36e-07, 6.53e-07, 6.01e-07, 6.02e-07, 6.24e-07, 6.69e-07, 2.46e-05, 3.31e-07, 2.67e-07, 7.96e-05, 5.04e-05, 1.46e-04, 4.19e-05, 0.00e+00, 3.06e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-05, 6.98e-07] [1.46e-06, 8.36e-07, 6.53e-07, 6.01e-07, 6.02e-07, 6.24e-07, 6.69e-07, 2.46e-05, 3.31e-07, 2.67e-07, 7.96e-05, 5.04e-05, 1.46e-04, 4.19e-05, 0.00e+00, 3.06e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-05, 6.98e-07] []
239600 [4.62e-07, 7.21e-07, 5.26e-07, 4.30e-07, 4.22e-07, 6.30e-07, 5.26e-07, 5.38e-07, 7.16e-06, 1.35e-06, 2.62e-06, 5.48e-06, 2.27e-06, 1.69e-05, 0.00e+00, 0.00e+00, 1.60e-09, 0.00e+00, 3.72e-08, 1.40e-06, 2.43e-07, 6.63e-06] [4.62e-07, 7.21e-07, 5.26e-07, 4.30e-07, 4.22e-07, 6.30e-07, 5.26e-07, 5.38e-07, 7.16e-06, 1.35e-06, 2.62e-06, 5.48e-06, 2.27e-06, 1.69e-05, 0.00e+00, 0.00e+00, 1.60e-09, 0.00e+00, 3.72e-08, 1.40e-06, 2.43e-07, 6.63e-06] []
239700 [8.43e-07, 7.45e-07, 5.71e-07, 4.08e-07, 4.72e-07, 6.19e-07, 4.65e-07, 3.11e-06, 1.22e-07, 4.58e-07, 1.67e-06, 4.74e-06, 5.84e-06, 5.81e-06, 0.00e+00, 0.00e+00, 4.57e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 1.63e-07] [8.43e-07, 7.45e-07, 5.71e-07, 4.08e-07, 4.72e-07, 6.19e-07, 4.65e-07, 3.11e-06, 1.22e-07, 4.58e-07, 1.67e-06, 4.74e-06, 5.84e-06, 5.81e-06, 0.00e+00, 0.00e+00, 4.57e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 1.63e-07] []
239800 [4.82e-06, 2.36e-06, 1.04e-06, 1.13e-06, 2.54e-06, 1.18e-06, 9.69e-07, 1.12e-05, 2.49e-04, 3.18e-05, 7.60e-05, 1.24e-04, 2.28e-05, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.12e-07, 0.00e+00, 3.72e-06, 2.85e-04] [4.82e-06, 2.36e-06, 1.04e-06, 1.13e-06, 2.54e-06, 1.18e-06, 9.69e-07, 1.12e-05, 2.49e-04, 3.18e-05, 7.60e-05, 1.24e-04, 2.28e-05, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.12e-07, 0.00e+00, 3.72e-06, 2.85e-04] []
239900 [2.92e-05, 9.34e-06, 1.67e-06, 7.91e-06, 2.83e-06, 4.92e-06, 1.19e-06, 2.51e-07, 6.45e-12, 6.20e-05, 4.69e-05, 3.28e-04, 4.13e-04, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 3.51e-14, 1.42e-07, 1.19e-08] [2.92e-05, 9.34e-06, 1.67e-06, 7.91e-06, 2.83e-06, 4.92e-06, 1.19e-06, 2.51e-07, 6.45e-12, 6.20e-05, 4.69e-05, 3.28e-04, 4.13e-04, 1.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.59e-08, 3.51e-14, 1.42e-07, 1.19e-08] []
240000 [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09] [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 37.204241 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
240000 [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09] [2.55e-07, 5.42e-07, 5.25e-07, 3.57e-07, 3.88e-07, 5.31e-07, 4.64e-07, 5.41e-10, 1.17e-10, 3.65e-08, 8.72e-07, 1.46e-06, 2.22e-06, 1.77e-06, 9.40e-14, 2.25e-09, 5.91e-09, 4.32e-10, 1.29e-09, 1.07e-10, 1.46e-08, 1.69e-09] []
240100 [5.63e-07, 5.17e-07, 5.57e-07, 3.46e-07, 4.55e-07, 5.51e-07, 4.71e-07, 4.80e-07, 5.35e-09, 1.50e-07, 3.91e-06, 4.04e-06, 1.12e-05, 1.44e-05, 1.48e-07, 1.47e-07, 1.95e-07, 1.92e-07, 7.39e-08, 9.52e-10, 4.86e-07, 5.25e-09] [5.63e-07, 5.17e-07, 5.57e-07, 3.46e-07, 4.55e-07, 5.51e-07, 4.71e-07, 4.80e-07, 5.35e-09, 1.50e-07, 3.91e-06, 4.04e-06, 1.12e-05, 1.44e-05, 1.48e-07, 1.47e-07, 1.95e-07, 1.92e-07, 7.39e-08, 9.52e-10, 4.86e-07, 5.25e-09] []
240200 [5.11e-05, 1.71e-05, 4.23e-06, 1.37e-05, 5.69e-06, 9.87e-06, 3.46e-06, 6.51e-05, 1.05e-04, 9.73e-05, 9.04e-05, 6.17e-04, 5.62e-04, 3.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.92e-05, 1.08e-04] [5.11e-05, 1.71e-05, 4.23e-06, 1.37e-05, 5.69e-06, 9.87e-06, 3.46e-06, 6.51e-05, 1.05e-04, 9.73e-05, 9.04e-05, 6.17e-04, 5.62e-04, 3.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.92e-05, 1.08e-04] []
240300 [2.66e-05, 5.40e-06, 3.47e-06, 4.45e-06, 3.81e-06, 2.97e-06, 2.53e-06, 8.01e-05, 1.61e-07, 4.97e-05, 8.09e-05, 2.60e-04, 4.52e-04, 1.72e-03, 2.87e-05, 2.68e-05, 1.05e-05, 7.92e-06, 1.57e-05, 2.03e-08, 8.24e-05, 1.30e-07] [2.66e-05, 5.40e-06, 3.47e-06, 4.45e-06, 3.81e-06, 2.97e-06, 2.53e-06, 8.01e-05, 1.61e-07, 4.97e-05, 8.09e-05, 2.60e-04, 4.52e-04, 1.72e-03, 2.87e-05, 2.68e-05, 1.05e-05, 7.92e-06, 1.57e-05, 2.03e-08, 8.24e-05, 1.30e-07] []
240400 [6.67e-07, 8.73e-07, 5.71e-07, 3.26e-07, 5.33e-07, 6.72e-07, 4.73e-07, 3.36e-06, 2.48e-09, 1.33e-07, 4.25e-06, 3.80e-06, 4.80e-06, 7.45e-07, 1.41e-08, 3.99e-09, 3.48e-08, 0.00e+00, 0.00e+00, 4.41e-10, 3.97e-06, 2.63e-09] [6.67e-07, 8.73e-07, 5.71e-07, 3.26e-07, 5.33e-07, 6.72e-07, 4.73e-07, 3.36e-06, 2.48e-09, 1.33e-07, 4.25e-06, 3.80e-06, 4.80e-06, 7.45e-07, 1.41e-08, 3.99e-09, 3.48e-08, 0.00e+00, 0.00e+00, 4.41e-10, 3.97e-06, 2.63e-09] []
240500 [1.11e-06, 9.25e-07, 6.65e-07, 5.29e-07, 5.14e-07, 5.70e-07, 5.40e-07, 2.22e-05, 1.91e-06, 1.42e-09, 1.96e-05, 1.93e-05, 5.32e-05, 3.62e-05, 0.00e+00, 7.91e-09, 3.74e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-05, 2.70e-06] [1.11e-06, 9.25e-07, 6.65e-07, 5.29e-07, 5.14e-07, 5.70e-07, 5.40e-07, 2.22e-05, 1.91e-06, 1.42e-09, 1.96e-05, 1.93e-05, 5.32e-05, 3.62e-05, 0.00e+00, 7.91e-09, 3.74e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.46e-05, 2.70e-06] []
240600 [2.75e-07, 5.36e-07, 5.12e-07, 3.33e-07, 4.22e-07, 5.46e-07, 4.45e-07, 7.10e-07, 9.23e-08, 1.87e-08, 2.14e-06, 2.03e-06, 3.47e-06, 1.03e-06, 9.41e-09, 6.79e-08, 8.28e-08, 3.33e-08, 8.77e-08, 0.00e+00, 5.83e-07, 1.09e-07] [2.75e-07, 5.36e-07, 5.12e-07, 3.33e-07, 4.22e-07, 5.46e-07, 4.45e-07, 7.10e-07, 9.23e-08, 1.87e-08, 2.14e-06, 2.03e-06, 3.47e-06, 1.03e-06, 9.41e-09, 6.79e-08, 8.28e-08, 3.33e-08, 8.77e-08, 0.00e+00, 5.83e-07, 1.09e-07] []
240700 [2.79e-07, 5.75e-07, 5.45e-07, 3.64e-07, 4.25e-07, 5.58e-07, 4.66e-07, 1.01e-07, 1.22e-07, 2.76e-08, 1.02e-06, 1.42e-06, 1.29e-06, 7.01e-08, 2.69e-09, 3.05e-08, 3.03e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.94e-08, 9.79e-08] [2.79e-07, 5.75e-07, 5.45e-07, 3.64e-07, 4.25e-07, 5.58e-07, 4.66e-07, 1.01e-07, 1.22e-07, 2.76e-08, 1.02e-06, 1.42e-06, 1.29e-06, 7.01e-08, 2.69e-09, 3.05e-08, 3.03e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.94e-08, 9.79e-08] []
240800 [3.52e-07, 7.53e-07, 5.08e-07, 3.93e-07, 3.90e-07, 6.60e-07, 4.78e-07, 2.66e-07, 2.41e-07, 8.08e-07, 4.59e-06, 4.60e-06, 2.07e-06, 6.61e-06, 0.00e+00, 2.24e-08, 2.83e-08, 2.06e-09, 1.27e-08, 0.00e+00, 7.59e-08, 4.27e-07] [3.52e-07, 7.53e-07, 5.08e-07, 3.93e-07, 3.90e-07, 6.60e-07, 4.78e-07, 2.66e-07, 2.41e-07, 8.08e-07, 4.59e-06, 4.60e-06, 2.07e-06, 6.61e-06, 0.00e+00, 2.24e-08, 2.83e-08, 2.06e-09, 1.27e-08, 0.00e+00, 7.59e-08, 4.27e-07] []
240900 [3.83e-06, 1.56e-06, 7.88e-07, 9.87e-07, 5.71e-07, 1.05e-06, 5.70e-07, 1.40e-05, 1.68e-07, 2.74e-06, 2.29e-05, 3.85e-05, 1.02e-04, 1.93e-04, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 1.53e-05, 1.76e-07] [3.83e-06, 1.56e-06, 7.88e-07, 9.87e-07, 5.71e-07, 1.05e-06, 5.70e-07, 1.40e-05, 1.68e-07, 2.74e-06, 2.29e-05, 3.85e-05, 1.02e-04, 1.93e-04, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-08, 1.53e-05, 1.76e-07] []
241000 [1.96e-05, 4.92e-06, 3.65e-06, 2.06e-06, 3.54e-06, 2.58e-06, 3.09e-06, 6.92e-07, 8.04e-10, 6.10e-05, 6.73e-05, 2.02e-04, 2.76e-04, 1.31e-03, 9.64e-06, 2.52e-05, 7.95e-06, 1.13e-05, 0.00e+00, 4.38e-12, 5.16e-06, 6.31e-09] [1.96e-05, 4.92e-06, 3.65e-06, 2.06e-06, 3.54e-06, 2.58e-06, 3.09e-06, 6.92e-07, 8.04e-10, 6.10e-05, 6.73e-05, 2.02e-04, 2.76e-04, 1.31e-03, 9.64e-06, 2.52e-05, 7.95e-06, 1.13e-05, 0.00e+00, 4.38e-12, 5.16e-06, 6.31e-09] []
241100 [4.10e-06, 1.01e-06, 8.25e-07, 7.55e-07, 7.46e-07, 7.35e-07, 5.38e-07, 1.40e-05, 4.59e-08, 1.38e-06, 5.24e-05, 4.46e-05, 1.69e-04, 2.04e-04, 2.59e-06, 1.69e-06, 2.34e-06, 1.90e-06, 2.49e-06, 7.60e-09, 1.46e-05, 4.91e-08] [4.10e-06, 1.01e-06, 8.25e-07, 7.55e-07, 7.46e-07, 7.35e-07, 5.38e-07, 1.40e-05, 4.59e-08, 1.38e-06, 5.24e-05, 4.46e-05, 1.69e-04, 2.04e-04, 2.59e-06, 1.69e-06, 2.34e-06, 1.90e-06, 2.49e-06, 7.60e-09, 1.46e-05, 4.91e-08] []
241200 [1.92e-05, 4.68e-06, 2.73e-06, 3.69e-06, 2.84e-06, 2.61e-06, 2.31e-06, 5.01e-06, 2.75e-05, 4.61e-05, 5.22e-05, 1.95e-04, 2.48e-04, 1.23e-03, 2.09e-05, 1.89e-05, 7.57e-06, 4.98e-06, 6.05e-07, 6.13e-06, 3.89e-06, 2.60e-05] [1.92e-05, 4.68e-06, 2.73e-06, 3.69e-06, 2.84e-06, 2.61e-06, 2.31e-06, 5.01e-06, 2.75e-05, 4.61e-05, 5.22e-05, 1.95e-04, 2.48e-04, 1.23e-03, 2.09e-05, 1.89e-05, 7.57e-06, 4.98e-06, 6.05e-07, 6.13e-06, 3.89e-06, 2.60e-05] []
241300 [7.92e-07, 1.20e-06, 5.67e-07, 8.94e-07, 6.87e-07, 6.43e-07, 5.91e-07, 4.18e-05, 1.17e-06, 1.21e-07, 9.28e-06, 4.33e-06, 2.08e-05, 3.27e-05, 6.07e-07, 3.91e-07, 1.16e-07, 2.15e-07, 0.00e+00, 0.00e+00, 5.66e-05, 1.39e-06] [7.92e-07, 1.20e-06, 5.67e-07, 8.94e-07, 6.87e-07, 6.43e-07, 5.91e-07, 4.18e-05, 1.17e-06, 1.21e-07, 9.28e-06, 4.33e-06, 2.08e-05, 3.27e-05, 6.07e-07, 3.91e-07, 1.16e-07, 2.15e-07, 0.00e+00, 0.00e+00, 5.66e-05, 1.39e-06] []
241400 [2.55e-06, 1.52e-06, 8.58e-07, 4.99e-07, 8.06e-07, 6.17e-07, 6.49e-07, 1.18e-05, 5.40e-06, 1.25e-06, 2.28e-05, 2.20e-05, 6.99e-05, 9.54e-05, 3.66e-07, 1.61e-06, 1.30e-06, 1.47e-06, 1.56e-06, 0.00e+00, 9.19e-06, 7.88e-06] [2.55e-06, 1.52e-06, 8.58e-07, 4.99e-07, 8.06e-07, 6.17e-07, 6.49e-07, 1.18e-05, 5.40e-06, 1.25e-06, 2.28e-05, 2.20e-05, 6.99e-05, 9.54e-05, 3.66e-07, 1.61e-06, 1.30e-06, 1.47e-06, 1.56e-06, 0.00e+00, 9.19e-06, 7.88e-06] []
241500 [1.07e-06, 8.35e-07, 5.35e-07, 4.78e-07, 4.29e-07, 6.85e-07, 5.62e-07, 1.73e-05, 2.74e-08, 1.46e-06, 3.47e-06, 7.47e-06, 1.42e-05, 2.18e-05, 0.00e+00, 1.68e-07, 3.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-05, 1.96e-08] [1.07e-06, 8.35e-07, 5.35e-07, 4.78e-07, 4.29e-07, 6.85e-07, 5.62e-07, 1.73e-05, 2.74e-08, 1.46e-06, 3.47e-06, 7.47e-06, 1.42e-05, 2.18e-05, 0.00e+00, 1.68e-07, 3.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.14e-05, 1.96e-08] []
241600 [7.14e-07, 8.19e-07, 5.54e-07, 5.36e-07, 4.46e-07, 5.27e-07, 4.82e-07, 3.61e-06, 4.31e-09, 1.05e-06, 3.07e-06, 6.69e-06, 2.52e-06, 1.04e-05, 4.86e-07, 2.02e-07, 1.07e-07, 1.39e-07, 0.00e+00, 0.00e+00, 6.14e-06, 1.99e-08] [7.14e-07, 8.19e-07, 5.54e-07, 5.36e-07, 4.46e-07, 5.27e-07, 4.82e-07, 3.61e-06, 4.31e-09, 1.05e-06, 3.07e-06, 6.69e-06, 2.52e-06, 1.04e-05, 4.86e-07, 2.02e-07, 1.07e-07, 1.39e-07, 0.00e+00, 0.00e+00, 6.14e-06, 1.99e-08] []
241700 [8.47e-07, 5.63e-07, 5.74e-07, 4.06e-07, 4.56e-07, 5.89e-07, 5.38e-07, 2.22e-07, 1.62e-09, 1.44e-06, 2.09e-06, 5.44e-06, 5.68e-06, 2.73e-05, 2.72e-07, 3.01e-07, 2.70e-07, 2.58e-07, 4.62e-08, 9.54e-12, 3.11e-07, 2.68e-09] [8.47e-07, 5.63e-07, 5.74e-07, 4.06e-07, 4.56e-07, 5.89e-07, 5.38e-07, 2.22e-07, 1.62e-09, 1.44e-06, 2.09e-06, 5.44e-06, 5.68e-06, 2.73e-05, 2.72e-07, 3.01e-07, 2.70e-07, 2.58e-07, 4.62e-08, 9.54e-12, 3.11e-07, 2.68e-09] []
241800 [2.94e-07, 5.91e-07, 5.39e-07, 4.01e-07, 4.01e-07, 6.31e-07, 4.77e-07, 1.64e-06, 2.94e-06, 5.79e-08, 7.96e-07, 1.49e-06, 1.31e-06, 5.78e-07, 2.64e-09, 7.93e-08, 4.22e-08, 9.09e-09, 2.18e-07, 5.20e-07, 1.45e-06, 2.63e-06] [2.94e-07, 5.91e-07, 5.39e-07, 4.01e-07, 4.01e-07, 6.31e-07, 4.77e-07, 1.64e-06, 2.94e-06, 5.79e-08, 7.96e-07, 1.49e-06, 1.31e-06, 5.78e-07, 2.64e-09, 7.93e-08, 4.22e-08, 9.09e-09, 2.18e-07, 5.20e-07, 1.45e-06, 2.63e-06] []
241900 [1.36e-06, 7.88e-07, 6.16e-07, 3.38e-07, 4.82e-07, 5.94e-07, 5.01e-07, 2.89e-06, 4.08e-08, 1.37e-06, 6.01e-06, 8.75e-06, 2.41e-05, 4.53e-05, 2.61e-07, 3.59e-07, 3.90e-07, 6.72e-07, 0.00e+00, 0.00e+00, 5.90e-06, 4.88e-08] [1.36e-06, 7.88e-07, 6.16e-07, 3.38e-07, 4.82e-07, 5.94e-07, 5.01e-07, 2.89e-06, 4.08e-08, 1.37e-06, 6.01e-06, 8.75e-06, 2.41e-05, 4.53e-05, 2.61e-07, 3.59e-07, 3.90e-07, 6.72e-07, 0.00e+00, 0.00e+00, 5.90e-06, 4.88e-08] []
242000 [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06] [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 39.286197 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
242000 [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06] [5.26e-05, 1.24e-05, 5.72e-06, 1.01e-05, 5.87e-06, 7.54e-06, 4.62e-06, 5.46e-05, 4.73e-06, 1.30e-04, 1.50e-04, 4.87e-04, 3.36e-04, 2.74e-03, 6.80e-05, 4.90e-05, 2.01e-05, 1.12e-05, 7.75e-06, 9.78e-07, 4.31e-05, 4.78e-06] []
242100 [2.57e-07, 4.70e-07, 5.26e-07, 3.47e-07, 3.98e-07, 5.13e-07, 4.55e-07, 8.53e-09, 4.70e-07, 2.99e-09, 6.73e-07, 1.16e-06, 1.10e-06, 4.32e-08, 4.45e-09, 2.71e-08, 2.97e-08, 2.33e-08, 6.75e-11, 0.00e+00, 2.13e-08, 5.97e-07] [2.57e-07, 4.70e-07, 5.26e-07, 3.47e-07, 3.98e-07, 5.13e-07, 4.55e-07, 8.53e-09, 4.70e-07, 2.99e-09, 6.73e-07, 1.16e-06, 1.10e-06, 4.32e-08, 4.45e-09, 2.71e-08, 2.97e-08, 2.33e-08, 6.75e-11, 0.00e+00, 2.13e-08, 5.97e-07] []
242200 [3.05e-07, 5.53e-07, 4.96e-07, 3.80e-07, 4.04e-07, 6.40e-07, 4.89e-07, 7.00e-07, 2.00e-07, 7.81e-08, 1.13e-06, 2.16e-06, 1.98e-06, 3.57e-06, 0.00e+00, 5.05e-09, 4.41e-08, 4.92e-09, 0.00e+00, 0.00e+00, 1.04e-06, 1.96e-07] [3.05e-07, 5.53e-07, 4.96e-07, 3.80e-07, 4.04e-07, 6.40e-07, 4.89e-07, 7.00e-07, 2.00e-07, 7.81e-08, 1.13e-06, 2.16e-06, 1.98e-06, 3.57e-06, 0.00e+00, 5.05e-09, 4.41e-08, 4.92e-09, 0.00e+00, 0.00e+00, 1.04e-06, 1.96e-07] []
242300 [4.58e-06, 1.98e-06, 6.65e-07, 1.84e-06, 6.05e-07, 1.27e-06, 6.19e-07, 2.97e-06, 1.38e-08, 2.62e-06, 6.27e-05, 5.98e-05, 1.88e-04, 1.88e-04, 0.00e+00, 3.14e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.23e-06, 1.15e-07] [4.58e-06, 1.98e-06, 6.65e-07, 1.84e-06, 6.05e-07, 1.27e-06, 6.19e-07, 2.97e-06, 1.38e-08, 2.62e-06, 6.27e-05, 5.98e-05, 1.88e-04, 1.88e-04, 0.00e+00, 3.14e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.23e-06, 1.15e-07] []
242400 [1.98e-06, 1.43e-06, 1.06e-06, 1.03e-06, 5.29e-07, 1.12e-06, 7.88e-07, 4.72e-05, 2.79e-07, 3.82e-06, 6.12e-06, 1.42e-05, 1.45e-05, 8.04e-05, 1.65e-06, 1.31e-07, 5.47e-07, 9.06e-09, 0.00e+00, 0.00e+00, 4.60e-05, 1.82e-07] [1.98e-06, 1.43e-06, 1.06e-06, 1.03e-06, 5.29e-07, 1.12e-06, 7.88e-07, 4.72e-05, 2.79e-07, 3.82e-06, 6.12e-06, 1.42e-05, 1.45e-05, 8.04e-05, 1.65e-06, 1.31e-07, 5.47e-07, 9.06e-09, 0.00e+00, 0.00e+00, 4.60e-05, 1.82e-07] []
242500 [1.37e-05, 5.24e-06, 9.44e-07, 5.23e-06, 1.17e-06, 3.08e-06, 8.82e-07, 1.08e-07, 2.26e-07, 1.84e-05, 5.79e-05, 1.30e-04, 3.26e-04, 6.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.76e-10, 0.00e+00, 2.60e-08, 3.33e-07] [1.37e-05, 5.24e-06, 9.44e-07, 5.23e-06, 1.17e-06, 3.08e-06, 8.82e-07, 1.08e-07, 2.26e-07, 1.84e-05, 5.79e-05, 1.30e-04, 3.26e-04, 6.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.76e-10, 0.00e+00, 2.60e-08, 3.33e-07] []
242600 [3.49e-06, 1.59e-06, 8.53e-07, 7.23e-07, 6.75e-07, 9.08e-07, 6.73e-07, 8.30e-07, 5.29e-05, 8.04e-07, 2.63e-05, 2.79e-05, 1.00e-04, 1.56e-04, 1.85e-06, 8.66e-07, 1.61e-06, 4.50e-07, 4.30e-07, 1.03e-05, 2.65e-06, 4.31e-05] [3.49e-06, 1.59e-06, 8.53e-07, 7.23e-07, 6.75e-07, 9.08e-07, 6.73e-07, 8.30e-07, 5.29e-05, 8.04e-07, 2.63e-05, 2.79e-05, 1.00e-04, 1.56e-04, 1.85e-06, 8.66e-07, 1.61e-06, 4.50e-07, 4.30e-07, 1.03e-05, 2.65e-06, 4.31e-05] []
242700 [2.34e-06, 1.65e-06, 6.93e-07, 1.06e-06, 7.30e-07, 8.07e-07, 6.03e-07, 1.81e-07, 5.33e-08, 1.95e-06, 1.22e-05, 1.68e-05, 4.72e-05, 1.09e-04, 2.50e-06, 5.40e-07, 4.84e-07, 7.62e-07, 0.00e+00, 2.91e-10, 1.83e-06, 2.40e-08] [2.34e-06, 1.65e-06, 6.93e-07, 1.06e-06, 7.30e-07, 8.07e-07, 6.03e-07, 1.81e-07, 5.33e-08, 1.95e-06, 1.22e-05, 1.68e-05, 4.72e-05, 1.09e-04, 2.50e-06, 5.40e-07, 4.84e-07, 7.62e-07, 0.00e+00, 2.91e-10, 1.83e-06, 2.40e-08] []
242800 [7.87e-06, 4.21e-06, 2.23e-06, 2.30e-06, 1.16e-06, 3.07e-06, 1.42e-06, 3.84e-05, 1.00e-08, 1.91e-05, 3.97e-05, 1.00e-04, 4.68e-05, 4.52e-04, 1.77e-05, 4.06e-06, 9.34e-07, 1.98e-07, 0.00e+00, 8.67e-10, 6.52e-05, 5.76e-09] [7.87e-06, 4.21e-06, 2.23e-06, 2.30e-06, 1.16e-06, 3.07e-06, 1.42e-06, 3.84e-05, 1.00e-08, 1.91e-05, 3.97e-05, 1.00e-04, 4.68e-05, 4.52e-04, 1.77e-05, 4.06e-06, 9.34e-07, 1.98e-07, 0.00e+00, 8.67e-10, 6.52e-05, 5.76e-09] []
242900 [3.41e-07, 5.28e-07, 5.11e-07, 3.64e-07, 3.71e-07, 5.28e-07, 4.39e-07, 1.05e-08, 1.59e-09, 8.60e-08, 1.45e-06, 2.52e-06, 5.21e-06, 7.35e-06, 0.00e+00, 0.00e+00, 3.85e-09, 2.91e-10, 0.00e+00, 1.83e-10, 4.22e-08, 2.99e-09] [3.41e-07, 5.28e-07, 5.11e-07, 3.64e-07, 3.71e-07, 5.28e-07, 4.39e-07, 1.05e-08, 1.59e-09, 8.60e-08, 1.45e-06, 2.52e-06, 5.21e-06, 7.35e-06, 0.00e+00, 0.00e+00, 3.85e-09, 2.91e-10, 0.00e+00, 1.83e-10, 4.22e-08, 2.99e-09] []
243000 [2.89e-07, 4.92e-07, 5.70e-07, 3.67e-07, 4.54e-07, 5.37e-07, 4.55e-07, 3.12e-07, 1.04e-04, 5.30e-08, 9.43e-07, 1.46e-06, 1.41e-06, 4.42e-07, 1.15e-08, 1.13e-08, 2.14e-08, 1.74e-08, 0.00e+00, 0.00e+00, 3.75e-07, 1.35e-04] [2.89e-07, 4.92e-07, 5.70e-07, 3.67e-07, 4.54e-07, 5.37e-07, 4.55e-07, 3.12e-07, 1.04e-04, 5.30e-08, 9.43e-07, 1.46e-06, 1.41e-06, 4.42e-07, 1.15e-08, 1.13e-08, 2.14e-08, 1.74e-08, 0.00e+00, 0.00e+00, 3.75e-07, 1.35e-04] []
243100 [8.15e-07, 8.76e-07, 6.66e-07, 8.31e-07, 6.87e-07, 6.27e-07, 7.05e-07, 5.67e-06, 5.13e-07, 2.24e-06, 7.55e-06, 7.07e-06, 4.14e-06, 2.01e-05, 3.72e-10, 5.01e-07, 2.48e-07, 1.84e-07, 0.00e+00, 0.00e+00, 6.81e-06, 3.29e-07] [8.15e-07, 8.76e-07, 6.66e-07, 8.31e-07, 6.87e-07, 6.27e-07, 7.05e-07, 5.67e-06, 5.13e-07, 2.24e-06, 7.55e-06, 7.07e-06, 4.14e-06, 2.01e-05, 3.72e-10, 5.01e-07, 2.48e-07, 1.84e-07, 0.00e+00, 0.00e+00, 6.81e-06, 3.29e-07] []
243200 [6.31e-07, 9.28e-07, 5.20e-07, 4.45e-07, 5.16e-07, 5.52e-07, 5.24e-07, 2.42e-06, 2.18e-06, 8.24e-08, 1.35e-06, 2.44e-06, 1.94e-06, 2.65e-06, 1.07e-07, 2.02e-09, 1.55e-08, 1.32e-08, 0.00e+00, 0.00e+00, 6.17e-06, 2.91e-06] [6.31e-07, 9.28e-07, 5.20e-07, 4.45e-07, 5.16e-07, 5.52e-07, 5.24e-07, 2.42e-06, 2.18e-06, 8.24e-08, 1.35e-06, 2.44e-06, 1.94e-06, 2.65e-06, 1.07e-07, 2.02e-09, 1.55e-08, 1.32e-08, 0.00e+00, 0.00e+00, 6.17e-06, 2.91e-06] []
243300 [9.65e-07, 7.80e-07, 4.26e-07, 4.49e-07, 4.27e-07, 6.17e-07, 5.10e-07, 3.56e-06, 7.68e-06, 4.20e-07, 1.70e-06, 6.76e-06, 1.34e-05, 3.34e-05, 0.00e+00, 4.77e-11, 3.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 6.03e-06] [9.65e-07, 7.80e-07, 4.26e-07, 4.49e-07, 4.27e-07, 6.17e-07, 5.10e-07, 3.56e-06, 7.68e-06, 4.20e-07, 1.70e-06, 6.76e-06, 1.34e-05, 3.34e-05, 0.00e+00, 4.77e-11, 3.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-06, 6.03e-06] []
243400 [6.38e-07, 5.48e-07, 5.05e-07, 4.43e-07, 4.36e-07, 5.40e-07, 4.74e-07, 5.69e-07, 2.54e-09, 2.57e-07, 2.43e-06, 3.67e-06, 7.19e-06, 1.23e-05, 2.95e-07, 1.61e-07, 1.46e-07, 1.26e-07, 2.91e-07, 1.44e-10, 1.87e-06, 2.01e-09] [6.38e-07, 5.48e-07, 5.05e-07, 4.43e-07, 4.36e-07, 5.40e-07, 4.74e-07, 5.69e-07, 2.54e-09, 2.57e-07, 2.43e-06, 3.67e-06, 7.19e-06, 1.23e-05, 2.95e-07, 1.61e-07, 1.46e-07, 1.26e-07, 2.91e-07, 1.44e-10, 1.87e-06, 2.01e-09] []
243500 [4.67e-07, 4.92e-07, 4.88e-07, 3.97e-07, 3.88e-07, 5.56e-07, 4.55e-07, 1.57e-06, 7.67e-10, 2.33e-07, 1.76e-06, 2.48e-06, 5.03e-06, 1.03e-05, 2.18e-07, 2.19e-08, 1.11e-07, 7.56e-08, 0.00e+00, 6.02e-12, 2.13e-06, 3.09e-09] [4.67e-07, 4.92e-07, 4.88e-07, 3.97e-07, 3.88e-07, 5.56e-07, 4.55e-07, 1.57e-06, 7.67e-10, 2.33e-07, 1.76e-06, 2.48e-06, 5.03e-06, 1.03e-05, 2.18e-07, 2.19e-08, 1.11e-07, 7.56e-08, 0.00e+00, 6.02e-12, 2.13e-06, 3.09e-09] []
243600 [2.91e-07, 4.49e-07, 5.06e-07, 3.51e-07, 4.00e-07, 5.55e-07, 4.43e-07, 3.48e-07, 1.32e-07, 2.24e-08, 7.77e-07, 1.30e-06, 1.23e-06, 5.63e-07, 2.03e-08, 8.14e-09, 3.48e-08, 3.39e-08, 0.00e+00, 2.40e-08, 6.77e-07, 1.50e-07] [2.91e-07, 4.49e-07, 5.06e-07, 3.51e-07, 4.00e-07, 5.55e-07, 4.43e-07, 3.48e-07, 1.32e-07, 2.24e-08, 7.77e-07, 1.30e-06, 1.23e-06, 5.63e-07, 2.03e-08, 8.14e-09, 3.48e-08, 3.39e-08, 0.00e+00, 2.40e-08, 6.77e-07, 1.50e-07] []
243700 [5.02e-07, 4.73e-07, 5.31e-07, 3.70e-07, 4.56e-07, 5.34e-07, 4.47e-07, 7.28e-07, 6.90e-07, 1.29e-07, 1.90e-06, 2.99e-06, 5.40e-06, 1.09e-05, 1.68e-07, 2.31e-07, 1.22e-07, 1.23e-07, 1.27e-07, 7.39e-08, 8.45e-07, 4.43e-07] [5.02e-07, 4.73e-07, 5.31e-07, 3.70e-07, 4.56e-07, 5.34e-07, 4.47e-07, 7.28e-07, 6.90e-07, 1.29e-07, 1.90e-06, 2.99e-06, 5.40e-06, 1.09e-05, 1.68e-07, 2.31e-07, 1.22e-07, 1.23e-07, 1.27e-07, 7.39e-08, 8.45e-07, 4.43e-07] []
243800 [4.50e-07, 5.12e-07, 5.16e-07, 3.72e-07, 3.86e-07, 5.70e-07, 4.65e-07, 1.71e-06, 1.11e-08, 4.42e-09, 3.94e-06, 4.20e-06, 1.16e-05, 1.01e-05, 0.00e+00, 0.00e+00, 1.27e-09, 0.00e+00, 0.00e+00, 1.17e-12, 2.28e-06, 3.86e-09] [4.50e-07, 5.12e-07, 5.16e-07, 3.72e-07, 3.86e-07, 5.70e-07, 4.65e-07, 1.71e-06, 1.11e-08, 4.42e-09, 3.94e-06, 4.20e-06, 1.16e-05, 1.01e-05, 0.00e+00, 0.00e+00, 1.27e-09, 0.00e+00, 0.00e+00, 1.17e-12, 2.28e-06, 3.86e-09] []
243900 [7.30e-06, 1.53e-06, 1.15e-06, 1.13e-06, 1.10e-06, 9.91e-07, 7.77e-07, 3.78e-05, 4.84e-07, 3.30e-06, 5.29e-05, 6.71e-05, 2.17e-04, 3.97e-04, 5.37e-06, 3.43e-06, 3.55e-06, 2.88e-06, 6.37e-06, 8.32e-08, 3.54e-05, 4.95e-07] [7.30e-06, 1.53e-06, 1.15e-06, 1.13e-06, 1.10e-06, 9.91e-07, 7.77e-07, 3.78e-05, 4.84e-07, 3.30e-06, 5.29e-05, 6.71e-05, 2.17e-04, 3.97e-04, 5.37e-06, 3.43e-06, 3.55e-06, 2.88e-06, 6.37e-06, 8.32e-08, 3.54e-05, 4.95e-07] []
244000 [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08] [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 37.643324 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
244000 [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08] [2.90e-06, 1.18e-06, 7.05e-07, 7.81e-07, 4.84e-07, 8.63e-07, 5.38e-07, 5.57e-06, 2.27e-08, 1.12e-06, 2.24e-05, 3.00e-05, 8.74e-05, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-06, 4.43e-08] []
244100 [3.20e-07, 5.07e-07, 5.15e-07, 3.53e-07, 3.83e-07, 5.31e-07, 4.51e-07, 3.48e-07, 1.13e-08, 1.81e-08, 1.78e-06, 2.36e-06, 4.87e-06, 3.72e-06, 0.00e+00, 0.00e+00, 3.01e-09, 4.85e-10, 0.00e+00, 0.00e+00, 3.48e-07, 1.07e-08] [3.20e-07, 5.07e-07, 5.15e-07, 3.53e-07, 3.83e-07, 5.31e-07, 4.51e-07, 3.48e-07, 1.13e-08, 1.81e-08, 1.78e-06, 2.36e-06, 4.87e-06, 3.72e-06, 0.00e+00, 0.00e+00, 3.01e-09, 4.85e-10, 0.00e+00, 0.00e+00, 3.48e-07, 1.07e-08] []
244200 [1.68e-05, 3.53e-06, 1.97e-06, 2.64e-06, 2.41e-06, 1.99e-06, 1.68e-06, 3.02e-05, 2.12e-04, 1.87e-05, 6.56e-05, 1.61e-04, 3.50e-04, 1.08e-03, 1.69e-05, 1.36e-05, 7.40e-06, 5.55e-06, 4.91e-06, 4.69e-05, 2.79e-05, 1.75e-04] [1.68e-05, 3.53e-06, 1.97e-06, 2.64e-06, 2.41e-06, 1.99e-06, 1.68e-06, 3.02e-05, 2.12e-04, 1.87e-05, 6.56e-05, 1.61e-04, 3.50e-04, 1.08e-03, 1.69e-05, 1.36e-05, 7.40e-06, 5.55e-06, 4.91e-06, 4.69e-05, 2.79e-05, 1.75e-04] []
244300 [2.06e-06, 1.14e-06, 6.64e-07, 6.33e-07, 5.85e-07, 7.05e-07, 5.10e-07, 2.34e-05, 1.92e-07, 5.89e-08, 2.58e-05, 2.02e-05, 7.54e-05, 8.47e-05, 1.55e-06, 2.95e-07, 1.30e-06, 2.59e-07, 3.88e-06, 4.19e-08, 2.22e-05, 2.54e-07] [2.06e-06, 1.14e-06, 6.64e-07, 6.33e-07, 5.85e-07, 7.05e-07, 5.10e-07, 2.34e-05, 1.92e-07, 5.89e-08, 2.58e-05, 2.02e-05, 7.54e-05, 8.47e-05, 1.55e-06, 2.95e-07, 1.30e-06, 2.59e-07, 3.88e-06, 4.19e-08, 2.22e-05, 2.54e-07] []
244400 [5.07e-07, 4.55e-07, 5.21e-07, 3.77e-07, 4.08e-07, 5.61e-07, 4.55e-07, 3.47e-08, 4.80e-07, 2.82e-07, 2.17e-06, 3.30e-06, 6.97e-06, 1.39e-05, 1.84e-07, 1.07e-07, 1.76e-07, 1.49e-07, 0.00e+00, 6.94e-08, 4.91e-08, 4.12e-07] [5.07e-07, 4.55e-07, 5.21e-07, 3.77e-07, 4.08e-07, 5.61e-07, 4.55e-07, 3.47e-08, 4.80e-07, 2.82e-07, 2.17e-06, 3.30e-06, 6.97e-06, 1.39e-05, 1.84e-07, 1.07e-07, 1.76e-07, 1.49e-07, 0.00e+00, 6.94e-08, 4.91e-08, 4.12e-07] []
244500 [2.92e-07, 4.90e-07, 5.10e-07, 3.63e-07, 3.88e-07, 5.23e-07, 4.52e-07, 9.95e-08, 1.36e-08, 1.83e-09, 1.10e-06, 1.81e-06, 2.80e-06, 1.77e-06, 3.37e-10, 0.00e+00, 6.73e-09, 3.21e-09, 0.00e+00, 1.83e-09, 1.34e-07, 1.06e-08] [2.92e-07, 4.90e-07, 5.10e-07, 3.63e-07, 3.88e-07, 5.23e-07, 4.52e-07, 9.95e-08, 1.36e-08, 1.83e-09, 1.10e-06, 1.81e-06, 2.80e-06, 1.77e-06, 3.37e-10, 0.00e+00, 6.73e-09, 3.21e-09, 0.00e+00, 1.83e-09, 1.34e-07, 1.06e-08] []
244600 [7.76e-06, 1.71e-06, 1.27e-06, 1.25e-06, 1.15e-06, 1.10e-06, 8.21e-07, 8.11e-06, 1.30e-07, 7.36e-06, 3.70e-05, 6.87e-05, 1.83e-04, 4.53e-04, 6.29e-06, 4.18e-06, 3.32e-06, 3.05e-06, 1.18e-06, 1.86e-08, 7.27e-06, 1.18e-07] [7.76e-06, 1.71e-06, 1.27e-06, 1.25e-06, 1.15e-06, 1.10e-06, 8.21e-07, 8.11e-06, 1.30e-07, 7.36e-06, 3.70e-05, 6.87e-05, 1.83e-04, 4.53e-04, 6.29e-06, 4.18e-06, 3.32e-06, 3.05e-06, 1.18e-06, 1.86e-08, 7.27e-06, 1.18e-07] []
244700 [4.33e-05, 1.40e-05, 4.87e-06, 8.79e-06, 2.55e-06, 8.23e-06, 2.79e-06, 2.57e-05, 3.81e-05, 1.75e-04, 2.47e-04, 3.02e-04, 2.26e-04, 2.13e-03, 6.60e-05, 1.48e-05, 2.67e-05, 1.28e-05, 4.12e-06, 5.21e-06, 2.38e-05, 2.33e-05] [4.33e-05, 1.40e-05, 4.87e-06, 8.79e-06, 2.55e-06, 8.23e-06, 2.79e-06, 2.57e-05, 3.81e-05, 1.75e-04, 2.47e-04, 3.02e-04, 2.26e-04, 2.13e-03, 6.60e-05, 1.48e-05, 2.67e-05, 1.28e-05, 4.12e-06, 5.21e-06, 2.38e-05, 2.33e-05] []
244800 [7.98e-07, 2.42e-06, 1.73e-06, 2.43e-06, 5.45e-06, 6.39e-07, 8.27e-06, 2.12e-07, 3.54e-09, 2.73e-08, 1.34e-06, 2.48e-06, 2.21e-06, 1.19e-06, 2.09e-09, 7.71e-08, 6.78e-08, 3.23e-08, 0.00e+00, 0.00e+00, 1.25e-07, 1.49e-08] [7.98e-07, 2.42e-06, 1.73e-06, 2.43e-06, 5.45e-06, 6.39e-07, 8.27e-06, 2.12e-07, 3.54e-09, 2.73e-08, 1.34e-06, 2.48e-06, 2.21e-06, 1.19e-06, 2.09e-09, 7.71e-08, 6.78e-08, 3.23e-08, 0.00e+00, 0.00e+00, 1.25e-07, 1.49e-08] []
244900 [8.44e-07, 2.13e-06, 1.89e-06, 9.31e-07, 4.41e-06, 4.30e-07, 5.52e-06, 1.03e-04, 1.07e-04, 2.44e-06, 7.89e-05, 4.27e-05, 1.12e-04, 1.69e-05, 0.00e+00, 1.64e-08, 1.23e-08, 1.05e-09, 0.00e+00, 7.58e-06, 1.33e-04, 3.56e-05] [8.44e-07, 2.13e-06, 1.89e-06, 9.31e-07, 4.41e-06, 4.30e-07, 5.52e-06, 1.03e-04, 1.07e-04, 2.44e-06, 7.89e-05, 4.27e-05, 1.12e-04, 1.69e-05, 0.00e+00, 1.64e-08, 1.23e-08, 1.05e-09, 0.00e+00, 7.58e-06, 1.33e-04, 3.56e-05] []
245000 [3.35e-07, 2.17e-06, 1.66e-06, 8.01e-07, 3.03e-06, 4.63e-07, 3.86e-06, 5.48e-08, 4.71e-10, 1.03e-08, 6.16e-07, 1.62e-06, 1.58e-06, 1.29e-06, 0.00e+00, 7.37e-10, 6.18e-09, 9.77e-10, 0.00e+00, 1.19e-09, 1.54e-07, 7.14e-09] [3.35e-07, 2.17e-06, 1.66e-06, 8.01e-07, 3.03e-06, 4.63e-07, 3.86e-06, 5.48e-08, 4.71e-10, 1.03e-08, 6.16e-07, 1.62e-06, 1.58e-06, 1.29e-06, 0.00e+00, 7.37e-10, 6.18e-09, 9.77e-10, 0.00e+00, 1.19e-09, 1.54e-07, 7.14e-09] []
245100 [3.57e-07, 9.91e-07, 1.06e-06, 1.31e-06, 8.14e-07, 8.57e-07, 1.40e-06, 2.08e-07, 4.02e-10, 2.60e-10, 1.34e-06, 1.70e-06, 1.16e-06, 4.19e-08, 5.34e-08, 3.31e-10, 2.08e-08, 1.27e-08, 0.00e+00, 7.50e-11, 8.16e-07, 2.16e-09] [3.57e-07, 9.91e-07, 1.06e-06, 1.31e-06, 8.14e-07, 8.57e-07, 1.40e-06, 2.08e-07, 4.02e-10, 2.60e-10, 1.34e-06, 1.70e-06, 1.16e-06, 4.19e-08, 5.34e-08, 3.31e-10, 2.08e-08, 1.27e-08, 0.00e+00, 7.50e-11, 8.16e-07, 2.16e-09] []
245200 [7.53e-07, 9.36e-07, 9.69e-07, 8.86e-07, 5.72e-07, 7.36e-07, 1.01e-06, 8.31e-07, 1.25e-09, 1.56e-07, 8.70e-06, 9.48e-06, 2.82e-05, 3.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-12, 1.10e-06, 3.73e-09] [7.53e-07, 9.36e-07, 9.69e-07, 8.86e-07, 5.72e-07, 7.36e-07, 1.01e-06, 8.31e-07, 1.25e-09, 1.56e-07, 8.70e-06, 9.48e-06, 2.82e-05, 3.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-12, 1.10e-06, 3.73e-09] []
245300 [2.51e-07, 5.56e-07, 8.69e-07, 6.67e-07, 5.74e-07, 6.20e-07, 7.70e-07, 8.76e-08, 8.34e-09, 1.24e-09, 1.02e-06, 1.23e-06, 1.34e-06, 2.20e-07, 2.86e-08, 6.65e-09, 3.24e-08, 3.56e-08, 6.80e-09, 4.39e-10, 4.12e-08, 3.38e-09] [2.51e-07, 5.56e-07, 8.69e-07, 6.67e-07, 5.74e-07, 6.20e-07, 7.70e-07, 8.76e-08, 8.34e-09, 1.24e-09, 1.02e-06, 1.23e-06, 1.34e-06, 2.20e-07, 2.86e-08, 6.65e-09, 3.24e-08, 3.56e-08, 6.80e-09, 4.39e-10, 4.12e-08, 3.38e-09] []
245400 [3.65e-07, 6.28e-07, 8.52e-07, 5.87e-07, 5.17e-07, 6.69e-07, 6.95e-07, 4.68e-07, 3.95e-07, 3.40e-09, 3.59e-06, 3.75e-06, 9.42e-06, 6.65e-06, 0.00e+00, 0.00e+00, 1.35e-09, 4.93e-13, 0.00e+00, 4.71e-08, 5.20e-07, 2.91e-07] [3.65e-07, 6.28e-07, 8.52e-07, 5.87e-07, 5.17e-07, 6.69e-07, 6.95e-07, 4.68e-07, 3.95e-07, 3.40e-09, 3.59e-06, 3.75e-06, 9.42e-06, 6.65e-06, 0.00e+00, 0.00e+00, 1.35e-09, 4.93e-13, 0.00e+00, 4.71e-08, 5.20e-07, 2.91e-07] []
245500 [2.87e-07, 5.74e-07, 7.48e-07, 4.99e-07, 4.58e-07, 6.48e-07, 5.73e-07, 6.67e-08, 8.99e-09, 7.55e-08, 8.21e-07, 1.93e-06, 2.56e-06, 4.24e-06, 0.00e+00, 0.00e+00, 2.77e-09, 9.56e-11, 0.00e+00, 0.00e+00, 9.96e-08, 5.00e-08] [2.87e-07, 5.74e-07, 7.48e-07, 4.99e-07, 4.58e-07, 6.48e-07, 5.73e-07, 6.67e-08, 8.99e-09, 7.55e-08, 8.21e-07, 1.93e-06, 2.56e-06, 4.24e-06, 0.00e+00, 0.00e+00, 2.77e-09, 9.56e-11, 0.00e+00, 0.00e+00, 9.96e-08, 5.00e-08] []
245600 [2.76e-07, 5.06e-07, 7.23e-07, 4.33e-07, 4.48e-07, 6.17e-07, 5.04e-07, 6.93e-07, 1.45e-07, 1.62e-09, 1.02e-06, 1.65e-06, 2.41e-06, 1.49e-06, 0.00e+00, 0.00e+00, 2.95e-09, 1.46e-09, 0.00e+00, 1.85e-08, 7.72e-07, 1.19e-07] [2.76e-07, 5.06e-07, 7.23e-07, 4.33e-07, 4.48e-07, 6.17e-07, 5.04e-07, 6.93e-07, 1.45e-07, 1.62e-09, 1.02e-06, 1.65e-06, 2.41e-06, 1.49e-06, 0.00e+00, 0.00e+00, 2.95e-09, 1.46e-09, 0.00e+00, 1.85e-08, 7.72e-07, 1.19e-07] []
245700 [1.39e-06, 9.82e-07, 7.25e-07, 6.21e-07, 4.47e-07, 8.67e-07, 5.05e-07, 5.77e-08, 1.35e-08, 1.14e-06, 5.28e-06, 1.30e-05, 2.88e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-07, 3.15e-07] [1.39e-06, 9.82e-07, 7.25e-07, 6.21e-07, 4.47e-07, 8.67e-07, 5.05e-07, 5.77e-08, 1.35e-08, 1.14e-06, 5.28e-06, 1.30e-05, 2.88e-05, 6.87e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-07, 3.15e-07] []
245800 [2.52e-07, 4.60e-07, 6.40e-07, 3.79e-07, 3.98e-07, 5.76e-07, 4.24e-07, 1.30e-08, 2.96e-11, 1.04e-08, 6.73e-07, 1.17e-06, 1.03e-06, 2.99e-07, 2.50e-08, 6.52e-09, 1.52e-08, 2.99e-08, 6.32e-09, 1.22e-10, 3.92e-08, 3.27e-09] [2.52e-07, 4.60e-07, 6.40e-07, 3.79e-07, 3.98e-07, 5.76e-07, 4.24e-07, 1.30e-08, 2.96e-11, 1.04e-08, 6.73e-07, 1.17e-06, 1.03e-06, 2.99e-07, 2.50e-08, 6.52e-09, 1.52e-08, 2.99e-08, 6.32e-09, 1.22e-10, 3.92e-08, 3.27e-09] []
245900 [3.10e-07, 5.07e-07, 6.67e-07, 3.85e-07, 4.49e-07, 6.91e-07, 4.31e-07, 9.21e-07, 4.30e-09, 1.05e-09, 1.09e-06, 1.76e-06, 1.25e-06, 5.28e-07, 9.40e-11, 7.44e-11, 2.54e-08, 1.59e-08, 0.00e+00, 0.00e+00, 4.58e-07, 7.20e-09] [3.10e-07, 5.07e-07, 6.67e-07, 3.85e-07, 4.49e-07, 6.91e-07, 4.31e-07, 9.21e-07, 4.30e-09, 1.05e-09, 1.09e-06, 1.76e-06, 1.25e-06, 5.28e-07, 9.40e-11, 7.44e-11, 2.54e-08, 1.59e-08, 0.00e+00, 0.00e+00, 4.58e-07, 7.20e-09] []
246000 [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06] [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 38.535559 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
246000 [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06] [3.33e-05, 1.10e-05, 2.84e-06, 7.20e-06, 2.44e-06, 6.51e-06, 1.36e-06, 1.41e-04, 4.60e-06, 2.14e-05, 1.22e-04, 3.57e-04, 6.42e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-04, 5.92e-06] []
246100 [1.01e-05, 3.29e-06, 8.37e-07, 2.46e-06, 1.02e-06, 2.00e-06, 6.93e-07, 3.29e-05, 5.39e-04, 3.20e-06, 8.16e-05, 1.15e-04, 2.97e-04, 5.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-05, 7.57e-04] [1.01e-05, 3.29e-06, 8.37e-07, 2.46e-06, 1.02e-06, 2.00e-06, 6.93e-07, 3.29e-05, 5.39e-04, 3.20e-06, 8.16e-05, 1.15e-04, 2.97e-04, 5.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-05, 7.57e-04] []
246200 [1.09e-05, 3.19e-06, 1.12e-06, 2.21e-06, 2.39e-06, 1.99e-06, 1.00e-06, 5.13e-06, 2.72e-07, 2.24e-05, 3.12e-05, 1.57e-04, 1.01e-04, 7.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-06, 6.23e-08] [1.09e-05, 3.19e-06, 1.12e-06, 2.21e-06, 2.39e-06, 1.99e-06, 1.00e-06, 5.13e-06, 2.72e-07, 2.24e-05, 3.12e-05, 1.57e-04, 1.01e-04, 7.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.88e-06, 6.23e-08] []
246300 [8.92e-07, 8.89e-07, 7.09e-07, 9.48e-07, 5.19e-07, 9.90e-07, 6.27e-07, 1.79e-05, 1.36e-07, 7.33e-07, 1.66e-06, 3.78e-06, 6.88e-06, 1.25e-05, 2.00e-09, 0.00e+00, 1.08e-10, 0.00e+00, 3.09e-06, 1.74e-08, 1.82e-05, 1.12e-07] [8.92e-07, 8.89e-07, 7.09e-07, 9.48e-07, 5.19e-07, 9.90e-07, 6.27e-07, 1.79e-05, 1.36e-07, 7.33e-07, 1.66e-06, 3.78e-06, 6.88e-06, 1.25e-05, 2.00e-09, 0.00e+00, 1.08e-10, 0.00e+00, 3.09e-06, 1.74e-08, 1.82e-05, 1.12e-07] []
246400 [5.16e-07, 7.74e-07, 5.22e-07, 4.72e-07, 5.51e-07, 5.23e-07, 4.63e-07, 3.71e-05, 7.51e-08, 1.20e-06, 1.93e-06, 4.29e-06, 2.79e-06, 1.29e-05, 1.73e-08, 0.00e+00, 4.27e-09, 0.00e+00, 5.64e-06, 9.55e-09, 3.21e-05, 6.14e-08] [5.16e-07, 7.74e-07, 5.22e-07, 4.72e-07, 5.51e-07, 5.23e-07, 4.63e-07, 3.71e-05, 7.51e-08, 1.20e-06, 1.93e-06, 4.29e-06, 2.79e-06, 1.29e-05, 1.73e-08, 0.00e+00, 4.27e-09, 0.00e+00, 5.64e-06, 9.55e-09, 3.21e-05, 6.14e-08] []
246500 [1.35e-06, 9.39e-07, 5.67e-07, 5.58e-07, 3.92e-07, 8.36e-07, 3.94e-07, 1.91e-08, 2.74e-06, 1.70e-06, 2.55e-06, 1.27e-05, 1.70e-05, 6.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-10, 0.00e+00, 4.64e-08, 4.26e-06] [1.35e-06, 9.39e-07, 5.67e-07, 5.58e-07, 3.92e-07, 8.36e-07, 3.94e-07, 1.91e-08, 2.74e-06, 1.70e-06, 2.55e-06, 1.27e-05, 1.70e-05, 6.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-10, 0.00e+00, 4.64e-08, 4.26e-06] []
246600 [3.77e-05, 1.24e-05, 3.33e-06, 9.94e-06, 4.77e-06, 7.34e-06, 2.55e-06, 1.13e-05, 1.51e-06, 6.78e-05, 6.60e-05, 4.68e-04, 3.29e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.66e-06] [3.77e-05, 1.24e-05, 3.33e-06, 9.94e-06, 4.77e-06, 7.34e-06, 2.55e-06, 1.13e-05, 1.51e-06, 6.78e-05, 6.60e-05, 4.68e-04, 3.29e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.66e-06] []
246700 [1.94e-05, 6.09e-06, 2.32e-06, 5.66e-06, 3.14e-06, 3.80e-06, 1.87e-06, 6.84e-05, 5.21e-04, 6.66e-05, 5.95e-05, 2.62e-04, 1.42e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 9.14e-05, 5.22e-05, 3.38e-04] [1.94e-05, 6.09e-06, 2.32e-06, 5.66e-06, 3.14e-06, 3.80e-06, 1.87e-06, 6.84e-05, 5.21e-04, 6.66e-05, 5.95e-05, 2.62e-04, 1.42e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 9.14e-05, 5.22e-05, 3.38e-04] []
246800 [2.52e-05, 8.24e-06, 2.47e-06, 5.69e-06, 2.02e-06, 4.87e-06, 1.23e-06, 1.98e-05, 7.97e-13, 2.30e-05, 7.99e-05, 2.66e-04, 4.65e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.60e-16, 2.96e-05, 1.35e-08] [2.52e-05, 8.24e-06, 2.47e-06, 5.69e-06, 2.02e-06, 4.87e-06, 1.23e-06, 1.98e-05, 7.97e-13, 2.30e-05, 7.99e-05, 2.66e-04, 4.65e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.60e-16, 2.96e-05, 1.35e-08] []
246900 [2.29e-05, 7.35e-06, 2.16e-06, 6.30e-06, 3.15e-06, 4.43e-06, 1.71e-06, 8.28e-07, 1.29e-08, 4.66e-05, 4.22e-05, 2.80e-04, 2.06e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-08, 3.30e-12, 6.11e-07, 8.39e-09] [2.29e-05, 7.35e-06, 2.16e-06, 6.30e-06, 3.15e-06, 4.43e-06, 1.71e-06, 8.28e-07, 1.29e-08, 4.66e-05, 4.22e-05, 2.80e-04, 2.06e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.73e-08, 3.30e-12, 6.11e-07, 8.39e-09] []
247000 [5.34e-06, 1.75e-06, 1.27e-06, 7.67e-07, 8.40e-07, 1.02e-06, 5.95e-07, 5.13e-07, 1.57e-12, 2.54e-06, 5.05e-05, 5.26e-05, 1.97e-04, 2.80e-04, 2.26e-06, 2.29e-06, 2.84e-06, 2.50e-06, 2.32e-07, 1.10e-09, 1.49e-06, 6.55e-09] [5.34e-06, 1.75e-06, 1.27e-06, 7.67e-07, 8.40e-07, 1.02e-06, 5.95e-07, 5.13e-07, 1.57e-12, 2.54e-06, 5.05e-05, 5.26e-05, 1.97e-04, 2.80e-04, 2.26e-06, 2.29e-06, 2.84e-06, 2.50e-06, 2.32e-07, 1.10e-09, 1.49e-06, 6.55e-09] []
247100 [6.03e-07, 5.64e-07, 4.93e-07, 3.86e-07, 4.51e-07, 5.89e-07, 3.48e-07, 1.20e-06, 1.85e-07, 4.51e-08, 1.89e-05, 1.18e-05, 3.61e-05, 1.64e-05, 1.60e-07, 1.49e-07, 6.22e-07, 2.50e-07, 2.09e-07, 2.05e-08, 1.38e-06, 1.31e-07] [6.03e-07, 5.64e-07, 4.93e-07, 3.86e-07, 4.51e-07, 5.89e-07, 3.48e-07, 1.20e-06, 1.85e-07, 4.51e-08, 1.89e-05, 1.18e-05, 3.61e-05, 1.64e-05, 1.60e-07, 1.49e-07, 6.22e-07, 2.50e-07, 2.09e-07, 2.05e-08, 1.38e-06, 1.31e-07] []
247200 [3.01e-07, 4.66e-07, 5.26e-07, 3.84e-07, 4.08e-07, 6.01e-07, 3.27e-07, 2.27e-06, 5.16e-08, 2.95e-08, 3.03e-06, 2.36e-06, 5.18e-06, 2.39e-06, 8.25e-08, 5.79e-08, 5.20e-08, 7.71e-08, 3.45e-07, 8.37e-09, 2.26e-06, 5.36e-08] [3.01e-07, 4.66e-07, 5.26e-07, 3.84e-07, 4.08e-07, 6.01e-07, 3.27e-07, 2.27e-06, 5.16e-08, 2.95e-08, 3.03e-06, 2.36e-06, 5.18e-06, 2.39e-06, 8.25e-08, 5.79e-08, 5.20e-08, 7.71e-08, 3.45e-07, 8.37e-09, 2.26e-06, 5.36e-08] []
247300 [5.62e-07, 5.58e-07, 5.17e-07, 3.84e-07, 3.48e-07, 6.25e-07, 3.65e-07, 9.25e-07, 2.18e-07, 1.38e-07, 3.32e-06, 5.07e-06, 1.31e-05, 1.95e-05, 0.00e+00, 0.00e+00, 3.85e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-06, 4.99e-07] [5.62e-07, 5.58e-07, 5.17e-07, 3.84e-07, 3.48e-07, 6.25e-07, 3.65e-07, 9.25e-07, 2.18e-07, 1.38e-07, 3.32e-06, 5.07e-06, 1.31e-05, 1.95e-05, 0.00e+00, 0.00e+00, 3.85e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.35e-06, 4.99e-07] []
247400 [2.31e-05, 5.25e-06, 3.33e-06, 4.01e-06, 3.60e-06, 3.00e-06, 2.64e-06, 5.41e-06, 3.56e-08, 4.13e-05, 6.94e-05, 2.53e-04, 3.18e-04, 1.59e-03, 2.59e-05, 2.74e-05, 8.67e-06, 6.27e-06, 1.14e-06, 6.53e-09, 7.10e-06, 4.10e-08] [2.31e-05, 5.25e-06, 3.33e-06, 4.01e-06, 3.60e-06, 3.00e-06, 2.64e-06, 5.41e-06, 3.56e-08, 4.13e-05, 6.94e-05, 2.53e-04, 3.18e-04, 1.59e-03, 2.59e-05, 2.74e-05, 8.67e-06, 6.27e-06, 1.14e-06, 6.53e-09, 7.10e-06, 4.10e-08] []
247500 [2.72e-06, 1.12e-06, 6.06e-07, 6.69e-07, 4.75e-07, 8.03e-07, 4.42e-07, 1.63e-05, 9.09e-09, 2.60e-06, 9.17e-06, 1.91e-05, 5.27e-05, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 2.10e-09, 1.14e-05, 1.21e-08] [2.72e-06, 1.12e-06, 6.06e-07, 6.69e-07, 4.75e-07, 8.03e-07, 4.42e-07, 1.63e-05, 9.09e-09, 2.60e-06, 9.17e-06, 1.91e-05, 5.27e-05, 1.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 2.10e-09, 1.14e-05, 1.21e-08] []
247600 [3.88e-07, 5.91e-07, 5.91e-07, 4.21e-07, 3.77e-07, 6.50e-07, 4.35e-07, 3.04e-06, 9.39e-09, 1.23e-06, 2.08e-05, 1.01e-05, 2.46e-05, 1.40e-06, 0.00e+00, 5.61e-09, 9.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-06, 7.54e-09] [3.88e-07, 5.91e-07, 5.91e-07, 4.21e-07, 3.77e-07, 6.50e-07, 4.35e-07, 3.04e-06, 9.39e-09, 1.23e-06, 2.08e-05, 1.01e-05, 2.46e-05, 1.40e-06, 0.00e+00, 5.61e-09, 9.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-06, 7.54e-09] []
247700 [1.07e-06, 9.49e-07, 5.65e-07, 5.79e-07, 3.53e-07, 8.75e-07, 4.02e-07, 4.72e-08, 4.55e-06, 1.70e-06, 2.47e-06, 1.15e-05, 1.06e-05, 5.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-10, 7.38e-07, 3.79e-08, 3.75e-06] [1.07e-06, 9.49e-07, 5.65e-07, 5.79e-07, 3.53e-07, 8.75e-07, 4.02e-07, 4.72e-08, 4.55e-06, 1.70e-06, 2.47e-06, 1.15e-05, 1.06e-05, 5.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-10, 7.38e-07, 3.79e-08, 3.75e-06] []
247800 [1.80e-06, 8.09e-07, 6.05e-07, 5.42e-07, 3.93e-07, 7.23e-07, 3.97e-07, 8.55e-06, 3.92e-07, 2.32e-07, 1.73e-05, 1.96e-05, 5.76e-05, 7.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-05, 5.05e-07] [1.80e-06, 8.09e-07, 6.05e-07, 5.42e-07, 3.93e-07, 7.23e-07, 3.97e-07, 8.55e-06, 3.92e-07, 2.32e-07, 1.73e-05, 1.96e-05, 5.76e-05, 7.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-05, 5.05e-07] []
247900 [3.40e-05, 1.17e-05, 2.67e-06, 8.87e-06, 3.99e-06, 6.84e-06, 2.37e-06, 2.14e-05, 2.54e-04, 4.36e-05, 5.95e-05, 4.07e-04, 3.65e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 3.42e-04] [3.40e-05, 1.17e-05, 2.67e-06, 8.87e-06, 3.99e-06, 6.84e-06, 2.37e-06, 2.14e-05, 2.54e-04, 4.36e-05, 5.95e-05, 4.07e-04, 3.65e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-05, 3.42e-04] []
248000 [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08] [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08] []
Best model at step 222458:
train loss: 5.86e-06
test loss: 5.86e-06
test metric: []
'train' took 37.564531 s
Best train step: 222458
lambda_a: 8.776713092371102
lambda_b: 6.038454822930208
kappa_a: 2.082397702430585
kappa_b: 1.546351114194493
Training model...
Step Train loss Test loss Test metric
248000 [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08] [1.08e-05, 2.67e-06, 1.93e-06, 1.10e-06, 1.39e-06, 1.28e-06, 8.19e-07, 4.38e-06, 1.85e-08, 1.43e-05, 4.86e-05, 7.64e-05, 2.55e-04, 5.06e-04, 3.76e-06, 6.06e-06, 4.97e-06, 6.42e-06, 0.00e+00, 2.62e-09, 2.29e-06, 1.59e-08] []
248100 [3.21e-06, 1.46e-06, 6.53e-07, 9.46e-07, 4.81e-07, 1.06e-06, 4.59e-07, 2.53e-06, 3.14e-09, 3.46e-06, 7.85e-06, 2.16e-05, 5.23e-05, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.07e-09, 8.95e-07, 6.95e-09] [3.21e-06, 1.46e-06, 6.53e-07, 9.46e-07, 4.81e-07, 1.06e-06, 4.59e-07, 2.53e-06, 3.14e-09, 3.46e-06, 7.85e-06, 2.16e-05, 5.23e-05, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-07, 1.07e-09, 8.95e-07, 6.95e-09] []
248200 [3.75e-07, 5.99e-07, 6.14e-07, 5.66e-07, 3.50e-07, 6.61e-07, 3.94e-07, 1.65e-06, 2.40e-09, 6.93e-07, 1.66e-05, 9.90e-06, 2.55e-05, 3.30e-06, 4.14e-08, 0.00e+00, 6.64e-10, 0.00e+00, 0.00e+00, 8.81e-12, 1.67e-06, 5.72e-09] [3.75e-07, 5.99e-07, 6.14e-07, 5.66e-07, 3.50e-07, 6.61e-07, 3.94e-07, 1.65e-06, 2.40e-09, 6.93e-07, 1.66e-05, 9.90e-06, 2.55e-05, 3.30e-06, 4.14e-08, 0.00e+00, 6.64e-10, 0.00e+00, 0.00e+00, 8.81e-12, 1.67e-06, 5.72e-09] []
248300 [1.21e-06, 8.89e-07, 5.40e-07, 5.81e-07, 3.56e-07, 8.03e-07, 4.11e-07, 2.19e-10, 8.20e-09, 1.35e-06, 3.22e-06, 1.03e-05, 1.96e-05, 5.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 3.52e-08, 1.26e-08] [1.21e-06, 8.89e-07, 5.40e-07, 5.81e-07, 3.56e-07, 8.03e-07, 4.11e-07, 2.19e-10, 8.20e-09, 1.35e-06, 3.22e-06, 1.03e-05, 1.96e-05, 5.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-09, 0.00e+00, 3.52e-08, 1.26e-08] []
248400 [1.79e-05, 5.86e-06, 1.77e-06, 3.99e-06, 1.57e-06, 3.40e-06, 1.09e-06, 1.42e-05, 6.65e-08, 1.60e-05, 5.26e-05, 1.86e-04, 3.19e-04, 1.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-05, 2.02e-07] [1.79e-05, 5.86e-06, 1.77e-06, 3.99e-06, 1.57e-06, 3.40e-06, 1.09e-06, 1.42e-05, 6.65e-08, 1.60e-05, 5.26e-05, 1.86e-04, 3.19e-04, 1.04e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-05, 2.02e-07] []
248500 [8.14e-05, 1.64e-05, 9.20e-06, 1.36e-05, 1.41e-05, 9.52e-06, 9.86e-06, 1.41e-04, 7.23e-07, 1.64e-04, 2.35e-04, 1.04e-03, 6.50e-04, 5.22e-03, 1.02e-04, 1.58e-04, 2.54e-05, 1.77e-05, 3.16e-05, 1.14e-07, 1.61e-04, 6.95e-07] [8.14e-05, 1.64e-05, 9.20e-06, 1.36e-05, 1.41e-05, 9.52e-06, 9.86e-06, 1.41e-04, 7.23e-07, 1.64e-04, 2.35e-04, 1.04e-03, 6.50e-04, 5.22e-03, 1.02e-04, 1.58e-04, 2.54e-05, 1.77e-05, 3.16e-05, 1.14e-07, 1.61e-04, 6.95e-07] []
248600 [2.97e-07, 5.42e-07, 5.47e-07, 3.58e-07, 3.63e-07, 5.79e-07, 3.65e-07, 7.45e-08, 2.22e-08, 4.09e-10, 9.27e-07, 1.53e-06, 2.16e-06, 1.71e-06, 6.75e-10, 0.00e+00, 1.47e-09, 6.00e-09, 1.05e-09, 2.00e-09, 3.43e-08, 1.23e-08] [2.97e-07, 5.42e-07, 5.47e-07, 3.58e-07, 3.63e-07, 5.79e-07, 3.65e-07, 7.45e-08, 2.22e-08, 4.09e-10, 9.27e-07, 1.53e-06, 2.16e-06, 1.71e-06, 6.75e-10, 0.00e+00, 1.47e-09, 6.00e-09, 1.05e-09, 2.00e-09, 3.43e-08, 1.23e-08] []
248700 [3.29e-07, 5.74e-07, 5.10e-07, 3.78e-07, 3.42e-07, 5.90e-07, 3.51e-07, 8.17e-08, 1.55e-07, 1.68e-07, 7.92e-07, 2.19e-06, 2.56e-06, 5.59e-06, 0.00e+00, 0.00e+00, 2.08e-09, 2.79e-10, 7.69e-09, 1.87e-08, 5.11e-08, 1.20e-07] [3.29e-07, 5.74e-07, 5.10e-07, 3.78e-07, 3.42e-07, 5.90e-07, 3.51e-07, 8.17e-08, 1.55e-07, 1.68e-07, 7.92e-07, 2.19e-06, 2.56e-06, 5.59e-06, 0.00e+00, 0.00e+00, 2.08e-09, 2.79e-10, 7.69e-09, 1.87e-08, 5.11e-08, 1.20e-07] []
248800 [4.40e-07, 5.71e-07, 4.88e-07, 4.26e-07, 3.21e-07, 6.14e-07, 3.65e-07, 5.62e-09, 6.23e-08, 1.36e-07, 2.21e-06, 3.76e-06, 8.98e-06, 1.33e-05, 0.00e+00, 0.00e+00, 1.71e-09, 3.60e-11, 3.16e-11, 0.00e+00, 9.45e-08, 2.05e-06] [4.40e-07, 5.71e-07, 4.88e-07, 4.26e-07, 3.21e-07, 6.14e-07, 3.65e-07, 5.62e-09, 6.23e-08, 1.36e-07, 2.21e-06, 3.76e-06, 8.98e-06, 1.33e-05, 0.00e+00, 0.00e+00, 1.71e-09, 3.60e-11, 3.16e-11, 0.00e+00, 9.45e-08, 2.05e-06] []
248900 [3.09e-07, 5.37e-07, 5.00e-07, 3.93e-07, 3.30e-07, 5.97e-07, 3.46e-07, 3.91e-07, 8.84e-10, 1.10e-07, 8.29e-07, 1.95e-06, 2.74e-06, 4.40e-06, 0.00e+00, 0.00e+00, 1.85e-09, 2.76e-10, 6.73e-09, 1.74e-10, 4.99e-08, 5.20e-09] [3.09e-07, 5.37e-07, 5.00e-07, 3.93e-07, 3.30e-07, 5.97e-07, 3.46e-07, 3.91e-07, 8.84e-10, 1.10e-07, 8.29e-07, 1.95e-06, 2.74e-06, 4.40e-06, 0.00e+00, 0.00e+00, 1.85e-09, 2.76e-10, 6.73e-09, 1.74e-10, 4.99e-08, 5.20e-09] []
249000 [3.49e-07, 5.08e-07, 4.95e-07, 3.87e-07, 3.26e-07, 5.99e-07, 3.48e-07, 2.27e-06, 6.77e-08, 7.18e-09, 2.51e-06, 2.96e-06, 7.16e-06, 6.01e-06, 0.00e+00, 0.00e+00, 3.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.77e-08] [3.49e-07, 5.08e-07, 4.95e-07, 3.87e-07, 3.26e-07, 5.99e-07, 3.48e-07, 2.27e-06, 6.77e-08, 7.18e-09, 2.51e-06, 2.96e-06, 7.16e-06, 6.01e-06, 0.00e+00, 0.00e+00, 3.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.77e-08] []
249100 [5.46e-06, 2.05e-06, 8.50e-07, 1.40e-06, 5.73e-07, 1.35e-06, 5.04e-07, 1.29e-05, 4.97e-07, 2.52e-06, 3.96e-05, 5.83e-05, 1.62e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-05, 5.92e-07] [5.46e-06, 2.05e-06, 8.50e-07, 1.40e-06, 5.73e-07, 1.35e-06, 5.04e-07, 1.29e-05, 4.97e-07, 2.52e-06, 3.96e-05, 5.83e-05, 1.62e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.86e-05, 5.92e-07] []
249200 [3.93e-05, 1.22e-05, 3.63e-06, 8.27e-06, 2.82e-06, 6.75e-06, 1.73e-06, 9.93e-05, 9.26e-08, 3.05e-05, 1.57e-04, 4.09e-04, 8.15e-04, 2.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-09, 1.66e-04, 2.62e-08] [3.93e-05, 1.22e-05, 3.63e-06, 8.27e-06, 2.82e-06, 6.75e-06, 1.73e-06, 9.93e-05, 9.26e-08, 3.05e-05, 1.57e-04, 4.09e-04, 8.15e-04, 2.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-09, 1.66e-04, 2.62e-08] []
249300 [2.63e-07, 4.88e-07, 5.12e-07, 3.93e-07, 3.27e-07, 5.79e-07, 3.43e-07, 5.74e-07, 4.13e-10, 1.51e-08, 7.15e-07, 1.28e-06, 1.08e-06, 2.48e-07, 6.98e-10, 1.23e-10, 5.52e-09, 1.11e-08, 0.00e+00, 1.91e-11, 2.88e-07, 4.24e-09] [2.63e-07, 4.88e-07, 5.12e-07, 3.93e-07, 3.27e-07, 5.79e-07, 3.43e-07, 5.74e-07, 4.13e-10, 1.51e-08, 7.15e-07, 1.28e-06, 1.08e-06, 2.48e-07, 6.98e-10, 1.23e-10, 5.52e-09, 1.11e-08, 0.00e+00, 1.91e-11, 2.88e-07, 4.24e-09] []
249400 [6.35e-07, 6.90e-07, 5.37e-07, 5.07e-07, 3.99e-07, 6.85e-07, 4.07e-07, 3.89e-06, 1.94e-08, 3.48e-07, 3.90e-06, 5.44e-06, 1.12e-05, 2.17e-05, 5.16e-07, 9.19e-08, 1.91e-07, 2.12e-07, 0.00e+00, 3.70e-09, 1.95e-06, 2.23e-08] [6.35e-07, 6.90e-07, 5.37e-07, 5.07e-07, 3.99e-07, 6.85e-07, 4.07e-07, 3.89e-06, 1.94e-08, 3.48e-07, 3.90e-06, 5.44e-06, 1.12e-05, 2.17e-05, 5.16e-07, 9.19e-08, 1.91e-07, 2.12e-07, 0.00e+00, 3.70e-09, 1.95e-06, 2.23e-08] []
249500 [1.99e-06, 1.48e-06, 1.49e-06, 9.73e-07, 8.02e-07, 9.22e-07, 4.60e-07, 1.05e-05, 4.21e-04, 3.38e-07, 9.37e-05, 5.29e-05, 2.14e-04, 8.67e-05, 1.08e-06, 1.44e-07, 2.03e-06, 1.35e-06, 2.42e-06, 0.00e+00, 1.41e-05, 2.16e-04] [1.99e-06, 1.48e-06, 1.49e-06, 9.73e-07, 8.02e-07, 9.22e-07, 4.60e-07, 1.05e-05, 4.21e-04, 3.38e-07, 9.37e-05, 5.29e-05, 2.14e-04, 8.67e-05, 1.08e-06, 1.44e-07, 2.03e-06, 1.35e-06, 2.42e-06, 0.00e+00, 1.41e-05, 2.16e-04] []
249600 [1.48e-06, 9.67e-07, 6.16e-07, 6.58e-07, 4.07e-07, 7.22e-07, 4.28e-07, 2.26e-05, 2.63e-08, 1.31e-07, 1.57e-05, 1.78e-05, 4.85e-05, 5.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-05, 3.33e-08] [1.48e-06, 9.67e-07, 6.16e-07, 6.58e-07, 4.07e-07, 7.22e-07, 4.28e-07, 2.26e-05, 2.63e-08, 1.31e-07, 1.57e-05, 1.78e-05, 4.85e-05, 5.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-05, 3.33e-08] []
249700 [3.80e-07, 5.62e-07, 4.51e-07, 5.16e-07, 3.62e-07, 6.69e-07, 3.68e-07, 3.86e-07, 5.97e-11, 4.54e-08, 1.04e-05, 6.48e-06, 9.23e-06, 4.27e-07, 1.43e-07, 3.19e-11, 9.72e-08, 6.61e-08, 5.80e-08, 1.27e-10, 3.69e-07, 2.99e-09] [3.80e-07, 5.62e-07, 4.51e-07, 5.16e-07, 3.62e-07, 6.69e-07, 3.68e-07, 3.86e-07, 5.97e-11, 4.54e-08, 1.04e-05, 6.48e-06, 9.23e-06, 4.27e-07, 1.43e-07, 3.19e-11, 9.72e-08, 6.61e-08, 5.80e-08, 1.27e-10, 3.69e-07, 2.99e-09] []
249800 [4.68e-06, 3.55e-06, 1.41e-06, 1.86e-06, 5.78e-07, 2.05e-06, 7.67e-07, 9.11e-07, 6.88e-07, 1.64e-05, 8.82e-05, 9.68e-05, 3.55e-05, 2.22e-04, 1.19e-05, 1.19e-06, 6.12e-07, 1.87e-07, 0.00e+00, 0.00e+00, 4.95e-07, 7.51e-07] [4.68e-06, 3.55e-06, 1.41e-06, 1.86e-06, 5.78e-07, 2.05e-06, 7.67e-07, 9.11e-07, 6.88e-07, 1.64e-05, 8.82e-05, 9.68e-05, 3.55e-05, 2.22e-04, 1.19e-05, 1.19e-06, 6.12e-07, 1.87e-07, 0.00e+00, 0.00e+00, 4.95e-07, 7.51e-07] []
249900 [9.35e-07, 9.24e-07, 5.72e-07, 4.85e-07, 6.65e-07, 8.01e-07, 4.34e-07, 2.48e-07, 5.42e-06, 2.52e-06, 1.39e-05, 1.38e-05, 5.39e-06, 2.95e-05, 0.00e+00, 0.00e+00, 8.09e-09, 0.00e+00, 4.61e-15, 8.79e-07, 1.07e-07, 4.52e-06] [9.35e-07, 9.24e-07, 5.72e-07, 4.85e-07, 6.65e-07, 8.01e-07, 4.34e-07, 2.48e-07, 5.42e-06, 2.52e-06, 1.39e-05, 1.38e-05, 5.39e-06, 2.95e-05, 0.00e+00, 0.00e+00, 8.09e-09, 0.00e+00, 4.61e-15, 8.79e-07, 1.07e-07, 4.52e-06] []
250000 [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05] [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05] []
Best model at step 249321:
train loss: 5.78e-06
test loss: 5.78e-06
test metric: []
'train' took 37.183609 s
Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Best train step: 249321
lambda_a: 2.1633489132
lambda_b: 1.8044682741
kappa_a: 0.72553390265
kappa_b: 0.45245561004
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
250000 [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05] [1.21e-05, 5.18e-06, 2.86e-06, 2.85e-06, 1.55e-06, 3.81e-06, 1.22e-06, 1.30e-05, 8.69e-05, 3.12e-05, 3.79e-05, 1.16e-04, 7.02e-05, 5.95e-04, 2.46e-05, 6.29e-06, 1.83e-06, 1.47e-06, 1.90e-06, 0.00e+00, 1.17e-05, 1.74e-05] []
250100 [1.14e-05, 3.21e-06, 1.28e-06, 2.22e-06, 8.38e-07, 1.90e-06, 6.33e-07, 9.36e-05, 1.89e-07, 2.22e-06, 1.21e-04, 1.36e-04, 3.95e-04, 5.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-04, 2.41e-07] [1.14e-05, 3.21e-06, 1.28e-06, 2.22e-06, 8.38e-07, 1.90e-06, 6.33e-07, 9.36e-05, 1.89e-07, 2.22e-06, 1.21e-04, 1.36e-04, 3.95e-04, 5.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-04, 2.41e-07] []
250200 [2.60e-05, 5.77e-06, 3.42e-06, 4.62e-06, 3.74e-06, 3.15e-06, 2.58e-06, 1.11e-05, 3.69e-07, 3.78e-05, 8.55e-05, 2.66e-04, 4.60e-04, 1.80e-03, 3.03e-05, 2.69e-05, 1.07e-05, 7.53e-06, 2.27e-06, 5.03e-08, 1.37e-05, 3.17e-07] [2.60e-05, 5.77e-06, 3.42e-06, 4.62e-06, 3.74e-06, 3.15e-06, 2.58e-06, 1.11e-05, 3.69e-07, 3.78e-05, 8.55e-05, 2.66e-04, 4.60e-04, 1.80e-03, 3.03e-05, 2.69e-05, 1.07e-05, 7.53e-06, 2.27e-06, 5.03e-08, 1.37e-05, 3.17e-07] []
250300 [7.43e-06, 2.85e-06, 6.28e-07, 2.21e-06, 9.43e-07, 1.75e-06, 6.19e-07, 2.58e-07, 1.47e-04, 9.24e-06, 1.96e-05, 6.75e-05, 1.31e-04, 3.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 0.00e+00, 5.02e-08, 1.76e-04] [7.43e-06, 2.85e-06, 6.28e-07, 2.21e-06, 9.43e-07, 1.75e-06, 6.19e-07, 2.58e-07, 1.47e-04, 9.24e-06, 1.96e-05, 6.75e-05, 1.31e-04, 3.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-09, 0.00e+00, 5.02e-08, 1.76e-04] []
250400 [4.13e-07, 7.45e-07, 4.36e-07, 4.00e-07, 4.55e-07, 7.31e-07, 4.46e-07, 3.01e-06, 4.21e-08, 3.46e-07, 1.99e-05, 1.43e-05, 2.39e-05, 2.15e-06, 8.17e-09, 8.47e-08, 3.78e-07, 1.09e-07, 7.99e-07, 1.50e-12, 4.96e-06, 7.37e-09] [4.13e-07, 7.45e-07, 4.36e-07, 4.00e-07, 4.55e-07, 7.31e-07, 4.46e-07, 3.01e-06, 4.21e-08, 3.46e-07, 1.99e-05, 1.43e-05, 2.39e-05, 2.15e-06, 8.17e-09, 8.47e-08, 3.78e-07, 1.09e-07, 7.99e-07, 1.50e-12, 4.96e-06, 7.37e-09] []
250500 [4.65e-07, 6.14e-07, 5.04e-07, 4.61e-07, 3.36e-07, 6.82e-07, 3.95e-07, 1.27e-05, 5.57e-08, 1.85e-08, 3.25e-06, 4.49e-06, 1.01e-05, 1.05e-05, 0.00e+00, 0.00e+00, 6.46e-10, 0.00e+00, 0.00e+00, 4.92e-09, 1.35e-05, 3.15e-08] [4.65e-07, 6.14e-07, 5.04e-07, 4.61e-07, 3.36e-07, 6.82e-07, 3.95e-07, 1.27e-05, 5.57e-08, 1.85e-08, 3.25e-06, 4.49e-06, 1.01e-05, 1.05e-05, 0.00e+00, 0.00e+00, 6.46e-10, 0.00e+00, 0.00e+00, 4.92e-09, 1.35e-05, 3.15e-08] []
250600 [1.89e-06, 1.19e-06, 4.80e-07, 9.26e-07, 6.24e-07, 6.28e-07, 5.41e-07, 3.97e-05, 4.06e-05, 2.54e-08, 4.05e-05, 2.27e-05, 7.12e-05, 2.85e-05, 1.11e-06, 1.84e-07, 6.24e-07, 1.13e-06, 6.83e-06, 1.33e-06, 3.86e-05, 6.59e-06] [1.89e-06, 1.19e-06, 4.80e-07, 9.26e-07, 6.24e-07, 6.28e-07, 5.41e-07, 3.97e-05, 4.06e-05, 2.54e-08, 4.05e-05, 2.27e-05, 7.12e-05, 2.85e-05, 1.11e-06, 1.84e-07, 6.24e-07, 1.13e-06, 6.83e-06, 1.33e-06, 3.86e-05, 6.59e-06] []
250700 [4.05e-07, 1.16e-06, 7.48e-07, 7.20e-07, 1.19e-06, 7.48e-07, 8.01e-07, 3.01e-05, 8.66e-09, 9.08e-06, 6.50e-05, 4.48e-05, 5.82e-05, 1.48e-05, 2.14e-07, 0.00e+00, 1.97e-07, 4.14e-10, 4.93e-06, 2.55e-09, 2.80e-05, 1.67e-08] [4.05e-07, 1.16e-06, 7.48e-07, 7.20e-07, 1.19e-06, 7.48e-07, 8.01e-07, 3.01e-05, 8.66e-09, 9.08e-06, 6.50e-05, 4.48e-05, 5.82e-05, 1.48e-05, 2.14e-07, 0.00e+00, 1.97e-07, 4.14e-10, 4.93e-06, 2.55e-09, 2.80e-05, 1.67e-08] []
250800 [2.11e-06, 1.52e-06, 5.95e-07, 1.08e-06, 4.23e-07, 1.06e-06, 4.38e-07, 1.17e-05, 1.34e-09, 1.37e-07, 1.93e-05, 2.37e-05, 6.77e-05, 8.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-10, 1.74e-05, 7.35e-09] [2.11e-06, 1.52e-06, 5.95e-07, 1.08e-06, 4.23e-07, 1.06e-06, 4.38e-07, 1.17e-05, 1.34e-09, 1.37e-07, 1.93e-05, 2.37e-05, 6.77e-05, 8.80e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-10, 1.74e-05, 7.35e-09] []
250900 [6.12e-07, 7.04e-07, 4.93e-07, 5.69e-07, 3.63e-07, 6.70e-07, 3.86e-07, 1.30e-05, 1.36e-08, 5.78e-07, 1.93e-06, 2.76e-06, 2.86e-06, 9.93e-06, 1.82e-07, 5.91e-08, 1.42e-07, 1.67e-07, 1.51e-06, 2.01e-09, 9.28e-06, 1.25e-08] [6.12e-07, 7.04e-07, 4.93e-07, 5.69e-07, 3.63e-07, 6.70e-07, 3.86e-07, 1.30e-05, 1.36e-08, 5.78e-07, 1.93e-06, 2.76e-06, 2.86e-06, 9.93e-06, 1.82e-07, 5.91e-08, 1.42e-07, 1.67e-07, 1.51e-06, 2.01e-09, 9.28e-06, 1.25e-08] []
251000 [5.59e-07, 6.15e-07, 4.56e-07, 4.53e-07, 3.72e-07, 6.31e-07, 3.48e-07, 3.63e-06, 1.09e-08, 9.61e-08, 1.68e-05, 8.97e-06, 2.94e-05, 1.27e-05, 1.44e-07, 8.17e-08, 2.13e-07, 3.20e-07, 7.28e-07, 2.42e-09, 4.60e-06, 1.52e-08] [5.59e-07, 6.15e-07, 4.56e-07, 4.53e-07, 3.72e-07, 6.31e-07, 3.48e-07, 3.63e-06, 1.09e-08, 9.61e-08, 1.68e-05, 8.97e-06, 2.94e-05, 1.27e-05, 1.44e-07, 8.17e-08, 2.13e-07, 3.20e-07, 7.28e-07, 2.42e-09, 4.60e-06, 1.52e-08] []
251100 [1.64e-05, 3.43e-06, 2.14e-06, 2.58e-06, 2.21e-06, 2.02e-06, 1.44e-06, 1.63e-05, 5.84e-06, 2.07e-05, 5.65e-05, 1.53e-04, 3.08e-04, 1.04e-03, 1.62e-05, 1.29e-05, 7.09e-06, 5.37e-06, 3.33e-06, 1.01e-06, 1.95e-05, 4.99e-06] [1.64e-05, 3.43e-06, 2.14e-06, 2.58e-06, 2.21e-06, 2.02e-06, 1.44e-06, 1.63e-05, 5.84e-06, 2.07e-05, 5.65e-05, 1.53e-04, 3.08e-04, 1.04e-03, 1.62e-05, 1.29e-05, 7.09e-06, 5.37e-06, 3.33e-06, 1.01e-06, 1.95e-05, 4.99e-06] []
251200 [8.64e-07, 1.11e-06, 1.42e-06, 1.35e-06, 9.42e-07, 1.12e-06, 9.66e-07, 1.83e-05, 1.05e-08, 5.97e-07, 1.10e-05, 6.61e-06, 2.80e-05, 3.86e-05, 1.00e-06, 0.00e+00, 1.65e-08, 0.00e+00, 0.00e+00, 6.00e-11, 2.64e-05, 1.04e-08] [8.64e-07, 1.11e-06, 1.42e-06, 1.35e-06, 9.42e-07, 1.12e-06, 9.66e-07, 1.83e-05, 1.05e-08, 5.97e-07, 1.10e-05, 6.61e-06, 2.80e-05, 3.86e-05, 1.00e-06, 0.00e+00, 1.65e-08, 0.00e+00, 0.00e+00, 6.00e-11, 2.64e-05, 1.04e-08] []
251300 [9.75e-07, 1.04e-06, 7.54e-07, 6.81e-07, 4.84e-07, 1.09e-06, 5.61e-07, 3.50e-05, 2.49e-06, 3.14e-07, 2.51e-06, 3.22e-06, 3.41e-06, 6.12e-06, 1.59e-08, 0.00e+00, 2.76e-08, 3.03e-10, 4.99e-06, 0.00e+00, 2.87e-05, 3.10e-06] [9.75e-07, 1.04e-06, 7.54e-07, 6.81e-07, 4.84e-07, 1.09e-06, 5.61e-07, 3.50e-05, 2.49e-06, 3.14e-07, 2.51e-06, 3.22e-06, 3.41e-06, 6.12e-06, 1.59e-08, 0.00e+00, 2.76e-08, 3.03e-10, 4.99e-06, 0.00e+00, 2.87e-05, 3.10e-06] []
251400 [2.94e-06, 1.18e-06, 8.04e-07, 1.24e-06, 1.16e-06, 1.13e-06, 8.69e-07, 1.82e-05, 5.00e-05, 1.07e-05, 1.85e-05, 3.20e-05, 1.27e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 2.12e-05, 3.33e-05] [2.94e-06, 1.18e-06, 8.04e-07, 1.24e-06, 1.16e-06, 1.13e-06, 8.69e-07, 1.82e-05, 5.00e-05, 1.07e-05, 1.85e-05, 3.20e-05, 1.27e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-06, 2.12e-05, 3.33e-05] []
251500 [2.06e-05, 3.83e-06, 2.35e-06, 3.08e-06, 2.31e-06, 2.11e-06, 1.39e-06, 7.93e-05, 1.77e-09, 1.10e-05, 1.20e-04, 1.84e-04, 5.86e-04, 1.23e-03, 1.94e-05, 1.25e-05, 1.04e-05, 8.11e-06, 1.80e-05, 5.91e-09, 9.36e-05, 3.55e-08] [2.06e-05, 3.83e-06, 2.35e-06, 3.08e-06, 2.31e-06, 2.11e-06, 1.39e-06, 7.93e-05, 1.77e-09, 1.10e-05, 1.20e-04, 1.84e-04, 5.86e-04, 1.23e-03, 1.94e-05, 1.25e-05, 1.04e-05, 8.11e-06, 1.80e-05, 5.91e-09, 9.36e-05, 3.55e-08] []
251600 [1.35e-06, 6.03e-07, 5.51e-07, 4.99e-07, 4.07e-07, 6.17e-07, 3.67e-07, 1.03e-06, 1.67e-09, 4.02e-07, 1.22e-05, 1.23e-05, 4.06e-05, 5.68e-05, 7.10e-07, 4.20e-07, 6.95e-07, 5.71e-07, 2.85e-07, 4.37e-10, 1.85e-06, 5.73e-09] [1.35e-06, 6.03e-07, 5.51e-07, 4.99e-07, 4.07e-07, 6.17e-07, 3.67e-07, 1.03e-06, 1.67e-09, 4.02e-07, 1.22e-05, 1.23e-05, 4.06e-05, 5.68e-05, 7.10e-07, 4.20e-07, 6.95e-07, 5.71e-07, 2.85e-07, 4.37e-10, 1.85e-06, 5.73e-09] []
251700 [7.72e-07, 8.74e-07, 5.72e-07, 3.59e-07, 3.74e-07, 6.97e-07, 4.22e-07, 9.01e-07, 1.15e-10, 6.29e-08, 3.28e-06, 4.99e-06, 6.62e-06, 3.34e-07, 3.29e-09, 0.00e+00, 1.60e-08, 1.36e-09, 4.34e-08, 9.83e-10, 2.68e-07, 1.08e-08] [7.72e-07, 8.74e-07, 5.72e-07, 3.59e-07, 3.74e-07, 6.97e-07, 4.22e-07, 9.01e-07, 1.15e-10, 6.29e-08, 3.28e-06, 4.99e-06, 6.62e-06, 3.34e-07, 3.29e-09, 0.00e+00, 1.60e-08, 1.36e-09, 4.34e-08, 9.83e-10, 2.68e-07, 1.08e-08] []
251800 [8.71e-07, 7.96e-07, 6.85e-07, 4.30e-07, 7.42e-07, 5.66e-07, 6.96e-07, 6.25e-07, 6.03e-07, 3.24e-07, 1.83e-05, 2.51e-05, 1.69e-05, 2.74e-05, 1.36e-07, 9.17e-07, 3.75e-09, 0.00e+00, 0.00e+00, 8.29e-08, 5.36e-07, 4.98e-07] [8.71e-07, 7.96e-07, 6.85e-07, 4.30e-07, 7.42e-07, 5.66e-07, 6.96e-07, 6.25e-07, 6.03e-07, 3.24e-07, 1.83e-05, 2.51e-05, 1.69e-05, 2.74e-05, 1.36e-07, 9.17e-07, 3.75e-09, 0.00e+00, 0.00e+00, 8.29e-08, 5.36e-07, 4.98e-07] []
251900 [5.51e-06, 2.28e-06, 7.09e-07, 2.08e-06, 7.11e-07, 1.47e-06, 7.67e-07, 1.89e-05, 1.84e-07, 2.34e-06, 6.28e-05, 6.37e-05, 2.23e-04, 2.36e-04, 0.00e+00, 1.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 1.39e-07] [5.51e-06, 2.28e-06, 7.09e-07, 2.08e-06, 7.11e-07, 1.47e-06, 7.67e-07, 1.89e-05, 1.84e-07, 2.34e-06, 6.28e-05, 6.37e-05, 2.23e-04, 2.36e-04, 0.00e+00, 1.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 1.39e-07] []
252000 [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05] [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05] []
Best model at step 249321:
train loss: 5.78e-06
test loss: 5.78e-06
test metric: []
'train' took 37.159020 s
Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...
Step Train loss Test loss Test metric
252000 [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05] [1.26e-06, 1.08e-06, 4.72e-07, 9.72e-07, 4.41e-07, 6.29e-07, 3.69e-07, 3.83e-05, 4.96e-05, 3.90e-10, 2.13e-05, 1.37e-05, 4.62e-05, 3.73e-05, 1.16e-06, 7.80e-08, 6.47e-07, 9.29e-07, 5.69e-06, 1.23e-05, 3.26e-05, 5.08e-05] []
252100 [2.26e-06, 1.34e-06, 1.03e-06, 5.04e-07, 1.16e-06, 5.91e-07, 1.00e-06, 1.27e-06, 8.22e-07, 1.23e-05, 1.02e-04, 6.71e-05, 7.35e-05, 2.84e-05, 3.66e-08, 3.75e-06, 4.98e-08, 1.10e-07, 3.04e-08, 1.42e-07, 1.66e-07, 8.33e-07] [2.26e-06, 1.34e-06, 1.03e-06, 5.04e-07, 1.16e-06, 5.91e-07, 1.00e-06, 1.27e-06, 8.22e-07, 1.23e-05, 1.02e-04, 6.71e-05, 7.35e-05, 2.84e-05, 3.66e-08, 3.75e-06, 4.98e-08, 1.10e-07, 3.04e-08, 1.42e-07, 1.66e-07, 8.33e-07] []
252200 [2.74e-06, 2.33e-06, 6.85e-07, 1.72e-06, 9.66e-07, 1.36e-06, 5.16e-07, 2.47e-06, 1.62e-05, 1.05e-05, 2.32e-05, 3.86e-05, 7.89e-06, 1.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-06, 2.63e-06, 1.97e-05] [2.74e-06, 2.33e-06, 6.85e-07, 1.72e-06, 9.66e-07, 1.36e-06, 5.16e-07, 2.47e-06, 1.62e-05, 1.05e-05, 2.32e-05, 3.86e-05, 7.89e-06, 1.09e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-06, 2.63e-06, 1.97e-05] []
252300 [2.63e-06, 1.13e-06, 6.53e-07, 8.20e-07, 3.85e-07, 8.18e-07, 3.97e-07, 4.03e-06, 3.99e-09, 7.65e-07, 2.46e-05, 2.87e-05, 9.02e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.25e-06, 1.25e-08] [2.63e-06, 1.13e-06, 6.53e-07, 8.20e-07, 3.85e-07, 8.18e-07, 3.97e-07, 4.03e-06, 3.99e-09, 7.65e-07, 2.46e-05, 2.87e-05, 9.02e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.25e-06, 1.25e-08] []
252400 [4.37e-07, 6.39e-07, 4.82e-07, 4.64e-07, 2.97e-07, 6.15e-07, 3.23e-07, 9.51e-08, 5.64e-11, 1.86e-07, 1.67e-06, 3.33e-06, 7.30e-06, 1.33e-05, 0.00e+00, 0.00e+00, 5.96e-10, 0.00e+00, 2.77e-08, 1.50e-10, 1.58e-07, 4.08e-09] [4.37e-07, 6.39e-07, 4.82e-07, 4.64e-07, 2.97e-07, 6.15e-07, 3.23e-07, 9.51e-08, 5.64e-11, 1.86e-07, 1.67e-06, 3.33e-06, 7.30e-06, 1.33e-05, 0.00e+00, 0.00e+00, 5.96e-10, 0.00e+00, 2.77e-08, 1.50e-10, 1.58e-07, 4.08e-09] []
252500 [1.55e-06, 5.98e-07, 5.51e-07, 5.12e-07, 4.20e-07, 6.30e-07, 4.18e-07, 3.68e-09, 1.59e-07, 9.59e-07, 9.40e-06, 1.27e-05, 3.88e-05, 6.94e-05, 7.52e-07, 5.49e-07, 7.56e-07, 6.78e-07, 4.96e-08, 6.79e-10, 2.93e-07, 1.22e-08] [1.55e-06, 5.98e-07, 5.51e-07, 5.12e-07, 4.20e-07, 6.30e-07, 4.18e-07, 3.68e-09, 1.59e-07, 9.59e-07, 9.40e-06, 1.27e-05, 3.88e-05, 6.94e-05, 7.52e-07, 5.49e-07, 7.56e-07, 6.78e-07, 4.96e-08, 6.79e-10, 2.93e-07, 1.22e-08] []
252600 [1.18e-05, 2.29e-06, 1.53e-06, 1.74e-06, 1.44e-06, 1.42e-06, 9.23e-07, 2.89e-05, 2.40e-11, 8.65e-06, 5.84e-05, 1.02e-04, 2.92e-04, 6.59e-04, 9.50e-06, 6.57e-06, 5.84e-06, 4.90e-06, 5.37e-06, 9.27e-10, 3.03e-05, 6.76e-09] [1.18e-05, 2.29e-06, 1.53e-06, 1.74e-06, 1.44e-06, 1.42e-06, 9.23e-07, 2.89e-05, 2.40e-11, 8.65e-06, 5.84e-05, 1.02e-04, 2.92e-04, 6.59e-04, 9.50e-06, 6.57e-06, 5.84e-06, 4.90e-06, 5.37e-06, 9.27e-10, 3.03e-05, 6.76e-09] []
252700 [1.58e-06, 8.44e-07, 5.71e-07, 6.20e-07, 3.33e-07, 7.00e-07, 3.65e-07, 2.90e-06, 4.57e-09, 4.95e-07, 1.23e-05, 1.59e-05, 4.81e-05, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-11, 4.42e-06, 7.34e-09] [1.58e-06, 8.44e-07, 5.71e-07, 6.20e-07, 3.33e-07, 7.00e-07, 3.65e-07, 2.90e-06, 4.57e-09, 4.95e-07, 1.23e-05, 1.59e-05, 4.81e-05, 6.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-11, 4.42e-06, 7.34e-09] []
252800 [2.45e-07, 4.89e-07, 4.72e-07, 4.01e-07, 2.95e-07, 5.65e-07, 3.16e-07, 4.59e-07, 4.42e-11, 1.53e-08, 1.02e-06, 1.26e-06, 1.67e-06, 2.16e-07, 2.50e-10, 6.13e-10, 9.63e-09, 9.14e-09, 0.00e+00, 1.04e-10, 9.10e-07, 5.45e-09] [2.45e-07, 4.89e-07, 4.72e-07, 4.01e-07, 2.95e-07, 5.65e-07, 3.16e-07, 4.59e-07, 4.42e-11, 1.53e-08, 1.02e-06, 1.26e-06, 1.67e-06, 2.16e-07, 2.50e-10, 6.13e-10, 9.63e-09, 9.14e-09, 0.00e+00, 1.04e-10, 9.10e-07, 5.45e-09] []
252900 [2.47e-07, 4.80e-07, 4.64e-07, 3.91e-07, 3.11e-07, 5.91e-07, 3.12e-07, 1.68e-07, 3.61e-08, 2.05e-08, 1.00e-06, 1.33e-06, 1.25e-06, 1.42e-07, 1.54e-10, 1.18e-09, 2.77e-08, 2.40e-08, 0.00e+00, 0.00e+00, 1.71e-07, 1.06e-08] [2.47e-07, 4.80e-07, 4.64e-07, 3.91e-07, 3.11e-07, 5.91e-07, 3.12e-07, 1.68e-07, 3.61e-08, 2.05e-08, 1.00e-06, 1.33e-06, 1.25e-06, 1.42e-07, 1.54e-10, 1.18e-09, 2.77e-08, 2.40e-08, 0.00e+00, 0.00e+00, 1.71e-07, 1.06e-08] []
253000 [4.26e-07, 5.03e-07, 5.09e-07, 4.19e-07, 3.43e-07, 5.96e-07, 3.15e-07, 9.02e-08, 7.18e-12, 3.35e-07, 1.08e-06, 2.27e-06, 1.94e-06, 6.36e-06, 7.47e-08, 9.64e-08, 9.62e-08, 1.02e-07, 2.17e-08, 4.54e-10, 1.29e-07, 6.12e-09] [4.26e-07, 5.03e-07, 5.09e-07, 4.19e-07, 3.43e-07, 5.96e-07, 3.15e-07, 9.02e-08, 7.18e-12, 3.35e-07, 1.08e-06, 2.27e-06, 1.94e-06, 6.36e-06, 7.47e-08, 9.64e-08, 9.62e-08, 1.02e-07, 2.17e-08, 4.54e-10, 1.29e-07, 6.12e-09] []
253100 [3.05e-07, 4.90e-07, 4.72e-07, 4.13e-07, 2.85e-07, 5.71e-07, 3.64e-07, 8.90e-07, 3.32e-06, 2.04e-07, 6.21e-06, 4.42e-06, 1.00e-05, 4.29e-07, 0.00e+00, 2.94e-11, 6.58e-09, 4.61e-10, 0.00e+00, 8.38e-09, 1.12e-06, 8.45e-08] [3.05e-07, 4.90e-07, 4.72e-07, 4.13e-07, 2.85e-07, 5.71e-07, 3.64e-07, 8.90e-07, 3.32e-06, 2.04e-07, 6.21e-06, 4.42e-06, 1.00e-05, 4.29e-07, 0.00e+00, 2.94e-11, 6.58e-09, 4.61e-10, 0.00e+00, 8.38e-09, 1.12e-06, 8.45e-08] []
253200 [2.72e-07, 5.02e-07, 4.71e-07, 4.68e-07, 3.03e-07, 5.88e-07, 3.23e-07, 7.89e-07, 7.10e-10, 8.81e-09, 1.75e-06, 2.02e-06, 2.70e-06, 4.40e-08, 6.21e-08, 1.44e-10, 6.20e-09, 7.29e-09, 9.46e-08, 3.55e-11, 6.02e-07, 5.55e-09] [2.72e-07, 5.02e-07, 4.71e-07, 4.68e-07, 3.03e-07, 5.88e-07, 3.23e-07, 7.89e-07, 7.10e-10, 8.81e-09, 1.75e-06, 2.02e-06, 2.70e-06, 4.40e-08, 6.21e-08, 1.44e-10, 6.20e-09, 7.29e-09, 9.46e-08, 3.55e-11, 6.02e-07, 5.55e-09] []
253300 [4.26e-07, 5.32e-07, 4.62e-07, 4.23e-07, 3.11e-07, 5.78e-07, 3.36e-07, 1.07e-07, 2.43e-08, 1.85e-07, 1.05e-06, 2.33e-06, 1.94e-06, 5.60e-06, 1.38e-07, 1.43e-09, 1.21e-07, 3.23e-08, 1.27e-08, 0.00e+00, 8.38e-08, 1.79e-08] [4.26e-07, 5.32e-07, 4.62e-07, 4.23e-07, 3.11e-07, 5.78e-07, 3.36e-07, 1.07e-07, 2.43e-08, 1.85e-07, 1.05e-06, 2.33e-06, 1.94e-06, 5.60e-06, 1.38e-07, 1.43e-09, 1.21e-07, 3.23e-08, 1.27e-08, 0.00e+00, 8.38e-08, 1.79e-08] []
253400 [3.28e-07, 4.99e-07, 4.80e-07, 3.90e-07, 3.30e-07, 5.85e-07, 3.25e-07, 1.27e-06, 2.59e-09, 1.68e-08, 2.13e-06, 2.21e-06, 4.61e-06, 3.91e-06, 1.58e-08, 7.67e-08, 7.57e-08, 1.15e-07, 1.25e-07, 1.27e-09, 8.08e-07, 9.81e-09] [3.28e-07, 4.99e-07, 4.80e-07, 3.90e-07, 3.30e-07, 5.85e-07, 3.25e-07, 1.27e-06, 2.59e-09, 1.68e-08, 2.13e-06, 2.21e-06, 4.61e-06, 3.91e-06, 1.58e-08, 7.67e-08, 7.57e-08, 1.15e-07, 1.25e-07, 1.27e-09, 8.08e-07, 9.81e-09] []
253500 [5.11e-07, 5.93e-07, 4.33e-07, 4.35e-07, 2.97e-07, 6.68e-07, 3.25e-07, 1.46e-06, 8.48e-06, 3.04e-07, 1.18e-06, 3.83e-06, 5.41e-06, 1.49e-05, 0.00e+00, 0.00e+00, 4.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-06, 1.25e-05] [5.11e-07, 5.93e-07, 4.33e-07, 4.35e-07, 2.97e-07, 6.68e-07, 3.25e-07, 1.46e-06, 8.48e-06, 3.04e-07, 1.18e-06, 3.83e-06, 5.41e-06, 1.49e-05, 0.00e+00, 0.00e+00, 4.34e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-06, 1.25e-05] []
253600 [2.41e-07, 5.07e-07, 4.82e-07, 4.16e-07, 3.16e-07, 6.04e-07, 3.02e-07, 2.33e-07, 1.70e-09, 1.70e-08, 1.11e-06, 1.59e-06, 1.03e-06, 1.38e-06, 7.80e-10, 0.00e+00, 9.85e-09, 1.24e-08, 3.02e-13, 1.73e-09, 8.64e-08, 1.02e-08] [2.41e-07, 5.07e-07, 4.82e-07, 4.16e-07, 3.16e-07, 6.04e-07, 3.02e-07, 2.33e-07, 1.70e-09, 1.70e-08, 1.11e-06, 1.59e-06, 1.03e-06, 1.38e-06, 7.80e-10, 0.00e+00, 9.85e-09, 1.24e-08, 3.02e-13, 1.73e-09, 8.64e-08, 1.02e-08] []
253700 [2.47e-07, 5.33e-07, 4.40e-07, 4.38e-07, 2.85e-07, 6.21e-07, 3.54e-07, 2.81e-08, 1.45e-06, 1.35e-09, 7.20e-07, 1.29e-06, 9.38e-07, 1.18e-07, 4.94e-09, 0.00e+00, 3.49e-08, 3.35e-08, 8.23e-10, 7.92e-09, 8.46e-08, 4.73e-08] [2.47e-07, 5.33e-07, 4.40e-07, 4.38e-07, 2.85e-07, 6.21e-07, 3.54e-07, 2.81e-08, 1.45e-06, 1.35e-09, 7.20e-07, 1.29e-06, 9.38e-07, 1.18e-07, 4.94e-09, 0.00e+00, 3.49e-08, 3.35e-08, 8.23e-10, 7.92e-09, 8.46e-08, 4.73e-08] []
253800 [1.12e-06, 5.61e-07, 5.82e-07, 4.15e-07, 4.28e-07, 5.93e-07, 4.17e-07, 2.12e-11, 4.18e-09, 1.56e-06, 2.55e-06, 7.63e-06, 9.92e-06, 4.33e-05, 3.01e-07, 4.86e-07, 4.10e-07, 2.88e-07, 3.68e-10, 1.46e-09, 7.54e-08, 1.37e-08] [1.12e-06, 5.61e-07, 5.82e-07, 4.15e-07, 4.28e-07, 5.93e-07, 4.17e-07, 2.12e-11, 4.18e-09, 1.56e-06, 2.55e-06, 7.63e-06, 9.92e-06, 4.33e-05, 3.01e-07, 4.86e-07, 4.10e-07, 2.88e-07, 3.68e-10, 1.46e-09, 7.54e-08, 1.37e-08] []
253900 [6.50e-06, 1.41e-06, 1.06e-06, 1.07e-06, 9.00e-07, 1.03e-06, 6.07e-07, 1.01e-05, 2.79e-09, 6.12e-06, 2.28e-05, 5.19e-05, 1.30e-04, 3.39e-04, 4.73e-06, 3.42e-06, 2.95e-06, 2.44e-06, 1.97e-06, 1.01e-09, 1.20e-05, 1.01e-08] [6.50e-06, 1.41e-06, 1.06e-06, 1.07e-06, 9.00e-07, 1.03e-06, 6.07e-07, 1.01e-05, 2.79e-09, 6.12e-06, 2.28e-05, 5.19e-05, 1.30e-04, 3.39e-04, 4.73e-06, 3.42e-06, 2.95e-06, 2.44e-06, 1.97e-06, 1.01e-09, 1.20e-05, 1.01e-08] []
254000 [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08] [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08] []
Best model at step 249321:
train loss: 5.78e-06
test loss: 5.78e-06
test metric: []
'train' took 38.758855 s
Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...
Step Train loss Test loss Test metric
254000 [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08] [4.76e-06, 1.12e-06, 8.11e-07, 8.70e-07, 6.67e-07, 8.45e-07, 4.08e-07, 9.13e-05, 9.68e-09, 4.44e-07, 5.39e-05, 4.88e-05, 1.91e-04, 2.18e-04, 3.00e-06, 1.79e-06, 2.98e-06, 2.41e-06, 1.74e-05, 2.93e-09, 9.21e-05, 1.85e-08] []
254100 [1.91e-06, 1.51e-06, 9.82e-07, 1.18e-06, 4.86e-07, 1.17e-06, 7.99e-07, 2.27e-07, 4.61e-06, 1.45e-06, 3.47e-06, 8.32e-06, 7.27e-06, 3.52e-05, 1.08e-06, 4.16e-09, 5.57e-07, 4.59e-09, 6.28e-08, 7.32e-07, 3.87e-07, 3.83e-06] [1.91e-06, 1.51e-06, 9.82e-07, 1.18e-06, 4.86e-07, 1.17e-06, 7.99e-07, 2.27e-07, 4.61e-06, 1.45e-06, 3.47e-06, 8.32e-06, 7.27e-06, 3.52e-05, 1.08e-06, 4.16e-09, 5.57e-07, 4.59e-09, 6.28e-08, 7.32e-07, 3.87e-07, 3.83e-06] []
254200 [3.30e-06, 1.25e-06, 7.95e-07, 8.01e-07, 5.64e-07, 8.47e-07, 5.54e-07, 1.76e-05, 2.27e-09, 1.60e-06, 1.99e-05, 2.65e-05, 9.41e-05, 1.56e-04, 2.16e-06, 9.44e-07, 2.20e-06, 8.65e-07, 2.52e-06, 2.51e-09, 1.51e-05, 1.83e-08] [3.30e-06, 1.25e-06, 7.95e-07, 8.01e-07, 5.64e-07, 8.47e-07, 5.54e-07, 1.76e-05, 2.27e-09, 1.60e-06, 1.99e-05, 2.65e-05, 9.41e-05, 1.56e-04, 2.16e-06, 9.44e-07, 2.20e-06, 8.65e-07, 2.52e-06, 2.51e-09, 1.51e-05, 1.83e-08] []
254300 [2.54e-07, 5.46e-07, 4.52e-07, 3.95e-07, 3.39e-07, 6.25e-07, 3.36e-07, 1.05e-06, 4.33e-08, 2.72e-07, 3.99e-06, 3.82e-06, 2.63e-06, 2.31e-06, 5.14e-10, 0.00e+00, 2.65e-08, 2.10e-08, 0.00e+00, 1.95e-09, 4.85e-07, 1.56e-08] [2.54e-07, 5.46e-07, 4.52e-07, 3.95e-07, 3.39e-07, 6.25e-07, 3.36e-07, 1.05e-06, 4.33e-08, 2.72e-07, 3.99e-06, 3.82e-06, 2.63e-06, 2.31e-06, 5.14e-10, 0.00e+00, 2.65e-08, 2.10e-08, 0.00e+00, 1.95e-09, 4.85e-07, 1.56e-08] []
254400 [6.21e-07, 6.71e-07, 5.76e-07, 4.30e-07, 5.45e-07, 7.84e-07, 3.79e-07, 8.85e-09, 2.09e-07, 5.91e-09, 3.65e-06, 3.17e-06, 1.26e-05, 1.24e-05, 9.43e-08, 1.46e-07, 2.01e-07, 4.89e-07, 2.80e-08, 1.16e-08, 2.01e-07, 9.15e-08] [6.21e-07, 6.71e-07, 5.76e-07, 4.30e-07, 5.45e-07, 7.84e-07, 3.79e-07, 8.85e-09, 2.09e-07, 5.91e-09, 3.65e-06, 3.17e-06, 1.26e-05, 1.24e-05, 9.43e-08, 1.46e-07, 2.01e-07, 4.89e-07, 2.80e-08, 1.16e-08, 2.01e-07, 9.15e-08] []
254500 [3.08e-06, 1.55e-06, 9.19e-07, 8.22e-07, 6.45e-07, 1.01e-06, 5.15e-07, 1.89e-06, 3.28e-09, 4.92e-06, 8.54e-06, 2.64e-05, 2.85e-05, 1.60e-04, 3.43e-06, 1.19e-06, 6.60e-07, 1.33e-06, 1.64e-07, 1.16e-09, 1.08e-06, 1.40e-08] [3.08e-06, 1.55e-06, 9.19e-07, 8.22e-07, 6.45e-07, 1.01e-06, 5.15e-07, 1.89e-06, 3.28e-09, 4.92e-06, 8.54e-06, 2.64e-05, 2.85e-05, 1.60e-04, 3.43e-06, 1.19e-06, 6.60e-07, 1.33e-06, 1.64e-07, 1.16e-09, 1.08e-06, 1.40e-08] []
254600 [3.88e-07, 7.57e-07, 4.12e-07, 5.83e-07, 4.61e-07, 5.76e-07, 3.49e-07, 2.19e-05, 2.24e-10, 8.31e-07, 2.68e-05, 1.31e-05, 4.11e-05, 2.95e-06, 2.22e-07, 0.00e+00, 3.53e-07, 1.42e-07, 2.50e-06, 4.56e-10, 1.51e-05, 1.32e-08] [3.88e-07, 7.57e-07, 4.12e-07, 5.83e-07, 4.61e-07, 5.76e-07, 3.49e-07, 2.19e-05, 2.24e-10, 8.31e-07, 2.68e-05, 1.31e-05, 4.11e-05, 2.95e-06, 2.22e-07, 0.00e+00, 3.53e-07, 1.42e-07, 2.50e-06, 4.56e-10, 1.51e-05, 1.32e-08] []
254700 [3.62e-07, 5.55e-07, 4.61e-07, 4.21e-07, 3.31e-07, 6.04e-07, 3.25e-07, 6.99e-08, 1.08e-07, 1.45e-08, 2.70e-06, 2.39e-06, 5.22e-06, 3.21e-06, 1.10e-07, 2.93e-11, 1.39e-07, 1.48e-07, 6.27e-12, 0.00e+00, 1.78e-07, 1.04e-07] [3.62e-07, 5.55e-07, 4.61e-07, 4.21e-07, 3.31e-07, 6.04e-07, 3.25e-07, 6.99e-08, 1.08e-07, 1.45e-08, 2.70e-06, 2.39e-06, 5.22e-06, 3.21e-06, 1.10e-07, 2.93e-11, 1.39e-07, 1.48e-07, 6.27e-12, 0.00e+00, 1.78e-07, 1.04e-07] []
254800 [5.76e-07, 5.53e-07, 5.20e-07, 4.23e-07, 3.59e-07, 6.20e-07, 3.25e-07, 5.05e-07, 1.39e-07, 2.06e-07, 2.24e-06, 3.40e-06, 8.45e-06, 1.45e-05, 1.36e-07, 1.75e-07, 2.48e-07, 1.98e-07, 4.17e-08, 1.83e-08, 2.73e-07, 1.22e-07] [5.76e-07, 5.53e-07, 5.20e-07, 4.23e-07, 3.59e-07, 6.20e-07, 3.25e-07, 5.05e-07, 1.39e-07, 2.06e-07, 2.24e-06, 3.40e-06, 8.45e-06, 1.45e-05, 1.36e-07, 1.75e-07, 2.48e-07, 1.98e-07, 4.17e-08, 1.83e-08, 2.73e-07, 1.22e-07] []
254900 [1.76e-06, 7.25e-07, 5.66e-07, 5.66e-07, 4.31e-07, 7.34e-07, 4.06e-07, 1.52e-07, 1.21e-08, 7.18e-07, 1.34e-05, 1.48e-05, 5.79e-05, 7.80e-05, 9.15e-07, 4.41e-07, 1.10e-06, 8.75e-07, 3.41e-08, 9.21e-09, 2.33e-07, 6.16e-08] [1.76e-06, 7.25e-07, 5.66e-07, 5.66e-07, 4.31e-07, 7.34e-07, 4.06e-07, 1.52e-07, 1.21e-08, 7.18e-07, 1.34e-05, 1.48e-05, 5.79e-05, 7.80e-05, 9.15e-07, 4.41e-07, 1.10e-06, 8.75e-07, 3.41e-08, 9.21e-09, 2.33e-07, 6.16e-08] []
255000 [3.00e-06, 1.98e-06, 9.64e-07, 8.25e-07, 1.13e-06, 7.94e-07, 5.21e-07, 4.55e-07, 1.53e-07, 1.08e-07, 1.28e-04, 6.99e-05, 2.60e-04, 4.84e-05, 9.05e-07, 5.93e-07, 1.45e-06, 1.84e-06, 0.00e+00, 0.00e+00, 9.70e-07, 1.86e-07] [3.00e-06, 1.98e-06, 9.64e-07, 8.25e-07, 1.13e-06, 7.94e-07, 5.21e-07, 4.55e-07, 1.53e-07, 1.08e-07, 1.28e-04, 6.99e-05, 2.60e-04, 4.84e-05, 9.05e-07, 5.93e-07, 1.45e-06, 1.84e-06, 0.00e+00, 0.00e+00, 9.70e-07, 1.86e-07] []
255100 [7.13e-06, 3.08e-06, 7.88e-07, 2.71e-06, 1.23e-06, 2.03e-06, 1.02e-06, 1.45e-06, 9.83e-08, 1.14e-05, 1.43e-05, 8.70e-05, 8.74e-05, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 9.04e-08] [7.13e-06, 3.08e-06, 7.88e-07, 2.71e-06, 1.23e-06, 2.03e-06, 1.02e-06, 1.45e-06, 9.83e-08, 1.14e-05, 1.43e-05, 8.70e-05, 8.74e-05, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-06, 9.04e-08] []
255200 [1.37e-06, 1.44e-06, 5.78e-07, 8.72e-07, 5.24e-07, 1.07e-06, 3.69e-07, 4.00e-06, 1.18e-06, 3.40e-07, 7.11e-05, 3.93e-05, 1.39e-04, 2.27e-05, 2.19e-07, 6.64e-07, 9.01e-07, 1.41e-06, 1.26e-06, 0.00e+00, 7.73e-06, 1.33e-06] [1.37e-06, 1.44e-06, 5.78e-07, 8.72e-07, 5.24e-07, 1.07e-06, 3.69e-07, 4.00e-06, 1.18e-06, 3.40e-07, 7.11e-05, 3.93e-05, 1.39e-04, 2.27e-05, 2.19e-07, 6.64e-07, 9.01e-07, 1.41e-06, 1.26e-06, 0.00e+00, 7.73e-06, 1.33e-06] []
255300 [5.51e-06, 3.55e-06, 1.29e-06, 2.79e-06, 2.13e-06, 1.21e-06, 8.34e-07, 7.67e-05, 7.77e-07, 5.75e-06, 1.23e-04, 9.82e-05, 3.41e-04, 1.47e-04, 3.33e-06, 1.02e-06, 6.36e-06, 4.33e-06, 0.00e+00, 9.62e-08, 5.76e-05, 5.76e-07] [5.51e-06, 3.55e-06, 1.29e-06, 2.79e-06, 2.13e-06, 1.21e-06, 8.34e-07, 7.67e-05, 7.77e-07, 5.75e-06, 1.23e-04, 9.82e-05, 3.41e-04, 1.47e-04, 3.33e-06, 1.02e-06, 6.36e-06, 4.33e-06, 0.00e+00, 9.62e-08, 5.76e-05, 5.76e-07] []
255400 [2.98e-07, 5.80e-07, 4.29e-07, 4.13e-07, 2.98e-07, 6.33e-07, 2.98e-07, 1.97e-08, 1.07e-10, 6.54e-09, 9.49e-07, 1.42e-06, 2.29e-06, 1.87e-06, 4.14e-09, 0.00e+00, 2.82e-08, 1.20e-08, 1.51e-09, 3.45e-10, 9.66e-08, 9.80e-09] [2.98e-07, 5.80e-07, 4.29e-07, 4.13e-07, 2.98e-07, 6.33e-07, 2.98e-07, 1.97e-08, 1.07e-10, 6.54e-09, 9.49e-07, 1.42e-06, 2.29e-06, 1.87e-06, 4.14e-09, 0.00e+00, 2.82e-08, 1.20e-08, 1.51e-09, 3.45e-10, 9.66e-08, 9.80e-09] []
255500 [1.30e-06, 6.13e-07, 4.85e-07, 4.55e-07, 4.13e-07, 6.79e-07, 4.15e-07, 2.09e-07, 9.79e-07, 9.08e-07, 5.19e-06, 9.16e-06, 2.40e-05, 5.21e-05, 5.45e-07, 4.83e-07, 5.66e-07, 6.19e-07, 2.23e-08, 0.00e+00, 1.61e-07, 6.80e-07] [1.30e-06, 6.13e-07, 4.85e-07, 4.55e-07, 4.13e-07, 6.79e-07, 4.15e-07, 2.09e-07, 9.79e-07, 9.08e-07, 5.19e-06, 9.16e-06, 2.40e-05, 5.21e-05, 5.45e-07, 4.83e-07, 5.66e-07, 6.19e-07, 2.23e-08, 0.00e+00, 1.61e-07, 6.80e-07] []
255600 [1.05e-05, 2.07e-06, 1.30e-06, 1.59e-06, 1.20e-06, 1.32e-06, 8.16e-07, 3.55e-05, 7.54e-09, 4.68e-06, 6.47e-05, 9.08e-05, 3.09e-04, 5.55e-04, 8.22e-06, 5.27e-06, 5.75e-06, 4.20e-06, 6.03e-06, 1.94e-09, 3.44e-05, 1.49e-08] [1.05e-05, 2.07e-06, 1.30e-06, 1.59e-06, 1.20e-06, 1.32e-06, 8.16e-07, 3.55e-05, 7.54e-09, 4.68e-06, 6.47e-05, 9.08e-05, 3.09e-04, 5.55e-04, 8.22e-06, 5.27e-06, 5.75e-06, 4.20e-06, 6.03e-06, 1.94e-09, 3.44e-05, 1.49e-08] []
255700 [2.30e-06, 2.30e-06, 2.95e-06, 3.29e-06, 1.06e-06, 1.85e-06, 1.37e-06, 4.88e-06, 1.17e-07, 1.96e-07, 1.23e-04, 5.79e-05, 3.39e-04, 1.93e-04, 2.43e-07, 1.32e-06, 1.03e-06, 1.48e-06, 0.00e+00, 0.00e+00, 3.11e-06, 7.65e-08] [2.30e-06, 2.30e-06, 2.95e-06, 3.29e-06, 1.06e-06, 1.85e-06, 1.37e-06, 4.88e-06, 1.17e-07, 1.96e-07, 1.23e-04, 5.79e-05, 3.39e-04, 1.93e-04, 2.43e-07, 1.32e-06, 1.03e-06, 1.48e-06, 0.00e+00, 0.00e+00, 3.11e-06, 7.65e-08] []
255800 [7.22e-07, 5.26e-07, 4.58e-07, 4.22e-07, 3.31e-07, 6.47e-07, 3.13e-07, 8.38e-07, 8.14e-11, 1.65e-07, 4.58e-06, 5.13e-06, 1.53e-05, 2.13e-05, 3.17e-07, 1.88e-07, 3.31e-07, 3.51e-07, 1.64e-07, 2.66e-10, 1.04e-06, 7.16e-09] [7.22e-07, 5.26e-07, 4.58e-07, 4.22e-07, 3.31e-07, 6.47e-07, 3.13e-07, 8.38e-07, 8.14e-11, 1.65e-07, 4.58e-06, 5.13e-06, 1.53e-05, 2.13e-05, 3.17e-07, 1.88e-07, 3.31e-07, 3.51e-07, 1.64e-07, 2.66e-10, 1.04e-06, 7.16e-09] []
255900 [2.58e-05, 5.16e-06, 3.12e-06, 4.07e-06, 3.20e-06, 2.99e-06, 2.01e-06, 2.42e-05, 3.33e-08, 2.70e-05, 9.35e-05, 2.39e-04, 5.59e-04, 1.67e-03, 2.73e-05, 2.23e-05, 1.24e-05, 9.17e-06, 4.83e-06, 5.85e-09, 2.80e-05, 3.69e-08] [2.58e-05, 5.16e-06, 3.12e-06, 4.07e-06, 3.20e-06, 2.99e-06, 2.01e-06, 2.42e-05, 3.33e-08, 2.70e-05, 9.35e-05, 2.39e-04, 5.59e-04, 1.67e-03, 2.73e-05, 2.23e-05, 1.24e-05, 9.17e-06, 4.83e-06, 5.85e-09, 2.80e-05, 3.69e-08] []
256000 [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08] [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08] []
Best model at step 249321:
train loss: 5.78e-06
test loss: 5.78e-06
test metric: []
'train' took 38.916117 s
Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...
Step Train loss Test loss Test metric
256000 [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08] [2.99e-06, 8.20e-07, 6.36e-07, 6.09e-07, 5.18e-07, 7.97e-07, 3.63e-07, 4.62e-06, 2.90e-08, 8.67e-07, 2.75e-05, 2.82e-05, 9.97e-05, 1.33e-04, 1.75e-06, 1.15e-06, 1.84e-06, 1.44e-06, 1.15e-06, 4.22e-09, 7.20e-06, 2.46e-08] []
256100 [9.11e-06, 2.50e-06, 1.61e-06, 8.97e-07, 1.35e-06, 1.48e-06, 9.01e-07, 1.51e-06, 3.43e-09, 1.43e-05, 2.44e-05, 7.48e-05, 1.18e-04, 4.90e-04, 5.50e-06, 7.36e-06, 2.55e-06, 4.32e-06, 1.91e-07, 2.16e-08, 1.25e-06, 1.38e-07] [9.11e-06, 2.50e-06, 1.61e-06, 8.97e-07, 1.35e-06, 1.48e-06, 9.01e-07, 1.51e-06, 3.43e-09, 1.43e-05, 2.44e-05, 7.48e-05, 1.18e-04, 4.90e-04, 5.50e-06, 7.36e-06, 2.55e-06, 4.32e-06, 1.91e-07, 2.16e-08, 1.25e-06, 1.38e-07] []
256200 [7.93e-07, 8.97e-07, 4.93e-07, 6.36e-07, 4.47e-07, 5.72e-07, 4.85e-07, 5.33e-05, 1.18e-07, 1.23e-07, 1.13e-05, 1.17e-05, 1.57e-05, 3.31e-06, 2.10e-08, 1.50e-07, 7.93e-10, 0.00e+00, 6.91e-06, 1.50e-08, 4.01e-05, 9.58e-08] [7.93e-07, 8.97e-07, 4.93e-07, 6.36e-07, 4.47e-07, 5.72e-07, 4.85e-07, 5.33e-05, 1.18e-07, 1.23e-07, 1.13e-05, 1.17e-05, 1.57e-05, 3.31e-06, 2.10e-08, 1.50e-07, 7.93e-10, 0.00e+00, 6.91e-06, 1.50e-08, 4.01e-05, 9.58e-08] []
256300 [5.97e-07, 6.17e-07, 4.58e-07, 4.88e-07, 3.71e-07, 5.37e-07, 3.23e-07, 8.50e-06, 1.73e-10, 6.25e-08, 8.15e-06, 6.87e-06, 1.47e-05, 1.98e-06, 1.71e-07, 0.00e+00, 6.05e-09, 6.05e-13, 0.00e+00, 6.08e-10, 1.27e-05, 8.27e-09] [5.97e-07, 6.17e-07, 4.58e-07, 4.88e-07, 3.71e-07, 5.37e-07, 3.23e-07, 8.50e-06, 1.73e-10, 6.25e-08, 8.15e-06, 6.87e-06, 1.47e-05, 1.98e-06, 1.71e-07, 0.00e+00, 6.05e-09, 6.05e-13, 0.00e+00, 6.08e-10, 1.27e-05, 8.27e-09] []
256400 [8.23e-07, 8.98e-07, 4.15e-07, 5.17e-07, 3.39e-07, 7.79e-07, 3.32e-07, 5.57e-07, 2.47e-09, 1.63e-06, 3.51e-06, 8.88e-06, 2.98e-06, 3.22e-05, 1.60e-09, 0.00e+00, 4.08e-10, 0.00e+00, 0.00e+00, 9.26e-10, 2.30e-07, 8.22e-09] [8.23e-07, 8.98e-07, 4.15e-07, 5.17e-07, 3.39e-07, 7.79e-07, 3.32e-07, 5.57e-07, 2.47e-09, 1.63e-06, 3.51e-06, 8.88e-06, 2.98e-06, 3.22e-05, 1.60e-09, 0.00e+00, 4.08e-10, 0.00e+00, 0.00e+00, 9.26e-10, 2.30e-07, 8.22e-09] []
256500 [5.62e-07, 5.01e-07, 4.02e-07, 4.12e-07, 3.19e-07, 6.33e-07, 3.49e-07, 3.23e-06, 4.00e-06, 9.88e-09, 7.13e-06, 5.01e-06, 1.58e-05, 1.08e-05, 2.01e-07, 1.07e-07, 2.96e-07, 3.13e-07, 2.64e-07, 8.06e-07, 1.68e-06, 4.45e-06] [5.62e-07, 5.01e-07, 4.02e-07, 4.12e-07, 3.19e-07, 6.33e-07, 3.49e-07, 3.23e-06, 4.00e-06, 9.88e-09, 7.13e-06, 5.01e-06, 1.58e-05, 1.08e-05, 2.01e-07, 1.07e-07, 2.96e-07, 3.13e-07, 2.64e-07, 8.06e-07, 1.68e-06, 4.45e-06] []
256600 [2.25e-06, 1.06e-06, 5.58e-07, 7.52e-07, 3.77e-07, 8.43e-07, 3.78e-07, 3.49e-06, 6.24e-09, 6.76e-07, 1.94e-05, 2.31e-05, 7.49e-05, 9.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.51e-10, 2.21e-06, 9.20e-09] [2.25e-06, 1.06e-06, 5.58e-07, 7.52e-07, 3.77e-07, 8.43e-07, 3.78e-07, 3.49e-06, 6.24e-09, 6.76e-07, 1.94e-05, 2.31e-05, 7.49e-05, 9.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.51e-10, 2.21e-06, 9.20e-09] []
256700 [1.71e-06, 9.79e-07, 5.94e-07, 5.88e-07, 4.70e-07, 7.17e-07, 4.75e-07, 1.37e-05, 2.54e-10, 3.88e-09, 3.07e-05, 1.92e-05, 7.94e-05, 5.92e-05, 1.17e-06, 2.91e-07, 1.20e-06, 4.10e-07, 1.55e-06, 1.91e-10, 9.77e-06, 8.04e-09] [1.71e-06, 9.79e-07, 5.94e-07, 5.88e-07, 4.70e-07, 7.17e-07, 4.75e-07, 1.37e-05, 2.54e-10, 3.88e-09, 3.07e-05, 1.92e-05, 7.94e-05, 5.92e-05, 1.17e-06, 2.91e-07, 1.20e-06, 4.10e-07, 1.55e-06, 1.91e-10, 9.77e-06, 8.04e-09] []
256800 [9.50e-07, 5.51e-07, 4.79e-07, 4.40e-07, 3.73e-07, 6.69e-07, 3.43e-07, 2.17e-08, 1.44e-08, 5.32e-07, 4.61e-06, 6.54e-06, 1.76e-05, 3.34e-05, 5.76e-07, 1.28e-07, 4.06e-07, 3.87e-07, 1.13e-08, 1.30e-08, 1.00e-07, 8.08e-08] [9.50e-07, 5.51e-07, 4.79e-07, 4.40e-07, 3.73e-07, 6.69e-07, 3.43e-07, 2.17e-08, 1.44e-08, 5.32e-07, 4.61e-06, 6.54e-06, 1.76e-05, 3.34e-05, 5.76e-07, 1.28e-07, 4.06e-07, 3.87e-07, 1.13e-08, 1.30e-08, 1.00e-07, 8.08e-08] []
256900 [5.37e-06, 1.84e-06, 7.53e-07, 1.27e-06, 5.44e-07, 1.17e-06, 4.63e-07, 4.21e-06, 3.76e-10, 2.43e-06, 3.72e-05, 5.19e-05, 1.56e-04, 2.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-12, 6.40e-06, 1.25e-08] [5.37e-06, 1.84e-06, 7.53e-07, 1.27e-06, 5.44e-07, 1.17e-06, 4.63e-07, 4.21e-06, 3.76e-10, 2.43e-06, 3.72e-05, 5.19e-05, 1.56e-04, 2.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.82e-12, 6.40e-06, 1.25e-08] []
257000 [1.03e-05, 2.04e-06, 1.36e-06, 1.58e-06, 1.20e-06, 1.33e-06, 7.94e-07, 3.12e-05, 1.42e-07, 5.18e-06, 6.71e-05, 9.18e-05, 3.08e-04, 5.52e-04, 8.33e-06, 5.24e-06, 5.66e-06, 4.11e-06, 5.86e-06, 2.02e-08, 3.40e-05, 1.30e-07] [1.03e-05, 2.04e-06, 1.36e-06, 1.58e-06, 1.20e-06, 1.33e-06, 7.94e-07, 3.12e-05, 1.42e-07, 5.18e-06, 6.71e-05, 9.18e-05, 3.08e-04, 5.52e-04, 8.33e-06, 5.24e-06, 5.66e-06, 4.11e-06, 5.86e-06, 2.02e-08, 3.40e-05, 1.30e-07] []
257100 [2.75e-06, 2.10e-06, 8.09e-07, 1.30e-06, 6.37e-07, 1.12e-06, 3.59e-07, 4.88e-05, 7.93e-08, 4.09e-06, 1.53e-05, 2.01e-05, 7.46e-05, 1.14e-04, 5.21e-06, 6.63e-07, 9.63e-07, 1.09e-06, 0.00e+00, 0.00e+00, 3.33e-05, 7.26e-08] [2.75e-06, 2.10e-06, 8.09e-07, 1.30e-06, 6.37e-07, 1.12e-06, 3.59e-07, 4.88e-05, 7.93e-08, 4.09e-06, 1.53e-05, 2.01e-05, 7.46e-05, 1.14e-04, 5.21e-06, 6.63e-07, 9.63e-07, 1.09e-06, 0.00e+00, 0.00e+00, 3.33e-05, 7.26e-08] []
257200 [2.23e-06, 1.33e-06, 4.90e-07, 1.04e-06, 4.85e-07, 1.08e-06, 4.53e-07, 1.19e-06, 2.71e-04, 1.07e-06, 8.30e-06, 1.83e-05, 3.74e-05, 7.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 0.00e+00, 0.00e+00, 2.13e-06, 2.67e-04] [2.23e-06, 1.33e-06, 4.90e-07, 1.04e-06, 4.85e-07, 1.08e-06, 4.53e-07, 1.19e-06, 2.71e-04, 1.07e-06, 8.30e-06, 1.83e-05, 3.74e-05, 7.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-09, 0.00e+00, 0.00e+00, 2.13e-06, 2.67e-04] []
257300 [1.20e-06, 5.93e-07, 4.93e-07, 4.51e-07, 3.77e-07, 6.79e-07, 4.23e-07, 6.43e-06, 1.90e-08, 6.67e-07, 4.79e-06, 8.05e-06, 1.85e-05, 4.29e-05, 7.27e-07, 2.26e-07, 5.02e-07, 4.65e-07, 9.44e-07, 2.25e-09, 6.16e-06, 1.67e-08] [1.20e-06, 5.93e-07, 4.93e-07, 4.51e-07, 3.77e-07, 6.79e-07, 4.23e-07, 6.43e-06, 1.90e-08, 6.67e-07, 4.79e-06, 8.05e-06, 1.85e-05, 4.29e-05, 7.27e-07, 2.26e-07, 5.02e-07, 4.65e-07, 9.44e-07, 2.25e-09, 6.16e-06, 1.67e-08] []
257400 [1.23e-05, 2.36e-06, 1.49e-06, 1.80e-06, 1.33e-06, 1.51e-06, 8.68e-07, 4.91e-05, 4.24e-08, 5.53e-06, 8.87e-05, 1.11e-04, 3.89e-04, 6.55e-04, 1.03e-05, 5.86e-06, 7.06e-06, 5.26e-06, 6.97e-06, 1.11e-08, 4.01e-05, 6.96e-08] [1.23e-05, 2.36e-06, 1.49e-06, 1.80e-06, 1.33e-06, 1.51e-06, 8.68e-07, 4.91e-05, 4.24e-08, 5.53e-06, 8.87e-05, 1.11e-04, 3.89e-04, 6.55e-04, 1.03e-05, 5.86e-06, 7.06e-06, 5.26e-06, 6.97e-06, 1.11e-08, 4.01e-05, 6.96e-08] []
257500 [4.21e-06, 1.62e-06, 1.15e-06, 7.29e-07, 6.71e-07, 1.17e-06, 7.80e-07, 4.13e-06, 6.07e-11, 7.53e-06, 1.13e-05, 3.45e-05, 4.28e-05, 2.22e-04, 2.74e-06, 2.18e-06, 1.33e-06, 7.39e-07, 0.00e+00, 4.43e-10, 3.72e-06, 9.67e-09] [4.21e-06, 1.62e-06, 1.15e-06, 7.29e-07, 6.71e-07, 1.17e-06, 7.80e-07, 4.13e-06, 6.07e-11, 7.53e-06, 1.13e-05, 3.45e-05, 4.28e-05, 2.22e-04, 2.74e-06, 2.18e-06, 1.33e-06, 7.39e-07, 0.00e+00, 4.43e-10, 3.72e-06, 9.67e-09] []
257600 [5.43e-07, 5.44e-07, 4.49e-07, 3.86e-07, 3.86e-07, 6.08e-07, 3.17e-07, 9.90e-06, 4.28e-08, 1.88e-07, 1.65e-05, 9.50e-06, 2.59e-05, 8.77e-06, 1.04e-07, 1.17e-07, 4.11e-07, 2.99e-07, 1.33e-06, 5.64e-09, 8.53e-06, 3.21e-08] [5.43e-07, 5.44e-07, 4.49e-07, 3.86e-07, 3.86e-07, 6.08e-07, 3.17e-07, 9.90e-06, 4.28e-08, 1.88e-07, 1.65e-05, 9.50e-06, 2.59e-05, 8.77e-06, 1.04e-07, 1.17e-07, 4.11e-07, 2.99e-07, 1.33e-06, 5.64e-09, 8.53e-06, 3.21e-08] []
257700 [3.80e-06, 1.27e-06, 8.21e-07, 1.40e-06, 1.47e-06, 1.01e-06, 1.09e-06, 1.51e-05, 6.27e-06, 1.65e-05, 3.68e-05, 5.58e-05, 9.24e-06, 1.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 9.86e-06, 5.21e-06] [3.80e-06, 1.27e-06, 8.21e-07, 1.40e-06, 1.47e-06, 1.01e-06, 1.09e-06, 1.51e-05, 6.27e-06, 1.65e-05, 3.68e-05, 5.58e-05, 9.24e-06, 1.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 9.86e-06, 5.21e-06] []
257800 [7.55e-07, 8.27e-07, 5.76e-07, 5.42e-07, 3.39e-07, 7.63e-07, 4.89e-07, 3.25e-05, 1.78e-05, 9.71e-10, 8.25e-06, 8.66e-06, 2.56e-05, 3.30e-05, 6.88e-09, 0.00e+00, 0.00e+00, 1.80e-10, 0.00e+00, 1.08e-05, 3.85e-05, 4.72e-05] [7.55e-07, 8.27e-07, 5.76e-07, 5.42e-07, 3.39e-07, 7.63e-07, 4.89e-07, 3.25e-05, 1.78e-05, 9.71e-10, 8.25e-06, 8.66e-06, 2.56e-05, 3.30e-05, 6.88e-09, 0.00e+00, 0.00e+00, 1.80e-10, 0.00e+00, 1.08e-05, 3.85e-05, 4.72e-05] []
257900 [2.73e-06, 8.87e-07, 7.33e-07, 5.92e-07, 5.78e-07, 8.48e-07, 4.88e-07, 1.21e-09, 1.85e-07, 4.01e-06, 7.67e-06, 2.36e-05, 3.31e-05, 1.48e-04, 2.13e-06, 1.26e-06, 1.13e-06, 7.92e-07, 8.43e-08, 2.14e-08, 4.69e-07, 1.35e-07] [2.73e-06, 8.87e-07, 7.33e-07, 5.92e-07, 5.78e-07, 8.48e-07, 4.88e-07, 1.21e-09, 1.85e-07, 4.01e-06, 7.67e-06, 2.36e-05, 3.31e-05, 1.48e-04, 2.13e-06, 1.26e-06, 1.13e-06, 7.92e-07, 8.43e-08, 2.14e-08, 4.69e-07, 1.35e-07] []
258000 [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08] [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08] []
Best model at step 249321:
train loss: 5.78e-06
test loss: 5.78e-06
test metric: []
'train' took 38.575245 s
Best train step: 249321
lambda_a: 8.700225224508563
lambda_b: 6.076739429580139
kappa_a: 2.0658337597025804
kappa_b: 1.5721680809889689
Training model...
Step Train loss Test loss Test metric
258000 [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08] [6.46e-06, 2.05e-06, 8.10e-07, 2.05e-06, 8.54e-07, 1.39e-06, 6.81e-07, 3.01e-08, 3.46e-09, 4.00e-06, 5.96e-05, 7.07e-05, 2.06e-04, 2.43e-04, 0.00e+00, 1.66e-08, 0.00e+00, 0.00e+00, 1.64e-10, 4.48e-10, 6.02e-07, 1.35e-08] []
258100 [3.87e-07, 5.35e-07, 4.74e-07, 3.88e-07, 3.72e-07, 6.48e-07, 3.94e-07, 2.48e-06, 2.85e-10, 5.98e-07, 9.40e-06, 4.56e-06, 1.58e-05, 9.23e-06, 1.03e-07, 7.15e-08, 1.11e-07, 1.60e-07, 5.30e-07, 1.28e-09, 3.48e-06, 1.27e-08] [3.87e-07, 5.35e-07, 4.74e-07, 3.88e-07, 3.72e-07, 6.48e-07, 3.94e-07, 2.48e-06, 2.85e-10, 5.98e-07, 9.40e-06, 4.56e-06, 1.58e-05, 9.23e-06, 1.03e-07, 7.15e-08, 1.11e-07, 1.60e-07, 5.30e-07, 1.28e-09, 3.48e-06, 1.27e-08] []
258200 [3.85e-07, 4.40e-07, 4.86e-07, 4.27e-07, 3.67e-07, 6.33e-07, 3.23e-07, 1.12e-06, 5.03e-08, 4.90e-09, 3.62e-06, 3.06e-06, 7.94e-06, 9.64e-06, 1.97e-07, 2.41e-08, 1.89e-07, 1.28e-07, 3.25e-08, 5.86e-08, 2.10e-07, 3.73e-07] [3.85e-07, 4.40e-07, 4.86e-07, 4.27e-07, 3.67e-07, 6.33e-07, 3.23e-07, 1.12e-06, 5.03e-08, 4.90e-09, 3.62e-06, 3.06e-06, 7.94e-06, 9.64e-06, 1.97e-07, 2.41e-08, 1.89e-07, 1.28e-07, 3.25e-08, 5.86e-08, 2.10e-07, 3.73e-07] []
258300 [8.68e-07, 6.61e-07, 4.90e-07, 5.73e-07, 3.29e-07, 6.47e-07, 3.77e-07, 1.47e-06, 3.88e-11, 4.91e-08, 1.18e-05, 1.09e-05, 3.56e-05, 2.95e-05, 1.73e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-08, 5.59e-10, 3.31e-07, 1.67e-08] [8.68e-07, 6.61e-07, 4.90e-07, 5.73e-07, 3.29e-07, 6.47e-07, 3.77e-07, 1.47e-06, 3.88e-11, 4.91e-08, 1.18e-05, 1.09e-05, 3.56e-05, 2.95e-05, 1.73e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-08, 5.59e-10, 3.31e-07, 1.67e-08] []
258400 [1.85e-05, 3.80e-06, 2.41e-06, 2.93e-06, 2.38e-06, 2.28e-06, 1.67e-06, 5.58e-05, 4.13e-08, 1.84e-05, 7.32e-05, 1.73e-04, 4.01e-04, 1.17e-03, 1.88e-05, 1.49e-05, 8.89e-06, 5.85e-06, 8.78e-06, 1.77e-08, 5.08e-05, 1.10e-07] [1.85e-05, 3.80e-06, 2.41e-06, 2.93e-06, 2.38e-06, 2.28e-06, 1.67e-06, 5.58e-05, 4.13e-08, 1.84e-05, 7.32e-05, 1.73e-04, 4.01e-04, 1.17e-03, 1.88e-05, 1.49e-05, 8.89e-06, 5.85e-06, 8.78e-06, 1.77e-08, 5.08e-05, 1.10e-07] []
258500 [2.83e-05, 1.07e-05, 2.70e-06, 7.55e-06, 3.30e-06, 6.15e-06, 2.14e-06, 7.85e-05, 5.65e-07, 3.60e-05, 6.12e-05, 3.63e-04, 3.50e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.96e-05, 5.32e-07] [2.83e-05, 1.07e-05, 2.70e-06, 7.55e-06, 3.30e-06, 6.15e-06, 2.14e-06, 7.85e-05, 5.65e-07, 3.60e-05, 6.12e-05, 3.63e-04, 3.50e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.96e-05, 5.32e-07] []
258600 [6.77e-06, 2.11e-06, 1.03e-06, 7.64e-07, 9.01e-07, 1.06e-06, 6.15e-07, 2.96e-05, 3.12e-04, 6.72e-06, 4.70e-05, 6.01e-05, 2.06e-04, 2.61e-04, 2.32e-06, 3.01e-06, 3.52e-06, 5.30e-06, 0.00e+00, 5.90e-05, 2.77e-05, 2.28e-04] [6.77e-06, 2.11e-06, 1.03e-06, 7.64e-07, 9.01e-07, 1.06e-06, 6.15e-07, 2.96e-05, 3.12e-04, 6.72e-06, 4.70e-05, 6.01e-05, 2.06e-04, 2.61e-04, 2.32e-06, 3.01e-06, 3.52e-06, 5.30e-06, 0.00e+00, 5.90e-05, 2.77e-05, 2.28e-04] []
258700 [6.17e-07, 7.20e-07, 5.22e-07, 7.76e-07, 4.78e-07, 5.69e-07, 4.04e-07, 1.60e-05, 2.47e-09, 1.46e-08, 1.91e-06, 5.48e-06, 4.24e-06, 2.16e-05, 1.52e-08, 0.00e+00, 3.38e-08, 2.67e-08, 2.56e-06, 0.00e+00, 1.63e-05, 4.18e-08] [6.17e-07, 7.20e-07, 5.22e-07, 7.76e-07, 4.78e-07, 5.69e-07, 4.04e-07, 1.60e-05, 2.47e-09, 1.46e-08, 1.91e-06, 5.48e-06, 4.24e-06, 2.16e-05, 1.52e-08, 0.00e+00, 3.38e-08, 2.67e-08, 2.56e-06, 0.00e+00, 1.63e-05, 4.18e-08] []
258800 [5.91e-07, 8.70e-07, 5.17e-07, 6.75e-07, 3.52e-07, 7.73e-07, 4.94e-07, 5.52e-06, 1.05e-07, 1.03e-08, 9.55e-06, 8.58e-06, 2.80e-05, 2.84e-05, 4.15e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-09, 7.68e-06, 2.41e-08] [5.91e-07, 8.70e-07, 5.17e-07, 6.75e-07, 3.52e-07, 7.73e-07, 4.94e-07, 5.52e-06, 1.05e-07, 1.03e-08, 9.55e-06, 8.58e-06, 2.80e-05, 2.84e-05, 4.15e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-09, 7.68e-06, 2.41e-08] []
258900 [4.69e-07, 4.78e-07, 4.72e-07, 4.12e-07, 3.26e-07, 5.87e-07, 3.52e-07, 1.46e-06, 3.33e-10, 9.28e-08, 3.66e-06, 3.47e-06, 7.73e-06, 5.94e-06, 1.72e-07, 5.28e-08, 1.70e-07, 2.84e-07, 1.25e-07, 1.81e-09, 7.28e-07, 1.87e-08] [4.69e-07, 4.78e-07, 4.72e-07, 4.12e-07, 3.26e-07, 5.87e-07, 3.52e-07, 1.46e-06, 3.33e-10, 9.28e-08, 3.66e-06, 3.47e-06, 7.73e-06, 5.94e-06, 1.72e-07, 5.28e-08, 1.70e-07, 2.84e-07, 1.25e-07, 1.81e-09, 7.28e-07, 1.87e-08] []
259000 [3.17e-07, 3.98e-07, 4.89e-07, 3.91e-07, 3.08e-07, 5.86e-07, 3.22e-07, 1.22e-06, 2.51e-06, 6.30e-08, 9.03e-07, 1.78e-06, 2.80e-06, 4.51e-06, 3.63e-08, 8.48e-08, 1.04e-07, 1.36e-07, 0.00e+00, 3.45e-07, 3.25e-07, 2.17e-06] [3.17e-07, 3.98e-07, 4.89e-07, 3.91e-07, 3.08e-07, 5.86e-07, 3.22e-07, 1.22e-06, 2.51e-06, 6.30e-08, 9.03e-07, 1.78e-06, 2.80e-06, 4.51e-06, 3.63e-08, 8.48e-08, 1.04e-07, 1.36e-07, 0.00e+00, 3.45e-07, 3.25e-07, 2.17e-06] []
259100 [2.97e-07, 4.41e-07, 5.22e-07, 4.27e-07, 3.68e-07, 5.57e-07, 3.51e-07, 2.18e-07, 1.57e-08, 1.12e-07, 6.40e-07, 1.37e-06, 1.50e-06, 1.91e-06, 5.89e-08, 5.14e-08, 1.50e-07, 1.29e-07, 7.89e-09, 0.00e+00, 1.22e-07, 5.95e-08] [2.97e-07, 4.41e-07, 5.22e-07, 4.27e-07, 3.68e-07, 5.57e-07, 3.51e-07, 2.18e-07, 1.57e-08, 1.12e-07, 6.40e-07, 1.37e-06, 1.50e-06, 1.91e-06, 5.89e-08, 5.14e-08, 1.50e-07, 1.29e-07, 7.89e-09, 0.00e+00, 1.22e-07, 5.95e-08] []
259200 [1.89e-06, 1.21e-06, 1.05e-06, 6.90e-07, 5.12e-07, 1.14e-06, 6.49e-07, 7.54e-06, 1.26e-07, 6.13e-07, 1.89e-05, 1.73e-05, 6.90e-05, 8.42e-05, 6.52e-07, 2.38e-07, 8.49e-07, 3.30e-07, 0.00e+00, 0.00e+00, 5.20e-06, 2.29e-07] [1.89e-06, 1.21e-06, 1.05e-06, 6.90e-07, 5.12e-07, 1.14e-06, 6.49e-07, 7.54e-06, 1.26e-07, 6.13e-07, 1.89e-05, 1.73e-05, 6.90e-05, 8.42e-05, 6.52e-07, 2.38e-07, 8.49e-07, 3.30e-07, 0.00e+00, 0.00e+00, 5.20e-06, 2.29e-07] []
259300 [4.02e-06, 2.21e-06, 7.30e-07, 2.99e-06, 7.77e-07, 1.44e-06, 8.47e-07, 7.05e-06, 5.00e-07, 1.53e-06, 6.15e-05, 5.97e-05, 1.88e-04, 2.09e-04, 0.00e+00, 1.84e-08, 0.00e+00, 0.00e+00, 3.83e-07, 8.46e-08, 2.46e-06, 5.55e-07] [4.02e-06, 2.21e-06, 7.30e-07, 2.99e-06, 7.77e-07, 1.44e-06, 8.47e-07, 7.05e-06, 5.00e-07, 1.53e-06, 6.15e-05, 5.97e-05, 1.88e-04, 2.09e-04, 0.00e+00, 1.84e-08, 0.00e+00, 0.00e+00, 3.83e-07, 8.46e-08, 2.46e-06, 5.55e-07] []
259400 [3.38e-06, 1.60e-06, 8.30e-07, 1.17e-06, 9.14e-07, 1.08e-06, 5.62e-07, 9.31e-06, 8.95e-05, 8.78e-07, 9.08e-05, 5.28e-05, 1.95e-04, 8.31e-05, 2.21e-06, 1.05e-06, 2.84e-06, 2.18e-06, 0.00e+00, 9.03e-06, 5.89e-06, 4.45e-05] [3.38e-06, 1.60e-06, 8.30e-07, 1.17e-06, 9.14e-07, 1.08e-06, 5.62e-07, 9.31e-06, 8.95e-05, 8.78e-07, 9.08e-05, 5.28e-05, 1.95e-04, 8.31e-05, 2.21e-06, 1.05e-06, 2.84e-06, 2.18e-06, 0.00e+00, 9.03e-06, 5.89e-06, 4.45e-05] []
259500 [6.35e-06, 2.24e-06, 8.85e-07, 3.00e-06, 1.06e-06, 1.45e-06, 1.16e-06, 8.74e-07, 2.84e-07, 6.45e-07, 1.46e-04, 1.13e-04, 3.74e-04, 2.60e-04, 0.00e+00, 7.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-08, 1.31e-06, 3.96e-07] [6.35e-06, 2.24e-06, 8.85e-07, 3.00e-06, 1.06e-06, 1.45e-06, 1.16e-06, 8.74e-07, 2.84e-07, 6.45e-07, 1.46e-04, 1.13e-04, 3.74e-04, 2.60e-04, 0.00e+00, 7.64e-07, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-08, 1.31e-06, 3.96e-07] []
259600 [3.53e-07, 9.45e-07, 6.85e-07, 7.74e-07, 6.28e-07, 7.08e-07, 5.37e-07, 3.00e-05, 7.75e-07, 4.66e-06, 2.54e-05, 1.17e-05, 1.91e-05, 4.81e-06, 1.32e-07, 0.00e+00, 9.61e-09, 0.00e+00, 3.17e-06, 0.00e+00, 2.00e-05, 9.71e-07] [3.53e-07, 9.45e-07, 6.85e-07, 7.74e-07, 6.28e-07, 7.08e-07, 5.37e-07, 3.00e-05, 7.75e-07, 4.66e-06, 2.54e-05, 1.17e-05, 1.91e-05, 4.81e-06, 1.32e-07, 0.00e+00, 9.61e-09, 0.00e+00, 3.17e-06, 0.00e+00, 2.00e-05, 9.71e-07] []
259700 [1.51e-06, 1.09e-06, 6.06e-07, 9.13e-07, 5.69e-07, 7.81e-07, 3.92e-07, 4.38e-05, 5.40e-06, 3.30e-07, 1.74e-05, 1.41e-05, 4.62e-05, 5.52e-05, 2.21e-06, 5.45e-07, 9.92e-07, 5.11e-07, 0.00e+00, 6.90e-07, 4.47e-05, 4.35e-06] [1.51e-06, 1.09e-06, 6.06e-07, 9.13e-07, 5.69e-07, 7.81e-07, 3.92e-07, 4.38e-05, 5.40e-06, 3.30e-07, 1.74e-05, 1.41e-05, 4.62e-05, 5.52e-05, 2.21e-06, 5.45e-07, 9.92e-07, 5.11e-07, 0.00e+00, 6.90e-07, 4.47e-05, 4.35e-06] []
259800 [6.30e-07, 6.67e-07, 4.62e-07, 7.80e-07, 4.19e-07, 6.61e-07, 7.06e-07, 4.53e-06, 3.03e-08, 3.47e-08, 1.39e-05, 9.51e-06, 3.17e-05, 1.02e-05, 0.00e+00, 3.71e-08, 1.21e-09, 0.00e+00, 2.08e-07, 1.65e-10, 1.29e-06, 2.02e-05] [6.30e-07, 6.67e-07, 4.62e-07, 7.80e-07, 4.19e-07, 6.61e-07, 7.06e-07, 4.53e-06, 3.03e-08, 3.47e-08, 1.39e-05, 9.51e-06, 3.17e-05, 1.02e-05, 0.00e+00, 3.71e-08, 1.21e-09, 0.00e+00, 2.08e-07, 1.65e-10, 1.29e-06, 2.02e-05] []
259900 [2.68e-06, 1.02e-06, 7.84e-07, 7.01e-07, 8.81e-07, 7.19e-07, 4.46e-07, 4.37e-05, 1.21e-07, 1.56e-07, 5.48e-05, 3.76e-05, 1.28e-04, 1.03e-04, 1.48e-06, 1.69e-06, 1.81e-06, 1.68e-06, 5.60e-06, 1.16e-08, 3.39e-05, 6.96e-08] [2.68e-06, 1.02e-06, 7.84e-07, 7.01e-07, 8.81e-07, 7.19e-07, 4.46e-07, 4.37e-05, 1.21e-07, 1.56e-07, 5.48e-05, 3.76e-05, 1.28e-04, 1.03e-04, 1.48e-06, 1.69e-06, 1.81e-06, 1.68e-06, 5.60e-06, 1.16e-08, 3.39e-05, 6.96e-08] []
260000 [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07] [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07] []
Best model at step 259945:
train loss: 5.41e-06
test loss: 5.41e-06
test metric: []
'train' took 37.559822 s
Best train step: 259945
lambda_a: 8.731809631484593
lambda_b: 6.199083743353916
kappa_a: 2.0822612983955446
kappa_b: 1.580736202346972
Best train step: 259945
lambda_a: 2.1669726372
lambda_b: 1.8244014978
kappa_a: 0.73345446587
kappa_b: 0.45789068937
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
260000 [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07] [2.69e-06, 1.55e-06, 1.15e-06, 1.35e-06, 9.60e-07, 1.06e-06, 7.15e-07, 3.66e-05, 1.28e-06, 4.61e-09, 9.92e-05, 6.45e-05, 1.55e-04, 4.44e-05, 3.04e-07, 1.04e-06, 1.23e-06, 3.29e-07, 0.00e+00, 9.74e-08, 2.84e-05, 6.45e-07] []
260100 [1.01e-06, 4.73e-07, 5.23e-07, 4.60e-07, 3.69e-07, 5.89e-07, 3.36e-07, 3.79e-08, 3.70e-07, 5.48e-07, 6.46e-06, 8.67e-06, 2.53e-05, 4.34e-05, 5.82e-07, 3.35e-07, 4.12e-07, 3.76e-07, 3.31e-08, 0.00e+00, 2.03e-07, 4.55e-07] [1.01e-06, 4.73e-07, 5.23e-07, 4.60e-07, 3.69e-07, 5.89e-07, 3.36e-07, 3.79e-08, 3.70e-07, 5.48e-07, 6.46e-06, 8.67e-06, 2.53e-05, 4.34e-05, 5.82e-07, 3.35e-07, 4.12e-07, 3.76e-07, 3.31e-08, 0.00e+00, 2.03e-07, 4.55e-07] []
260200 [1.91e-07, 3.57e-07, 4.42e-07, 4.11e-07, 2.97e-07, 5.56e-07, 3.24e-07, 1.22e-06, 1.79e-08, 2.82e-12, 7.66e-07, 1.18e-06, 1.59e-06, 7.23e-07, 1.24e-08, 1.78e-08, 1.06e-08, 1.37e-08, 1.21e-09, 3.75e-09, 1.18e-07, 3.30e-08] [1.91e-07, 3.57e-07, 4.42e-07, 4.11e-07, 2.97e-07, 5.56e-07, 3.24e-07, 1.22e-06, 1.79e-08, 2.82e-12, 7.66e-07, 1.18e-06, 1.59e-06, 7.23e-07, 1.24e-08, 1.78e-08, 1.06e-08, 1.37e-08, 1.21e-09, 3.75e-09, 1.18e-07, 3.30e-08] []
260300 [2.10e-07, 3.45e-07, 4.68e-07, 4.33e-07, 3.21e-07, 5.24e-07, 3.35e-07, 1.99e-06, 5.24e-10, 4.74e-08, 1.39e-06, 2.11e-06, 1.73e-06, 1.24e-06, 3.79e-08, 9.78e-09, 5.97e-09, 2.70e-09, 0.00e+00, 1.78e-09, 2.48e-06, 1.94e-08] [2.10e-07, 3.45e-07, 4.68e-07, 4.33e-07, 3.21e-07, 5.24e-07, 3.35e-07, 1.99e-06, 5.24e-10, 4.74e-08, 1.39e-06, 2.11e-06, 1.73e-06, 1.24e-06, 3.79e-08, 9.78e-09, 5.97e-09, 2.70e-09, 0.00e+00, 1.78e-09, 2.48e-06, 1.94e-08] []
260400 [4.01e-07, 3.90e-07, 4.46e-07, 4.00e-07, 3.44e-07, 5.67e-07, 4.03e-07, 1.61e-06, 8.77e-09, 3.65e-07, 1.18e-06, 2.67e-06, 4.62e-06, 8.62e-06, 1.03e-07, 5.22e-08, 1.30e-07, 9.46e-08, 3.31e-07, 0.00e+00, 2.18e-06, 4.28e-06] [4.01e-07, 3.90e-07, 4.46e-07, 4.00e-07, 3.44e-07, 5.67e-07, 4.03e-07, 1.61e-06, 8.77e-09, 3.65e-07, 1.18e-06, 2.67e-06, 4.62e-06, 8.62e-06, 1.03e-07, 5.22e-08, 1.30e-07, 9.46e-08, 3.31e-07, 0.00e+00, 2.18e-06, 4.28e-06] []
260500 [1.18e-06, 6.01e-07, 6.09e-07, 4.52e-07, 6.18e-07, 5.42e-07, 6.84e-07, 2.03e-06, 1.42e-08, 3.64e-06, 1.08e-05, 1.54e-05, 6.18e-06, 7.44e-05, 6.34e-07, 1.00e-06, 2.31e-07, 1.95e-07, 0.00e+00, 3.98e-11, 2.33e-06, 2.47e-08] [1.18e-06, 6.01e-07, 6.09e-07, 4.52e-07, 6.18e-07, 5.42e-07, 6.84e-07, 2.03e-06, 1.42e-08, 3.64e-06, 1.08e-05, 1.54e-05, 6.18e-06, 7.44e-05, 6.34e-07, 1.00e-06, 2.31e-07, 1.95e-07, 0.00e+00, 3.98e-11, 2.33e-06, 2.47e-08] []
260600 [2.06e-06, 8.13e-07, 4.67e-07, 9.61e-07, 5.13e-07, 6.61e-07, 4.89e-07, 7.24e-06, 4.62e-07, 5.65e-07, 2.58e-05, 2.54e-05, 6.42e-05, 4.90e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-07, 1.31e-07, 5.16e-06, 8.84e-07] [2.06e-06, 8.13e-07, 4.67e-07, 9.61e-07, 5.13e-07, 6.61e-07, 4.89e-07, 7.24e-06, 4.62e-07, 5.65e-07, 2.58e-05, 2.54e-05, 6.42e-05, 4.90e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-07, 1.31e-07, 5.16e-06, 8.84e-07] []
260700 [3.87e-05, 8.57e-06, 5.47e-06, 5.74e-06, 5.69e-06, 4.87e-06, 4.67e-06, 5.32e-08, 2.39e-10, 9.11e-05, 1.46e-04, 3.64e-04, 4.34e-04, 2.56e-03, 3.27e-05, 4.85e-05, 1.75e-05, 1.04e-05, 0.00e+00, 8.39e-10, 4.03e-07, 1.12e-08] [3.87e-05, 8.57e-06, 5.47e-06, 5.74e-06, 5.69e-06, 4.87e-06, 4.67e-06, 5.32e-08, 2.39e-10, 9.11e-05, 1.46e-04, 3.64e-04, 4.34e-04, 2.56e-03, 3.27e-05, 4.85e-05, 1.75e-05, 1.04e-05, 0.00e+00, 8.39e-10, 4.03e-07, 1.12e-08] []
260800 [1.45e-07, 3.37e-07, 4.14e-07, 4.18e-07, 2.91e-07, 5.13e-07, 3.23e-07, 9.62e-11, 1.34e-07, 3.59e-09, 2.17e-07, 8.92e-07, 7.13e-07, 3.76e-07, 3.51e-10, 6.00e-12, 5.47e-10, 1.09e-10, 1.19e-08, 9.54e-09, 9.52e-08, 5.70e-08] [1.45e-07, 3.37e-07, 4.14e-07, 4.18e-07, 2.91e-07, 5.13e-07, 3.23e-07, 9.62e-11, 1.34e-07, 3.59e-09, 2.17e-07, 8.92e-07, 7.13e-07, 3.76e-07, 3.51e-10, 6.00e-12, 5.47e-10, 1.09e-10, 1.19e-08, 9.54e-09, 9.52e-08, 5.70e-08] []
260900 [1.93e-07, 3.24e-07, 4.49e-07, 4.16e-07, 3.44e-07, 5.66e-07, 3.58e-07, 2.33e-06, 4.77e-10, 2.23e-07, 5.93e-07, 1.36e-06, 9.32e-07, 1.52e-06, 1.83e-08, 5.82e-09, 6.03e-09, 5.11e-09, 0.00e+00, 5.03e-10, 1.60e-06, 1.60e-08] [1.93e-07, 3.24e-07, 4.49e-07, 4.16e-07, 3.44e-07, 5.66e-07, 3.58e-07, 2.33e-06, 4.77e-10, 2.23e-07, 5.93e-07, 1.36e-06, 9.32e-07, 1.52e-06, 1.83e-08, 5.82e-09, 6.03e-09, 5.11e-09, 0.00e+00, 5.03e-10, 1.60e-06, 1.60e-08] []
261000 [7.27e-07, 5.37e-07, 4.94e-07, 5.33e-07, 3.56e-07, 5.49e-07, 4.25e-07, 4.94e-08, 1.44e-08, 1.34e-06, 8.70e-07, 5.84e-06, 9.67e-06, 2.71e-05, 0.00e+00, 0.00e+00, 5.49e-09, 2.13e-10, 1.07e-08, 1.89e-09, 9.40e-08, 1.88e-08] [7.27e-07, 5.37e-07, 4.94e-07, 5.33e-07, 3.56e-07, 5.49e-07, 4.25e-07, 4.94e-08, 1.44e-08, 1.34e-06, 8.70e-07, 5.84e-06, 9.67e-06, 2.71e-05, 0.00e+00, 0.00e+00, 5.49e-09, 2.13e-10, 1.07e-08, 1.89e-09, 9.40e-08, 1.88e-08] []
261100 [2.38e-06, 8.33e-07, 7.38e-07, 9.48e-07, 5.28e-07, 6.18e-07, 5.43e-07, 6.56e-08, 8.02e-07, 8.50e-07, 1.42e-05, 2.43e-05, 5.48e-05, 9.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.23e-07, 5.37e-07] [2.38e-06, 8.33e-07, 7.38e-07, 9.48e-07, 5.28e-07, 6.18e-07, 5.43e-07, 6.56e-08, 8.02e-07, 8.50e-07, 1.42e-05, 2.43e-05, 5.48e-05, 9.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.23e-07, 5.37e-07] []
261200 [1.08e-06, 1.01e-06, 5.34e-07, 8.15e-07, 5.87e-07, 7.23e-07, 5.23e-07, 2.25e-05, 3.86e-08, 9.26e-08, 1.99e-05, 1.43e-05, 5.32e-05, 5.54e-05, 2.53e-06, 2.64e-07, 7.42e-07, 3.17e-07, 0.00e+00, 0.00e+00, 1.93e-05, 1.04e-07] [1.08e-06, 1.01e-06, 5.34e-07, 8.15e-07, 5.87e-07, 7.23e-07, 5.23e-07, 2.25e-05, 3.86e-08, 9.26e-08, 1.99e-05, 1.43e-05, 5.32e-05, 5.54e-05, 2.53e-06, 2.64e-07, 7.42e-07, 3.17e-07, 0.00e+00, 0.00e+00, 1.93e-05, 1.04e-07] []
261300 [2.22e-07, 4.24e-07, 3.84e-07, 4.97e-07, 3.53e-07, 5.57e-07, 3.58e-07, 7.84e-06, 4.17e-09, 6.89e-09, 2.56e-06, 2.06e-06, 4.68e-06, 3.06e-06, 7.96e-08, 4.81e-10, 4.28e-08, 3.55e-08, 5.88e-07, 0.00e+00, 3.94e-06, 4.75e-08] [2.22e-07, 4.24e-07, 3.84e-07, 4.97e-07, 3.53e-07, 5.57e-07, 3.58e-07, 7.84e-06, 4.17e-09, 6.89e-09, 2.56e-06, 2.06e-06, 4.68e-06, 3.06e-06, 7.96e-08, 4.81e-10, 4.28e-08, 3.55e-08, 5.88e-07, 0.00e+00, 3.94e-06, 4.75e-08] []
261400 [3.67e-07, 4.37e-07, 4.62e-07, 5.26e-07, 3.91e-07, 6.01e-07, 4.55e-07, 2.56e-06, 1.28e-07, 1.70e-09, 7.88e-06, 7.67e-06, 1.80e-05, 9.23e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 1.49e-07, 0.00e+00, 9.37e-07, 1.10e-07] [3.67e-07, 4.37e-07, 4.62e-07, 5.26e-07, 3.91e-07, 6.01e-07, 4.55e-07, 2.56e-06, 1.28e-07, 1.70e-09, 7.88e-06, 7.67e-06, 1.80e-05, 9.23e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 1.49e-07, 0.00e+00, 9.37e-07, 1.10e-07] []
261500 [7.96e-05, 2.03e-05, 8.31e-06, 1.57e-05, 3.03e-05, 1.85e-05, 1.65e-05, 7.91e-07, 1.85e-04, 4.83e-05, 5.86e-04, 1.03e-03, 1.70e-03, 2.16e-03, 2.42e-08, 0.00e+00, 1.48e-05, 7.63e-06, 8.99e-07, 4.21e-05, 4.22e-06, 1.90e-04] [7.96e-05, 2.03e-05, 8.31e-06, 1.57e-05, 3.03e-05, 1.85e-05, 1.65e-05, 7.91e-07, 1.85e-04, 4.83e-05, 5.86e-04, 1.03e-03, 1.70e-03, 2.16e-03, 2.42e-08, 0.00e+00, 1.48e-05, 7.63e-06, 8.99e-07, 4.21e-05, 4.22e-06, 1.90e-04] []
261600 [2.29e-06, 2.58e-06, 2.51e-06, 4.22e-06, 5.46e-06, 1.84e-06, 2.73e-06, 6.24e-06, 1.77e-06, 2.14e-07, 1.09e-05, 9.70e-06, 7.84e-06, 4.22e-07, 2.87e-07, 1.49e-07, 2.63e-07, 3.41e-07, 9.29e-07, 0.00e+00, 4.73e-06, 1.90e-06] [2.29e-06, 2.58e-06, 2.51e-06, 4.22e-06, 5.46e-06, 1.84e-06, 2.73e-06, 6.24e-06, 1.77e-06, 2.14e-07, 1.09e-05, 9.70e-06, 7.84e-06, 4.22e-07, 2.87e-07, 1.49e-07, 2.63e-07, 3.41e-07, 9.29e-07, 0.00e+00, 4.73e-06, 1.90e-06] []
261700 [1.37e-06, 2.04e-06, 2.48e-06, 3.41e-06, 3.23e-06, 1.23e-06, 2.03e-06, 2.05e-08, 4.94e-10, 5.69e-11, 5.51e-06, 3.79e-06, 4.33e-06, 4.33e-08, 1.37e-07, 8.59e-08, 2.96e-07, 1.61e-07, 2.52e-07, 1.47e-09, 1.35e-06, 1.35e-08] [1.37e-06, 2.04e-06, 2.48e-06, 3.41e-06, 3.23e-06, 1.23e-06, 2.03e-06, 2.05e-08, 4.94e-10, 5.69e-11, 5.51e-06, 3.79e-06, 4.33e-06, 4.33e-08, 1.37e-07, 8.59e-08, 2.96e-07, 1.61e-07, 2.52e-07, 1.47e-09, 1.35e-06, 1.35e-08] []
261800 [1.12e-06, 1.92e-06, 2.38e-06, 2.99e-06, 2.83e-06, 1.08e-06, 1.77e-06, 4.70e-07, 2.59e-10, 1.04e-09, 4.43e-06, 2.89e-06, 3.43e-06, 3.27e-08, 7.01e-08, 5.89e-08, 2.38e-07, 1.11e-07, 1.28e-08, 4.30e-10, 4.89e-06, 6.16e-09] [1.12e-06, 1.92e-06, 2.38e-06, 2.99e-06, 2.83e-06, 1.08e-06, 1.77e-06, 4.70e-07, 2.59e-10, 1.04e-09, 4.43e-06, 2.89e-06, 3.43e-06, 3.27e-08, 7.01e-08, 5.89e-08, 2.38e-07, 1.11e-07, 1.28e-08, 4.30e-10, 4.89e-06, 6.16e-09] []
261900 [9.32e-07, 1.93e-06, 2.28e-06, 2.71e-06, 2.70e-06, 1.03e-06, 1.60e-06, 5.79e-07, 5.20e-09, 2.00e-12, 3.82e-06, 2.57e-06, 3.01e-06, 1.22e-07, 4.63e-08, 4.91e-08, 2.04e-07, 8.49e-08, 7.97e-08, 7.84e-10, 1.82e-06, 4.59e-09] [9.32e-07, 1.93e-06, 2.28e-06, 2.71e-06, 2.70e-06, 1.03e-06, 1.60e-06, 5.79e-07, 5.20e-09, 2.00e-12, 3.82e-06, 2.57e-06, 3.01e-06, 1.22e-07, 4.63e-08, 4.91e-08, 2.04e-07, 8.49e-08, 7.97e-08, 7.84e-10, 1.82e-06, 4.59e-09] []
262000 [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05] [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 40.105824 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Best train step: 260657
lambda_a: 2.1668128967
lambda_b: 1.8299462795
kappa_a: 0.73059403896
kappa_b: 0.45842275023
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
262000 [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05] [3.86e-06, 2.92e-06, 3.46e-06, 2.13e-06, 4.19e-06, 9.64e-07, 2.04e-06, 1.24e-06, 2.59e-05, 6.42e-07, 2.16e-05, 2.11e-05, 1.73e-04, 2.82e-04, 2.10e-06, 7.73e-07, 2.84e-06, 2.43e-06, 1.22e-08, 0.00e+00, 3.48e-06, 3.56e-05] []
262100 [9.49e-07, 1.92e-06, 2.14e-06, 2.33e-06, 2.66e-06, 1.07e-06, 1.53e-06, 2.45e-08, 1.84e-08, 4.43e-09, 3.41e-06, 2.46e-06, 2.56e-06, 6.86e-08, 3.92e-08, 3.44e-08, 1.79e-07, 6.87e-08, 2.24e-07, 6.61e-11, 7.71e-07, 1.93e-09] [9.49e-07, 1.92e-06, 2.14e-06, 2.33e-06, 2.66e-06, 1.07e-06, 1.53e-06, 2.45e-08, 1.84e-08, 4.43e-09, 3.41e-06, 2.46e-06, 2.56e-06, 6.86e-08, 3.92e-08, 3.44e-08, 1.79e-07, 6.87e-08, 2.24e-07, 6.61e-11, 7.71e-07, 1.93e-09] []
262200 [8.79e-07, 1.79e-06, 2.09e-06, 2.23e-06, 2.49e-06, 1.01e-06, 1.43e-06, 3.89e-07, 1.52e-10, 6.18e-09, 3.12e-06, 2.15e-06, 2.30e-06, 2.60e-08, 5.60e-08, 3.75e-08, 1.62e-07, 6.02e-08, 5.22e-08, 7.52e-11, 1.55e-06, 1.45e-09] [8.79e-07, 1.79e-06, 2.09e-06, 2.23e-06, 2.49e-06, 1.01e-06, 1.43e-06, 3.89e-07, 1.52e-10, 6.18e-09, 3.12e-06, 2.15e-06, 2.30e-06, 2.60e-08, 5.60e-08, 3.75e-08, 1.62e-07, 6.02e-08, 5.22e-08, 7.52e-11, 1.55e-06, 1.45e-09] []
262300 [1.69e-06, 1.79e-06, 1.99e-06, 1.85e-06, 2.72e-06, 1.03e-06, 1.30e-06, 1.06e-05, 3.38e-10, 3.36e-08, 1.89e-05, 1.26e-05, 3.42e-05, 2.03e-05, 3.52e-07, 3.60e-07, 5.11e-07, 3.03e-07, 6.51e-10, 4.75e-10, 3.96e-06, 6.25e-09] [1.69e-06, 1.79e-06, 1.99e-06, 1.85e-06, 2.72e-06, 1.03e-06, 1.30e-06, 1.06e-05, 3.38e-10, 3.36e-08, 1.89e-05, 1.26e-05, 3.42e-05, 2.03e-05, 3.52e-07, 3.60e-07, 5.11e-07, 3.03e-07, 6.51e-10, 4.75e-10, 3.96e-06, 6.25e-09] []
262400 [1.06e-05, 6.09e-06, 3.20e-06, 3.95e-06, 2.83e-06, 3.59e-06, 1.26e-06, 2.73e-06, 6.25e-11, 8.25e-06, 8.39e-05, 1.43e-04, 3.75e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-07, 1.87e-11, 1.29e-06, 3.26e-09] [1.06e-05, 6.09e-06, 3.20e-06, 3.95e-06, 2.83e-06, 3.59e-06, 1.26e-06, 2.73e-06, 6.25e-11, 8.25e-06, 8.39e-05, 1.43e-04, 3.75e-04, 8.06e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-07, 1.87e-11, 1.29e-06, 3.26e-09] []
262500 [1.33e-05, 3.33e-06, 2.78e-06, 3.35e-06, 3.53e-06, 2.44e-06, 1.68e-06, 7.50e-09, 4.32e-09, 1.64e-05, 6.88e-05, 1.46e-04, 3.51e-04, 1.01e-03, 1.41e-05, 9.99e-06, 6.66e-06, 5.20e-06, 2.16e-07, 1.50e-09, 7.02e-07, 9.70e-09] [1.33e-05, 3.33e-06, 2.78e-06, 3.35e-06, 3.53e-06, 2.44e-06, 1.68e-06, 7.50e-09, 4.32e-09, 1.64e-05, 6.88e-05, 1.46e-04, 3.51e-04, 1.01e-03, 1.41e-05, 9.99e-06, 6.66e-06, 5.20e-06, 2.16e-07, 1.50e-09, 7.02e-07, 9.70e-09] []
262600 [2.59e-06, 2.75e-06, 2.02e-06, 2.03e-06, 2.38e-06, 1.63e-06, 1.12e-06, 7.46e-08, 5.93e-10, 1.60e-06, 2.04e-05, 2.87e-05, 7.79e-05, 1.42e-04, 0.00e+00, 0.00e+00, 1.90e-11, 0.00e+00, 4.42e-08, 8.55e-11, 9.05e-07, 5.13e-09] [2.59e-06, 2.75e-06, 2.02e-06, 2.03e-06, 2.38e-06, 1.63e-06, 1.12e-06, 7.46e-08, 5.93e-10, 1.60e-06, 2.04e-05, 2.87e-05, 7.79e-05, 1.42e-04, 0.00e+00, 0.00e+00, 1.90e-11, 0.00e+00, 4.42e-08, 8.55e-11, 9.05e-07, 5.13e-09] []
262700 [3.06e-06, 2.96e-06, 2.31e-06, 2.27e-06, 2.16e-06, 1.82e-06, 1.06e-06, 5.37e-07, 1.18e-09, 2.18e-06, 2.64e-05, 3.64e-05, 1.04e-04, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-08, 3.34e-12, 1.31e-06, 3.91e-09] [3.06e-06, 2.96e-06, 2.31e-06, 2.27e-06, 2.16e-06, 1.82e-06, 1.06e-06, 5.37e-07, 1.18e-09, 2.18e-06, 2.64e-05, 3.64e-05, 1.04e-04, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-08, 3.34e-12, 1.31e-06, 3.91e-09] []
262800 [5.02e-06, 2.17e-06, 2.36e-06, 2.21e-06, 3.01e-06, 1.80e-06, 1.12e-06, 2.43e-06, 1.52e-07, 2.13e-06, 1.08e-04, 7.35e-05, 3.00e-04, 4.01e-04, 4.55e-06, 2.28e-06, 2.59e-06, 3.18e-06, 3.88e-08, 0.00e+00, 7.81e-07, 1.53e-07] [5.02e-06, 2.17e-06, 2.36e-06, 2.21e-06, 3.01e-06, 1.80e-06, 1.12e-06, 2.43e-06, 1.52e-07, 2.13e-06, 1.08e-04, 7.35e-05, 3.00e-04, 4.01e-04, 4.55e-06, 2.28e-06, 2.59e-06, 3.18e-06, 3.88e-08, 0.00e+00, 7.81e-07, 1.53e-07] []
262900 [3.05e-06, 2.30e-06, 2.01e-06, 1.93e-06, 2.17e-06, 1.35e-06, 1.02e-06, 2.25e-07, 7.95e-11, 1.03e-06, 3.78e-05, 3.84e-05, 1.28e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-08, 3.30e-10, 9.00e-07, 5.08e-09] [3.05e-06, 2.30e-06, 2.01e-06, 1.93e-06, 2.17e-06, 1.35e-06, 1.02e-06, 2.25e-07, 7.95e-11, 1.03e-06, 3.78e-05, 3.84e-05, 1.28e-04, 1.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-08, 3.30e-10, 9.00e-07, 5.08e-09] []
263000 [1.57e-06, 1.45e-06, 1.90e-06, 1.57e-06, 2.04e-06, 1.16e-06, 1.15e-06, 4.42e-08, 1.71e-05, 2.30e-08, 1.85e-05, 1.24e-05, 3.78e-05, 3.07e-05, 1.79e-07, 3.57e-07, 4.44e-07, 2.64e-07, 8.82e-08, 0.00e+00, 4.37e-07, 1.41e-05] [1.57e-06, 1.45e-06, 1.90e-06, 1.57e-06, 2.04e-06, 1.16e-06, 1.15e-06, 4.42e-08, 1.71e-05, 2.30e-08, 1.85e-05, 1.24e-05, 3.78e-05, 3.07e-05, 1.79e-07, 3.57e-07, 4.44e-07, 2.64e-07, 8.82e-08, 0.00e+00, 4.37e-07, 1.41e-05] []
263100 [4.60e-06, 2.94e-06, 1.71e-06, 2.10e-06, 2.37e-06, 1.90e-06, 9.50e-07, 2.21e-08, 8.03e-10, 9.35e-06, 1.46e-05, 5.83e-05, 2.65e-05, 2.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 3.96e-11, 4.59e-07, 2.75e-09] [4.60e-06, 2.94e-06, 1.71e-06, 2.10e-06, 2.37e-06, 1.90e-06, 9.50e-07, 2.21e-08, 8.03e-10, 9.35e-06, 1.46e-05, 5.83e-05, 2.65e-05, 2.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 3.96e-11, 4.59e-07, 2.75e-09] []
263200 [2.11e-06, 1.35e-06, 1.91e-06, 1.66e-06, 1.95e-06, 1.22e-06, 1.09e-06, 4.42e-07, 9.81e-11, 1.14e-06, 1.33e-05, 1.57e-05, 4.46e-05, 9.19e-05, 8.95e-07, 5.38e-07, 7.93e-07, 6.60e-07, 8.60e-08, 1.54e-10, 4.52e-07, 2.40e-09] [2.11e-06, 1.35e-06, 1.91e-06, 1.66e-06, 1.95e-06, 1.22e-06, 1.09e-06, 4.42e-07, 9.81e-11, 1.14e-06, 1.33e-05, 1.57e-05, 4.46e-05, 9.19e-05, 8.95e-07, 5.38e-07, 7.93e-07, 6.60e-07, 8.60e-08, 1.54e-10, 4.52e-07, 2.40e-09] []
263300 [9.22e-07, 1.49e-06, 1.89e-06, 1.77e-06, 1.60e-06, 1.16e-06, 1.01e-06, 2.85e-07, 2.26e-10, 1.61e-07, 5.70e-06, 5.43e-06, 1.53e-05, 1.86e-05, 0.00e+00, 0.00e+00, 2.88e-08, 4.55e-10, 1.50e-07, 3.91e-12, 7.46e-07, 3.45e-09] [9.22e-07, 1.49e-06, 1.89e-06, 1.77e-06, 1.60e-06, 1.16e-06, 1.01e-06, 2.85e-07, 2.26e-10, 1.61e-07, 5.70e-06, 5.43e-06, 1.53e-05, 1.86e-05, 0.00e+00, 0.00e+00, 2.88e-08, 4.55e-10, 1.50e-07, 3.91e-12, 7.46e-07, 3.45e-09] []
263400 [7.52e-07, 1.25e-06, 1.81e-06, 1.73e-06, 1.57e-06, 1.07e-06, 1.00e-06, 1.56e-07, 2.05e-12, 4.93e-08, 2.41e-06, 2.40e-06, 2.83e-06, 3.45e-06, 3.30e-09, 1.34e-10, 7.37e-08, 1.07e-08, 6.82e-08, 4.36e-11, 4.84e-07, 1.97e-09] [7.52e-07, 1.25e-06, 1.81e-06, 1.73e-06, 1.57e-06, 1.07e-06, 1.00e-06, 1.56e-07, 2.05e-12, 4.93e-08, 2.41e-06, 2.40e-06, 2.83e-06, 3.45e-06, 3.30e-09, 1.34e-10, 7.37e-08, 1.07e-08, 6.82e-08, 4.36e-11, 4.84e-07, 1.97e-09] []
263500 [7.27e-07, 1.19e-06, 1.78e-06, 1.73e-06, 1.56e-06, 1.05e-06, 9.99e-07, 1.10e-06, 1.75e-11, 5.68e-08, 2.40e-06, 2.18e-06, 1.81e-06, 1.20e-06, 1.03e-08, 1.09e-08, 7.28e-08, 4.27e-08, 1.02e-07, 1.56e-10, 4.93e-07, 2.27e-09] [7.27e-07, 1.19e-06, 1.78e-06, 1.73e-06, 1.56e-06, 1.05e-06, 9.99e-07, 1.10e-06, 1.75e-11, 5.68e-08, 2.40e-06, 2.18e-06, 1.81e-06, 1.20e-06, 1.03e-08, 1.09e-08, 7.28e-08, 4.27e-08, 1.02e-07, 1.56e-10, 4.93e-07, 2.27e-09] []
263600 [7.46e-07, 1.11e-06, 1.75e-06, 1.69e-06, 1.54e-06, 1.08e-06, 1.00e-06, 4.98e-07, 8.25e-11, 5.45e-11, 3.27e-06, 2.40e-06, 3.50e-06, 1.18e-06, 4.88e-08, 3.21e-08, 1.53e-07, 1.03e-07, 8.55e-08, 1.54e-10, 4.48e-07, 2.29e-09] [7.46e-07, 1.11e-06, 1.75e-06, 1.69e-06, 1.54e-06, 1.08e-06, 1.00e-06, 4.98e-07, 8.25e-11, 5.45e-11, 3.27e-06, 2.40e-06, 3.50e-06, 1.18e-06, 4.88e-08, 3.21e-08, 1.53e-07, 1.03e-07, 8.55e-08, 1.54e-10, 4.48e-07, 2.29e-09] []
263700 [8.82e-07, 1.31e-06, 1.82e-06, 1.70e-06, 1.47e-06, 1.10e-06, 1.02e-06, 1.44e-07, 4.31e-07, 8.61e-08, 6.04e-06, 5.26e-06, 1.55e-05, 1.66e-05, 0.00e+00, 0.00e+00, 3.12e-08, 2.19e-11, 1.02e-08, 7.66e-08, 8.82e-07, 3.47e-07] [8.82e-07, 1.31e-06, 1.82e-06, 1.70e-06, 1.47e-06, 1.10e-06, 1.02e-06, 1.44e-07, 4.31e-07, 8.61e-08, 6.04e-06, 5.26e-06, 1.55e-05, 1.66e-05, 0.00e+00, 0.00e+00, 3.12e-08, 2.19e-11, 1.02e-08, 7.66e-08, 8.82e-07, 3.47e-07] []
263800 [1.18e-06, 9.99e-07, 1.84e-06, 1.76e-06, 1.48e-06, 1.13e-06, 1.06e-06, 2.22e-07, 2.94e-04, 3.50e-08, 1.90e-05, 1.31e-05, 4.57e-05, 4.03e-05, 6.33e-07, 2.92e-07, 5.30e-07, 5.87e-07, 6.76e-08, 5.28e-05, 3.56e-07, 2.12e-04] [1.18e-06, 9.99e-07, 1.84e-06, 1.76e-06, 1.48e-06, 1.13e-06, 1.06e-06, 2.22e-07, 2.94e-04, 3.50e-08, 1.90e-05, 1.31e-05, 4.57e-05, 4.03e-05, 6.33e-07, 2.92e-07, 5.30e-07, 5.87e-07, 6.76e-08, 5.28e-05, 3.56e-07, 2.12e-04] []
263900 [6.86e-07, 1.08e-06, 1.71e-06, 1.72e-06, 1.43e-06, 1.08e-06, 1.03e-06, 1.05e-07, 4.49e-09, 1.30e-09, 2.42e-06, 2.04e-06, 1.97e-06, 1.45e-08, 1.81e-08, 1.40e-08, 1.16e-07, 5.55e-08, 1.27e-07, 3.82e-11, 7.18e-07, 1.79e-09] [6.86e-07, 1.08e-06, 1.71e-06, 1.72e-06, 1.43e-06, 1.08e-06, 1.03e-06, 1.05e-07, 4.49e-09, 1.30e-09, 2.42e-06, 2.04e-06, 1.97e-06, 1.45e-08, 1.81e-08, 1.40e-08, 1.16e-07, 5.55e-08, 1.27e-07, 3.82e-11, 7.18e-07, 1.79e-09] []
264000 [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07] [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.390106 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
264000 [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07] [1.34e-06, 1.31e-06, 1.86e-06, 1.51e-06, 1.71e-06, 1.10e-06, 1.16e-06, 1.97e-06, 4.62e-07, 9.54e-07, 2.45e-05, 1.53e-05, 2.11e-05, 5.50e-06, 1.38e-08, 1.58e-07, 5.08e-08, 4.79e-14, 0.00e+00, 4.69e-08, 4.12e-06, 2.84e-07] []
264100 [4.36e-06, 1.98e-06, 1.65e-06, 1.84e-06, 1.96e-06, 1.71e-06, 1.00e-06, 2.78e-06, 2.38e-05, 2.55e-06, 2.44e-04, 1.40e-04, 5.35e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-06, 2.66e-05] [4.36e-06, 1.98e-06, 1.65e-06, 1.84e-06, 1.96e-06, 1.71e-06, 1.00e-06, 2.78e-06, 2.38e-05, 2.55e-06, 2.44e-04, 1.40e-04, 5.35e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.47e-06, 2.66e-05] []
264200 [5.76e-07, 9.90e-07, 1.66e-06, 1.63e-06, 1.36e-06, 1.02e-06, 1.04e-06, 1.74e-07, 9.53e-09, 1.70e-08, 1.82e-06, 1.86e-06, 2.41e-06, 1.46e-06, 6.65e-10, 8.16e-10, 6.23e-08, 1.48e-08, 4.30e-09, 5.20e-10, 1.54e-07, 2.10e-09] [5.76e-07, 9.90e-07, 1.66e-06, 1.63e-06, 1.36e-06, 1.02e-06, 1.04e-06, 1.74e-07, 9.53e-09, 1.70e-08, 1.82e-06, 1.86e-06, 2.41e-06, 1.46e-06, 6.65e-10, 8.16e-10, 6.23e-08, 1.48e-08, 4.30e-09, 5.20e-10, 1.54e-07, 2.10e-09] []
264300 [6.58e-07, 1.10e-06, 1.66e-06, 1.64e-06, 1.35e-06, 1.06e-06, 1.03e-06, 2.94e-07, 1.03e-12, 1.22e-07, 2.66e-06, 3.29e-06, 7.41e-06, 9.89e-06, 0.00e+00, 0.00e+00, 3.06e-08, 2.26e-10, 4.15e-10, 9.66e-11, 1.29e-07, 1.41e-09] [6.58e-07, 1.10e-06, 1.66e-06, 1.64e-06, 1.35e-06, 1.06e-06, 1.03e-06, 2.94e-07, 1.03e-12, 1.22e-07, 2.66e-06, 3.29e-06, 7.41e-06, 9.89e-06, 0.00e+00, 0.00e+00, 3.06e-08, 2.26e-10, 4.15e-10, 9.66e-11, 1.29e-07, 1.41e-09] []
264400 [2.02e-05, 9.30e-06, 2.98e-06, 5.59e-06, 2.70e-06, 5.87e-06, 1.23e-06, 2.09e-05, 1.79e-06, 2.46e-05, 5.41e-05, 2.49e-04, 3.53e-04, 1.38e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.01e-06] [2.02e-05, 9.30e-06, 2.98e-06, 5.59e-06, 2.70e-06, 5.87e-06, 1.23e-06, 2.09e-05, 1.79e-06, 2.46e-05, 5.41e-05, 2.49e-04, 3.53e-04, 1.38e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.01e-06] []
264500 [7.06e-06, 3.31e-06, 2.55e-06, 2.58e-06, 2.29e-06, 2.74e-06, 9.87e-07, 9.67e-07, 4.58e-08, 5.86e-06, 1.04e-04, 7.95e-05, 3.08e-04, 4.17e-04, 6.81e-06, 1.25e-06, 3.59e-06, 3.66e-06, 7.54e-12, 0.00e+00, 3.11e-07, 9.88e-08] [7.06e-06, 3.31e-06, 2.55e-06, 2.58e-06, 2.29e-06, 2.74e-06, 9.87e-07, 9.67e-07, 4.58e-08, 5.86e-06, 1.04e-04, 7.95e-05, 3.08e-04, 4.17e-04, 6.81e-06, 1.25e-06, 3.59e-06, 3.66e-06, 7.54e-12, 0.00e+00, 3.11e-07, 9.88e-08] []
264600 [3.59e-07, 8.48e-07, 1.60e-06, 1.61e-06, 1.31e-06, 1.10e-06, 1.11e-06, 1.17e-06, 7.54e-08, 3.92e-08, 7.38e-07, 1.79e-06, 2.51e-06, 2.69e-06, 5.23e-10, 1.95e-13, 1.22e-12, 5.18e-11, 3.19e-08, 1.29e-09, 1.91e-07, 1.51e-08] [3.59e-07, 8.48e-07, 1.60e-06, 1.61e-06, 1.31e-06, 1.10e-06, 1.11e-06, 1.17e-06, 7.54e-08, 3.92e-08, 7.38e-07, 1.79e-06, 2.51e-06, 2.69e-06, 5.23e-10, 1.95e-13, 1.22e-12, 5.18e-11, 3.19e-08, 1.29e-09, 1.91e-07, 1.51e-08] []
264700 [4.03e-07, 7.91e-07, 1.59e-06, 1.72e-06, 1.38e-06, 1.03e-06, 1.18e-06, 2.20e-09, 3.83e-07, 4.43e-08, 6.83e-07, 1.47e-06, 1.46e-06, 3.74e-07, 2.26e-08, 6.12e-09, 1.62e-08, 1.27e-08, 8.31e-10, 3.35e-08, 6.42e-08, 2.27e-07] [4.03e-07, 7.91e-07, 1.59e-06, 1.72e-06, 1.38e-06, 1.03e-06, 1.18e-06, 2.20e-09, 3.83e-07, 4.43e-08, 6.83e-07, 1.47e-06, 1.46e-06, 3.74e-07, 2.26e-08, 6.12e-09, 1.62e-08, 1.27e-08, 8.31e-10, 3.35e-08, 6.42e-08, 2.27e-07] []
264800 [1.41e-06, 1.28e-06, 1.63e-06, 1.78e-06, 1.33e-06, 1.26e-06, 1.15e-06, 2.69e-08, 1.63e-07, 2.03e-06, 3.44e-06, 1.74e-05, 2.42e-05, 9.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-08, 1.48e-08, 2.54e-07, 9.05e-08] [1.41e-06, 1.28e-06, 1.63e-06, 1.78e-06, 1.33e-06, 1.26e-06, 1.15e-06, 2.69e-08, 1.63e-07, 2.03e-06, 3.44e-06, 1.74e-05, 2.42e-05, 9.50e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-08, 1.48e-08, 2.54e-07, 9.05e-08] []
264900 [4.83e-07, 8.03e-07, 1.53e-06, 1.61e-06, 1.35e-06, 9.35e-07, 1.23e-06, 2.16e-07, 8.30e-09, 3.91e-08, 8.16e-07, 1.90e-06, 2.17e-06, 3.25e-06, 7.33e-08, 2.44e-11, 4.98e-08, 6.26e-08, 4.94e-08, 6.58e-10, 2.91e-07, 9.55e-09] [4.83e-07, 8.03e-07, 1.53e-06, 1.61e-06, 1.35e-06, 9.35e-07, 1.23e-06, 2.16e-07, 8.30e-09, 3.91e-08, 8.16e-07, 1.90e-06, 2.17e-06, 3.25e-06, 7.33e-08, 2.44e-11, 4.98e-08, 6.26e-08, 4.94e-08, 6.58e-10, 2.91e-07, 9.55e-09] []
265000 [5.18e-07, 9.47e-07, 1.64e-06, 1.77e-06, 1.30e-06, 9.75e-07, 1.25e-06, 2.12e-06, 6.87e-09, 5.49e-07, 1.49e-06, 5.50e-06, 5.60e-06, 2.41e-05, 0.00e+00, 0.00e+00, 1.41e-09, 0.00e+00, 3.55e-07, 1.00e-10, 2.39e-06, 7.08e-09] [5.18e-07, 9.47e-07, 1.64e-06, 1.77e-06, 1.30e-06, 9.75e-07, 1.25e-06, 2.12e-06, 6.87e-09, 5.49e-07, 1.49e-06, 5.50e-06, 5.60e-06, 2.41e-05, 0.00e+00, 0.00e+00, 1.41e-09, 0.00e+00, 3.55e-07, 1.00e-10, 2.39e-06, 7.08e-09] []
265100 [2.44e-06, 1.71e-06, 1.76e-06, 2.00e-06, 1.66e-06, 1.58e-06, 1.30e-06, 6.82e-06, 1.46e-06, 3.55e-06, 7.50e-06, 2.12e-05, 1.62e-05, 1.18e-04, 3.50e-06, 5.45e-07, 5.12e-07, 4.01e-07, 1.19e-06, 0.00e+00, 7.80e-06, 1.08e-06] [2.44e-06, 1.71e-06, 1.76e-06, 2.00e-06, 1.66e-06, 1.58e-06, 1.30e-06, 6.82e-06, 1.46e-06, 3.55e-06, 7.50e-06, 2.12e-05, 1.62e-05, 1.18e-04, 3.50e-06, 5.45e-07, 5.12e-07, 4.01e-07, 1.19e-06, 0.00e+00, 7.80e-06, 1.08e-06] []
265200 [6.48e-07, 8.55e-07, 1.51e-06, 1.59e-06, 1.35e-06, 8.76e-07, 1.21e-06, 3.73e-12, 1.03e-07, 5.96e-07, 2.25e-06, 6.45e-06, 1.17e-05, 3.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-10, 0.00e+00, 5.59e-08, 1.06e-07] [6.48e-07, 8.55e-07, 1.51e-06, 1.59e-06, 1.35e-06, 8.76e-07, 1.21e-06, 3.73e-12, 1.03e-07, 5.96e-07, 2.25e-06, 6.45e-06, 1.17e-05, 3.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-10, 0.00e+00, 5.59e-08, 1.06e-07] []
265300 [4.44e-07, 8.60e-07, 1.67e-06, 1.57e-06, 1.42e-06, 8.22e-07, 1.33e-06, 1.49e-06, 1.15e-07, 8.88e-08, 3.76e-06, 2.09e-06, 7.97e-06, 1.04e-05, 6.79e-12, 1.42e-08, 9.76e-10, 2.31e-10, 0.00e+00, 6.36e-08, 1.19e-06, 4.30e-07] [4.44e-07, 8.60e-07, 1.67e-06, 1.57e-06, 1.42e-06, 8.22e-07, 1.33e-06, 1.49e-06, 1.15e-07, 8.88e-08, 3.76e-06, 2.09e-06, 7.97e-06, 1.04e-05, 6.79e-12, 1.42e-08, 9.76e-10, 2.31e-10, 0.00e+00, 6.36e-08, 1.19e-06, 4.30e-07] []
265400 [1.38e-05, 3.42e-06, 3.48e-06, 2.45e-06, 3.72e-06, 3.04e-06, 2.11e-06, 4.27e-10, 4.13e-05, 1.57e-05, 4.95e-05, 1.25e-04, 2.52e-04, 8.66e-04, 9.40e-06, 1.31e-05, 5.24e-06, 6.12e-06, 3.84e-09, 0.00e+00, 3.42e-08, 2.77e-05] [1.38e-05, 3.42e-06, 3.48e-06, 2.45e-06, 3.72e-06, 3.04e-06, 2.11e-06, 4.27e-10, 4.13e-05, 1.57e-05, 4.95e-05, 1.25e-04, 2.52e-04, 8.66e-04, 9.40e-06, 1.31e-05, 5.24e-06, 6.12e-06, 3.84e-09, 0.00e+00, 3.42e-08, 2.77e-05] []
265500 [3.03e-05, 1.30e-05, 4.09e-06, 7.83e-06, 3.36e-06, 8.60e-06, 1.55e-06, 2.07e-04, 5.57e-09, 3.27e-05, 8.40e-05, 3.58e-04, 5.15e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.80e-10, 2.18e-04, 9.13e-09] [3.03e-05, 1.30e-05, 4.09e-06, 7.83e-06, 3.36e-06, 8.60e-06, 1.55e-06, 2.07e-04, 5.57e-09, 3.27e-05, 8.40e-05, 3.58e-04, 5.15e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.80e-10, 2.18e-04, 9.13e-09] []
265600 [6.02e-06, 3.21e-06, 2.02e-06, 2.76e-06, 1.58e-06, 2.23e-06, 1.29e-06, 2.52e-06, 3.69e-09, 5.50e-06, 3.95e-05, 7.32e-05, 1.88e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-10, 1.68e-06, 1.64e-08] [6.02e-06, 3.21e-06, 2.02e-06, 2.76e-06, 1.58e-06, 2.23e-06, 1.29e-06, 2.52e-06, 3.69e-09, 5.50e-06, 3.95e-05, 7.32e-05, 1.88e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-10, 1.68e-06, 1.64e-08] []
265700 [9.41e-06, 4.56e-06, 2.36e-06, 3.49e-06, 1.75e-06, 3.11e-06, 1.31e-06, 2.98e-05, 5.40e-10, 8.33e-06, 6.10e-05, 1.13e-04, 2.89e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-11, 2.89e-05, 1.13e-08] [9.41e-06, 4.56e-06, 2.36e-06, 3.49e-06, 1.75e-06, 3.11e-06, 1.31e-06, 2.98e-05, 5.40e-10, 8.33e-06, 6.10e-05, 1.13e-04, 2.89e-04, 6.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.64e-11, 2.89e-05, 1.13e-08] []
265800 [2.18e-07, 6.80e-07, 1.41e-06, 1.46e-06, 1.46e-06, 8.19e-07, 1.37e-06, 3.09e-07, 6.75e-14, 3.88e-09, 3.27e-07, 1.42e-06, 1.43e-06, 8.12e-08, 1.33e-08, 1.59e-09, 2.72e-09, 4.10e-09, 1.69e-08, 1.63e-10, 1.01e-07, 4.34e-09] [2.18e-07, 6.80e-07, 1.41e-06, 1.46e-06, 1.46e-06, 8.19e-07, 1.37e-06, 3.09e-07, 6.75e-14, 3.88e-09, 3.27e-07, 1.42e-06, 1.43e-06, 8.12e-08, 1.33e-08, 1.59e-09, 2.72e-09, 4.10e-09, 1.69e-08, 1.63e-10, 1.01e-07, 4.34e-09] []
265900 [2.03e-07, 7.18e-07, 1.38e-06, 1.45e-06, 1.47e-06, 7.99e-07, 1.37e-06, 3.16e-08, 9.58e-09, 2.51e-08, 8.91e-07, 2.07e-06, 1.58e-06, 1.29e-06, 1.98e-09, 1.87e-09, 1.26e-09, 1.16e-09, 0.00e+00, 2.03e-10, 1.35e-07, 3.07e-09] [2.03e-07, 7.18e-07, 1.38e-06, 1.45e-06, 1.47e-06, 7.99e-07, 1.37e-06, 3.16e-08, 9.58e-09, 2.51e-08, 8.91e-07, 2.07e-06, 1.58e-06, 1.29e-06, 1.98e-09, 1.87e-09, 1.26e-09, 1.16e-09, 0.00e+00, 2.03e-10, 1.35e-07, 3.07e-09] []
266000 [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07] [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.582059 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
266000 [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07] [2.39e-07, 7.13e-07, 1.29e-06, 1.44e-06, 1.44e-06, 8.36e-07, 1.51e-06, 5.49e-06, 3.38e-06, 6.73e-08, 9.53e-06, 7.76e-06, 1.91e-05, 3.78e-06, 5.47e-08, 8.51e-09, 4.14e-08, 1.91e-07, 3.24e-07, 0.00e+00, 2.15e-06, 4.00e-07] []
266100 [1.74e-06, 1.34e-06, 1.48e-06, 1.66e-06, 1.52e-06, 1.00e-06, 1.44e-06, 2.30e-05, 4.17e-09, 6.90e-07, 5.29e-05, 3.90e-05, 1.39e-04, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-10, 1.96e-05, 5.85e-09] [1.74e-06, 1.34e-06, 1.48e-06, 1.66e-06, 1.52e-06, 1.00e-06, 1.44e-06, 2.30e-05, 4.17e-09, 6.90e-07, 5.29e-05, 3.90e-05, 1.39e-04, 1.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-10, 1.96e-05, 5.85e-09] []
266200 [5.79e-05, 1.99e-05, 7.30e-06, 1.35e-05, 8.93e-06, 1.31e-05, 3.57e-06, 4.04e-06, 1.17e-06, 1.96e-04, 1.51e-04, 5.52e-04, 8.22e-04, 4.01e-03, 1.23e-04, 4.86e-05, 2.97e-05, 2.33e-05, 7.13e-07, 0.00e+00, 4.56e-06, 2.82e-06] [5.79e-05, 1.99e-05, 7.30e-06, 1.35e-05, 8.93e-06, 1.31e-05, 3.57e-06, 4.04e-06, 1.17e-06, 1.96e-04, 1.51e-04, 5.52e-04, 8.22e-04, 4.01e-03, 1.23e-04, 4.86e-05, 2.97e-05, 2.33e-05, 7.13e-07, 0.00e+00, 4.56e-06, 2.82e-06] []
266300 [9.55e-07, 1.68e-06, 1.55e-06, 2.21e-06, 1.89e-06, 1.13e-06, 1.72e-06, 1.35e-06, 3.55e-07, 1.30e-07, 5.46e-06, 7.70e-06, 7.68e-06, 5.25e-07, 7.30e-08, 3.05e-08, 1.47e-07, 7.20e-08, 7.52e-08, 1.22e-08, 4.97e-07, 7.33e-08] [9.55e-07, 1.68e-06, 1.55e-06, 2.21e-06, 1.89e-06, 1.13e-06, 1.72e-06, 1.35e-06, 3.55e-07, 1.30e-07, 5.46e-06, 7.70e-06, 7.68e-06, 5.25e-07, 7.30e-08, 3.05e-08, 1.47e-07, 7.20e-08, 7.52e-08, 1.22e-08, 4.97e-07, 7.33e-08] []
266400 [4.67e-07, 1.18e-06, 1.55e-06, 1.77e-06, 1.41e-06, 1.02e-06, 1.29e-06, 6.04e-08, 2.57e-08, 7.79e-10, 2.29e-06, 2.57e-06, 2.70e-06, 2.41e-08, 4.86e-08, 2.22e-09, 1.07e-07, 8.79e-08, 7.96e-09, 3.15e-09, 6.42e-08, 1.97e-08] [4.67e-07, 1.18e-06, 1.55e-06, 1.77e-06, 1.41e-06, 1.02e-06, 1.29e-06, 6.04e-08, 2.57e-08, 7.79e-10, 2.29e-06, 2.57e-06, 2.70e-06, 2.41e-08, 4.86e-08, 2.22e-09, 1.07e-07, 8.79e-08, 7.96e-09, 3.15e-09, 6.42e-08, 1.97e-08] []
266500 [2.78e-07, 1.10e-06, 1.47e-06, 1.50e-06, 1.35e-06, 1.15e-06, 1.13e-06, 3.87e-06, 1.99e-09, 1.62e-07, 5.56e-06, 3.75e-06, 4.69e-06, 4.12e-07, 5.84e-09, 1.77e-09, 6.90e-08, 6.03e-08, 1.60e-06, 1.34e-12, 1.05e-05, 4.33e-09] [2.78e-07, 1.10e-06, 1.47e-06, 1.50e-06, 1.35e-06, 1.15e-06, 1.13e-06, 3.87e-06, 1.99e-09, 1.62e-07, 5.56e-06, 3.75e-06, 4.69e-06, 4.12e-07, 5.84e-09, 1.77e-09, 6.90e-08, 6.03e-08, 1.60e-06, 1.34e-12, 1.05e-05, 4.33e-09] []
266600 [2.09e-07, 1.03e-06, 1.47e-06, 1.48e-06, 1.36e-06, 1.04e-06, 1.12e-06, 7.04e-08, 3.24e-09, 7.43e-09, 6.71e-07, 1.58e-06, 1.69e-06, 3.56e-07, 9.93e-09, 9.58e-10, 1.15e-08, 1.08e-08, 2.35e-08, 6.77e-13, 1.85e-07, 4.50e-09] [2.09e-07, 1.03e-06, 1.47e-06, 1.48e-06, 1.36e-06, 1.04e-06, 1.12e-06, 7.04e-08, 3.24e-09, 7.43e-09, 6.71e-07, 1.58e-06, 1.69e-06, 3.56e-07, 9.93e-09, 9.58e-10, 1.15e-08, 1.08e-08, 2.35e-08, 6.77e-13, 1.85e-07, 4.50e-09] []
266700 [1.84e-07, 9.95e-07, 1.40e-06, 1.42e-06, 1.40e-06, 1.07e-06, 1.68e-06, 4.47e-07, 1.99e-05, 2.38e-09, 2.81e-07, 1.58e-06, 1.54e-06, 3.97e-07, 3.09e-09, 0.00e+00, 1.30e-08, 0.00e+00, 4.79e-08, 2.00e-06, 2.97e-07, 1.35e-05] [1.84e-07, 9.95e-07, 1.40e-06, 1.42e-06, 1.40e-06, 1.07e-06, 1.68e-06, 4.47e-07, 1.99e-05, 2.38e-09, 2.81e-07, 1.58e-06, 1.54e-06, 3.97e-07, 3.09e-09, 0.00e+00, 1.30e-08, 0.00e+00, 4.79e-08, 2.00e-06, 2.97e-07, 1.35e-05] []
266800 [7.06e-05, 2.91e-05, 7.19e-06, 1.86e-05, 7.64e-06, 1.78e-05, 1.80e-06, 4.18e-06, 1.28e-07, 9.13e-05, 1.33e-04, 9.32e-04, 7.30e-04, 4.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.95e-06, 1.59e-07] [7.06e-05, 2.91e-05, 7.19e-06, 1.86e-05, 7.64e-06, 1.78e-05, 1.80e-06, 4.18e-06, 1.28e-07, 9.13e-05, 1.33e-04, 9.32e-04, 7.30e-04, 4.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.95e-06, 1.59e-07] []
266900 [2.00e-07, 8.37e-07, 1.37e-06, 1.49e-06, 1.44e-06, 9.65e-07, 1.44e-06, 2.47e-07, 1.16e-09, 2.88e-09, 2.26e-07, 1.46e-06, 1.42e-06, 2.77e-07, 3.61e-09, 6.06e-11, 2.11e-09, 7.37e-12, 3.76e-08, 1.92e-10, 2.38e-07, 5.92e-09] [2.00e-07, 8.37e-07, 1.37e-06, 1.49e-06, 1.44e-06, 9.65e-07, 1.44e-06, 2.47e-07, 1.16e-09, 2.88e-09, 2.26e-07, 1.46e-06, 1.42e-06, 2.77e-07, 3.61e-09, 6.06e-11, 2.11e-09, 7.37e-12, 3.76e-08, 1.92e-10, 2.38e-07, 5.92e-09] []
267000 [1.39e-05, 3.88e-06, 3.86e-06, 2.84e-06, 4.21e-06, 3.28e-06, 2.44e-06, 6.53e-07, 5.23e-09, 1.52e-05, 7.09e-05, 1.40e-04, 3.22e-04, 9.98e-04, 9.59e-06, 1.33e-05, 4.84e-06, 4.43e-06, 1.54e-07, 1.55e-11, 1.04e-06, 9.14e-09] [1.39e-05, 3.88e-06, 3.86e-06, 2.84e-06, 4.21e-06, 3.28e-06, 2.44e-06, 6.53e-07, 5.23e-09, 1.52e-05, 7.09e-05, 1.40e-04, 3.22e-04, 9.98e-04, 9.59e-06, 1.33e-05, 4.84e-06, 4.43e-06, 1.54e-07, 1.55e-11, 1.04e-06, 9.14e-09] []
267100 [1.92e-07, 7.43e-07, 1.39e-06, 1.43e-06, 1.44e-06, 8.90e-07, 1.38e-06, 4.57e-08, 2.47e-09, 9.92e-09, 3.67e-07, 1.59e-06, 1.95e-06, 1.07e-06, 5.84e-11, 3.69e-11, 2.93e-11, 1.36e-10, 7.37e-13, 5.39e-11, 6.16e-08, 5.11e-09] [1.92e-07, 7.43e-07, 1.39e-06, 1.43e-06, 1.44e-06, 8.90e-07, 1.38e-06, 4.57e-08, 2.47e-09, 9.92e-09, 3.67e-07, 1.59e-06, 1.95e-06, 1.07e-06, 5.84e-11, 3.69e-11, 2.93e-11, 1.36e-10, 7.37e-13, 5.39e-11, 6.16e-08, 5.11e-09] []
267200 [2.12e-07, 6.85e-07, 1.35e-06, 1.45e-06, 1.49e-06, 8.68e-07, 1.38e-06, 2.97e-08, 4.89e-09, 1.85e-12, 1.65e-06, 2.41e-06, 4.78e-06, 2.07e-06, 6.88e-08, 2.65e-09, 2.73e-08, 1.54e-08, 3.05e-09, 5.33e-11, 2.59e-08, 2.85e-09] [2.12e-07, 6.85e-07, 1.35e-06, 1.45e-06, 1.49e-06, 8.68e-07, 1.38e-06, 2.97e-08, 4.89e-09, 1.85e-12, 1.65e-06, 2.41e-06, 4.78e-06, 2.07e-06, 6.88e-08, 2.65e-09, 2.73e-08, 1.54e-08, 3.05e-09, 5.33e-11, 2.59e-08, 2.85e-09] []
267300 [2.07e-07, 7.39e-07, 1.40e-06, 1.49e-06, 1.53e-06, 8.02e-07, 1.41e-06, 1.06e-06, 2.98e-10, 1.80e-08, 3.68e-07, 1.70e-06, 1.60e-06, 1.17e-06, 1.82e-09, 0.00e+00, 5.23e-09, 2.65e-09, 1.43e-07, 2.06e-10, 9.68e-07, 1.61e-09] [2.07e-07, 7.39e-07, 1.40e-06, 1.49e-06, 1.53e-06, 8.02e-07, 1.41e-06, 1.06e-06, 2.98e-10, 1.80e-08, 3.68e-07, 1.70e-06, 1.60e-06, 1.17e-06, 1.82e-09, 0.00e+00, 5.23e-09, 2.65e-09, 1.43e-07, 2.06e-10, 9.68e-07, 1.61e-09] []
267400 [1.13e-06, 1.01e-06, 1.40e-06, 1.33e-06, 1.65e-06, 9.11e-07, 1.55e-06, 1.11e-05, 1.71e-05, 8.89e-07, 6.70e-06, 1.06e-05, 3.23e-05, 5.33e-05, 6.83e-07, 2.08e-07, 2.50e-07, 2.21e-07, 5.32e-07, 0.00e+00, 3.40e-06, 8.83e-05] [1.13e-06, 1.01e-06, 1.40e-06, 1.33e-06, 1.65e-06, 9.11e-07, 1.55e-06, 1.11e-05, 1.71e-05, 8.89e-07, 6.70e-06, 1.06e-05, 3.23e-05, 5.33e-05, 6.83e-07, 2.08e-07, 2.50e-07, 2.21e-07, 5.32e-07, 0.00e+00, 3.40e-06, 8.83e-05] []
267500 [1.05e-06, 1.58e-06, 1.34e-06, 1.60e-06, 1.74e-06, 1.32e-06, 1.38e-06, 8.69e-06, 7.56e-09, 1.29e-06, 2.52e-06, 1.34e-05, 1.10e-05, 5.49e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.51e-07, 4.14e-10, 5.92e-06, 2.92e-09] [1.05e-06, 1.58e-06, 1.34e-06, 1.60e-06, 1.74e-06, 1.32e-06, 1.38e-06, 8.69e-06, 7.56e-09, 1.29e-06, 2.52e-06, 1.34e-05, 1.10e-05, 5.49e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.51e-07, 4.14e-10, 5.92e-06, 2.92e-09] []
267600 [8.09e-05, 3.36e-05, 9.29e-06, 1.86e-05, 7.53e-06, 2.26e-05, 2.75e-06, 2.74e-04, 9.01e-09, 9.65e-05, 1.58e-04, 9.97e-04, 9.74e-04, 5.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-11, 3.40e-04, 7.09e-09] [8.09e-05, 3.36e-05, 9.29e-06, 1.86e-05, 7.53e-06, 2.26e-05, 2.75e-06, 2.74e-04, 9.01e-09, 9.65e-05, 1.58e-04, 9.97e-04, 9.74e-04, 5.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-11, 3.40e-04, 7.09e-09] []
267700 [1.83e-07, 6.70e-07, 1.36e-06, 1.44e-06, 1.56e-06, 7.02e-07, 1.55e-06, 1.72e-09, 2.78e-12, 8.76e-09, 2.65e-07, 1.61e-06, 1.67e-06, 1.68e-07, 1.93e-08, 2.12e-09, 1.99e-09, 2.76e-09, 5.21e-09, 1.21e-10, 3.25e-08, 1.33e-09] [1.83e-07, 6.70e-07, 1.36e-06, 1.44e-06, 1.56e-06, 7.02e-07, 1.55e-06, 1.72e-09, 2.78e-12, 8.76e-09, 2.65e-07, 1.61e-06, 1.67e-06, 1.68e-07, 1.93e-08, 2.12e-09, 1.99e-09, 2.76e-09, 5.21e-09, 1.21e-10, 3.25e-08, 1.33e-09] []
267800 [7.38e-06, 3.61e-06, 2.93e-06, 2.29e-06, 2.61e-06, 2.42e-06, 1.48e-06, 1.21e-06, 3.71e-07, 9.90e-06, 1.11e-04, 9.03e-05, 3.69e-04, 5.54e-04, 7.97e-06, 1.75e-06, 3.23e-06, 3.64e-06, 6.39e-07, 4.99e-08, 3.89e-06, 3.17e-07] [7.38e-06, 3.61e-06, 2.93e-06, 2.29e-06, 2.61e-06, 2.42e-06, 1.48e-06, 1.21e-06, 3.71e-07, 9.90e-06, 1.11e-04, 9.03e-05, 3.69e-04, 5.54e-04, 7.97e-06, 1.75e-06, 3.23e-06, 3.64e-06, 6.39e-07, 4.99e-08, 3.89e-06, 3.17e-07] []
267900 [1.26e-07, 6.49e-07, 1.34e-06, 1.37e-06, 1.52e-06, 7.00e-07, 1.51e-06, 1.27e-08, 1.23e-10, 7.67e-09, 2.20e-07, 1.68e-06, 1.80e-06, 5.33e-07, 9.61e-10, 3.39e-10, 3.80e-12, 4.25e-10, 3.42e-10, 1.01e-10, 1.15e-08, 1.12e-09] [1.26e-07, 6.49e-07, 1.34e-06, 1.37e-06, 1.52e-06, 7.00e-07, 1.51e-06, 1.27e-08, 1.23e-10, 7.67e-09, 2.20e-07, 1.68e-06, 1.80e-06, 5.33e-07, 9.61e-10, 3.39e-10, 3.80e-12, 4.25e-10, 3.42e-10, 1.01e-10, 1.15e-08, 1.12e-09] []
268000 [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05] [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 39.773637 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
268000 [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05] [1.97e-07, 6.60e-07, 1.24e-06, 1.44e-06, 1.64e-06, 6.88e-07, 1.68e-06, 8.09e-07, 2.24e-05, 4.36e-08, 4.62e-07, 2.23e-06, 2.85e-06, 3.11e-06, 1.37e-07, 1.16e-08, 1.93e-08, 2.09e-08, 0.00e+00, 0.00e+00, 4.93e-07, 3.81e-05] []
268100 [3.17e-07, 1.04e-06, 1.28e-06, 1.30e-06, 1.61e-06, 1.05e-06, 1.49e-06, 6.10e-06, 1.94e-09, 1.07e-06, 2.33e-05, 2.11e-05, 1.45e-05, 2.21e-05, 0.00e+00, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 3.98e-11, 3.72e-06, 4.40e-09] [3.17e-07, 1.04e-06, 1.28e-06, 1.30e-06, 1.61e-06, 1.05e-06, 1.49e-06, 6.10e-06, 1.94e-09, 1.07e-06, 2.33e-05, 2.11e-05, 1.45e-05, 2.21e-05, 0.00e+00, 0.00e+00, 4.72e-09, 0.00e+00, 0.00e+00, 3.98e-11, 3.72e-06, 4.40e-09] []
268200 [2.53e-05, 6.93e-06, 3.77e-06, 4.68e-06, 5.19e-06, 4.89e-06, 3.06e-06, 8.89e-07, 3.22e-11, 4.29e-05, 1.10e-04, 3.03e-04, 5.92e-04, 2.16e-03, 3.46e-05, 2.95e-05, 9.53e-06, 8.76e-06, 8.24e-08, 4.68e-11, 5.55e-07, 4.72e-09] [2.53e-05, 6.93e-06, 3.77e-06, 4.68e-06, 5.19e-06, 4.89e-06, 3.06e-06, 8.89e-07, 3.22e-11, 4.29e-05, 1.10e-04, 3.03e-04, 5.92e-04, 2.16e-03, 3.46e-05, 2.95e-05, 9.53e-06, 8.76e-06, 8.24e-08, 4.68e-11, 5.55e-07, 4.72e-09] []
268300 [1.16e-07, 6.43e-07, 1.31e-06, 1.34e-06, 1.58e-06, 6.71e-07, 1.59e-06, 4.63e-08, 3.54e-10, 9.06e-11, 1.72e-07, 1.66e-06, 1.76e-06, 2.88e-08, 1.28e-08, 1.57e-09, 1.29e-09, 2.42e-09, 2.68e-10, 6.60e-11, 1.94e-08, 1.49e-09] [1.16e-07, 6.43e-07, 1.31e-06, 1.34e-06, 1.58e-06, 6.71e-07, 1.59e-06, 4.63e-08, 3.54e-10, 9.06e-11, 1.72e-07, 1.66e-06, 1.76e-06, 2.88e-08, 1.28e-08, 1.57e-09, 1.29e-09, 2.42e-09, 2.68e-10, 6.60e-11, 1.94e-08, 1.49e-09] []
268400 [2.16e-07, 7.83e-07, 1.40e-06, 1.50e-06, 1.72e-06, 7.21e-07, 1.65e-06, 2.58e-06, 1.33e-07, 1.59e-09, 2.51e-06, 3.14e-06, 1.03e-05, 8.28e-06, 1.10e-08, 0.00e+00, 2.79e-09, 0.00e+00, 1.24e-07, 9.46e-09, 8.12e-07, 6.33e-08] [2.16e-07, 7.83e-07, 1.40e-06, 1.50e-06, 1.72e-06, 7.21e-07, 1.65e-06, 2.58e-06, 1.33e-07, 1.59e-09, 2.51e-06, 3.14e-06, 1.03e-05, 8.28e-06, 1.10e-08, 0.00e+00, 2.79e-09, 0.00e+00, 1.24e-07, 9.46e-09, 8.12e-07, 6.33e-08] []
268500 [9.50e-06, 4.98e-06, 2.23e-06, 3.56e-06, 1.98e-06, 3.62e-06, 1.53e-06, 1.35e-04, 3.98e-07, 1.26e-05, 2.46e-05, 1.16e-04, 1.65e-04, 6.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 0.00e+00, 6.99e-05, 4.99e-07] [9.50e-06, 4.98e-06, 2.23e-06, 3.56e-06, 1.98e-06, 3.62e-06, 1.53e-06, 1.35e-04, 3.98e-07, 1.26e-05, 2.46e-05, 1.16e-04, 1.65e-04, 6.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 0.00e+00, 6.99e-05, 4.99e-07] []
268600 [7.08e-07, 9.85e-07, 1.36e-06, 1.39e-06, 1.59e-06, 8.62e-07, 1.58e-06, 1.35e-09, 2.67e-11, 8.66e-07, 3.00e-06, 9.75e-06, 1.95e-05, 5.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.97e-11, 6.18e-11, 8.85e-09, 2.80e-09] [7.08e-07, 9.85e-07, 1.36e-06, 1.39e-06, 1.59e-06, 8.62e-07, 1.58e-06, 1.35e-09, 2.67e-11, 8.66e-07, 3.00e-06, 9.75e-06, 1.95e-05, 5.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.97e-11, 6.18e-11, 8.85e-09, 2.80e-09] []
268700 [1.21e-06, 1.27e-06, 1.32e-06, 1.45e-06, 1.75e-06, 1.20e-06, 1.54e-06, 1.42e-05, 5.83e-08, 8.67e-07, 7.15e-06, 1.35e-05, 3.41e-05, 6.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 5.88e-08] [1.21e-06, 1.27e-06, 1.32e-06, 1.45e-06, 1.75e-06, 1.20e-06, 1.54e-06, 1.42e-05, 5.83e-08, 8.67e-07, 7.15e-06, 1.35e-05, 3.41e-05, 6.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 5.88e-08] []
268800 [2.93e-07, 8.13e-07, 1.34e-06, 1.32e-06, 1.63e-06, 6.69e-07, 1.71e-06, 1.20e-06, 2.75e-07, 2.71e-07, 3.47e-06, 3.85e-06, 4.91e-06, 2.67e-07, 1.28e-08, 0.00e+00, 1.96e-09, 0.00e+00, 0.00e+00, 9.86e-11, 2.05e-06, 5.76e-09] [2.93e-07, 8.13e-07, 1.34e-06, 1.32e-06, 1.63e-06, 6.69e-07, 1.71e-06, 1.20e-06, 2.75e-07, 2.71e-07, 3.47e-06, 3.85e-06, 4.91e-06, 2.67e-07, 1.28e-08, 0.00e+00, 1.96e-09, 0.00e+00, 0.00e+00, 9.86e-11, 2.05e-06, 5.76e-09] []
268900 [1.94e-06, 1.54e-06, 1.74e-06, 1.26e-06, 2.22e-06, 9.45e-07, 1.91e-06, 1.38e-06, 7.59e-09, 3.14e-06, 3.10e-05, 2.90e-05, 2.27e-05, 1.91e-05, 5.24e-08, 8.03e-07, 0.00e+00, 0.00e+00, 2.70e-08, 3.36e-10, 1.55e-07, 1.63e-09] [1.94e-06, 1.54e-06, 1.74e-06, 1.26e-06, 2.22e-06, 9.45e-07, 1.91e-06, 1.38e-06, 7.59e-09, 3.14e-06, 3.10e-05, 2.90e-05, 2.27e-05, 1.91e-05, 5.24e-08, 8.03e-07, 0.00e+00, 0.00e+00, 2.70e-08, 3.36e-10, 1.55e-07, 1.63e-09] []
269000 [2.97e-07, 6.31e-07, 1.29e-06, 1.28e-06, 1.65e-06, 6.87e-07, 1.66e-06, 4.16e-08, 2.25e-10, 2.06e-07, 1.66e-06, 3.78e-06, 8.89e-06, 1.43e-05, 2.31e-07, 4.94e-08, 6.65e-08, 6.40e-08, 2.27e-10, 2.35e-10, 2.80e-08, 1.28e-09] [2.97e-07, 6.31e-07, 1.29e-06, 1.28e-06, 1.65e-06, 6.87e-07, 1.66e-06, 4.16e-08, 2.25e-10, 2.06e-07, 1.66e-06, 3.78e-06, 8.89e-06, 1.43e-05, 2.31e-07, 4.94e-08, 6.65e-08, 6.40e-08, 2.27e-10, 2.35e-10, 2.80e-08, 1.28e-09] []
269100 [9.46e-08, 6.69e-07, 1.34e-06, 1.35e-06, 1.66e-06, 6.48e-07, 1.68e-06, 1.21e-07, 1.82e-10, 3.54e-09, 2.78e-07, 2.16e-06, 2.20e-06, 1.09e-07, 1.90e-10, 2.93e-11, 9.72e-10, 2.58e-10, 2.00e-11, 1.16e-10, 7.52e-09, 7.03e-10] [9.46e-08, 6.69e-07, 1.34e-06, 1.35e-06, 1.66e-06, 6.48e-07, 1.68e-06, 1.21e-07, 1.82e-10, 3.54e-09, 2.78e-07, 2.16e-06, 2.20e-06, 1.09e-07, 1.90e-10, 2.93e-11, 9.72e-10, 2.58e-10, 2.00e-11, 1.16e-10, 7.52e-09, 7.03e-10] []
269200 [1.37e-06, 1.37e-06, 1.76e-06, 1.59e-06, 1.62e-06, 1.19e-06, 1.62e-06, 2.72e-06, 1.47e-04, 1.39e-06, 1.19e-05, 1.84e-05, 5.55e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-05, 2.15e-06, 1.11e-04] [1.37e-06, 1.37e-06, 1.76e-06, 1.59e-06, 1.62e-06, 1.19e-06, 1.62e-06, 2.72e-06, 1.47e-04, 1.39e-06, 1.19e-05, 1.84e-05, 5.55e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-05, 2.15e-06, 1.11e-04] []
269300 [6.46e-06, 3.55e-06, 1.96e-06, 2.88e-06, 1.83e-06, 2.55e-06, 1.61e-06, 5.35e-08, 4.66e-08, 7.92e-06, 2.30e-05, 7.64e-05, 1.46e-04, 4.58e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.24e-08, 2.05e-08] [6.46e-06, 3.55e-06, 1.96e-06, 2.88e-06, 1.83e-06, 2.55e-06, 1.61e-06, 5.35e-08, 4.66e-08, 7.92e-06, 2.30e-05, 7.64e-05, 1.46e-04, 4.58e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.24e-08, 2.05e-08] []
269400 [1.75e-06, 1.67e-06, 1.52e-06, 1.58e-06, 1.91e-06, 1.13e-06, 1.53e-06, 2.78e-06, 1.61e-09, 2.09e-06, 1.33e-05, 1.78e-05, 5.88e-05, 1.10e-04, 3.07e-06, 2.65e-07, 2.24e-07, 9.71e-07, 0.00e+00, 1.17e-09, 2.27e-06, 6.44e-09] [1.75e-06, 1.67e-06, 1.52e-06, 1.58e-06, 1.91e-06, 1.13e-06, 1.53e-06, 2.78e-06, 1.61e-09, 2.09e-06, 1.33e-05, 1.78e-05, 5.88e-05, 1.10e-04, 3.07e-06, 2.65e-07, 2.24e-07, 9.71e-07, 0.00e+00, 1.17e-09, 2.27e-06, 6.44e-09] []
269500 [4.47e-06, 1.66e-06, 1.40e-06, 1.84e-06, 2.37e-06, 1.16e-06, 1.68e-06, 1.21e-05, 2.11e-07, 5.06e-06, 2.37e-05, 4.15e-05, 9.68e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-07, 1.25e-06, 0.00e+00, 7.25e-06, 7.83e-07] [4.47e-06, 1.66e-06, 1.40e-06, 1.84e-06, 2.37e-06, 1.16e-06, 1.68e-06, 1.21e-05, 2.11e-07, 5.06e-06, 2.37e-05, 4.15e-05, 9.68e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-07, 1.25e-06, 0.00e+00, 7.25e-06, 7.83e-07] []
269600 [1.01e-07, 6.71e-07, 1.32e-06, 1.26e-06, 1.64e-06, 6.54e-07, 1.62e-06, 8.61e-08, 4.48e-09, 1.22e-09, 1.31e-07, 1.85e-06, 2.06e-06, 6.87e-08, 1.75e-08, 2.47e-09, 1.22e-09, 1.67e-09, 2.62e-09, 4.68e-11, 1.60e-08, 2.00e-09] [1.01e-07, 6.71e-07, 1.32e-06, 1.26e-06, 1.64e-06, 6.54e-07, 1.62e-06, 8.61e-08, 4.48e-09, 1.22e-09, 1.31e-07, 1.85e-06, 2.06e-06, 6.87e-08, 1.75e-08, 2.47e-09, 1.22e-09, 1.67e-09, 2.62e-09, 4.68e-11, 1.60e-08, 2.00e-09] []
269700 [2.54e-07, 7.26e-07, 1.25e-06, 1.39e-06, 1.76e-06, 6.55e-07, 2.02e-06, 7.21e-08, 7.16e-06, 2.32e-07, 1.61e-06, 3.78e-06, 2.72e-06, 5.48e-06, 2.24e-07, 4.12e-10, 3.54e-09, 5.26e-09, 0.00e+00, 3.00e-07, 8.84e-08, 1.81e-06] [2.54e-07, 7.26e-07, 1.25e-06, 1.39e-06, 1.76e-06, 6.55e-07, 2.02e-06, 7.21e-08, 7.16e-06, 2.32e-07, 1.61e-06, 3.78e-06, 2.72e-06, 5.48e-06, 2.24e-07, 4.12e-10, 3.54e-09, 5.26e-09, 0.00e+00, 3.00e-07, 8.84e-08, 1.81e-06] []
269800 [1.70e-06, 1.18e-06, 1.45e-06, 1.44e-06, 2.01e-06, 7.98e-07, 2.00e-06, 5.63e-06, 1.07e-09, 1.88e-06, 9.87e-06, 2.01e-05, 9.72e-06, 8.79e-05, 1.64e-06, 6.39e-07, 1.28e-07, 2.79e-07, 2.35e-07, 5.66e-10, 1.47e-06, 2.41e-09] [1.70e-06, 1.18e-06, 1.45e-06, 1.44e-06, 2.01e-06, 7.98e-07, 2.00e-06, 5.63e-06, 1.07e-09, 1.88e-06, 9.87e-06, 2.01e-05, 9.72e-06, 8.79e-05, 1.64e-06, 6.39e-07, 1.28e-07, 2.79e-07, 2.35e-07, 5.66e-10, 1.47e-06, 2.41e-09] []
269900 [2.66e-05, 1.18e-05, 4.04e-06, 7.59e-06, 3.10e-06, 8.45e-06, 1.85e-06, 2.19e-06, 1.36e-10, 3.44e-05, 8.13e-05, 3.21e-04, 5.17e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-10, 2.16e-06, 1.96e-09] [2.66e-05, 1.18e-05, 4.04e-06, 7.59e-06, 3.10e-06, 8.45e-06, 1.85e-06, 2.19e-06, 1.36e-10, 3.44e-05, 8.13e-05, 3.21e-04, 5.17e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-10, 2.16e-06, 1.96e-09] []
270000 [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09] [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 41.852420 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
270000 [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09] [8.12e-08, 6.70e-07, 1.30e-06, 1.28e-06, 1.65e-06, 6.63e-07, 1.72e-06, 6.24e-07, 1.95e-11, 1.60e-09, 4.00e-07, 2.19e-06, 3.02e-06, 1.23e-06, 2.89e-13, 2.22e-10, 0.00e+00, 1.98e-10, 0.00e+00, 1.30e-10, 6.62e-07, 1.20e-09] []
270100 [1.47e-07, 7.92e-07, 1.35e-06, 1.36e-06, 1.69e-06, 7.28e-07, 1.76e-06, 6.11e-08, 5.94e-09, 1.82e-07, 5.94e-07, 3.37e-06, 3.86e-06, 9.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.62e-11, 6.57e-08, 4.62e-09] [1.47e-07, 7.92e-07, 1.35e-06, 1.36e-06, 1.69e-06, 7.28e-07, 1.76e-06, 6.11e-08, 5.94e-09, 1.82e-07, 5.94e-07, 3.37e-06, 3.86e-06, 9.95e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 3.62e-11, 6.57e-08, 4.62e-09] []
270200 [3.44e-07, 9.65e-07, 1.47e-06, 1.39e-06, 1.64e-06, 8.32e-07, 1.68e-06, 9.01e-07, 5.08e-08, 1.36e-07, 6.42e-07, 7.60e-06, 7.87e-06, 2.68e-05, 0.00e+00, 0.00e+00, 1.89e-09, 0.00e+00, 6.93e-08, 3.84e-09, 4.62e-07, 2.54e-08] [3.44e-07, 9.65e-07, 1.47e-06, 1.39e-06, 1.64e-06, 8.32e-07, 1.68e-06, 9.01e-07, 5.08e-08, 1.36e-07, 6.42e-07, 7.60e-06, 7.87e-06, 2.68e-05, 0.00e+00, 0.00e+00, 1.89e-09, 0.00e+00, 6.93e-08, 3.84e-09, 4.62e-07, 2.54e-08] []
270300 [1.24e-04, 2.15e-05, 5.22e-06, 1.47e-05, 1.50e-05, 7.45e-06, 4.85e-06, 5.72e-06, 6.08e-04, 1.62e-04, 3.67e-04, 6.80e-04, 8.96e-04, 3.88e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-05, 1.17e-03] [1.24e-04, 2.15e-05, 5.22e-06, 1.47e-05, 1.50e-05, 7.45e-06, 4.85e-06, 5.72e-06, 6.08e-04, 1.62e-04, 3.67e-04, 6.80e-04, 8.96e-04, 3.88e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.38e-05, 1.17e-03] []
270400 [1.88e-07, 6.37e-07, 1.34e-06, 2.50e-06, 2.46e-06, 4.56e-07, 3.71e-06, 1.05e-08, 1.06e-07, 3.71e-07, 6.08e-07, 4.06e-06, 3.67e-06, 1.81e-08, 5.51e-09, 0.00e+00, 4.51e-11, 4.61e-09, 0.00e+00, 1.22e-10, 1.50e-08, 1.52e-07] [1.88e-07, 6.37e-07, 1.34e-06, 2.50e-06, 2.46e-06, 4.56e-07, 3.71e-06, 1.05e-08, 1.06e-07, 3.71e-07, 6.08e-07, 4.06e-06, 3.67e-06, 1.81e-08, 5.51e-09, 0.00e+00, 4.51e-11, 4.61e-09, 0.00e+00, 1.22e-10, 1.50e-08, 1.52e-07] []
270500 [1.01e-07, 7.28e-07, 1.31e-06, 2.05e-06, 2.10e-06, 5.27e-07, 2.88e-06, 2.51e-04, 4.60e-11, 5.65e-09, 3.76e-07, 2.83e-06, 2.98e-06, 6.86e-09, 2.49e-08, 4.05e-10, 1.48e-10, 2.05e-09, 3.12e-05, 6.80e-10, 1.49e-04, 5.68e-09] [1.01e-07, 7.28e-07, 1.31e-06, 2.05e-06, 2.10e-06, 5.27e-07, 2.88e-06, 2.51e-04, 4.60e-11, 5.65e-09, 3.76e-07, 2.83e-06, 2.98e-06, 6.86e-09, 2.49e-08, 4.05e-10, 1.48e-10, 2.05e-09, 3.12e-05, 6.80e-10, 1.49e-04, 5.68e-09] []
270600 [5.83e-08, 5.69e-07, 1.30e-06, 1.56e-06, 1.89e-06, 6.27e-07, 2.41e-06, 4.16e-08, 4.63e-12, 6.14e-11, 2.01e-07, 2.44e-06, 2.60e-06, 3.51e-09, 1.96e-08, 2.74e-10, 1.00e-10, 8.79e-10, 1.30e-10, 2.63e-10, 1.10e-08, 2.61e-09] [5.83e-08, 5.69e-07, 1.30e-06, 1.56e-06, 1.89e-06, 6.27e-07, 2.41e-06, 4.16e-08, 4.63e-12, 6.14e-11, 2.01e-07, 2.44e-06, 2.60e-06, 3.51e-09, 1.96e-08, 2.74e-10, 1.00e-10, 8.79e-10, 1.30e-10, 2.63e-10, 1.10e-08, 2.61e-09] []
270700 [6.90e-05, 2.19e-05, 7.01e-06, 1.64e-05, 1.28e-05, 1.23e-05, 3.19e-06, 1.02e-05, 3.64e-08, 1.61e-04, 1.93e-04, 8.76e-04, 8.89e-04, 5.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.68e-07, 7.49e-11, 2.86e-06, 1.01e-08] [6.90e-05, 2.19e-05, 7.01e-06, 1.64e-05, 1.28e-05, 1.23e-05, 3.19e-06, 1.02e-05, 3.64e-08, 1.61e-04, 1.93e-04, 8.76e-04, 8.89e-04, 5.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.68e-07, 7.49e-11, 2.86e-06, 1.01e-08] []
270800 [1.63e-07, 9.55e-07, 1.43e-06, 1.17e-06, 1.94e-06, 8.97e-07, 2.54e-06, 8.27e-05, 8.07e-11, 1.21e-10, 1.31e-07, 3.09e-06, 3.17e-06, 4.04e-08, 3.05e-08, 5.57e-08, 6.39e-09, 1.42e-11, 0.00e+00, 2.10e-10, 7.26e-05, 9.95e-10] [1.63e-07, 9.55e-07, 1.43e-06, 1.17e-06, 1.94e-06, 8.97e-07, 2.54e-06, 8.27e-05, 8.07e-11, 1.21e-10, 1.31e-07, 3.09e-06, 3.17e-06, 4.04e-08, 3.05e-08, 5.57e-08, 6.39e-09, 1.42e-11, 0.00e+00, 2.10e-10, 7.26e-05, 9.95e-10] []
270900 [7.81e-08, 8.91e-07, 1.33e-06, 9.43e-07, 1.75e-06, 9.55e-07, 2.22e-06, 2.14e-07, 1.02e-11, 1.86e-10, 7.55e-08, 2.71e-06, 2.86e-06, 7.16e-09, 1.84e-08, 1.87e-08, 7.10e-10, 2.59e-11, 7.59e-12, 8.76e-11, 4.03e-08, 6.81e-10] [7.81e-08, 8.91e-07, 1.33e-06, 9.43e-07, 1.75e-06, 9.55e-07, 2.22e-06, 2.14e-07, 1.02e-11, 1.86e-10, 7.55e-08, 2.71e-06, 2.86e-06, 7.16e-09, 1.84e-08, 1.87e-08, 7.10e-10, 2.59e-11, 7.59e-12, 8.76e-11, 4.03e-08, 6.81e-10] []
271000 [9.75e-08, 8.21e-07, 1.26e-06, 7.84e-07, 1.57e-06, 9.24e-07, 1.95e-06, 3.85e-09, 8.34e-11, 6.81e-08, 2.30e-07, 3.22e-06, 3.84e-06, 3.76e-06, 0.00e+00, 2.16e-09, 0.00e+00, 0.00e+00, 1.05e-09, 4.66e-11, 9.61e-09, 9.89e-10] [9.75e-08, 8.21e-07, 1.26e-06, 7.84e-07, 1.57e-06, 9.24e-07, 1.95e-06, 3.85e-09, 8.34e-11, 6.81e-08, 2.30e-07, 3.22e-06, 3.84e-06, 3.76e-06, 0.00e+00, 2.16e-09, 0.00e+00, 0.00e+00, 1.05e-09, 4.66e-11, 9.61e-09, 9.89e-10] []
271100 [1.05e-07, 6.70e-07, 1.32e-06, 8.63e-07, 1.55e-06, 6.71e-07, 1.79e-06, 3.14e-10, 6.81e-10, 9.73e-13, 3.29e-07, 3.06e-06, 3.32e-06, 4.48e-07, 5.25e-09, 9.88e-10, 6.04e-12, 1.27e-09, 4.74e-12, 8.37e-11, 1.04e-08, 4.85e-10] [1.05e-07, 6.70e-07, 1.32e-06, 8.63e-07, 1.55e-06, 6.71e-07, 1.79e-06, 3.14e-10, 6.81e-10, 9.73e-13, 3.29e-07, 3.06e-06, 3.32e-06, 4.48e-07, 5.25e-09, 9.88e-10, 6.04e-12, 1.27e-09, 4.74e-12, 8.37e-11, 1.04e-08, 4.85e-10] []
271200 [6.82e-08, 5.79e-07, 1.24e-06, 7.43e-07, 1.37e-06, 8.03e-07, 1.52e-06, 1.89e-06, 4.03e-11, 1.54e-09, 1.42e-07, 2.39e-06, 2.51e-06, 1.27e-08, 2.20e-08, 1.22e-09, 2.74e-10, 8.63e-10, 1.41e-07, 2.21e-11, 9.35e-07, 4.82e-10] [6.82e-08, 5.79e-07, 1.24e-06, 7.43e-07, 1.37e-06, 8.03e-07, 1.52e-06, 1.89e-06, 4.03e-11, 1.54e-09, 1.42e-07, 2.39e-06, 2.51e-06, 1.27e-08, 2.20e-08, 1.22e-09, 2.74e-10, 8.63e-10, 1.41e-07, 2.21e-11, 9.35e-07, 4.82e-10] []
271300 [4.25e-07, 6.33e-07, 1.27e-06, 9.26e-07, 1.42e-06, 6.75e-07, 1.53e-06, 7.67e-07, 1.46e-05, 2.61e-07, 4.10e-06, 5.75e-06, 1.51e-05, 1.97e-05, 3.32e-07, 4.23e-08, 1.22e-07, 1.28e-07, 4.86e-08, 0.00e+00, 3.24e-07, 1.46e-05] [4.25e-07, 6.33e-07, 1.27e-06, 9.26e-07, 1.42e-06, 6.75e-07, 1.53e-06, 7.67e-07, 1.46e-05, 2.61e-07, 4.10e-06, 5.75e-06, 1.51e-05, 1.97e-05, 3.32e-07, 4.23e-08, 1.22e-07, 1.28e-07, 4.86e-08, 0.00e+00, 3.24e-07, 1.46e-05] []
271400 [3.00e-06, 1.40e-06, 1.77e-06, 2.03e-06, 2.31e-06, 1.34e-06, 1.67e-06, 3.92e-07, 6.23e-09, 9.65e-06, 2.04e-05, 3.97e-05, 1.70e-05, 1.77e-04, 6.93e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-08, 1.53e-09, 2.26e-07, 9.43e-09] [3.00e-06, 1.40e-06, 1.77e-06, 2.03e-06, 2.31e-06, 1.34e-06, 1.67e-06, 3.92e-07, 6.23e-09, 9.65e-06, 2.04e-05, 3.97e-05, 1.70e-05, 1.77e-04, 6.93e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.38e-08, 1.53e-09, 2.26e-07, 9.43e-09] []
271500 [9.38e-08, 5.14e-07, 1.29e-06, 7.82e-07, 1.19e-06, 6.68e-07, 1.21e-06, 4.25e-08, 3.62e-10, 4.25e-08, 4.04e-07, 2.55e-06, 3.42e-06, 2.86e-06, 0.00e+00, 6.29e-10, 0.00e+00, 4.42e-10, 2.32e-10, 1.98e-11, 2.40e-08, 1.34e-09] [9.38e-08, 5.14e-07, 1.29e-06, 7.82e-07, 1.19e-06, 6.68e-07, 1.21e-06, 4.25e-08, 3.62e-10, 4.25e-08, 4.04e-07, 2.55e-06, 3.42e-06, 2.86e-06, 0.00e+00, 6.29e-10, 0.00e+00, 4.42e-10, 2.32e-10, 1.98e-11, 2.40e-08, 1.34e-09] []
271600 [1.14e-07, 4.70e-07, 1.28e-06, 7.90e-07, 1.20e-06, 6.25e-07, 1.33e-06, 2.44e-07, 3.38e-07, 2.73e-08, 2.26e-07, 2.11e-06, 2.12e-06, 7.54e-07, 4.46e-08, 1.74e-09, 3.03e-09, 2.75e-09, 3.83e-09, 5.44e-08, 1.99e-08, 3.48e-07] [1.14e-07, 4.70e-07, 1.28e-06, 7.90e-07, 1.20e-06, 6.25e-07, 1.33e-06, 2.44e-07, 3.38e-07, 2.73e-08, 2.26e-07, 2.11e-06, 2.12e-06, 7.54e-07, 4.46e-08, 1.74e-09, 3.03e-09, 2.75e-09, 3.83e-09, 5.44e-08, 1.99e-08, 3.48e-07] []
271700 [3.61e-07, 5.37e-07, 1.27e-06, 8.91e-07, 1.20e-06, 5.86e-07, 1.26e-06, 2.84e-09, 4.41e-12, 1.56e-07, 4.77e-06, 5.48e-06, 1.49e-05, 1.32e-05, 3.18e-07, 1.53e-08, 8.04e-08, 8.61e-08, 1.23e-09, 1.66e-10, 8.96e-09, 7.69e-10] [3.61e-07, 5.37e-07, 1.27e-06, 8.91e-07, 1.20e-06, 5.86e-07, 1.26e-06, 2.84e-09, 4.41e-12, 1.56e-07, 4.77e-06, 5.48e-06, 1.49e-05, 1.32e-05, 3.18e-07, 1.53e-08, 8.04e-08, 8.61e-08, 1.23e-09, 1.66e-10, 8.96e-09, 7.69e-10] []
271800 [3.98e-06, 2.01e-06, 1.53e-06, 2.07e-06, 1.43e-06, 1.44e-06, 1.36e-06, 1.42e-07, 1.29e-07, 5.24e-06, 4.83e-05, 5.74e-05, 2.03e-04, 2.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-08, 1.02e-08, 3.03e-07, 6.62e-08] [3.98e-06, 2.01e-06, 1.53e-06, 2.07e-06, 1.43e-06, 1.44e-06, 1.36e-06, 1.42e-07, 1.29e-07, 5.24e-06, 4.83e-05, 5.74e-05, 2.03e-04, 2.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-08, 1.02e-08, 3.03e-07, 6.62e-08] []
271900 [7.95e-08, 4.28e-07, 1.32e-06, 7.04e-07, 1.10e-06, 6.81e-07, 1.07e-06, 1.55e-09, 1.12e-09, 2.53e-08, 2.99e-07, 2.11e-06, 2.58e-06, 1.69e-06, 5.78e-11, 1.59e-09, 0.00e+00, 7.45e-10, 0.00e+00, 1.02e-11, 1.08e-07, 1.09e-09] [7.95e-08, 4.28e-07, 1.32e-06, 7.04e-07, 1.10e-06, 6.81e-07, 1.07e-06, 1.55e-09, 1.12e-09, 2.53e-08, 2.99e-07, 2.11e-06, 2.58e-06, 1.69e-06, 5.78e-11, 1.59e-09, 0.00e+00, 7.45e-10, 0.00e+00, 1.02e-11, 1.08e-07, 1.09e-09] []
272000 [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08] [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 40.235627 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
272000 [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08] [1.22e-07, 4.18e-07, 1.29e-06, 7.38e-07, 1.12e-06, 6.08e-07, 1.27e-06, 9.66e-08, 7.95e-09, 1.42e-07, 5.08e-07, 2.26e-06, 1.98e-06, 7.87e-07, 5.44e-08, 1.74e-09, 1.30e-09, 2.98e-09, 3.16e-09, 2.23e-11, 1.85e-08, 1.71e-08] []
272100 [1.98e-07, 4.42e-07, 1.28e-06, 7.44e-07, 1.16e-06, 5.66e-07, 1.21e-06, 3.99e-06, 2.81e-10, 1.55e-07, 1.40e-06, 3.16e-06, 6.32e-06, 5.01e-06, 4.95e-08, 4.92e-09, 2.26e-08, 1.60e-08, 0.00e+00, 5.46e-11, 3.70e-06, 9.51e-10] [1.98e-07, 4.42e-07, 1.28e-06, 7.44e-07, 1.16e-06, 5.66e-07, 1.21e-06, 3.99e-06, 2.81e-10, 1.55e-07, 1.40e-06, 3.16e-06, 6.32e-06, 5.01e-06, 4.95e-08, 4.92e-09, 2.26e-08, 1.60e-08, 0.00e+00, 5.46e-11, 3.70e-06, 9.51e-10] []
272200 [4.05e-06, 1.29e-06, 1.59e-06, 1.85e-06, 1.76e-06, 1.09e-06, 1.25e-06, 2.36e-05, 6.73e-08, 1.93e-06, 1.02e-04, 7.82e-05, 2.78e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-06, 0.00e+00, 1.23e-05, 1.40e-07] [4.05e-06, 1.29e-06, 1.59e-06, 1.85e-06, 1.76e-06, 1.09e-06, 1.25e-06, 2.36e-05, 6.73e-08, 1.93e-06, 1.02e-04, 7.82e-05, 2.78e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-06, 0.00e+00, 1.23e-05, 1.40e-07] []
272300 [3.61e-06, 1.01e-06, 1.72e-06, 9.69e-07, 1.56e-06, 1.01e-06, 1.34e-06, 9.22e-06, 5.26e-08, 6.29e-06, 9.38e-06, 3.54e-05, 4.42e-05, 2.22e-04, 3.08e-06, 2.12e-06, 8.96e-07, 8.51e-07, 1.19e-06, 3.20e-09, 6.92e-06, 2.12e-08] [3.61e-06, 1.01e-06, 1.72e-06, 9.69e-07, 1.56e-06, 1.01e-06, 1.34e-06, 9.22e-06, 5.26e-08, 6.29e-06, 9.38e-06, 3.54e-05, 4.42e-05, 2.22e-04, 3.08e-06, 2.12e-06, 8.96e-07, 8.51e-07, 1.19e-06, 3.20e-09, 6.92e-06, 2.12e-08] []
272400 [2.82e-06, 1.44e-06, 1.94e-06, 2.31e-06, 1.49e-06, 1.42e-06, 1.58e-06, 1.02e-06, 2.10e-05, 2.02e-06, 1.86e-05, 2.98e-05, 8.41e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 9.88e-07, 9.94e-06] [2.82e-06, 1.44e-06, 1.94e-06, 2.31e-06, 1.49e-06, 1.42e-06, 1.58e-06, 1.02e-06, 2.10e-05, 2.02e-06, 1.86e-05, 2.98e-05, 8.41e-05, 1.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 9.88e-07, 9.94e-06] []
272500 [3.10e-05, 1.11e-05, 3.95e-06, 6.95e-06, 3.11e-06, 7.34e-06, 1.59e-06, 2.17e-04, 1.31e-08, 3.84e-05, 8.15e-05, 3.32e-04, 5.35e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-12, 2.30e-04, 1.09e-08] [3.10e-05, 1.11e-05, 3.95e-06, 6.95e-06, 3.11e-06, 7.34e-06, 1.59e-06, 2.17e-04, 1.31e-08, 3.84e-05, 8.15e-05, 3.32e-04, 5.35e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-12, 2.30e-04, 1.09e-08] []
272600 [1.18e-07, 3.52e-07, 1.31e-06, 6.33e-07, 1.10e-06, 6.40e-07, 1.06e-06, 1.32e-07, 1.62e-09, 3.14e-08, 2.73e-07, 1.91e-06, 2.07e-06, 1.12e-06, 5.76e-08, 6.60e-09, 3.63e-09, 6.32e-09, 1.05e-09, 1.08e-10, 6.68e-09, 5.62e-10] [1.18e-07, 3.52e-07, 1.31e-06, 6.33e-07, 1.10e-06, 6.40e-07, 1.06e-06, 1.32e-07, 1.62e-09, 3.14e-08, 2.73e-07, 1.91e-06, 2.07e-06, 1.12e-06, 5.76e-08, 6.60e-09, 3.63e-09, 6.32e-09, 1.05e-09, 1.08e-10, 6.68e-09, 5.62e-10] []
272700 [6.84e-08, 4.05e-07, 1.28e-06, 6.24e-07, 1.13e-06, 6.62e-07, 1.12e-06, 2.44e-07, 3.02e-05, 6.38e-08, 8.09e-07, 2.35e-06, 2.01e-06, 5.98e-07, 3.23e-10, 2.43e-09, 6.22e-11, 1.89e-10, 1.15e-08, 2.80e-06, 7.25e-08, 1.38e-05] [6.84e-08, 4.05e-07, 1.28e-06, 6.24e-07, 1.13e-06, 6.62e-07, 1.12e-06, 2.44e-07, 3.02e-05, 6.38e-08, 8.09e-07, 2.35e-06, 2.01e-06, 5.98e-07, 3.23e-10, 2.43e-09, 6.22e-11, 1.89e-10, 1.15e-08, 2.80e-06, 7.25e-08, 1.38e-05] []
272800 [5.63e-07, 6.35e-07, 1.32e-06, 9.90e-07, 1.25e-06, 6.25e-07, 1.31e-06, 8.34e-07, 4.16e-08, 8.46e-07, 3.98e-06, 9.37e-06, 4.17e-06, 3.47e-05, 7.57e-07, 7.29e-08, 6.39e-08, 3.26e-08, 6.51e-08, 2.27e-10, 4.34e-07, 1.19e-08] [5.63e-07, 6.35e-07, 1.32e-06, 9.90e-07, 1.25e-06, 6.25e-07, 1.31e-06, 8.34e-07, 4.16e-08, 8.46e-07, 3.98e-06, 9.37e-06, 4.17e-06, 3.47e-05, 7.57e-07, 7.29e-08, 6.39e-08, 3.26e-08, 6.51e-08, 2.27e-10, 4.34e-07, 1.19e-08] []
272900 [2.01e-05, 8.05e-06, 2.92e-06, 6.46e-06, 2.73e-06, 5.11e-06, 1.39e-06, 3.00e-05, 2.66e-05, 4.27e-05, 2.91e-05, 2.35e-04, 2.66e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 2.80e-05, 4.70e-05] [2.01e-05, 8.05e-06, 2.92e-06, 6.46e-06, 2.73e-06, 5.11e-06, 1.39e-06, 3.00e-05, 2.66e-05, 4.27e-05, 2.91e-05, 2.35e-04, 2.66e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 2.80e-05, 4.70e-05] []
273000 [1.76e-05, 6.65e-06, 2.80e-06, 4.62e-06, 2.08e-06, 4.49e-06, 1.34e-06, 7.90e-05, 2.24e-08, 2.42e-05, 4.11e-05, 1.87e-04, 2.91e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-06, 0.00e+00, 4.11e-05, 4.04e-08] [1.76e-05, 6.65e-06, 2.80e-06, 4.62e-06, 2.08e-06, 4.49e-06, 1.34e-06, 7.90e-05, 2.24e-08, 2.42e-05, 4.11e-05, 1.87e-04, 2.91e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-06, 0.00e+00, 4.11e-05, 4.04e-08] []
273100 [3.37e-07, 3.49e-07, 1.30e-06, 5.87e-07, 1.11e-06, 6.59e-07, 1.07e-06, 3.84e-08, 9.70e-10, 2.92e-07, 1.16e-06, 3.81e-06, 7.31e-06, 1.45e-05, 2.26e-07, 7.16e-08, 6.20e-08, 5.77e-08, 2.28e-10, 1.94e-10, 5.74e-09, 9.75e-10] [3.37e-07, 3.49e-07, 1.30e-06, 5.87e-07, 1.11e-06, 6.59e-07, 1.07e-06, 3.84e-08, 9.70e-10, 2.92e-07, 1.16e-06, 3.81e-06, 7.31e-06, 1.45e-05, 2.26e-07, 7.16e-08, 6.20e-08, 5.77e-08, 2.28e-10, 1.94e-10, 5.74e-09, 9.75e-10] []
273200 [1.56e-07, 3.43e-07, 1.29e-06, 5.96e-07, 1.13e-06, 6.60e-07, 1.05e-06, 6.40e-08, 1.76e-11, 7.89e-08, 3.24e-07, 2.06e-06, 2.28e-06, 2.05e-06, 6.59e-08, 2.37e-08, 5.74e-09, 9.42e-09, 0.00e+00, 1.35e-11, 7.54e-08, 3.19e-10] [1.56e-07, 3.43e-07, 1.29e-06, 5.96e-07, 1.13e-06, 6.60e-07, 1.05e-06, 6.40e-08, 1.76e-11, 7.89e-08, 3.24e-07, 2.06e-06, 2.28e-06, 2.05e-06, 6.59e-08, 2.37e-08, 5.74e-09, 9.42e-09, 0.00e+00, 1.35e-11, 7.54e-08, 3.19e-10] []
273300 [1.40e-07, 3.43e-07, 1.27e-06, 5.78e-07, 1.19e-06, 6.31e-07, 1.12e-06, 1.02e-06, 1.92e-06, 6.81e-08, 2.31e-06, 3.27e-06, 5.46e-06, 2.11e-06, 0.00e+00, 5.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-07, 6.84e-07, 1.49e-06] [1.40e-07, 3.43e-07, 1.27e-06, 5.78e-07, 1.19e-06, 6.31e-07, 1.12e-06, 1.02e-06, 1.92e-06, 6.81e-08, 2.31e-06, 3.27e-06, 5.46e-06, 2.11e-06, 0.00e+00, 5.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-07, 6.84e-07, 1.49e-06] []
273400 [1.70e-06, 1.13e-06, 1.37e-06, 1.25e-06, 1.28e-06, 1.05e-06, 1.26e-06, 2.95e-09, 3.44e-07, 2.94e-06, 8.48e-06, 2.56e-05, 1.58e-05, 1.25e-04, 3.05e-06, 5.56e-07, 2.77e-07, 3.07e-07, 3.35e-10, 2.40e-08, 4.81e-09, 1.48e-07] [1.70e-06, 1.13e-06, 1.37e-06, 1.25e-06, 1.28e-06, 1.05e-06, 1.26e-06, 2.95e-09, 3.44e-07, 2.94e-06, 8.48e-06, 2.56e-05, 1.58e-05, 1.25e-04, 3.05e-06, 5.56e-07, 2.77e-07, 3.07e-07, 3.35e-10, 2.40e-08, 4.81e-09, 1.48e-07] []
273500 [3.40e-06, 1.67e-06, 1.12e-06, 1.85e-06, 1.41e-06, 1.58e-06, 1.29e-06, 1.45e-06, 5.70e-05, 4.67e-06, 8.74e-06, 4.57e-05, 2.25e-05, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-07, 0.00e+00, 7.87e-07, 6.25e-05] [3.40e-06, 1.67e-06, 1.12e-06, 1.85e-06, 1.41e-06, 1.58e-06, 1.29e-06, 1.45e-06, 5.70e-05, 4.67e-06, 8.74e-06, 4.57e-05, 2.25e-05, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-07, 0.00e+00, 7.87e-07, 6.25e-05] []
273600 [2.04e-05, 7.54e-06, 3.01e-06, 4.81e-06, 2.38e-06, 5.14e-06, 1.34e-06, 6.33e-04, 2.43e-07, 1.85e-05, 8.04e-05, 2.19e-04, 4.53e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.83e-04, 3.00e-07] [2.04e-05, 7.54e-06, 3.01e-06, 4.81e-06, 2.38e-06, 5.14e-06, 1.34e-06, 6.33e-04, 2.43e-07, 1.85e-05, 8.04e-05, 2.19e-04, 4.53e-04, 1.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.83e-04, 3.00e-07] []
273700 [9.70e-08, 3.07e-07, 1.23e-06, 5.41e-07, 1.09e-06, 6.80e-07, 9.90e-07, 3.23e-08, 1.52e-10, 9.33e-09, 2.18e-07, 1.76e-06, 1.74e-06, 1.15e-07, 1.55e-08, 5.57e-09, 3.69e-10, 4.67e-09, 1.91e-10, 5.23e-11, 9.31e-09, 2.95e-10] [9.70e-08, 3.07e-07, 1.23e-06, 5.41e-07, 1.09e-06, 6.80e-07, 9.90e-07, 3.23e-08, 1.52e-10, 9.33e-09, 2.18e-07, 1.76e-06, 1.74e-06, 1.15e-07, 1.55e-08, 5.57e-09, 3.69e-10, 4.67e-09, 1.91e-10, 5.23e-11, 9.31e-09, 2.95e-10] []
273800 [1.81e-07, 4.28e-07, 1.13e-06, 6.10e-07, 1.12e-06, 7.43e-07, 1.09e-06, 2.63e-07, 4.52e-07, 4.12e-07, 1.12e-06, 4.42e-06, 2.13e-06, 8.00e-06, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.84e-08, 6.19e-07] [1.81e-07, 4.28e-07, 1.13e-06, 6.10e-07, 1.12e-06, 7.43e-07, 1.09e-06, 2.63e-07, 4.52e-07, 4.12e-07, 1.12e-06, 4.42e-06, 2.13e-06, 8.00e-06, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.84e-08, 6.19e-07] []
273900 [4.34e-07, 4.14e-07, 1.22e-06, 6.70e-07, 1.19e-06, 5.63e-07, 1.20e-06, 4.95e-06, 1.56e-07, 5.83e-07, 2.11e-05, 1.66e-05, 5.79e-05, 4.76e-05, 9.15e-08, 4.20e-07, 4.07e-07, 1.87e-07, 6.36e-07, 1.38e-08, 3.70e-06, 8.75e-08] [4.34e-07, 4.14e-07, 1.22e-06, 6.70e-07, 1.19e-06, 5.63e-07, 1.20e-06, 4.95e-06, 1.56e-07, 5.83e-07, 2.11e-05, 1.66e-05, 5.79e-05, 4.76e-05, 9.15e-08, 4.20e-07, 4.07e-07, 1.87e-07, 6.36e-07, 1.38e-08, 3.70e-06, 8.75e-08] []
274000 [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10] [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.191585 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
274000 [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10] [3.04e-05, 7.07e-06, 5.40e-06, 5.42e-06, 5.10e-06, 4.56e-06, 3.87e-06, 9.53e-06, 1.23e-10, 6.03e-05, 1.09e-04, 3.05e-04, 3.52e-04, 2.06e-03, 2.83e-05, 3.42e-05, 1.17e-05, 8.55e-06, 1.22e-06, 2.00e-12, 6.84e-06, 6.85e-10] []
274100 [7.12e-08, 5.20e-07, 1.23e-06, 7.38e-07, 1.10e-06, 6.72e-07, 9.26e-07, 2.34e-04, 8.55e-05, 6.51e-08, 1.09e-06, 2.07e-06, 2.26e-06, 7.91e-08, 8.45e-09, 5.40e-09, 1.51e-09, 6.57e-09, 3.00e-05, 1.31e-05, 1.40e-04, 5.36e-05] [7.12e-08, 5.20e-07, 1.23e-06, 7.38e-07, 1.10e-06, 6.72e-07, 9.26e-07, 2.34e-04, 8.55e-05, 6.51e-08, 1.09e-06, 2.07e-06, 2.26e-06, 7.91e-08, 8.45e-09, 5.40e-09, 1.51e-09, 6.57e-09, 3.00e-05, 1.31e-05, 1.40e-04, 5.36e-05] []
274200 [3.34e-06, 8.66e-07, 1.47e-06, 8.57e-07, 1.39e-06, 9.68e-07, 1.50e-06, 3.13e-07, 1.90e-09, 4.68e-06, 1.21e-05, 3.46e-05, 7.90e-05, 2.28e-04, 2.88e-06, 1.76e-06, 1.04e-06, 9.36e-07, 2.42e-08, 9.83e-09, 1.62e-07, 6.37e-08] [3.34e-06, 8.66e-07, 1.47e-06, 8.57e-07, 1.39e-06, 9.68e-07, 1.50e-06, 3.13e-07, 1.90e-09, 4.68e-06, 1.21e-05, 3.46e-05, 7.90e-05, 2.28e-04, 2.88e-06, 1.76e-06, 1.04e-06, 9.36e-07, 2.42e-08, 9.83e-09, 1.62e-07, 6.37e-08] []
274300 [1.00e-05, 3.93e-06, 1.92e-06, 3.04e-06, 1.55e-06, 2.93e-06, 1.17e-06, 1.93e-06, 6.84e-09, 1.23e-05, 2.79e-05, 1.08e-04, 1.96e-04, 6.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-06, 1.94e-08] [1.00e-05, 3.93e-06, 1.92e-06, 3.04e-06, 1.55e-06, 2.93e-06, 1.17e-06, 1.93e-06, 6.84e-09, 1.23e-05, 2.79e-05, 1.08e-04, 1.96e-04, 6.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.64e-06, 1.94e-08] []
274400 [2.15e-05, 5.62e-06, 3.64e-06, 3.93e-06, 3.86e-06, 3.23e-06, 2.68e-06, 1.25e-04, 2.02e-09, 4.13e-05, 6.95e-05, 2.36e-04, 3.80e-04, 1.64e-03, 2.60e-05, 2.38e-05, 7.63e-06, 6.83e-06, 0.00e+00, 3.82e-10, 1.12e-04, 2.27e-09] [2.15e-05, 5.62e-06, 3.64e-06, 3.93e-06, 3.86e-06, 3.23e-06, 2.68e-06, 1.25e-04, 2.02e-09, 4.13e-05, 6.95e-05, 2.36e-04, 3.80e-04, 1.64e-03, 2.60e-05, 2.38e-05, 7.63e-06, 6.83e-06, 0.00e+00, 3.82e-10, 1.12e-04, 2.27e-09] []
274500 [2.45e-06, 6.38e-07, 1.34e-06, 7.34e-07, 1.27e-06, 8.85e-07, 1.08e-06, 1.53e-06, 3.30e-08, 2.61e-06, 1.34e-05, 2.70e-05, 7.74e-05, 1.62e-04, 2.08e-06, 9.64e-07, 8.19e-07, 7.90e-07, 1.71e-07, 4.61e-09, 1.09e-06, 3.03e-08] [2.45e-06, 6.38e-07, 1.34e-06, 7.34e-07, 1.27e-06, 8.85e-07, 1.08e-06, 1.53e-06, 3.30e-08, 2.61e-06, 1.34e-05, 2.70e-05, 7.74e-05, 1.62e-04, 2.08e-06, 9.64e-07, 8.19e-07, 7.90e-07, 1.71e-07, 4.61e-09, 1.09e-06, 3.03e-08] []
274600 [8.50e-08, 3.04e-07, 1.11e-06, 4.98e-07, 1.09e-06, 7.42e-07, 8.84e-07, 1.14e-06, 1.09e-07, 7.57e-09, 3.91e-07, 1.87e-06, 2.39e-06, 1.17e-06, 1.62e-10, 3.90e-09, 0.00e+00, 7.72e-09, 0.00e+00, 0.00e+00, 7.09e-07, 1.07e-07] [8.50e-08, 3.04e-07, 1.11e-06, 4.98e-07, 1.09e-06, 7.42e-07, 8.84e-07, 1.14e-06, 1.09e-07, 7.57e-09, 3.91e-07, 1.87e-06, 2.39e-06, 1.17e-06, 1.62e-10, 3.90e-09, 0.00e+00, 7.72e-09, 0.00e+00, 0.00e+00, 7.09e-07, 1.07e-07] []
274700 [1.65e-07, 2.86e-07, 1.04e-06, 5.28e-07, 1.03e-06, 6.47e-07, 1.05e-06, 3.65e-07, 1.33e-07, 1.53e-08, 7.90e-07, 2.24e-06, 3.92e-06, 3.41e-06, 9.48e-08, 7.43e-09, 1.08e-08, 2.44e-08, 0.00e+00, 0.00e+00, 1.74e-07, 1.12e-07] [1.65e-07, 2.86e-07, 1.04e-06, 5.28e-07, 1.03e-06, 6.47e-07, 1.05e-06, 3.65e-07, 1.33e-07, 1.53e-08, 7.90e-07, 2.24e-06, 3.92e-06, 3.41e-06, 9.48e-08, 7.43e-09, 1.08e-08, 2.44e-08, 0.00e+00, 0.00e+00, 1.74e-07, 1.12e-07] []
274800 [9.54e-08, 3.15e-07, 1.04e-06, 5.72e-07, 1.07e-06, 6.92e-07, 9.69e-07, 2.61e-08, 9.91e-11, 2.63e-08, 4.44e-07, 2.24e-06, 3.21e-06, 2.91e-06, 0.00e+00, 4.32e-09, 0.00e+00, 3.88e-09, 5.83e-09, 9.38e-12, 3.54e-08, 1.86e-10] [9.54e-08, 3.15e-07, 1.04e-06, 5.72e-07, 1.07e-06, 6.92e-07, 9.69e-07, 2.61e-08, 9.91e-11, 2.63e-08, 4.44e-07, 2.24e-06, 3.21e-06, 2.91e-06, 0.00e+00, 4.32e-09, 0.00e+00, 3.88e-09, 5.83e-09, 9.38e-12, 3.54e-08, 1.86e-10] []
274900 [6.82e-08, 3.32e-07, 1.02e-06, 5.17e-07, 1.13e-06, 7.26e-07, 9.78e-07, 4.02e-07, 5.43e-09, 1.36e-09, 3.73e-07, 1.98e-06, 1.91e-06, 6.21e-07, 1.23e-08, 6.11e-09, 1.64e-08, 5.50e-10, 0.00e+00, 3.26e-10, 1.32e-07, 2.12e-09] [6.82e-08, 3.32e-07, 1.02e-06, 5.17e-07, 1.13e-06, 7.26e-07, 9.78e-07, 4.02e-07, 5.43e-09, 1.36e-09, 3.73e-07, 1.98e-06, 1.91e-06, 6.21e-07, 1.23e-08, 6.11e-09, 1.64e-08, 5.50e-10, 0.00e+00, 3.26e-10, 1.32e-07, 2.12e-09] []
275000 [5.19e-07, 3.97e-07, 1.24e-06, 6.55e-07, 1.30e-06, 6.65e-07, 9.64e-07, 2.45e-07, 3.22e-04, 2.39e-07, 4.03e-06, 5.24e-06, 1.63e-05, 1.76e-05, 6.85e-07, 4.42e-08, 8.28e-08, 1.12e-07, 0.00e+00, 0.00e+00, 1.85e-07, 3.69e-04] [5.19e-07, 3.97e-07, 1.24e-06, 6.55e-07, 1.30e-06, 6.65e-07, 9.64e-07, 2.45e-07, 3.22e-04, 2.39e-07, 4.03e-06, 5.24e-06, 1.63e-05, 1.76e-05, 6.85e-07, 4.42e-08, 8.28e-08, 1.12e-07, 0.00e+00, 0.00e+00, 1.85e-07, 3.69e-04] []
275100 [1.02e-06, 8.23e-07, 1.45e-06, 1.16e-06, 1.37e-06, 1.01e-06, 1.03e-06, 1.82e-06, 6.60e-07, 4.83e-06, 1.21e-05, 6.62e-06, 3.90e-06, 1.76e-05, 7.24e-10, 7.66e-07, 5.61e-08, 2.63e-08, 1.50e-07, 0.00e+00, 9.39e-07, 2.45e-07] [1.02e-06, 8.23e-07, 1.45e-06, 1.16e-06, 1.37e-06, 1.01e-06, 1.03e-06, 1.82e-06, 6.60e-07, 4.83e-06, 1.21e-05, 6.62e-06, 3.90e-06, 1.76e-05, 7.24e-10, 7.66e-07, 5.61e-08, 2.63e-08, 1.50e-07, 0.00e+00, 9.39e-07, 2.45e-07] []
275200 [1.93e-05, 6.69e-06, 2.44e-06, 5.14e-06, 2.08e-06, 4.57e-06, 1.34e-06, 5.94e-04, 1.66e-06, 1.48e-05, 1.16e-04, 2.18e-04, 5.55e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-04, 1.67e-06] [1.93e-05, 6.69e-06, 2.44e-06, 5.14e-06, 2.08e-06, 4.57e-06, 1.34e-06, 5.94e-04, 1.66e-06, 1.48e-05, 1.16e-04, 2.18e-04, 5.55e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.19e-04, 1.67e-06] []
275300 [1.51e-07, 2.39e-07, 9.70e-07, 4.40e-07, 1.04e-06, 7.17e-07, 9.72e-07, 4.20e-08, 4.00e-09, 7.13e-08, 3.08e-07, 1.93e-06, 2.41e-06, 2.65e-06, 1.16e-07, 1.44e-08, 8.61e-09, 1.87e-08, 3.18e-11, 0.00e+00, 1.32e-08, 2.05e-08] [1.51e-07, 2.39e-07, 9.70e-07, 4.40e-07, 1.04e-06, 7.17e-07, 9.72e-07, 4.20e-08, 4.00e-09, 7.13e-08, 3.08e-07, 1.93e-06, 2.41e-06, 2.65e-06, 1.16e-07, 1.44e-08, 8.61e-09, 1.87e-08, 3.18e-11, 0.00e+00, 1.32e-08, 2.05e-08] []
275400 [1.36e-07, 2.73e-07, 9.92e-07, 5.04e-07, 1.09e-06, 6.91e-07, 9.74e-07, 3.87e-09, 9.03e-09, 2.61e-08, 2.65e-07, 1.86e-06, 1.98e-06, 1.62e-06, 2.35e-08, 2.16e-08, 4.39e-09, 1.12e-08, 2.55e-10, 0.00e+00, 3.85e-09, 7.59e-09] [1.36e-07, 2.73e-07, 9.92e-07, 5.04e-07, 1.09e-06, 6.91e-07, 9.74e-07, 3.87e-09, 9.03e-09, 2.61e-08, 2.65e-07, 1.86e-06, 1.98e-06, 1.62e-06, 2.35e-08, 2.16e-08, 4.39e-09, 1.12e-08, 2.55e-10, 0.00e+00, 3.85e-09, 7.59e-09] []
275500 [9.76e-08, 2.80e-07, 8.91e-07, 5.88e-07, 1.13e-06, 6.63e-07, 1.12e-06, 2.90e-07, 4.51e-08, 1.42e-08, 3.05e-07, 1.65e-06, 1.73e-06, 2.48e-07, 1.65e-07, 2.82e-09, 1.31e-11, 0.00e+00, 0.00e+00, 5.44e-09, 2.14e-07, 3.62e-08] [9.76e-08, 2.80e-07, 8.91e-07, 5.88e-07, 1.13e-06, 6.63e-07, 1.12e-06, 2.90e-07, 4.51e-08, 1.42e-08, 3.05e-07, 1.65e-06, 1.73e-06, 2.48e-07, 1.65e-07, 2.82e-09, 1.31e-11, 0.00e+00, 0.00e+00, 5.44e-09, 2.14e-07, 3.62e-08] []
275600 [3.37e-07, 3.83e-07, 9.71e-07, 5.97e-07, 1.13e-06, 7.61e-07, 9.95e-07, 4.79e-06, 1.91e-09, 2.27e-07, 3.77e-06, 6.30e-06, 1.70e-05, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-06, 1.08e-08] [3.37e-07, 3.83e-07, 9.71e-07, 5.97e-07, 1.13e-06, 7.61e-07, 9.95e-07, 4.79e-06, 1.91e-09, 2.27e-07, 3.77e-06, 6.30e-06, 1.70e-05, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-06, 1.08e-08] []
275700 [1.21e-07, 3.25e-07, 9.26e-07, 5.69e-07, 1.10e-06, 7.04e-07, 9.42e-07, 3.13e-07, 1.07e-08, 6.75e-08, 8.31e-07, 2.67e-06, 5.23e-06, 5.37e-06, 0.00e+00, 5.76e-09, 0.00e+00, 2.32e-09, 2.18e-08, 3.45e-10, 1.45e-07, 2.12e-09] [1.21e-07, 3.25e-07, 9.26e-07, 5.69e-07, 1.10e-06, 7.04e-07, 9.42e-07, 3.13e-07, 1.07e-08, 6.75e-08, 8.31e-07, 2.67e-06, 5.23e-06, 5.37e-06, 0.00e+00, 5.76e-09, 0.00e+00, 2.32e-09, 2.18e-08, 3.45e-10, 1.45e-07, 2.12e-09] []
275800 [9.81e-08, 3.75e-07, 9.29e-07, 5.48e-07, 1.39e-06, 7.54e-07, 9.58e-07, 1.95e-08, 1.41e-09, 5.73e-07, 2.87e-06, 3.20e-06, 2.81e-06, 5.06e-06, 0.00e+00, 1.96e-08, 0.00e+00, 1.48e-10, 1.26e-11, 5.69e-11, 1.45e-08, 3.37e-10] [9.81e-08, 3.75e-07, 9.29e-07, 5.48e-07, 1.39e-06, 7.54e-07, 9.58e-07, 1.95e-08, 1.41e-09, 5.73e-07, 2.87e-06, 3.20e-06, 2.81e-06, 5.06e-06, 0.00e+00, 1.96e-08, 0.00e+00, 1.48e-10, 1.26e-11, 5.69e-11, 1.45e-08, 3.37e-10] []
275900 [9.46e-06, 1.95e-06, 1.61e-06, 1.33e-06, 1.90e-06, 1.20e-06, 1.69e-06, 1.18e-06, 4.45e-07, 1.49e-05, 1.45e-05, 5.76e-05, 2.60e-05, 2.40e-04, 4.91e-06, 4.86e-06, 1.83e-06, 1.55e-06, 0.00e+00, 0.00e+00, 1.43e-06, 9.72e-06] [9.46e-06, 1.95e-06, 1.61e-06, 1.33e-06, 1.90e-06, 1.20e-06, 1.69e-06, 1.18e-06, 4.45e-07, 1.49e-05, 1.45e-05, 5.76e-05, 2.60e-05, 2.40e-04, 4.91e-06, 4.86e-06, 1.83e-06, 1.55e-06, 0.00e+00, 0.00e+00, 1.43e-06, 9.72e-06] []
276000 [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07] [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.811562 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
276000 [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07] [4.11e-06, 3.09e-06, 1.56e-06, 4.85e-06, 1.27e-06, 2.55e-06, 1.71e-06, 1.47e-06, 1.53e-08, 1.01e-06, 4.66e-05, 6.32e-05, 1.71e-04, 2.29e-04, 3.08e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-06, 3.57e-07] []
276100 [7.00e-07, 5.84e-07, 1.27e-06, 8.67e-07, 1.20e-06, 1.07e-06, 1.13e-06, 1.74e-05, 9.60e-08, 4.91e-06, 2.33e-05, 2.49e-05, 1.17e-05, 4.73e-05, 3.03e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-06, 1.09e-08, 9.96e-06, 7.00e-08] [7.00e-07, 5.84e-07, 1.27e-06, 8.67e-07, 1.20e-06, 1.07e-06, 1.13e-06, 1.74e-05, 9.60e-08, 4.91e-06, 2.33e-05, 2.49e-05, 1.17e-05, 4.73e-05, 3.03e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-06, 1.09e-08, 9.96e-06, 7.00e-08] []
276200 [3.99e-06, 2.23e-06, 1.90e-06, 1.78e-06, 1.28e-06, 2.12e-06, 1.29e-06, 1.06e-05, 1.79e-07, 4.43e-06, 1.18e-05, 4.04e-05, 8.16e-05, 2.52e-04, 1.03e-05, 1.02e-06, 1.20e-06, 1.18e-06, 8.48e-07, 0.00e+00, 4.82e-06, 1.62e-07] [3.99e-06, 2.23e-06, 1.90e-06, 1.78e-06, 1.28e-06, 2.12e-06, 1.29e-06, 1.06e-05, 1.79e-07, 4.43e-06, 1.18e-05, 4.04e-05, 8.16e-05, 2.52e-04, 1.03e-05, 1.02e-06, 1.20e-06, 1.18e-06, 8.48e-07, 0.00e+00, 4.82e-06, 1.62e-07] []
276300 [9.08e-06, 1.92e-06, 1.69e-06, 1.58e-06, 1.80e-06, 1.57e-06, 1.34e-06, 1.64e-06, 2.14e-05, 1.18e-05, 4.09e-05, 9.68e-05, 2.78e-04, 6.27e-04, 9.36e-06, 5.45e-06, 3.42e-06, 3.19e-06, 1.77e-07, 3.49e-06, 1.10e-06, 1.45e-05] [9.08e-06, 1.92e-06, 1.69e-06, 1.58e-06, 1.80e-06, 1.57e-06, 1.34e-06, 1.64e-06, 2.14e-05, 1.18e-05, 4.09e-05, 9.68e-05, 2.78e-04, 6.27e-04, 9.36e-06, 5.45e-06, 3.42e-06, 3.19e-06, 1.77e-07, 3.49e-06, 1.10e-06, 1.45e-05] []
276400 [4.09e-06, 5.47e-06, 4.01e-06, 5.69e-06, 1.37e-05, 4.38e-06, 4.99e-06, 4.24e-09, 5.94e-08, 7.89e-07, 7.31e-06, 2.83e-05, 2.19e-05, 6.28e-07, 2.57e-08, 1.00e-06, 8.15e-10, 0.00e+00, 5.81e-09, 1.14e-09, 2.67e-08, 5.30e-09] [4.09e-06, 5.47e-06, 4.01e-06, 5.69e-06, 1.37e-05, 4.38e-06, 4.99e-06, 4.24e-09, 5.94e-08, 7.89e-07, 7.31e-06, 2.83e-05, 2.19e-05, 6.28e-07, 2.57e-08, 1.00e-06, 8.15e-10, 0.00e+00, 5.81e-09, 1.14e-09, 2.67e-08, 5.30e-09] []
276500 [1.46e-06, 4.37e-06, 2.69e-06, 6.10e-06, 3.70e-06, 3.47e-06, 2.16e-06, 4.01e-05, 5.23e-09, 9.87e-09, 1.75e-06, 2.58e-06, 2.54e-06, 1.63e-07, 5.04e-07, 7.04e-08, 1.19e-08, 3.07e-09, 0.00e+00, 9.45e-09, 9.15e-05, 1.75e-08] [1.46e-06, 4.37e-06, 2.69e-06, 6.10e-06, 3.70e-06, 3.47e-06, 2.16e-06, 4.01e-05, 5.23e-09, 9.87e-09, 1.75e-06, 2.58e-06, 2.54e-06, 1.63e-07, 5.04e-07, 7.04e-08, 1.19e-08, 3.07e-09, 0.00e+00, 9.45e-09, 9.15e-05, 1.75e-08] []
276600 [8.08e-07, 2.95e-06, 2.33e-06, 4.60e-06, 2.40e-06, 2.44e-06, 1.14e-06, 3.41e-10, 1.72e-09, 3.43e-10, 1.26e-06, 2.12e-06, 2.18e-06, 4.85e-08, 2.32e-07, 2.06e-08, 2.03e-08, 6.50e-10, 1.82e-09, 0.00e+00, 7.75e-09, 2.82e-09] [8.08e-07, 2.95e-06, 2.33e-06, 4.60e-06, 2.40e-06, 2.44e-06, 1.14e-06, 3.41e-10, 1.72e-09, 3.43e-10, 1.26e-06, 2.12e-06, 2.18e-06, 4.85e-08, 2.32e-07, 2.06e-08, 2.03e-08, 6.50e-10, 1.82e-09, 0.00e+00, 7.75e-09, 2.82e-09] []
276700 [5.08e-07, 2.18e-06, 2.20e-06, 3.48e-06, 1.78e-06, 2.05e-06, 9.31e-07, 1.28e-09, 3.59e-05, 1.32e-09, 9.34e-07, 1.96e-06, 2.08e-06, 3.64e-08, 1.16e-07, 1.25e-08, 5.09e-09, 2.38e-10, 6.10e-10, 6.59e-06, 5.79e-09, 3.02e-05] [5.08e-07, 2.18e-06, 2.20e-06, 3.48e-06, 1.78e-06, 2.05e-06, 9.31e-07, 1.28e-09, 3.59e-05, 1.32e-09, 9.34e-07, 1.96e-06, 2.08e-06, 3.64e-08, 1.16e-07, 1.25e-08, 5.09e-09, 2.38e-10, 6.10e-10, 6.59e-06, 5.79e-09, 3.02e-05] []
276800 [3.42e-07, 1.75e-06, 2.01e-06, 2.78e-06, 1.44e-06, 1.96e-06, 8.43e-07, 1.79e-09, 1.99e-10, 6.70e-11, 7.39e-07, 1.84e-06, 2.05e-06, 2.70e-08, 4.70e-08, 4.80e-09, 2.49e-10, 1.82e-09, 6.43e-10, 2.85e-11, 5.72e-09, 5.56e-10] [3.42e-07, 1.75e-06, 2.01e-06, 2.78e-06, 1.44e-06, 1.96e-06, 8.43e-07, 1.79e-09, 1.99e-10, 6.70e-11, 7.39e-07, 1.84e-06, 2.05e-06, 2.70e-08, 4.70e-08, 4.80e-09, 2.49e-10, 1.82e-09, 6.43e-10, 2.85e-11, 5.72e-09, 5.56e-10] []
276900 [5.12e-07, 1.48e-06, 1.86e-06, 2.25e-06, 1.36e-06, 1.94e-06, 8.10e-07, 4.74e-09, 1.50e-09, 2.19e-07, 9.18e-07, 2.98e-06, 3.71e-06, 8.37e-06, 2.38e-07, 5.94e-08, 2.62e-08, 3.89e-08, 1.06e-10, 3.01e-10, 2.55e-08, 2.44e-09] [5.12e-07, 1.48e-06, 1.86e-06, 2.25e-06, 1.36e-06, 1.94e-06, 8.10e-07, 4.74e-09, 1.50e-09, 2.19e-07, 9.18e-07, 2.98e-06, 3.71e-06, 8.37e-06, 2.38e-07, 5.94e-08, 2.62e-08, 3.89e-08, 1.06e-10, 3.01e-10, 2.55e-08, 2.44e-09] []
277000 [5.31e-07, 1.32e-06, 1.76e-06, 1.93e-06, 1.52e-06, 1.50e-06, 9.43e-07, 4.45e-09, 3.38e-10, 5.20e-08, 6.89e-07, 2.49e-06, 2.84e-06, 2.89e-06, 1.01e-07, 1.27e-08, 4.55e-09, 3.20e-08, 6.39e-10, 3.07e-12, 5.38e-09, 4.72e-11] [5.31e-07, 1.32e-06, 1.76e-06, 1.93e-06, 1.52e-06, 1.50e-06, 9.43e-07, 4.45e-09, 3.38e-10, 5.20e-08, 6.89e-07, 2.49e-06, 2.84e-06, 2.89e-06, 1.01e-07, 1.27e-08, 4.55e-09, 3.20e-08, 6.39e-10, 3.07e-12, 5.38e-09, 4.72e-11] []
277100 [3.60e-07, 1.12e-06, 1.69e-06, 1.70e-06, 1.36e-06, 1.77e-06, 1.39e-06, 1.09e-05, 9.68e-06, 1.57e-07, 4.66e-06, 4.55e-06, 8.20e-06, 1.03e-07, 3.44e-08, 4.81e-09, 0.00e+00, 2.35e-08, 2.44e-07, 1.48e-05, 1.44e-06, 6.82e-05] [3.60e-07, 1.12e-06, 1.69e-06, 1.70e-06, 1.36e-06, 1.77e-06, 1.39e-06, 1.09e-05, 9.68e-06, 1.57e-07, 4.66e-06, 4.55e-06, 8.20e-06, 1.03e-07, 3.44e-08, 4.81e-09, 0.00e+00, 2.35e-08, 2.44e-07, 1.48e-05, 1.44e-06, 6.82e-05] []
277200 [1.35e-06, 1.23e-06, 1.58e-06, 1.50e-06, 1.38e-06, 1.77e-06, 1.20e-06, 3.45e-10, 9.61e-09, 1.67e-06, 2.60e-06, 1.09e-05, 1.67e-05, 6.34e-05, 1.00e-06, 4.27e-07, 2.71e-07, 3.47e-07, 6.19e-10, 4.48e-10, 6.11e-09, 2.84e-09] [1.35e-06, 1.23e-06, 1.58e-06, 1.50e-06, 1.38e-06, 1.77e-06, 1.20e-06, 3.45e-10, 9.61e-09, 1.67e-06, 2.60e-06, 1.09e-05, 1.67e-05, 6.34e-05, 1.00e-06, 4.27e-07, 2.71e-07, 3.47e-07, 6.19e-10, 4.48e-10, 6.11e-09, 2.84e-09] []
277300 [2.10e-07, 1.40e-06, 1.16e-06, 9.18e-07, 1.76e-06, 1.25e-06, 9.66e-07, 7.02e-09, 6.37e-09, 2.22e-08, 3.89e-07, 1.82e-06, 2.24e-06, 4.49e-07, 4.76e-08, 1.04e-13, 0.00e+00, 1.93e-08, 6.19e-10, 9.40e-10, 4.60e-09, 6.39e-09] [2.10e-07, 1.40e-06, 1.16e-06, 9.18e-07, 1.76e-06, 1.25e-06, 9.66e-07, 7.02e-09, 6.37e-09, 2.22e-08, 3.89e-07, 1.82e-06, 2.24e-06, 4.49e-07, 4.76e-08, 1.04e-13, 0.00e+00, 1.93e-08, 6.19e-10, 9.40e-10, 4.60e-09, 6.39e-09] []
277400 [1.35e-07, 1.24e-06, 1.05e-06, 5.89e-07, 1.62e-06, 1.34e-06, 8.30e-07, 1.98e-08, 4.29e-11, 2.92e-10, 1.26e-07, 1.53e-06, 1.71e-06, 1.12e-08, 1.77e-08, 5.45e-10, 0.00e+00, 2.42e-08, 9.29e-11, 2.34e-13, 6.32e-09, 9.37e-11] [1.35e-07, 1.24e-06, 1.05e-06, 5.89e-07, 1.62e-06, 1.34e-06, 8.30e-07, 1.98e-08, 4.29e-11, 2.92e-10, 1.26e-07, 1.53e-06, 1.71e-06, 1.12e-08, 1.77e-08, 5.45e-10, 0.00e+00, 2.42e-08, 9.29e-11, 2.34e-13, 6.32e-09, 9.37e-11] []
277500 [1.10e-07, 1.03e-06, 8.92e-07, 3.31e-07, 1.54e-06, 1.25e-06, 8.12e-07, 3.90e-10, 5.37e-13, 7.93e-11, 9.46e-08, 1.40e-06, 1.51e-06, 8.15e-09, 1.04e-08, 6.16e-10, 5.63e-11, 1.88e-08, 9.13e-11, 1.98e-13, 3.97e-09, 4.27e-11] [1.10e-07, 1.03e-06, 8.92e-07, 3.31e-07, 1.54e-06, 1.25e-06, 8.12e-07, 3.90e-10, 5.37e-13, 7.93e-11, 9.46e-08, 1.40e-06, 1.51e-06, 8.15e-09, 1.04e-08, 6.16e-10, 5.63e-11, 1.88e-08, 9.13e-11, 1.98e-13, 3.97e-09, 4.27e-11] []
277600 [6.38e-07, 6.71e-07, 1.10e-06, 5.33e-07, 2.00e-06, 8.78e-07, 1.13e-06, 2.30e-07, 1.65e-04, 1.09e-07, 1.11e-06, 2.22e-06, 4.00e-06, 4.32e-06, 3.79e-08, 5.33e-08, 2.48e-08, 0.00e+00, 2.52e-08, 3.29e-05, 1.69e-07, 1.15e-04] [6.38e-07, 6.71e-07, 1.10e-06, 5.33e-07, 2.00e-06, 8.78e-07, 1.13e-06, 2.30e-07, 1.65e-04, 1.09e-07, 1.11e-06, 2.22e-06, 4.00e-06, 4.32e-06, 3.79e-08, 5.33e-08, 2.48e-08, 0.00e+00, 2.52e-08, 3.29e-05, 1.69e-07, 1.15e-04] []
277700 [1.37e-07, 5.11e-07, 7.60e-07, 2.12e-07, 1.50e-06, 8.75e-07, 9.41e-07, 2.62e-08, 2.83e-10, 7.14e-11, 1.24e-07, 1.42e-06, 1.57e-06, 1.20e-08, 8.35e-09, 3.69e-10, 6.45e-16, 1.68e-09, 7.98e-11, 0.00e+00, 6.16e-09, 1.23e-09] [1.37e-07, 5.11e-07, 7.60e-07, 2.12e-07, 1.50e-06, 8.75e-07, 9.41e-07, 2.62e-08, 2.83e-10, 7.14e-11, 1.24e-07, 1.42e-06, 1.57e-06, 1.20e-08, 8.35e-09, 3.69e-10, 6.45e-16, 1.68e-09, 7.98e-11, 0.00e+00, 6.16e-09, 1.23e-09] []
277800 [1.01e-06, 9.53e-07, 1.05e-06, 1.00e-06, 1.06e-06, 1.19e-06, 1.39e-06, 1.51e-05, 2.06e-05, 2.79e-08, 1.53e-06, 5.60e-06, 5.01e-06, 1.54e-05, 0.00e+00, 0.00e+00, 1.15e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.78e-06, 4.28e-05] [1.01e-06, 9.53e-07, 1.05e-06, 1.00e-06, 1.06e-06, 1.19e-06, 1.39e-06, 1.51e-05, 2.06e-05, 2.79e-08, 1.53e-06, 5.60e-06, 5.01e-06, 1.54e-05, 0.00e+00, 0.00e+00, 1.15e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.78e-06, 4.28e-05] []
277900 [1.62e-07, 3.60e-07, 7.25e-07, 2.62e-07, 1.36e-06, 8.22e-07, 9.28e-07, 2.89e-10, 3.72e-07, 3.76e-08, 1.76e-07, 1.52e-06, 2.04e-06, 1.43e-06, 5.44e-08, 1.10e-08, 5.85e-09, 7.83e-09, 2.09e-10, 6.86e-08, 4.00e-09, 4.11e-07] [1.62e-07, 3.60e-07, 7.25e-07, 2.62e-07, 1.36e-06, 8.22e-07, 9.28e-07, 2.89e-10, 3.72e-07, 3.76e-08, 1.76e-07, 1.52e-06, 2.04e-06, 1.43e-06, 5.44e-08, 1.10e-08, 5.85e-09, 7.83e-09, 2.09e-10, 6.86e-08, 4.00e-09, 4.11e-07] []
278000 [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10] [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 41.913105 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
278000 [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10] [1.99e-07, 3.43e-07, 7.80e-07, 3.44e-07, 1.32e-06, 7.68e-07, 9.02e-07, 5.94e-10, 8.78e-11, 8.55e-08, 2.48e-07, 1.83e-06, 2.49e-06, 3.19e-06, 1.31e-07, 1.11e-08, 8.52e-09, 2.07e-08, 5.13e-10, 4.78e-13, 4.64e-09, 2.82e-10] []
278100 [7.89e-07, 4.09e-07, 1.03e-06, 5.79e-07, 1.47e-06, 8.15e-07, 9.12e-07, 3.95e-07, 2.83e-04, 4.44e-07, 5.77e-06, 7.93e-06, 2.67e-05, 3.07e-05, 7.45e-07, 2.10e-07, 2.71e-07, 1.55e-07, 3.97e-08, 5.38e-05, 2.67e-07, 1.93e-04] [7.89e-07, 4.09e-07, 1.03e-06, 5.79e-07, 1.47e-06, 8.15e-07, 9.12e-07, 3.95e-07, 2.83e-04, 4.44e-07, 5.77e-06, 7.93e-06, 2.67e-05, 3.07e-05, 7.45e-07, 2.10e-07, 2.71e-07, 1.55e-07, 3.97e-08, 5.38e-05, 2.67e-07, 1.93e-04] []
278200 [7.11e-06, 2.21e-06, 1.65e-06, 3.55e-06, 1.77e-06, 1.90e-06, 1.73e-06, 2.54e-06, 5.97e-09, 3.08e-06, 8.36e-05, 1.17e-04, 3.64e-04, 4.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-06, 1.03e-08] [7.11e-06, 2.21e-06, 1.65e-06, 3.55e-06, 1.77e-06, 1.90e-06, 1.73e-06, 2.54e-06, 5.97e-09, 3.08e-06, 8.36e-05, 1.17e-04, 3.64e-04, 4.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-06, 1.03e-08] []
278300 [1.95e-07, 4.59e-07, 6.92e-07, 4.24e-07, 1.23e-06, 8.39e-07, 7.84e-07, 1.12e-07, 7.70e-07, 2.38e-07, 4.72e-07, 3.08e-06, 5.23e-06, 1.06e-05, 0.00e+00, 2.73e-11, 0.00e+00, 3.48e-10, 0.00e+00, 0.00e+00, 6.25e-08, 6.89e-07] [1.95e-07, 4.59e-07, 6.92e-07, 4.24e-07, 1.23e-06, 8.39e-07, 7.84e-07, 1.12e-07, 7.70e-07, 2.38e-07, 4.72e-07, 3.08e-06, 5.23e-06, 1.06e-05, 0.00e+00, 2.73e-11, 0.00e+00, 3.48e-10, 0.00e+00, 0.00e+00, 6.25e-08, 6.89e-07] []
278400 [1.86e-07, 3.66e-07, 7.41e-07, 3.96e-07, 1.21e-06, 7.72e-07, 9.40e-07, 4.67e-07, 4.48e-08, 1.16e-07, 2.02e-07, 1.67e-06, 2.22e-06, 2.75e-06, 3.86e-08, 1.24e-08, 8.93e-09, 7.85e-09, 4.81e-08, 0.00e+00, 3.23e-07, 1.67e-08] [1.86e-07, 3.66e-07, 7.41e-07, 3.96e-07, 1.21e-06, 7.72e-07, 9.40e-07, 4.67e-07, 4.48e-08, 1.16e-07, 2.02e-07, 1.67e-06, 2.22e-06, 2.75e-06, 3.86e-08, 1.24e-08, 8.93e-09, 7.85e-09, 4.81e-08, 0.00e+00, 3.23e-07, 1.67e-08] []
278500 [1.03e-07, 3.96e-07, 8.00e-07, 4.33e-07, 1.18e-06, 7.82e-07, 8.74e-07, 2.49e-06, 1.11e-08, 1.54e-08, 1.27e-06, 2.29e-06, 3.85e-06, 9.68e-07, 0.00e+00, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-06, 6.88e-09] [1.03e-07, 3.96e-07, 8.00e-07, 4.33e-07, 1.18e-06, 7.82e-07, 8.74e-07, 2.49e-06, 1.11e-08, 1.54e-08, 1.27e-06, 2.29e-06, 3.85e-06, 9.68e-07, 0.00e+00, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-06, 6.88e-09] []
278600 [6.62e-07, 6.36e-07, 1.05e-06, 7.04e-07, 1.26e-06, 1.03e-06, 8.48e-07, 7.55e-07, 4.19e-12, 1.65e-06, 1.62e-06, 9.41e-06, 1.11e-05, 4.67e-05, 0.00e+00, 0.00e+00, 5.60e-10, 0.00e+00, 0.00e+00, 2.28e-14, 4.93e-06, 5.11e-10] [6.62e-07, 6.36e-07, 1.05e-06, 7.04e-07, 1.26e-06, 1.03e-06, 8.48e-07, 7.55e-07, 4.19e-12, 1.65e-06, 1.62e-06, 9.41e-06, 1.11e-05, 4.67e-05, 0.00e+00, 0.00e+00, 5.60e-10, 0.00e+00, 0.00e+00, 2.28e-14, 4.93e-06, 5.11e-10] []
278700 [2.50e-06, 1.16e-06, 9.83e-07, 1.46e-06, 1.24e-06, 1.31e-06, 1.13e-06, 9.53e-06, 7.85e-05, 4.79e-06, 4.54e-06, 3.05e-05, 3.25e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-06, 4.79e-06, 6.29e-06, 2.25e-05] [2.50e-06, 1.16e-06, 9.83e-07, 1.46e-06, 1.24e-06, 1.31e-06, 1.13e-06, 9.53e-06, 7.85e-05, 4.79e-06, 4.54e-06, 3.05e-05, 3.25e-05, 1.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-06, 4.79e-06, 6.29e-06, 2.25e-05] []
278800 [2.13e-06, 1.24e-06, 9.09e-07, 1.72e-06, 8.68e-07, 1.29e-06, 1.37e-06, 4.08e-06, 1.08e-07, 9.40e-07, 2.41e-05, 3.58e-05, 1.09e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.77e-07, 4.47e-09, 1.72e-06, 2.87e-08] [2.13e-06, 1.24e-06, 9.09e-07, 1.72e-06, 8.68e-07, 1.29e-06, 1.37e-06, 4.08e-06, 1.08e-07, 9.40e-07, 2.41e-05, 3.58e-05, 1.09e-04, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.77e-07, 4.47e-09, 1.72e-06, 2.87e-08] []
278900 [3.21e-05, 6.49e-06, 5.45e-06, 6.09e-06, 5.57e-06, 4.52e-06, 4.88e-06, 1.91e-05, 1.92e-05, 6.47e-05, 1.03e-04, 3.29e-04, 3.99e-04, 2.20e-03, 3.20e-05, 4.20e-05, 1.23e-05, 7.36e-06, 2.63e-06, 2.94e-06, 1.41e-05, 1.27e-05] [3.21e-05, 6.49e-06, 5.45e-06, 6.09e-06, 5.57e-06, 4.52e-06, 4.88e-06, 1.91e-05, 1.92e-05, 6.47e-05, 1.03e-04, 3.29e-04, 3.99e-04, 2.20e-03, 3.20e-05, 4.20e-05, 1.23e-05, 7.36e-06, 2.63e-06, 2.94e-06, 1.41e-05, 1.27e-05] []
279000 [8.16e-06, 3.09e-06, 1.16e-06, 2.47e-06, 1.38e-06, 2.44e-06, 9.94e-07, 2.42e-04, 2.34e-06, 9.24e-06, 2.41e-05, 8.11e-05, 1.87e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-04, 2.18e-06] [8.16e-06, 3.09e-06, 1.16e-06, 2.47e-06, 1.38e-06, 2.44e-06, 9.94e-07, 2.42e-04, 2.34e-06, 9.24e-06, 2.41e-05, 8.11e-05, 1.87e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.45e-04, 2.18e-06] []
279100 [4.37e-06, 9.51e-07, 1.31e-06, 7.08e-07, 1.45e-06, 1.08e-06, 1.20e-06, 1.46e-07, 2.15e-05, 7.93e-06, 8.86e-06, 3.71e-05, 7.73e-05, 2.47e-04, 3.20e-06, 2.53e-06, 1.43e-06, 1.29e-06, 1.65e-08, 0.00e+00, 1.10e-07, 2.49e-05] [4.37e-06, 9.51e-07, 1.31e-06, 7.08e-07, 1.45e-06, 1.08e-06, 1.20e-06, 1.46e-07, 2.15e-05, 7.93e-06, 8.86e-06, 3.71e-05, 7.73e-05, 2.47e-04, 3.20e-06, 2.53e-06, 1.43e-06, 1.29e-06, 1.65e-08, 0.00e+00, 1.10e-07, 2.49e-05] []
279200 [2.99e-06, 9.43e-07, 1.07e-06, 1.29e-06, 1.28e-06, 1.16e-06, 1.36e-06, 2.83e-07, 2.14e-11, 7.56e-06, 9.02e-06, 4.22e-05, 2.87e-05, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-08, 8.13e-11, 1.38e-07, 4.85e-10] [2.99e-06, 9.43e-07, 1.07e-06, 1.29e-06, 1.28e-06, 1.16e-06, 1.36e-06, 2.83e-07, 2.14e-11, 7.56e-06, 9.02e-06, 4.22e-05, 2.87e-05, 2.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-08, 8.13e-11, 1.38e-07, 4.85e-10] []
279300 [3.60e-06, 1.15e-06, 1.31e-06, 9.53e-07, 1.11e-06, 1.01e-06, 1.18e-06, 2.45e-05, 4.87e-05, 4.71e-06, 1.45e-05, 3.22e-05, 8.62e-05, 2.02e-04, 4.74e-06, 1.81e-06, 1.48e-06, 1.26e-06, 2.49e-06, 0.00e+00, 1.32e-05, 3.76e-05] [3.60e-06, 1.15e-06, 1.31e-06, 9.53e-07, 1.11e-06, 1.01e-06, 1.18e-06, 2.45e-05, 4.87e-05, 4.71e-06, 1.45e-05, 3.22e-05, 8.62e-05, 2.02e-04, 4.74e-06, 1.81e-06, 1.48e-06, 1.26e-06, 2.49e-06, 0.00e+00, 1.32e-05, 3.76e-05] []
279400 [1.64e-06, 1.11e-06, 9.26e-07, 1.04e-06, 1.01e-06, 1.17e-06, 9.31e-07, 8.48e-06, 7.00e-07, 1.80e-06, 5.13e-06, 1.69e-05, 3.84e-05, 9.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-07, 4.53e-08, 4.08e-06, 2.54e-07] [1.64e-06, 1.11e-06, 9.26e-07, 1.04e-06, 1.01e-06, 1.17e-06, 9.31e-07, 8.48e-06, 7.00e-07, 1.80e-06, 5.13e-06, 1.69e-05, 3.84e-05, 9.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-07, 4.53e-08, 4.08e-06, 2.54e-07] []
279500 [2.66e-07, 6.30e-07, 7.91e-07, 5.24e-07, 1.16e-06, 8.65e-07, 8.94e-07, 6.43e-07, 6.53e-07, 4.14e-07, 6.97e-07, 4.66e-06, 4.09e-06, 1.68e-05, 0.00e+00, 3.56e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 3.62e-07] [2.66e-07, 6.30e-07, 7.91e-07, 5.24e-07, 1.16e-06, 8.65e-07, 8.94e-07, 6.43e-07, 6.53e-07, 4.14e-07, 6.97e-07, 4.66e-06, 4.09e-06, 1.68e-05, 0.00e+00, 3.56e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-07, 3.62e-07] []
279600 [6.33e-07, 9.16e-07, 1.07e-06, 7.67e-07, 1.26e-06, 1.07e-06, 9.78e-07, 3.53e-08, 6.14e-07, 6.66e-07, 2.26e-06, 1.00e-05, 2.17e-05, 5.15e-05, 0.00e+00, 0.00e+00, 1.18e-08, 0.00e+00, 2.76e-10, 5.51e-08, 1.86e-08, 2.77e-07] [6.33e-07, 9.16e-07, 1.07e-06, 7.67e-07, 1.26e-06, 1.07e-06, 9.78e-07, 3.53e-08, 6.14e-07, 6.66e-07, 2.26e-06, 1.00e-05, 2.17e-05, 5.15e-05, 0.00e+00, 0.00e+00, 1.18e-08, 0.00e+00, 2.76e-10, 5.51e-08, 1.86e-08, 2.77e-07] []
279700 [8.29e-06, 2.28e-06, 2.21e-06, 1.41e-06, 1.41e-06, 1.81e-06, 1.98e-06, 1.40e-05, 2.02e-06, 1.72e-05, 1.79e-05, 6.72e-05, 1.07e-04, 4.43e-04, 9.23e-06, 4.30e-06, 2.09e-06, 3.06e-06, 0.00e+00, 3.91e-08, 1.23e-05, 2.97e-07] [8.29e-06, 2.28e-06, 2.21e-06, 1.41e-06, 1.41e-06, 1.81e-06, 1.98e-06, 1.40e-05, 2.02e-06, 1.72e-05, 1.79e-05, 6.72e-05, 1.07e-04, 4.43e-04, 9.23e-06, 4.30e-06, 2.09e-06, 3.06e-06, 0.00e+00, 3.91e-08, 1.23e-05, 2.97e-07] []
279800 [2.63e-06, 1.86e-06, 1.05e-06, 1.74e-06, 1.10e-06, 2.01e-06, 1.01e-06, 6.58e-07, 8.02e-08, 8.08e-06, 6.17e-06, 2.95e-05, 2.11e-05, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-10, 3.56e-07, 1.92e-09] [2.63e-06, 1.86e-06, 1.05e-06, 1.74e-06, 1.10e-06, 2.01e-06, 1.01e-06, 6.58e-07, 8.02e-08, 8.08e-06, 6.17e-06, 2.95e-05, 2.11e-05, 1.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.37e-10, 3.56e-07, 1.92e-09] []
279900 [6.22e-07, 6.30e-07, 9.58e-07, 6.34e-07, 1.16e-06, 7.59e-07, 8.00e-07, 5.63e-06, 1.14e-07, 2.33e-07, 1.83e-05, 1.96e-05, 4.81e-05, 1.50e-05, 2.40e-07, 6.34e-08, 6.18e-07, 5.33e-07, 7.48e-07, 1.49e-08, 4.31e-06, 8.49e-08] [6.22e-07, 6.30e-07, 9.58e-07, 6.34e-07, 1.16e-06, 7.59e-07, 8.00e-07, 5.63e-06, 1.14e-07, 2.33e-07, 1.83e-05, 1.96e-05, 4.81e-05, 1.50e-05, 2.40e-07, 6.34e-08, 6.18e-07, 5.33e-07, 7.48e-07, 1.49e-08, 4.31e-06, 8.49e-08] []
280000 [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07] [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.286329 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
280000 [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07] [9.08e-06, 2.59e-06, 1.53e-06, 2.74e-06, 2.08e-06, 2.00e-06, 1.71e-06, 5.96e-07, 1.01e-06, 1.63e-05, 1.35e-05, 1.21e-04, 1.09e-04, 5.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.59e-08, 1.46e-07, 2.38e-07, 7.11e-07] []
280100 [1.02e-05, 5.87e-06, 4.61e-06, 5.24e-06, 1.62e-06, 5.07e-06, 3.43e-06, 1.96e-08, 2.61e-10, 2.55e-05, 4.85e-05, 1.65e-04, 9.33e-05, 7.43e-04, 3.41e-05, 2.85e-06, 3.81e-06, 1.45e-06, 6.86e-08, 0.00e+00, 4.35e-07, 3.73e-09] [1.02e-05, 5.87e-06, 4.61e-06, 5.24e-06, 1.62e-06, 5.07e-06, 3.43e-06, 1.96e-08, 2.61e-10, 2.55e-05, 4.85e-05, 1.65e-04, 9.33e-05, 7.43e-04, 3.41e-05, 2.85e-06, 3.81e-06, 1.45e-06, 6.86e-08, 0.00e+00, 4.35e-07, 3.73e-09] []
280200 [1.12e-07, 4.12e-07, 7.10e-07, 3.93e-07, 9.88e-07, 7.71e-07, 6.89e-07, 4.19e-09, 1.15e-09, 1.44e-08, 1.10e-07, 9.89e-07, 1.22e-06, 3.45e-07, 4.25e-08, 2.31e-09, 1.47e-09, 1.17e-08, 3.05e-10, 5.66e-11, 3.61e-09, 3.44e-10] [1.12e-07, 4.12e-07, 7.10e-07, 3.93e-07, 9.88e-07, 7.71e-07, 6.89e-07, 4.19e-09, 1.15e-09, 1.44e-08, 1.10e-07, 9.89e-07, 1.22e-06, 3.45e-07, 4.25e-08, 2.31e-09, 1.47e-09, 1.17e-08, 3.05e-10, 5.66e-11, 3.61e-09, 3.44e-10] []
280300 [1.80e-07, 5.26e-07, 6.76e-07, 4.49e-07, 9.20e-07, 8.15e-07, 7.24e-07, 2.02e-08, 1.46e-07, 4.79e-07, 3.56e-07, 2.71e-06, 3.12e-06, 9.56e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-12, 1.38e-08, 4.01e-08, 8.22e-08] [1.80e-07, 5.26e-07, 6.76e-07, 4.49e-07, 9.20e-07, 8.15e-07, 7.24e-07, 2.02e-08, 1.46e-07, 4.79e-07, 3.56e-07, 2.71e-06, 3.12e-06, 9.56e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-12, 1.38e-08, 4.01e-08, 8.22e-08] []
280400 [9.51e-08, 4.32e-07, 6.49e-07, 4.11e-07, 9.14e-07, 7.33e-07, 8.91e-07, 3.17e-07, 2.74e-06, 1.55e-07, 3.33e-07, 1.95e-06, 1.72e-06, 4.26e-06, 0.00e+00, 1.92e-11, 0.00e+00, 9.80e-11, 0.00e+00, 0.00e+00, 2.71e-07, 1.01e-06] [9.51e-08, 4.32e-07, 6.49e-07, 4.11e-07, 9.14e-07, 7.33e-07, 8.91e-07, 3.17e-07, 2.74e-06, 1.55e-07, 3.33e-07, 1.95e-06, 1.72e-06, 4.26e-06, 0.00e+00, 1.92e-11, 0.00e+00, 9.80e-11, 0.00e+00, 0.00e+00, 2.71e-07, 1.01e-06] []
280500 [1.35e-07, 3.72e-07, 6.70e-07, 4.19e-07, 9.10e-07, 7.08e-07, 7.17e-07, 3.60e-07, 7.50e-10, 2.78e-08, 1.90e-07, 1.20e-06, 1.78e-06, 1.53e-06, 6.43e-08, 6.67e-10, 1.21e-09, 1.23e-08, 0.00e+00, 5.36e-11, 2.07e-07, 3.38e-10] [1.35e-07, 3.72e-07, 6.70e-07, 4.19e-07, 9.10e-07, 7.08e-07, 7.17e-07, 3.60e-07, 7.50e-10, 2.78e-08, 1.90e-07, 1.20e-06, 1.78e-06, 1.53e-06, 6.43e-08, 6.67e-10, 1.21e-09, 1.23e-08, 0.00e+00, 5.36e-11, 2.07e-07, 3.38e-10] []
280600 [1.17e-07, 4.42e-07, 6.94e-07, 4.03e-07, 9.24e-07, 7.56e-07, 6.88e-07, 2.66e-08, 2.71e-10, 8.12e-08, 6.65e-07, 1.71e-06, 3.31e-06, 2.02e-06, 0.00e+00, 1.70e-10, 0.00e+00, 8.51e-10, 2.58e-11, 2.10e-12, 2.70e-08, 3.86e-11] [1.17e-07, 4.42e-07, 6.94e-07, 4.03e-07, 9.24e-07, 7.56e-07, 6.88e-07, 2.66e-08, 2.71e-10, 8.12e-08, 6.65e-07, 1.71e-06, 3.31e-06, 2.02e-06, 0.00e+00, 1.70e-10, 0.00e+00, 8.51e-10, 2.58e-11, 2.10e-12, 2.70e-08, 3.86e-11] []
280700 [5.39e-07, 4.22e-07, 7.56e-07, 3.73e-07, 9.35e-07, 7.16e-07, 7.17e-07, 4.96e-07, 4.95e-08, 7.54e-07, 7.14e-07, 3.64e-06, 7.54e-06, 1.90e-05, 1.92e-07, 6.35e-08, 9.74e-08, 1.21e-07, 0.00e+00, 5.38e-09, 5.39e-07, 3.00e-08] [5.39e-07, 4.22e-07, 7.56e-07, 3.73e-07, 9.35e-07, 7.16e-07, 7.17e-07, 4.96e-07, 4.95e-08, 7.54e-07, 7.14e-07, 3.64e-06, 7.54e-06, 1.90e-05, 1.92e-07, 6.35e-08, 9.74e-08, 1.21e-07, 0.00e+00, 5.38e-09, 5.39e-07, 3.00e-08] []
280800 [1.22e-05, 2.23e-06, 1.81e-06, 1.40e-06, 1.96e-06, 1.60e-06, 1.59e-06, 1.58e-07, 1.10e-07, 2.31e-05, 2.14e-05, 9.71e-05, 1.96e-04, 6.48e-04, 8.60e-06, 8.47e-06, 4.33e-06, 3.95e-06, 2.71e-08, 0.00e+00, 1.80e-07, 9.19e-09] [1.22e-05, 2.23e-06, 1.81e-06, 1.40e-06, 1.96e-06, 1.60e-06, 1.59e-06, 1.58e-07, 1.10e-07, 2.31e-05, 2.14e-05, 9.71e-05, 1.96e-04, 6.48e-04, 8.60e-06, 8.47e-06, 4.33e-06, 3.95e-06, 2.71e-08, 0.00e+00, 1.80e-07, 9.19e-09] []
280900 [3.62e-06, 1.28e-06, 9.22e-07, 1.35e-06, 1.36e-06, 1.28e-06, 1.24e-06, 1.33e-07, 4.76e-09, 7.75e-06, 6.57e-06, 5.49e-05, 4.01e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-12, 3.32e-10, 5.77e-08, 2.20e-09] [3.62e-06, 1.28e-06, 9.22e-07, 1.35e-06, 1.36e-06, 1.28e-06, 1.24e-06, 1.33e-07, 4.76e-09, 7.75e-06, 6.57e-06, 5.49e-05, 4.01e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-12, 3.32e-10, 5.77e-08, 2.20e-09] []
281000 [1.37e-05, 2.86e-06, 1.41e-06, 1.10e-06, 2.23e-06, 1.39e-06, 1.14e-06, 3.63e-05, 6.10e-06, 2.33e-05, 5.76e-06, 4.78e-05, 1.09e-05, 1.34e-04, 4.11e-06, 6.55e-06, 4.75e-07, 6.38e-07, 0.00e+00, 1.06e-06, 2.89e-05, 4.10e-06] [1.37e-05, 2.86e-06, 1.41e-06, 1.10e-06, 2.23e-06, 1.39e-06, 1.14e-06, 3.63e-05, 6.10e-06, 2.33e-05, 5.76e-06, 4.78e-05, 1.09e-05, 1.34e-04, 4.11e-06, 6.55e-06, 4.75e-07, 6.38e-07, 0.00e+00, 1.06e-06, 2.89e-05, 4.10e-06] []
281100 [7.33e-05, 2.43e-05, 6.67e-06, 1.80e-05, 6.45e-06, 1.40e-05, 3.14e-06, 1.17e-04, 2.55e-06, 1.11e-04, 9.46e-05, 7.25e-04, 7.49e-04, 3.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 2.46e-06] [7.33e-05, 2.43e-05, 6.67e-06, 1.80e-05, 6.45e-06, 1.40e-05, 3.14e-06, 1.17e-04, 2.55e-06, 1.11e-04, 9.46e-05, 7.25e-04, 7.49e-04, 3.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 2.46e-06] []
281200 [1.19e-07, 4.45e-07, 6.34e-07, 3.89e-07, 8.20e-07, 7.87e-07, 6.01e-07, 3.92e-09, 1.79e-06, 9.91e-08, 2.79e-07, 1.66e-06, 3.16e-06, 4.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 4.65e-09, 1.00e-09, 0.00e+00, 5.15e-09, 1.39e-06] [1.19e-07, 4.45e-07, 6.34e-07, 3.89e-07, 8.20e-07, 7.87e-07, 6.01e-07, 3.92e-09, 1.79e-06, 9.91e-08, 2.79e-07, 1.66e-06, 3.16e-06, 4.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 4.65e-09, 1.00e-09, 0.00e+00, 5.15e-09, 1.39e-06] []
281300 [1.07e-07, 3.96e-07, 6.32e-07, 3.64e-07, 8.19e-07, 7.50e-07, 6.32e-07, 1.00e-06, 7.67e-08, 1.37e-07, 2.35e-07, 1.78e-06, 1.90e-06, 4.57e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 8.19e-07, 7.61e-08] [1.07e-07, 3.96e-07, 6.32e-07, 3.64e-07, 8.19e-07, 7.50e-07, 6.32e-07, 1.00e-06, 7.67e-08, 1.37e-07, 2.35e-07, 1.78e-06, 1.90e-06, 4.57e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 8.19e-07, 7.61e-08] []
281400 [2.61e-07, 3.70e-07, 6.95e-07, 3.62e-07, 8.73e-07, 6.93e-07, 6.04e-07, 2.43e-10, 1.24e-09, 1.36e-07, 5.86e-07, 1.91e-06, 4.87e-06, 6.34e-06, 6.66e-08, 3.67e-08, 3.18e-08, 5.11e-08, 1.45e-09, 1.97e-11, 6.37e-09, 6.74e-11] [2.61e-07, 3.70e-07, 6.95e-07, 3.62e-07, 8.73e-07, 6.93e-07, 6.04e-07, 2.43e-10, 1.24e-09, 1.36e-07, 5.86e-07, 1.91e-06, 4.87e-06, 6.34e-06, 6.66e-08, 3.67e-08, 3.18e-08, 5.11e-08, 1.45e-09, 1.97e-11, 6.37e-09, 6.74e-11] []
281500 [4.87e-06, 1.03e-06, 1.06e-06, 7.44e-07, 1.28e-06, 1.00e-06, 8.03e-07, 1.31e-05, 5.82e-06, 7.41e-06, 1.08e-05, 4.04e-05, 9.85e-05, 2.65e-04, 3.46e-06, 2.70e-06, 1.62e-06, 1.44e-06, 1.39e-06, 8.16e-07, 7.59e-06, 3.31e-06] [4.87e-06, 1.03e-06, 1.06e-06, 7.44e-07, 1.28e-06, 1.00e-06, 8.03e-07, 1.31e-05, 5.82e-06, 7.41e-06, 1.08e-05, 4.04e-05, 9.85e-05, 2.65e-04, 3.46e-06, 2.70e-06, 1.62e-06, 1.44e-06, 1.39e-06, 8.16e-07, 7.59e-06, 3.31e-06] []
281600 [6.75e-06, 2.28e-06, 1.17e-06, 2.46e-06, 1.89e-06, 1.68e-06, 1.46e-06, 5.95e-05, 1.54e-08, 1.29e-05, 1.08e-05, 9.71e-05, 6.95e-05, 4.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.32e-06, 8.41e-11, 3.63e-05, 8.22e-08] [6.75e-06, 2.28e-06, 1.17e-06, 2.46e-06, 1.89e-06, 1.68e-06, 1.46e-06, 5.95e-05, 1.54e-08, 1.29e-05, 1.08e-05, 9.71e-05, 6.95e-05, 4.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.32e-06, 8.41e-11, 3.63e-05, 8.22e-08] []
281700 [3.40e-06, 1.18e-06, 1.11e-06, 6.22e-07, 1.45e-06, 8.37e-07, 1.37e-06, 1.67e-05, 1.15e-08, 5.19e-06, 8.89e-06, 3.36e-05, 2.24e-05, 1.70e-04, 9.19e-07, 5.16e-06, 2.80e-07, 3.57e-07, 1.46e-06, 0.00e+00, 7.98e-06, 6.01e-09] [3.40e-06, 1.18e-06, 1.11e-06, 6.22e-07, 1.45e-06, 8.37e-07, 1.37e-06, 1.67e-05, 1.15e-08, 5.19e-06, 8.89e-06, 3.36e-05, 2.24e-05, 1.70e-04, 9.19e-07, 5.16e-06, 2.80e-07, 3.57e-07, 1.46e-06, 0.00e+00, 7.98e-06, 6.01e-09] []
281800 [1.33e-07, 3.71e-07, 5.84e-07, 4.08e-07, 9.65e-07, 6.71e-07, 7.04e-07, 8.35e-07, 8.14e-08, 9.31e-07, 3.34e-06, 4.59e-06, 3.27e-06, 5.49e-06, 0.00e+00, 1.73e-09, 0.00e+00, 0.00e+00, 9.38e-08, 0.00e+00, 6.01e-07, 6.82e-08] [1.33e-07, 3.71e-07, 5.84e-07, 4.08e-07, 9.65e-07, 6.71e-07, 7.04e-07, 8.35e-07, 8.14e-08, 9.31e-07, 3.34e-06, 4.59e-06, 3.27e-06, 5.49e-06, 0.00e+00, 1.73e-09, 0.00e+00, 0.00e+00, 9.38e-08, 0.00e+00, 6.01e-07, 6.82e-08] []
281900 [1.04e-07, 3.00e-07, 6.56e-07, 3.38e-07, 8.04e-07, 6.84e-07, 7.05e-07, 9.19e-06, 1.61e-04, 4.13e-09, 1.91e-07, 1.09e-06, 1.44e-06, 3.62e-07, 5.79e-08, 3.29e-09, 3.47e-09, 3.99e-09, 0.00e+00, 1.81e-05, 6.55e-06, 7.88e-05] [1.04e-07, 3.00e-07, 6.56e-07, 3.38e-07, 8.04e-07, 6.84e-07, 7.05e-07, 9.19e-06, 1.61e-04, 4.13e-09, 1.91e-07, 1.09e-06, 1.44e-06, 3.62e-07, 5.79e-08, 3.29e-09, 3.47e-09, 3.99e-09, 0.00e+00, 1.81e-05, 6.55e-06, 7.88e-05] []
282000 [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09] [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 39.844944 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
282000 [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09] [1.75e-07, 5.78e-07, 7.13e-07, 4.10e-07, 8.28e-07, 7.30e-07, 6.42e-07, 8.41e-08, 2.36e-09, 4.67e-08, 1.30e-06, 1.80e-06, 4.04e-06, 2.37e-06, 1.71e-07, 0.00e+00, 2.38e-09, 7.74e-08, 2.54e-08, 7.62e-10, 1.66e-07, 5.00e-09] []
282100 [1.27e-05, 4.82e-06, 1.42e-06, 3.45e-06, 1.44e-06, 3.27e-06, 8.95e-07, 1.79e-06, 9.65e-07, 1.71e-05, 2.75e-05, 1.16e-04, 2.71e-04, 6.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-06, 1.02e-06] [1.27e-05, 4.82e-06, 1.42e-06, 3.45e-06, 1.44e-06, 3.27e-06, 8.95e-07, 1.79e-06, 9.65e-07, 1.71e-05, 2.75e-05, 1.16e-04, 2.71e-04, 6.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-06, 1.02e-06] []
282200 [1.21e-05, 4.43e-06, 1.33e-06, 3.03e-06, 1.42e-06, 3.13e-06, 8.96e-07, 8.12e-05, 4.61e-06, 1.58e-05, 2.46e-05, 1.11e-04, 2.41e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.91e-05, 4.62e-06] [1.21e-05, 4.43e-06, 1.33e-06, 3.03e-06, 1.42e-06, 3.13e-06, 8.96e-07, 8.12e-05, 4.61e-06, 1.58e-05, 2.46e-05, 1.11e-04, 2.41e-04, 6.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.91e-05, 4.62e-06] []
282300 [2.26e-05, 7.57e-06, 2.21e-06, 5.35e-06, 2.12e-06, 4.72e-06, 1.20e-06, 5.34e-06, 9.10e-07, 3.26e-05, 3.41e-05, 1.99e-04, 3.51e-04, 1.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 4.33e-07] [2.26e-05, 7.57e-06, 2.21e-06, 5.35e-06, 2.12e-06, 4.72e-06, 1.20e-06, 5.34e-06, 9.10e-07, 3.26e-05, 3.41e-05, 1.99e-04, 3.51e-04, 1.17e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 4.33e-07] []
282400 [2.28e-05, 5.36e-06, 4.97e-06, 5.64e-06, 3.92e-06, 3.99e-06, 3.66e-06, 8.18e-05, 1.10e-05, 4.98e-05, 7.86e-05, 2.54e-04, 2.88e-04, 1.65e-03, 2.49e-05, 2.55e-05, 9.10e-06, 4.84e-06, 9.95e-06, 1.71e-06, 4.82e-05, 7.50e-06] [2.28e-05, 5.36e-06, 4.97e-06, 5.64e-06, 3.92e-06, 3.99e-06, 3.66e-06, 8.18e-05, 1.10e-05, 4.98e-05, 7.86e-05, 2.54e-04, 2.88e-04, 1.65e-03, 2.49e-05, 2.55e-05, 9.10e-06, 4.84e-06, 9.95e-06, 1.71e-06, 4.82e-05, 7.50e-06] []
282500 [1.12e-06, 4.49e-07, 7.52e-07, 4.19e-07, 8.49e-07, 7.52e-07, 5.53e-07, 1.41e-08, 2.07e-10, 1.65e-06, 1.96e-06, 7.94e-06, 1.92e-05, 4.87e-05, 6.47e-07, 2.94e-07, 3.11e-07, 3.26e-07, 2.81e-09, 1.07e-10, 1.12e-08, 5.15e-10] [1.12e-06, 4.49e-07, 7.52e-07, 4.19e-07, 8.49e-07, 7.52e-07, 5.53e-07, 1.41e-08, 2.07e-10, 1.65e-06, 1.96e-06, 7.94e-06, 1.92e-05, 4.87e-05, 6.47e-07, 2.94e-07, 3.11e-07, 3.26e-07, 2.81e-09, 1.07e-10, 1.12e-08, 5.15e-10] []
282600 [9.86e-07, 4.75e-07, 7.20e-07, 4.43e-07, 8.48e-07, 7.09e-07, 5.21e-07, 7.12e-05, 1.16e-06, 9.95e-07, 3.83e-06, 8.18e-06, 2.58e-05, 4.27e-05, 5.45e-07, 2.63e-07, 3.04e-07, 2.97e-07, 8.34e-06, 1.24e-07, 4.13e-05, 6.53e-07] [9.86e-07, 4.75e-07, 7.20e-07, 4.43e-07, 8.48e-07, 7.09e-07, 5.21e-07, 7.12e-05, 1.16e-06, 9.95e-07, 3.83e-06, 8.18e-06, 2.58e-05, 4.27e-05, 5.45e-07, 2.63e-07, 3.04e-07, 2.97e-07, 8.34e-06, 1.24e-07, 4.13e-05, 6.53e-07] []
282700 [2.45e-05, 7.84e-06, 2.41e-06, 5.39e-06, 2.23e-06, 4.81e-06, 1.21e-06, 5.59e-07, 1.53e-07, 3.79e-05, 3.04e-05, 2.04e-04, 3.23e-04, 1.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-07, 1.76e-07] [2.45e-05, 7.84e-06, 2.41e-06, 5.39e-06, 2.23e-06, 4.81e-06, 1.21e-06, 5.59e-07, 1.53e-07, 3.79e-05, 3.04e-05, 2.04e-04, 3.23e-04, 1.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-07, 1.76e-07] []
282800 [7.28e-07, 5.57e-07, 1.15e-06, 7.35e-07, 7.02e-07, 9.94e-07, 9.04e-07, 1.84e-05, 1.49e-09, 1.13e-07, 2.61e-06, 6.25e-06, 1.28e-05, 1.19e-05, 1.53e-07, 1.52e-08, 9.08e-08, 2.73e-08, 2.11e-06, 7.48e-11, 1.12e-05, 3.72e-10] [7.28e-07, 5.57e-07, 1.15e-06, 7.35e-07, 7.02e-07, 9.94e-07, 9.04e-07, 1.84e-05, 1.49e-09, 1.13e-07, 2.61e-06, 6.25e-06, 1.28e-05, 1.19e-05, 1.53e-07, 1.52e-08, 9.08e-08, 2.73e-08, 2.11e-06, 7.48e-11, 1.12e-05, 3.72e-10] []
282900 [1.80e-06, 9.44e-07, 8.31e-07, 1.26e-06, 9.37e-07, 1.15e-06, 1.09e-06, 3.33e-05, 1.37e-07, 2.88e-06, 8.24e-06, 2.82e-05, 1.79e-05, 5.82e-05, 3.33e-06, 1.98e-08, 0.00e+00, 0.00e+00, 3.38e-06, 0.00e+00, 1.75e-05, 1.12e-07] [1.80e-06, 9.44e-07, 8.31e-07, 1.26e-06, 9.37e-07, 1.15e-06, 1.09e-06, 3.33e-05, 1.37e-07, 2.88e-06, 8.24e-06, 2.82e-05, 1.79e-05, 5.82e-05, 3.33e-06, 1.98e-08, 0.00e+00, 0.00e+00, 3.38e-06, 0.00e+00, 1.75e-05, 1.12e-07] []
283000 [1.33e-05, 3.58e-06, 4.04e-06, 4.13e-06, 2.38e-06, 2.99e-06, 2.79e-06, 9.42e-05, 3.95e-09, 2.46e-05, 4.44e-05, 1.51e-04, 1.93e-04, 9.88e-04, 1.43e-05, 1.19e-05, 5.03e-06, 2.21e-06, 1.20e-05, 2.41e-09, 5.75e-05, 1.59e-08] [1.33e-05, 3.58e-06, 4.04e-06, 4.13e-06, 2.38e-06, 2.99e-06, 2.79e-06, 9.42e-05, 3.95e-09, 2.46e-05, 4.44e-05, 1.51e-04, 1.93e-04, 9.88e-04, 1.43e-05, 1.19e-05, 5.03e-06, 2.21e-06, 1.20e-05, 2.41e-09, 5.75e-05, 1.59e-08] []
283100 [2.79e-05, 9.22e-06, 2.45e-06, 6.39e-06, 2.50e-06, 5.61e-06, 1.36e-06, 2.42e-05, 2.28e-06, 4.03e-05, 3.86e-05, 2.35e-04, 4.17e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 2.30e-06] [2.79e-05, 9.22e-06, 2.45e-06, 6.39e-06, 2.50e-06, 5.61e-06, 1.36e-06, 2.42e-05, 2.28e-06, 4.03e-05, 3.86e-05, 2.35e-04, 4.17e-04, 1.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 2.30e-06] []
283200 [5.28e-07, 5.02e-07, 1.10e-06, 6.12e-07, 7.31e-07, 8.98e-07, 8.99e-07, 1.36e-05, 2.39e-05, 5.56e-08, 1.32e-06, 4.11e-06, 6.11e-06, 4.69e-06, 6.40e-08, 1.21e-08, 3.21e-08, 5.09e-09, 1.34e-06, 0.00e+00, 7.33e-06, 1.45e-05] [5.28e-07, 5.02e-07, 1.10e-06, 6.12e-07, 7.31e-07, 8.98e-07, 8.99e-07, 1.36e-05, 2.39e-05, 5.56e-08, 1.32e-06, 4.11e-06, 6.11e-06, 4.69e-06, 6.40e-08, 1.21e-08, 3.21e-08, 5.09e-09, 1.34e-06, 0.00e+00, 7.33e-06, 1.45e-05] []
283300 [1.60e-06, 9.15e-07, 7.48e-07, 4.26e-07, 8.54e-07, 6.35e-07, 6.60e-07, 2.85e-07, 1.26e-07, 4.09e-06, 3.48e-06, 9.30e-06, 1.37e-05, 5.72e-05, 4.34e-07, 4.81e-07, 2.51e-07, 1.26e-07, 3.29e-08, 1.01e-08, 2.09e-07, 5.80e-08] [1.60e-06, 9.15e-07, 7.48e-07, 4.26e-07, 8.54e-07, 6.35e-07, 6.60e-07, 2.85e-07, 1.26e-07, 4.09e-06, 3.48e-06, 9.30e-06, 1.37e-05, 5.72e-05, 4.34e-07, 4.81e-07, 2.51e-07, 1.26e-07, 3.29e-08, 1.01e-08, 2.09e-07, 5.80e-08] []
283400 [1.01e-06, 1.27e-06, 6.65e-07, 1.11e-06, 9.59e-07, 5.95e-07, 8.69e-07, 2.37e-08, 1.86e-05, 8.45e-07, 8.58e-06, 8.27e-06, 1.86e-05, 4.95e-05, 1.49e-06, 1.23e-08, 4.71e-08, 0.00e+00, 1.22e-07, 3.00e-06, 7.43e-07, 1.45e-05] [1.01e-06, 1.27e-06, 6.65e-07, 1.11e-06, 9.59e-07, 5.95e-07, 8.69e-07, 2.37e-08, 1.86e-05, 8.45e-07, 8.58e-06, 8.27e-06, 1.86e-05, 4.95e-05, 1.49e-06, 1.23e-08, 4.71e-08, 0.00e+00, 1.22e-07, 3.00e-06, 7.43e-07, 1.45e-05] []
283500 [6.74e-06, 2.34e-06, 3.28e-06, 3.22e-06, 1.38e-06, 2.38e-06, 1.96e-06, 3.30e-06, 7.33e-08, 1.16e-05, 2.47e-05, 7.36e-05, 9.48e-05, 4.79e-04, 6.99e-06, 2.94e-06, 2.52e-06, 7.00e-07, 2.91e-07, 0.00e+00, 1.74e-06, 1.37e-08] [6.74e-06, 2.34e-06, 3.28e-06, 3.22e-06, 1.38e-06, 2.38e-06, 1.96e-06, 3.30e-06, 7.33e-08, 1.16e-05, 2.47e-05, 7.36e-05, 9.48e-05, 4.79e-04, 6.99e-06, 2.94e-06, 2.52e-06, 7.00e-07, 2.91e-07, 0.00e+00, 1.74e-06, 1.37e-08] []
283600 [9.95e-06, 3.60e-06, 1.16e-06, 2.37e-06, 1.23e-06, 2.64e-06, 7.61e-07, 9.43e-05, 1.59e-07, 1.30e-05, 2.02e-05, 8.45e-05, 2.04e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.54e-05, 1.53e-07] [9.95e-06, 3.60e-06, 1.16e-06, 2.37e-06, 1.23e-06, 2.64e-06, 7.61e-07, 9.43e-05, 1.59e-07, 1.30e-05, 2.02e-05, 8.45e-05, 2.04e-04, 4.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.54e-05, 1.53e-07] []
283700 [9.87e-07, 7.49e-07, 6.94e-07, 5.32e-07, 7.01e-07, 9.38e-07, 6.52e-07, 1.38e-07, 7.01e-06, 1.21e-06, 3.00e-06, 9.19e-06, 2.59e-05, 4.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-10, 8.77e-07, 1.80e-08, 4.72e-06] [9.87e-07, 7.49e-07, 6.94e-07, 5.32e-07, 7.01e-07, 9.38e-07, 6.52e-07, 1.38e-07, 7.01e-06, 1.21e-06, 3.00e-06, 9.19e-06, 2.59e-05, 4.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.46e-10, 8.77e-07, 1.80e-08, 4.72e-06] []
283800 [8.47e-07, 7.30e-07, 6.27e-07, 4.80e-07, 7.04e-07, 9.39e-07, 4.99e-07, 6.42e-07, 1.33e-08, 1.08e-06, 2.01e-06, 8.25e-06, 2.01e-05, 4.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-06, 1.82e-08] [8.47e-07, 7.30e-07, 6.27e-07, 4.80e-07, 7.04e-07, 9.39e-07, 4.99e-07, 6.42e-07, 1.33e-08, 1.08e-06, 2.01e-06, 8.25e-06, 2.01e-05, 4.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-06, 1.82e-08] []
283900 [1.20e-05, 2.40e-06, 1.69e-06, 1.49e-06, 1.79e-06, 1.66e-06, 9.63e-07, 1.68e-06, 4.05e-06, 2.36e-05, 2.19e-05, 9.80e-05, 2.07e-04, 6.63e-04, 9.86e-06, 7.77e-06, 4.62e-06, 3.92e-06, 1.41e-07, 4.38e-07, 8.69e-07, 2.01e-06] [1.20e-05, 2.40e-06, 1.69e-06, 1.49e-06, 1.79e-06, 1.66e-06, 9.63e-07, 1.68e-06, 4.05e-06, 2.36e-05, 2.19e-05, 9.80e-05, 2.07e-04, 6.63e-04, 9.86e-06, 7.77e-06, 4.62e-06, 3.92e-06, 1.41e-07, 4.38e-07, 8.69e-07, 2.01e-06] []
284000 [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09] [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 40.416780 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
284000 [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09] [1.25e-05, 3.95e-06, 2.45e-06, 4.08e-06, 4.63e-06, 2.72e-06, 2.17e-06, 3.24e-05, 4.60e-10, 2.92e-05, 5.40e-05, 2.45e-04, 1.41e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-06, 3.18e-11, 1.95e-05, 3.20e-09] []
284100 [4.15e-07, 3.61e-07, 6.64e-07, 3.31e-07, 7.23e-07, 7.23e-07, 4.36e-07, 9.90e-10, 5.36e-09, 4.54e-07, 5.94e-07, 2.76e-06, 6.02e-06, 1.35e-05, 2.15e-07, 8.70e-08, 8.09e-08, 8.53e-08, 7.95e-09, 1.01e-09, 4.07e-08, 6.45e-09] [4.15e-07, 3.61e-07, 6.64e-07, 3.31e-07, 7.23e-07, 7.23e-07, 4.36e-07, 9.90e-10, 5.36e-09, 4.54e-07, 5.94e-07, 2.76e-06, 6.02e-06, 1.35e-05, 2.15e-07, 8.70e-08, 8.09e-08, 8.53e-08, 7.95e-09, 1.01e-09, 4.07e-08, 6.45e-09] []
284200 [8.86e-08, 3.67e-07, 6.01e-07, 2.96e-07, 6.83e-07, 7.02e-07, 4.25e-07, 7.90e-09, 1.56e-08, 2.03e-09, 1.78e-07, 8.69e-07, 1.15e-06, 6.08e-08, 2.40e-09, 4.42e-11, 0.00e+00, 9.25e-09, 4.13e-09, 1.98e-13, 1.46e-08, 4.42e-09] [8.86e-08, 3.67e-07, 6.01e-07, 2.96e-07, 6.83e-07, 7.02e-07, 4.25e-07, 7.90e-09, 1.56e-08, 2.03e-09, 1.78e-07, 8.69e-07, 1.15e-06, 6.08e-08, 2.40e-09, 4.42e-11, 0.00e+00, 9.25e-09, 4.13e-09, 1.98e-13, 1.46e-08, 4.42e-09] []
284300 [2.48e-07, 5.13e-07, 5.80e-07, 3.51e-07, 6.70e-07, 7.11e-07, 1.08e-06, 1.42e-07, 1.10e-05, 7.88e-11, 1.51e-06, 2.40e-06, 3.04e-06, 2.23e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-09, 0.00e+00, 9.43e-09, 3.23e-05] [2.48e-07, 5.13e-07, 5.80e-07, 3.51e-07, 6.70e-07, 7.11e-07, 1.08e-06, 1.42e-07, 1.10e-05, 7.88e-11, 1.51e-06, 2.40e-06, 3.04e-06, 2.23e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-09, 0.00e+00, 9.43e-09, 3.23e-05] []
284400 [1.37e-06, 8.64e-07, 5.74e-07, 5.04e-07, 8.02e-07, 6.51e-07, 7.53e-07, 1.45e-06, 3.38e-09, 1.81e-06, 3.49e-06, 9.69e-06, 7.02e-06, 4.64e-05, 1.01e-06, 2.02e-08, 1.63e-07, 2.09e-07, 2.33e-07, 6.74e-11, 1.42e-06, 1.67e-09] [1.37e-06, 8.64e-07, 5.74e-07, 5.04e-07, 8.02e-07, 6.51e-07, 7.53e-07, 1.45e-06, 3.38e-09, 1.81e-06, 3.49e-06, 9.69e-06, 7.02e-06, 4.64e-05, 1.01e-06, 2.02e-08, 1.63e-07, 2.09e-07, 2.33e-07, 6.74e-11, 1.42e-06, 1.67e-09] []
284500 [2.17e-07, 4.47e-07, 5.71e-07, 2.75e-07, 7.53e-07, 6.30e-07, 5.52e-07, 4.94e-07, 9.59e-10, 1.60e-08, 7.07e-07, 1.48e-06, 2.52e-06, 1.22e-06, 5.15e-08, 6.07e-11, 1.28e-08, 0.00e+00, 0.00e+00, 1.85e-11, 3.11e-07, 1.53e-09] [2.17e-07, 4.47e-07, 5.71e-07, 2.75e-07, 7.53e-07, 6.30e-07, 5.52e-07, 4.94e-07, 9.59e-10, 1.60e-08, 7.07e-07, 1.48e-06, 2.52e-06, 1.22e-06, 5.15e-08, 6.07e-11, 1.28e-08, 0.00e+00, 0.00e+00, 1.85e-11, 3.11e-07, 1.53e-09] []
284600 [7.92e-07, 4.09e-07, 6.80e-07, 2.96e-07, 8.02e-07, 6.69e-07, 4.70e-07, 1.17e-05, 7.48e-09, 8.94e-07, 2.02e-06, 5.64e-06, 1.62e-05, 2.82e-05, 2.32e-07, 3.63e-07, 2.80e-07, 1.48e-07, 1.14e-06, 3.81e-10, 6.29e-06, 2.18e-09] [7.92e-07, 4.09e-07, 6.80e-07, 2.96e-07, 8.02e-07, 6.69e-07, 4.70e-07, 1.17e-05, 7.48e-09, 8.94e-07, 2.02e-06, 5.64e-06, 1.62e-05, 2.82e-05, 2.32e-07, 3.63e-07, 2.80e-07, 1.48e-07, 1.14e-06, 3.81e-10, 6.29e-06, 2.18e-09] []
284700 [1.22e-07, 4.62e-07, 6.04e-07, 3.07e-07, 7.09e-07, 6.68e-07, 4.70e-07, 5.00e-07, 3.05e-11, 1.02e-08, 1.32e-06, 2.00e-06, 3.93e-06, 1.08e-06, 0.00e+00, 7.14e-10, 0.00e+00, 3.21e-09, 0.00e+00, 4.54e-11, 5.54e-07, 1.07e-10] [1.22e-07, 4.62e-07, 6.04e-07, 3.07e-07, 7.09e-07, 6.68e-07, 4.70e-07, 5.00e-07, 3.05e-11, 1.02e-08, 1.32e-06, 2.00e-06, 3.93e-06, 1.08e-06, 0.00e+00, 7.14e-10, 0.00e+00, 3.21e-09, 0.00e+00, 4.54e-11, 5.54e-07, 1.07e-10] []
284800 [4.07e-07, 5.24e-07, 5.34e-07, 3.24e-07, 7.04e-07, 6.97e-07, 9.71e-07, 4.35e-06, 1.65e-05, 1.48e-07, 2.31e-06, 4.99e-06, 1.16e-05, 1.41e-05, 0.00e+00, 1.11e-09, 0.00e+00, 0.00e+00, 3.63e-07, 0.00e+00, 2.16e-06, 3.35e-05] [4.07e-07, 5.24e-07, 5.34e-07, 3.24e-07, 7.04e-07, 6.97e-07, 9.71e-07, 4.35e-06, 1.65e-05, 1.48e-07, 2.31e-06, 4.99e-06, 1.16e-05, 1.41e-05, 0.00e+00, 1.11e-09, 0.00e+00, 0.00e+00, 3.63e-07, 0.00e+00, 2.16e-06, 3.35e-05] []
284900 [7.63e-07, 4.89e-07, 6.93e-07, 2.75e-07, 7.85e-07, 6.95e-07, 6.11e-07, 7.41e-07, 3.65e-11, 1.55e-06, 1.38e-06, 5.20e-06, 4.82e-06, 2.39e-05, 1.83e-07, 1.47e-07, 1.02e-07, 1.46e-07, 2.37e-08, 1.22e-10, 1.40e-07, 5.19e-10] [7.63e-07, 4.89e-07, 6.93e-07, 2.75e-07, 7.85e-07, 6.95e-07, 6.11e-07, 7.41e-07, 3.65e-11, 1.55e-06, 1.38e-06, 5.20e-06, 4.82e-06, 2.39e-05, 1.83e-07, 1.47e-07, 1.02e-07, 1.46e-07, 2.37e-08, 1.22e-10, 1.40e-07, 5.19e-10] []
285000 [1.08e-07, 4.04e-07, 5.52e-07, 3.09e-07, 6.05e-07, 6.86e-07, 4.36e-07, 7.17e-07, 1.77e-09, 3.73e-08, 6.14e-07, 1.53e-06, 2.57e-06, 9.39e-07, 2.97e-09, 0.00e+00, 0.00e+00, 2.18e-09, 3.14e-08, 2.42e-12, 1.92e-07, 3.45e-09] [1.08e-07, 4.04e-07, 5.52e-07, 3.09e-07, 6.05e-07, 6.86e-07, 4.36e-07, 7.17e-07, 1.77e-09, 3.73e-08, 6.14e-07, 1.53e-06, 2.57e-06, 9.39e-07, 2.97e-09, 0.00e+00, 0.00e+00, 2.18e-09, 3.14e-08, 2.42e-12, 1.92e-07, 3.45e-09] []
285100 [1.83e-07, 4.00e-07, 6.25e-07, 3.43e-07, 7.31e-07, 6.76e-07, 4.06e-07, 6.01e-09, 6.94e-09, 3.06e-08, 2.78e-07, 1.07e-06, 1.26e-06, 1.09e-06, 8.39e-08, 1.07e-08, 3.03e-09, 7.10e-09, 1.81e-09, 0.00e+00, 7.75e-09, 2.22e-08] [1.83e-07, 4.00e-07, 6.25e-07, 3.43e-07, 7.31e-07, 6.76e-07, 4.06e-07, 6.01e-09, 6.94e-09, 3.06e-08, 2.78e-07, 1.07e-06, 1.26e-06, 1.09e-06, 8.39e-08, 1.07e-08, 3.03e-09, 7.10e-09, 1.81e-09, 0.00e+00, 7.75e-09, 2.22e-08] []
285200 [1.02e-07, 3.86e-07, 5.59e-07, 2.68e-07, 6.69e-07, 6.92e-07, 6.43e-07, 3.54e-06, 2.01e-06, 2.32e-08, 2.18e-07, 1.41e-06, 1.76e-06, 2.10e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.11e-06] [1.02e-07, 3.86e-07, 5.59e-07, 2.68e-07, 6.69e-07, 6.92e-07, 6.43e-07, 3.54e-06, 2.01e-06, 2.32e-08, 2.18e-07, 1.41e-06, 1.76e-06, 2.10e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.11e-06] []
285300 [2.03e-07, 5.13e-07, 6.46e-07, 4.37e-07, 8.10e-07, 6.49e-07, 4.41e-07, 7.01e-07, 3.37e-10, 3.48e-08, 1.61e-06, 1.78e-06, 5.08e-06, 2.63e-06, 2.69e-07, 3.27e-08, 1.86e-08, 2.84e-09, 5.45e-08, 2.37e-10, 3.37e-07, 8.87e-10] [2.03e-07, 5.13e-07, 6.46e-07, 4.37e-07, 8.10e-07, 6.49e-07, 4.41e-07, 7.01e-07, 3.37e-10, 3.48e-08, 1.61e-06, 1.78e-06, 5.08e-06, 2.63e-06, 2.69e-07, 3.27e-08, 1.86e-08, 2.84e-09, 5.45e-08, 2.37e-10, 3.37e-07, 8.87e-10] []
285400 [1.25e-06, 8.98e-07, 6.66e-07, 4.44e-07, 7.39e-07, 5.95e-07, 6.37e-07, 2.63e-06, 2.10e-06, 5.93e-06, 1.38e-05, 1.40e-05, 7.69e-06, 7.51e-05, 1.11e-06, 3.12e-07, 2.50e-08, 9.45e-13, 0.00e+00, 6.54e-07, 1.88e-06, 3.18e-06] [1.25e-06, 8.98e-07, 6.66e-07, 4.44e-07, 7.39e-07, 5.95e-07, 6.37e-07, 2.63e-06, 2.10e-06, 5.93e-06, 1.38e-05, 1.40e-05, 7.69e-06, 7.51e-05, 1.11e-06, 3.12e-07, 2.50e-08, 9.45e-13, 0.00e+00, 6.54e-07, 1.88e-06, 3.18e-06] []
285500 [9.49e-06, 2.18e-06, 1.09e-06, 2.22e-06, 1.63e-06, 1.59e-06, 1.18e-06, 3.28e-06, 1.18e-05, 1.09e-05, 1.41e-05, 7.27e-05, 1.76e-04, 3.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 1.14e-05] [9.49e-06, 2.18e-06, 1.09e-06, 2.22e-06, 1.63e-06, 1.59e-06, 1.18e-06, 3.28e-06, 1.18e-05, 1.09e-05, 1.41e-05, 7.27e-05, 1.76e-04, 3.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 1.14e-05] []
285600 [2.19e-05, 7.61e-06, 2.26e-06, 7.42e-06, 3.36e-06, 4.47e-06, 1.80e-06, 2.65e-06, 7.45e-07, 3.76e-05, 3.15e-05, 2.40e-04, 2.92e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-06, 9.69e-07] [2.19e-05, 7.61e-06, 2.26e-06, 7.42e-06, 3.36e-06, 4.47e-06, 1.80e-06, 2.65e-06, 7.45e-07, 3.76e-05, 3.15e-05, 2.40e-04, 2.92e-04, 1.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.30e-06, 9.69e-07] []
285700 [4.74e-05, 1.57e-05, 3.93e-06, 1.03e-05, 4.00e-06, 9.04e-06, 1.84e-06, 5.51e-04, 1.25e-06, 6.15e-05, 6.06e-05, 3.92e-04, 6.34e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-04, 1.37e-06] [4.74e-05, 1.57e-05, 3.93e-06, 1.03e-05, 4.00e-06, 9.04e-06, 1.84e-06, 5.51e-04, 1.25e-06, 6.15e-05, 6.06e-05, 3.92e-04, 6.34e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-04, 1.37e-06] []
285800 [4.52e-06, 9.67e-07, 1.02e-06, 6.69e-07, 9.83e-07, 9.47e-07, 8.46e-07, 2.54e-08, 7.60e-06, 8.52e-06, 7.23e-06, 3.10e-05, 7.62e-05, 2.07e-04, 2.90e-06, 1.81e-06, 1.49e-06, 1.46e-06, 2.54e-09, 7.65e-07, 8.22e-09, 4.11e-06] [4.52e-06, 9.67e-07, 1.02e-06, 6.69e-07, 9.83e-07, 9.47e-07, 8.46e-07, 2.54e-08, 7.60e-06, 8.52e-06, 7.23e-06, 3.10e-05, 7.62e-05, 2.07e-04, 2.90e-06, 1.81e-06, 1.49e-06, 1.46e-06, 2.54e-09, 7.65e-07, 8.22e-09, 4.11e-06] []
285900 [4.06e-07, 5.29e-07, 5.95e-07, 3.46e-07, 5.99e-07, 8.26e-07, 3.93e-07, 4.53e-10, 8.00e-09, 6.02e-07, 7.96e-07, 3.74e-06, 8.22e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 9.18e-11, 0.00e+00, 1.03e-07, 1.04e-08] [4.06e-07, 5.29e-07, 5.95e-07, 3.46e-07, 5.99e-07, 8.26e-07, 3.93e-07, 4.53e-10, 8.00e-09, 6.02e-07, 7.96e-07, 3.74e-06, 8.22e-06, 1.74e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-10, 9.18e-11, 0.00e+00, 1.03e-07, 1.04e-08] []
286000 [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09] [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.714255 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
286000 [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09] [6.57e-07, 6.50e-07, 5.89e-07, 3.84e-07, 6.15e-07, 8.85e-07, 3.89e-07, 1.42e-07, 3.09e-10, 1.03e-06, 1.09e-06, 6.20e-06, 1.34e-05, 3.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-10, 8.46e-09, 4.07e-12, 4.45e-08, 1.33e-09] []
286100 [3.30e-07, 4.75e-07, 5.90e-07, 3.21e-07, 5.88e-07, 7.93e-07, 3.84e-07, 2.43e-07, 3.48e-07, 5.07e-07, 5.55e-07, 3.00e-06, 5.72e-06, 1.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-09, 1.26e-11, 1.94e-08, 1.63e-07, 1.19e-07] [3.30e-07, 4.75e-07, 5.90e-07, 3.21e-07, 5.88e-07, 7.93e-07, 3.84e-07, 2.43e-07, 3.48e-07, 5.07e-07, 5.55e-07, 3.00e-06, 5.72e-06, 1.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-09, 1.26e-11, 1.94e-08, 1.63e-07, 1.19e-07] []
286200 [2.46e-07, 3.54e-07, 6.24e-07, 2.77e-07, 6.68e-07, 6.82e-07, 5.25e-07, 1.61e-07, 7.40e-06, 2.48e-08, 1.09e-06, 1.90e-06, 5.81e-06, 4.62e-06, 6.23e-08, 2.10e-08, 3.75e-08, 5.04e-08, 6.47e-09, 4.03e-08, 3.08e-08, 9.12e-08] [2.46e-07, 3.54e-07, 6.24e-07, 2.77e-07, 6.68e-07, 6.82e-07, 5.25e-07, 1.61e-07, 7.40e-06, 2.48e-08, 1.09e-06, 1.90e-06, 5.81e-06, 4.62e-06, 6.23e-08, 2.10e-08, 3.75e-08, 5.04e-08, 6.47e-09, 4.03e-08, 3.08e-08, 9.12e-08] []
286300 [5.42e-07, 5.53e-07, 5.91e-07, 3.27e-07, 6.01e-07, 8.61e-07, 3.92e-07, 9.84e-06, 1.07e-09, 5.61e-07, 2.08e-06, 5.48e-06, 1.54e-05, 2.44e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-06, 9.20e-09] [5.42e-07, 5.53e-07, 5.91e-07, 3.27e-07, 6.01e-07, 8.61e-07, 3.92e-07, 9.84e-06, 1.07e-09, 5.61e-07, 2.08e-06, 5.48e-06, 1.54e-05, 2.44e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-06, 9.20e-09] []
286400 [8.07e-06, 1.74e-06, 1.34e-06, 1.12e-06, 1.31e-06, 1.33e-06, 5.97e-07, 4.49e-06, 6.05e-07, 1.50e-05, 1.44e-05, 6.41e-05, 1.43e-04, 4.32e-04, 6.73e-06, 4.27e-06, 2.96e-06, 2.57e-06, 3.90e-07, 6.51e-08, 2.25e-06, 3.27e-07] [8.07e-06, 1.74e-06, 1.34e-06, 1.12e-06, 1.31e-06, 1.33e-06, 5.97e-07, 4.49e-06, 6.05e-07, 1.50e-05, 1.44e-05, 6.41e-05, 1.43e-04, 4.32e-04, 6.73e-06, 4.27e-06, 2.96e-06, 2.57e-06, 3.90e-07, 6.51e-08, 2.25e-06, 3.27e-07] []
286500 [6.81e-05, 1.51e-05, 1.14e-05, 1.49e-05, 1.46e-05, 8.84e-06, 9.40e-06, 5.08e-05, 4.18e-07, 1.70e-04, 2.91e-04, 9.18e-04, 8.81e-04, 5.73e-03, 8.49e-05, 1.38e-04, 2.47e-05, 1.88e-05, 6.50e-06, 8.28e-08, 3.18e-05, 4.88e-07] [6.81e-05, 1.51e-05, 1.14e-05, 1.49e-05, 1.46e-05, 8.84e-06, 9.40e-06, 5.08e-05, 4.18e-07, 1.70e-04, 2.91e-04, 9.18e-04, 8.81e-04, 5.73e-03, 8.49e-05, 1.38e-04, 2.47e-05, 1.88e-05, 6.50e-06, 8.28e-08, 3.18e-05, 4.88e-07] []
286600 [1.14e-07, 4.27e-07, 6.59e-07, 3.20e-07, 6.34e-07, 7.60e-07, 3.54e-07, 7.85e-08, 1.20e-09, 1.97e-08, 2.37e-07, 9.30e-07, 1.09e-06, 1.39e-07, 1.61e-09, 0.00e+00, 7.50e-10, 6.16e-09, 5.26e-09, 4.65e-12, 2.64e-08, 5.78e-10] [1.14e-07, 4.27e-07, 6.59e-07, 3.20e-07, 6.34e-07, 7.60e-07, 3.54e-07, 7.85e-08, 1.20e-09, 1.97e-08, 2.37e-07, 9.30e-07, 1.09e-06, 1.39e-07, 1.61e-09, 0.00e+00, 7.50e-10, 6.16e-09, 5.26e-09, 4.65e-12, 2.64e-08, 5.78e-10] []
286700 [4.96e-07, 4.62e-07, 5.33e-07, 2.69e-07, 6.67e-07, 6.79e-07, 4.35e-07, 8.98e-06, 4.13e-06, 7.31e-07, 5.54e-07, 4.37e-06, 4.93e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-08, 0.00e+00, 3.32e-07, 3.84e-06] [4.96e-07, 4.62e-07, 5.33e-07, 2.69e-07, 6.67e-07, 6.79e-07, 4.35e-07, 8.98e-06, 4.13e-06, 7.31e-07, 5.54e-07, 4.37e-06, 4.93e-06, 1.47e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-08, 0.00e+00, 3.32e-07, 3.84e-06] []
286800 [1.69e-07, 4.20e-07, 5.51e-07, 2.99e-07, 5.79e-07, 7.35e-07, 3.88e-07, 4.37e-09, 3.51e-07, 7.64e-08, 6.07e-07, 1.78e-06, 3.54e-06, 3.98e-06, 6.55e-11, 0.00e+00, 0.00e+00, 1.99e-09, 6.14e-10, 0.00e+00, 2.34e-08, 2.26e-07] [1.69e-07, 4.20e-07, 5.51e-07, 2.99e-07, 5.79e-07, 7.35e-07, 3.88e-07, 4.37e-09, 3.51e-07, 7.64e-08, 6.07e-07, 1.78e-06, 3.54e-06, 3.98e-06, 6.55e-11, 0.00e+00, 0.00e+00, 1.99e-09, 6.14e-10, 0.00e+00, 2.34e-08, 2.26e-07] []
286900 [7.76e-07, 6.97e-07, 5.76e-07, 4.02e-07, 5.97e-07, 9.10e-07, 4.00e-07, 6.11e-08, 1.66e-06, 1.16e-06, 1.72e-06, 7.35e-06, 1.73e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-10, 0.00e+00, 4.47e-08, 1.22e-06] [7.76e-07, 6.97e-07, 5.76e-07, 4.02e-07, 5.97e-07, 9.10e-07, 4.00e-07, 6.11e-08, 1.66e-06, 1.16e-06, 1.72e-06, 7.35e-06, 1.73e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-10, 0.00e+00, 4.47e-08, 1.22e-06] []
287000 [3.66e-06, 8.95e-07, 9.23e-07, 5.90e-07, 8.75e-07, 9.40e-07, 5.38e-07, 5.06e-07, 4.56e-09, 6.38e-06, 6.09e-06, 2.68e-05, 6.02e-05, 1.77e-04, 2.37e-06, 1.45e-06, 1.20e-06, 1.05e-06, 6.17e-08, 3.14e-10, 3.93e-07, 1.81e-09] [3.66e-06, 8.95e-07, 9.23e-07, 5.90e-07, 8.75e-07, 9.40e-07, 5.38e-07, 5.06e-07, 4.56e-09, 6.38e-06, 6.09e-06, 2.68e-05, 6.02e-05, 1.77e-04, 2.37e-06, 1.45e-06, 1.20e-06, 1.05e-06, 6.17e-08, 3.14e-10, 3.93e-07, 1.81e-09] []
287100 [3.59e-05, 6.90e-06, 3.54e-06, 4.37e-06, 4.24e-06, 4.05e-06, 2.01e-06, 2.59e-05, 2.13e-07, 6.90e-05, 7.06e-05, 3.14e-04, 6.51e-04, 2.15e-03, 3.65e-05, 3.20e-05, 1.49e-05, 1.34e-05, 3.42e-06, 3.17e-08, 1.73e-05, 1.71e-07] [3.59e-05, 6.90e-06, 3.54e-06, 4.37e-06, 4.24e-06, 4.05e-06, 2.01e-06, 2.59e-05, 2.13e-07, 6.90e-05, 7.06e-05, 3.14e-04, 6.51e-04, 2.15e-03, 3.65e-05, 3.20e-05, 1.49e-05, 1.34e-05, 3.42e-06, 3.17e-08, 1.73e-05, 1.71e-07] []
287200 [1.23e-07, 4.14e-07, 6.56e-07, 3.18e-07, 6.03e-07, 7.64e-07, 4.20e-07, 4.50e-09, 1.60e-07, 6.31e-09, 2.29e-07, 9.56e-07, 1.23e-06, 6.28e-08, 4.22e-09, 0.00e+00, 8.47e-09, 1.29e-08, 1.80e-09, 0.00e+00, 6.70e-09, 9.25e-08] [1.23e-07, 4.14e-07, 6.56e-07, 3.18e-07, 6.03e-07, 7.64e-07, 4.20e-07, 4.50e-09, 1.60e-07, 6.31e-09, 2.29e-07, 9.56e-07, 1.23e-06, 6.28e-08, 4.22e-09, 0.00e+00, 8.47e-09, 1.29e-08, 1.80e-09, 0.00e+00, 6.70e-09, 9.25e-08] []
287300 [2.07e-07, 6.08e-07, 6.03e-07, 3.16e-07, 6.34e-07, 7.11e-07, 4.64e-07, 1.02e-06, 3.61e-06, 1.83e-07, 4.38e-06, 4.40e-06, 6.77e-06, 8.53e-07, 3.10e-11, 3.91e-08, 1.56e-08, 0.00e+00, 0.00e+00, 3.62e-07, 4.03e-07, 1.76e-06] [2.07e-07, 6.08e-07, 6.03e-07, 3.16e-07, 6.34e-07, 7.11e-07, 4.64e-07, 1.02e-06, 3.61e-06, 1.83e-07, 4.38e-06, 4.40e-06, 6.77e-06, 8.53e-07, 3.10e-11, 3.91e-08, 1.56e-08, 0.00e+00, 0.00e+00, 3.62e-07, 4.03e-07, 1.76e-06] []
287400 [5.35e-06, 1.82e-06, 1.11e-06, 8.25e-07, 1.18e-06, 9.71e-07, 1.04e-06, 2.82e-06, 1.73e-05, 1.12e-05, 1.17e-05, 5.05e-05, 4.90e-05, 2.92e-04, 5.47e-06, 3.16e-06, 1.25e-06, 9.69e-07, 3.76e-07, 1.88e-06, 2.19e-06, 9.35e-06] [5.35e-06, 1.82e-06, 1.11e-06, 8.25e-07, 1.18e-06, 9.71e-07, 1.04e-06, 2.82e-06, 1.73e-05, 1.12e-05, 1.17e-05, 5.05e-05, 4.90e-05, 2.92e-04, 5.47e-06, 3.16e-06, 1.25e-06, 9.69e-07, 3.76e-07, 1.88e-06, 2.19e-06, 9.35e-06] []
287500 [1.70e-06, 9.43e-07, 6.11e-07, 8.67e-07, 7.85e-07, 7.79e-07, 4.34e-07, 2.30e-06, 2.13e-12, 3.27e-06, 3.47e-06, 9.37e-06, 1.23e-05, 6.09e-05, 2.93e-06, 5.13e-07, 3.49e-07, 3.13e-07, 0.00e+00, 7.30e-11, 1.80e-06, 3.50e-10] [1.70e-06, 9.43e-07, 6.11e-07, 8.67e-07, 7.85e-07, 7.79e-07, 4.34e-07, 2.30e-06, 2.13e-12, 3.27e-06, 3.47e-06, 9.37e-06, 1.23e-05, 6.09e-05, 2.93e-06, 5.13e-07, 3.49e-07, 3.13e-07, 0.00e+00, 7.30e-11, 1.80e-06, 3.50e-10] []
287600 [8.16e-07, 7.73e-07, 5.70e-07, 3.74e-07, 6.34e-07, 9.18e-07, 4.34e-07, 3.77e-06, 2.62e-08, 1.23e-06, 1.57e-06, 1.11e-05, 1.13e-05, 5.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-06, 2.05e-08] [8.16e-07, 7.73e-07, 5.70e-07, 3.74e-07, 6.34e-07, 9.18e-07, 4.34e-07, 3.77e-06, 2.62e-08, 1.23e-06, 1.57e-06, 1.11e-05, 1.13e-05, 5.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-06, 2.05e-08] []
287700 [3.68e-07, 4.09e-07, 5.89e-07, 3.17e-07, 6.79e-07, 7.04e-07, 3.38e-07, 2.73e-07, 3.52e-05, 4.65e-08, 1.57e-06, 2.90e-06, 9.02e-06, 9.64e-06, 2.50e-07, 4.95e-08, 1.05e-07, 2.60e-08, 6.13e-08, 0.00e+00, 3.89e-07, 3.53e-05] [3.68e-07, 4.09e-07, 5.89e-07, 3.17e-07, 6.79e-07, 7.04e-07, 3.38e-07, 2.73e-07, 3.52e-05, 4.65e-08, 1.57e-06, 2.90e-06, 9.02e-06, 9.64e-06, 2.50e-07, 4.95e-08, 1.05e-07, 2.60e-08, 6.13e-08, 0.00e+00, 3.89e-07, 3.53e-05] []
287800 [1.68e-07, 4.30e-07, 6.06e-07, 3.07e-07, 6.39e-07, 6.80e-07, 3.73e-07, 5.70e-09, 9.75e-11, 6.94e-09, 2.90e-07, 1.41e-06, 2.39e-06, 3.39e-06, 6.84e-08, 1.16e-08, 1.45e-08, 1.57e-08, 1.06e-09, 2.36e-14, 3.05e-09, 2.60e-09] [1.68e-07, 4.30e-07, 6.06e-07, 3.07e-07, 6.39e-07, 6.80e-07, 3.73e-07, 5.70e-09, 9.75e-11, 6.94e-09, 2.90e-07, 1.41e-06, 2.39e-06, 3.39e-06, 6.84e-08, 1.16e-08, 1.45e-08, 1.57e-08, 1.06e-09, 2.36e-14, 3.05e-09, 2.60e-09] []
287900 [3.59e-07, 4.36e-07, 6.20e-07, 2.17e-07, 6.57e-07, 6.90e-07, 3.51e-07, 5.60e-07, 8.01e-07, 1.02e-07, 1.36e-06, 2.45e-06, 7.73e-06, 7.13e-06, 8.56e-08, 3.30e-08, 5.35e-08, 3.44e-08, 0.00e+00, 7.97e-08, 2.74e-07, 3.96e-07] [3.59e-07, 4.36e-07, 6.20e-07, 2.17e-07, 6.57e-07, 6.90e-07, 3.51e-07, 5.60e-07, 8.01e-07, 1.02e-07, 1.36e-06, 2.45e-06, 7.73e-06, 7.13e-06, 8.56e-08, 3.30e-08, 5.35e-08, 3.44e-08, 0.00e+00, 7.97e-08, 2.74e-07, 3.96e-07] []
288000 [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08] [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 43.042952 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
288000 [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08] [2.08e-07, 4.06e-07, 5.79e-07, 2.88e-07, 6.01e-07, 7.11e-07, 4.30e-07, 5.60e-07, 4.99e-08, 1.36e-07, 6.88e-07, 1.44e-06, 2.67e-06, 4.38e-06, 6.19e-08, 9.04e-09, 7.06e-09, 2.17e-08, 0.00e+00, 5.93e-09, 3.65e-07, 3.94e-08] []
288100 [1.63e-07, 5.10e-07, 5.71e-07, 2.87e-07, 5.86e-07, 7.22e-07, 3.40e-07, 1.72e-09, 5.33e-09, 3.76e-08, 3.82e-07, 1.44e-06, 2.46e-06, 2.27e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-09, 1.87e-09, 3.38e-10, 4.18e-09, 2.25e-09] [1.63e-07, 5.10e-07, 5.71e-07, 2.87e-07, 5.86e-07, 7.22e-07, 3.40e-07, 1.72e-09, 5.33e-09, 3.76e-08, 3.82e-07, 1.44e-06, 2.46e-06, 2.27e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.54e-09, 1.87e-09, 3.38e-10, 4.18e-09, 2.25e-09] []
288200 [3.27e-07, 4.32e-07, 7.30e-07, 4.41e-07, 6.85e-07, 7.07e-07, 3.35e-07, 2.11e-06, 1.83e-04, 5.73e-09, 8.75e-07, 2.14e-06, 4.98e-06, 4.52e-06, 3.03e-07, 1.40e-07, 3.56e-08, 1.19e-08, 0.00e+00, 3.35e-05, 1.43e-06, 1.16e-04] [3.27e-07, 4.32e-07, 7.30e-07, 4.41e-07, 6.85e-07, 7.07e-07, 3.35e-07, 2.11e-06, 1.83e-04, 5.73e-09, 8.75e-07, 2.14e-06, 4.98e-06, 4.52e-06, 3.03e-07, 1.40e-07, 3.56e-08, 1.19e-08, 0.00e+00, 3.35e-05, 1.43e-06, 1.16e-04] []
288300 [1.45e-07, 3.94e-07, 5.52e-07, 3.00e-07, 6.13e-07, 6.96e-07, 4.25e-07, 2.69e-08, 1.31e-08, 9.02e-08, 3.47e-07, 1.08e-06, 1.42e-06, 4.32e-07, 4.57e-08, 1.33e-10, 1.13e-11, 3.50e-10, 8.66e-11, 0.00e+00, 7.52e-08, 8.65e-09] [1.45e-07, 3.94e-07, 5.52e-07, 3.00e-07, 6.13e-07, 6.96e-07, 4.25e-07, 2.69e-08, 1.31e-08, 9.02e-08, 3.47e-07, 1.08e-06, 1.42e-06, 4.32e-07, 4.57e-08, 1.33e-10, 1.13e-11, 3.50e-10, 8.66e-11, 0.00e+00, 7.52e-08, 8.65e-09] []
288400 [1.13e-05, 2.29e-06, 1.56e-06, 1.38e-06, 1.58e-06, 1.60e-06, 7.30e-07, 1.06e-05, 3.94e-08, 2.06e-05, 2.07e-05, 8.89e-05, 1.98e-04, 6.02e-04, 9.19e-06, 6.70e-06, 4.48e-06, 3.64e-06, 1.06e-06, 6.15e-09, 5.74e-06, 3.71e-08] [1.13e-05, 2.29e-06, 1.56e-06, 1.38e-06, 1.58e-06, 1.60e-06, 7.30e-07, 1.06e-05, 3.94e-08, 2.06e-05, 2.07e-05, 8.89e-05, 1.98e-04, 6.02e-04, 9.19e-06, 6.70e-06, 4.48e-06, 3.64e-06, 1.06e-06, 6.15e-09, 5.74e-06, 3.71e-08] []
288500 [1.23e-05, 4.16e-06, 1.54e-06, 5.51e-06, 1.62e-06, 2.82e-06, 9.96e-07, 8.18e-06, 5.65e-05, 1.30e-05, 3.16e-05, 1.02e-04, 2.77e-04, 4.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-07, 0.00e+00, 3.63e-06, 5.27e-05] [1.23e-05, 4.16e-06, 1.54e-06, 5.51e-06, 1.62e-06, 2.82e-06, 9.96e-07, 8.18e-06, 5.65e-05, 1.30e-05, 3.16e-05, 1.02e-04, 2.77e-04, 4.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-07, 0.00e+00, 3.63e-06, 5.27e-05] []
288600 [1.82e-06, 3.51e-06, 2.05e-06, 3.09e-06, 7.54e-07, 2.19e-06, 8.80e-07, 2.08e-05, 5.86e-07, 3.55e-06, 1.82e-05, 5.65e-05, 9.24e-05, 8.61e-05, 2.78e-07, 1.88e-07, 2.72e-07, 2.10e-07, 3.29e-06, 1.13e-07, 1.67e-05, 6.13e-07] [1.82e-06, 3.51e-06, 2.05e-06, 3.09e-06, 7.54e-07, 2.19e-06, 8.80e-07, 2.08e-05, 5.86e-07, 3.55e-06, 1.82e-05, 5.65e-05, 9.24e-05, 8.61e-05, 2.78e-07, 1.88e-07, 2.72e-07, 2.10e-07, 3.29e-06, 1.13e-07, 1.67e-05, 6.13e-07] []
288700 [3.02e-05, 5.80e-06, 3.21e-06, 3.55e-06, 3.58e-06, 3.55e-06, 1.78e-06, 4.77e-05, 4.48e-06, 6.06e-05, 5.55e-05, 2.59e-04, 4.87e-04, 1.75e-03, 2.82e-05, 2.65e-05, 1.22e-05, 1.04e-05, 6.30e-06, 6.14e-07, 3.08e-05, 2.83e-06] [3.02e-05, 5.80e-06, 3.21e-06, 3.55e-06, 3.58e-06, 3.55e-06, 1.78e-06, 4.77e-05, 4.48e-06, 6.06e-05, 5.55e-05, 2.59e-04, 4.87e-04, 1.75e-03, 2.82e-05, 2.65e-05, 1.22e-05, 1.04e-05, 6.30e-06, 6.14e-07, 3.08e-05, 2.83e-06] []
288800 [2.14e-05, 4.01e-06, 2.34e-06, 2.42e-06, 2.46e-06, 2.47e-06, 1.24e-06, 7.66e-06, 3.45e-07, 4.23e-05, 3.56e-05, 1.66e-04, 3.59e-04, 1.13e-03, 1.80e-05, 1.47e-05, 8.47e-06, 7.51e-06, 8.76e-07, 7.67e-08, 4.78e-06, 4.40e-07] [2.14e-05, 4.01e-06, 2.34e-06, 2.42e-06, 2.46e-06, 2.47e-06, 1.24e-06, 7.66e-06, 3.45e-07, 4.23e-05, 3.56e-05, 1.66e-04, 3.59e-04, 1.13e-03, 1.80e-05, 1.47e-05, 8.47e-06, 7.51e-06, 8.76e-07, 7.67e-08, 4.78e-06, 4.40e-07] []
288900 [7.20e-07, 6.03e-07, 5.71e-07, 3.51e-07, 5.05e-07, 1.03e-06, 3.21e-07, 1.14e-04, 2.71e-06, 2.94e-07, 5.37e-06, 8.10e-06, 2.70e-05, 2.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.85e-05, 2.19e-06] [7.20e-07, 6.03e-07, 5.71e-07, 3.51e-07, 5.05e-07, 1.03e-06, 3.21e-07, 1.14e-04, 2.71e-06, 2.94e-07, 5.37e-06, 8.10e-06, 2.70e-05, 2.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.85e-05, 2.19e-06] []
289000 [2.35e-05, 4.54e-06, 2.69e-06, 2.73e-06, 2.84e-06, 2.74e-06, 1.52e-06, 1.22e-06, 4.46e-07, 4.89e-05, 3.92e-05, 1.91e-04, 3.58e-04, 1.29e-03, 2.04e-05, 1.81e-05, 9.16e-06, 7.51e-06, 1.47e-07, 7.56e-08, 8.94e-07, 4.36e-07] [2.35e-05, 4.54e-06, 2.69e-06, 2.73e-06, 2.84e-06, 2.74e-06, 1.52e-06, 1.22e-06, 4.46e-07, 4.89e-05, 3.92e-05, 1.91e-04, 3.58e-04, 1.29e-03, 2.04e-05, 1.81e-05, 9.16e-06, 7.51e-06, 1.47e-07, 7.56e-08, 8.94e-07, 4.36e-07] []
289100 [2.19e-05, 4.18e-06, 2.48e-06, 2.50e-06, 2.60e-06, 2.62e-06, 1.22e-06, 3.89e-05, 2.50e-07, 4.40e-05, 4.04e-05, 1.79e-04, 3.76e-04, 1.23e-03, 1.90e-05, 1.62e-05, 8.94e-06, 7.61e-06, 4.59e-06, 3.86e-08, 2.28e-05, 2.13e-07] [2.19e-05, 4.18e-06, 2.48e-06, 2.50e-06, 2.60e-06, 2.62e-06, 1.22e-06, 3.89e-05, 2.50e-07, 4.40e-05, 4.04e-05, 1.79e-04, 3.76e-04, 1.23e-03, 1.90e-05, 1.62e-05, 8.94e-06, 7.61e-06, 4.59e-06, 3.86e-08, 2.28e-05, 2.13e-07] []
289200 [3.36e-05, 1.05e-05, 2.41e-06, 6.98e-06, 2.82e-06, 6.04e-06, 1.43e-06, 2.35e-06, 1.45e-04, 5.39e-05, 3.48e-05, 2.62e-04, 4.47e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.49e-04] [3.36e-05, 1.05e-05, 2.41e-06, 6.98e-06, 2.82e-06, 6.04e-06, 1.43e-06, 2.35e-06, 1.45e-04, 5.39e-05, 3.48e-05, 2.62e-04, 4.47e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.49e-04] []
289300 [1.14e-05, 3.98e-06, 1.37e-06, 2.37e-06, 1.30e-06, 2.46e-06, 6.33e-07, 8.55e-05, 8.69e-09, 2.46e-05, 1.13e-05, 8.31e-05, 1.14e-04, 4.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-06, 0.00e+00, 4.60e-05, 4.15e-08] [1.14e-05, 3.98e-06, 1.37e-06, 2.37e-06, 1.30e-06, 2.46e-06, 6.33e-07, 8.55e-05, 8.69e-09, 2.46e-05, 1.13e-05, 8.31e-05, 1.14e-04, 4.92e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-06, 0.00e+00, 4.60e-05, 4.15e-08] []
289400 [1.19e-06, 9.64e-07, 1.15e-06, 1.39e-06, 8.34e-07, 1.42e-06, 6.92e-07, 2.41e-06, 5.99e-09, 1.13e-06, 4.58e-06, 1.78e-05, 2.69e-05, 7.69e-05, 1.62e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 3.49e-09] [1.19e-06, 9.64e-07, 1.15e-06, 1.39e-06, 8.34e-07, 1.42e-06, 6.92e-07, 2.41e-06, 5.99e-09, 1.13e-06, 4.58e-06, 1.78e-05, 2.69e-05, 7.69e-05, 1.62e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 3.49e-09] []
289500 [1.41e-05, 4.25e-06, 1.50e-06, 5.54e-06, 1.77e-06, 3.01e-06, 1.28e-06, 9.89e-06, 4.76e-04, 1.21e-05, 4.00e-05, 1.19e-04, 3.12e-04, 4.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.01e-05, 1.14e-05, 2.85e-04] [1.41e-05, 4.25e-06, 1.50e-06, 5.54e-06, 1.77e-06, 3.01e-06, 1.28e-06, 9.89e-06, 4.76e-04, 1.21e-05, 4.00e-05, 1.19e-04, 3.12e-04, 4.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.01e-05, 1.14e-05, 2.85e-04] []
289600 [3.47e-05, 1.22e-05, 3.33e-06, 1.05e-05, 4.24e-06, 7.50e-06, 1.81e-06, 2.24e-06, 1.34e-07, 5.62e-05, 4.87e-05, 3.74e-04, 3.01e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.72e-07] [3.47e-05, 1.22e-05, 3.33e-06, 1.05e-05, 4.24e-06, 7.50e-06, 1.81e-06, 2.24e-06, 1.34e-07, 5.62e-05, 4.87e-05, 3.74e-04, 3.01e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-06, 1.72e-07] []
289700 [1.27e-06, 8.44e-07, 5.99e-07, 4.80e-07, 5.33e-07, 1.06e-06, 3.19e-07, 7.45e-07, 2.37e-08, 1.91e-06, 2.51e-06, 1.06e-05, 2.75e-05, 5.84e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.01e-07, 2.39e-08] [1.27e-06, 8.44e-07, 5.99e-07, 4.80e-07, 5.33e-07, 1.06e-06, 3.19e-07, 7.45e-07, 2.37e-08, 1.91e-06, 2.51e-06, 1.06e-05, 2.75e-05, 5.84e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.01e-07, 2.39e-08] []
289800 [1.41e-07, 4.39e-07, 5.84e-07, 2.98e-07, 5.19e-07, 7.89e-07, 3.43e-07, 1.48e-08, 1.22e-06, 5.45e-08, 3.16e-07, 1.13e-06, 1.67e-06, 1.08e-06, 1.72e-12, 0.00e+00, 0.00e+00, 3.01e-09, 1.30e-09, 0.00e+00, 4.38e-09, 9.97e-07] [1.41e-07, 4.39e-07, 5.84e-07, 2.98e-07, 5.19e-07, 7.89e-07, 3.43e-07, 1.48e-08, 1.22e-06, 5.45e-08, 3.16e-07, 1.13e-06, 1.67e-06, 1.08e-06, 1.72e-12, 0.00e+00, 0.00e+00, 3.01e-09, 1.30e-09, 0.00e+00, 4.38e-09, 9.97e-07] []
289900 [3.12e-07, 5.70e-07, 5.70e-07, 3.21e-07, 5.37e-07, 7.94e-07, 3.85e-07, 6.00e-07, 1.73e-05, 1.93e-07, 1.33e-06, 3.21e-06, 8.85e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-09, 0.00e+00, 2.16e-06, 4.42e-07, 1.05e-05] [3.12e-07, 5.70e-07, 5.70e-07, 3.21e-07, 5.37e-07, 7.94e-07, 3.85e-07, 6.00e-07, 1.73e-05, 1.93e-07, 1.33e-06, 3.21e-06, 8.85e-06, 1.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-09, 0.00e+00, 2.16e-06, 4.42e-07, 1.05e-05] []
290000 [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09] [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 42.969820 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
290000 [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09] [2.04e-07, 3.90e-07, 5.84e-07, 2.84e-07, 5.64e-07, 6.95e-07, 3.04e-07, 7.55e-07, 2.54e-09, 1.93e-08, 6.89e-07, 1.42e-06, 3.40e-06, 3.02e-06, 1.60e-08, 3.99e-08, 4.53e-09, 3.63e-08, 0.00e+00, 1.75e-10, 3.82e-07, 1.15e-09] []
290100 [4.58e-07, 7.23e-07, 5.62e-07, 4.24e-07, 6.04e-07, 7.79e-07, 3.43e-07, 1.16e-04, 7.54e-08, 2.01e-06, 2.64e-06, 5.43e-06, 2.89e-06, 2.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-10, 1.40e-05, 0.00e+00, 6.63e-05, 9.32e-08] [4.58e-07, 7.23e-07, 5.62e-07, 4.24e-07, 6.04e-07, 7.79e-07, 3.43e-07, 1.16e-04, 7.54e-08, 2.01e-06, 2.64e-06, 5.43e-06, 2.89e-06, 2.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-10, 1.40e-05, 0.00e+00, 6.63e-05, 9.32e-08] []
290200 [1.86e-07, 6.85e-07, 6.36e-07, 3.50e-07, 5.84e-07, 7.91e-07, 3.55e-07, 2.66e-07, 6.02e-07, 7.32e-07, 8.59e-07, 1.42e-06, 1.45e-06, 5.15e-07, 2.84e-08, 0.00e+00, 2.34e-09, 4.20e-09, 7.72e-09, 0.00e+00, 4.53e-08, 3.85e-07] [1.86e-07, 6.85e-07, 6.36e-07, 3.50e-07, 5.84e-07, 7.91e-07, 3.55e-07, 2.66e-07, 6.02e-07, 7.32e-07, 8.59e-07, 1.42e-06, 1.45e-06, 5.15e-07, 2.84e-08, 0.00e+00, 2.34e-09, 4.20e-09, 7.72e-09, 0.00e+00, 4.53e-08, 3.85e-07] []
290300 [2.66e-06, 1.24e-06, 5.86e-07, 6.68e-07, 7.85e-07, 8.06e-07, 4.20e-07, 2.40e-06, 5.37e-06, 2.24e-06, 8.14e-06, 1.81e-05, 6.31e-05, 1.05e-04, 1.86e-06, 3.73e-07, 5.32e-07, 7.80e-07, 0.00e+00, 6.03e-07, 1.24e-06, 2.82e-06] [2.66e-06, 1.24e-06, 5.86e-07, 6.68e-07, 7.85e-07, 8.06e-07, 4.20e-07, 2.40e-06, 5.37e-06, 2.24e-06, 8.14e-06, 1.81e-05, 6.31e-05, 1.05e-04, 1.86e-06, 3.73e-07, 5.32e-07, 7.80e-07, 0.00e+00, 6.03e-07, 1.24e-06, 2.82e-06] []
290400 [7.87e-06, 2.74e-06, 1.06e-06, 3.03e-06, 1.68e-06, 2.01e-06, 1.02e-06, 2.66e-06, 3.51e-07, 2.19e-05, 1.72e-05, 7.23e-05, 1.37e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 2.60e-08, 1.05e-06, 1.62e-07] [7.87e-06, 2.74e-06, 1.06e-06, 3.03e-06, 1.68e-06, 2.01e-06, 1.02e-06, 2.66e-06, 3.51e-07, 2.19e-05, 1.72e-05, 7.23e-05, 1.37e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-07, 2.60e-08, 1.05e-06, 1.62e-07] []
290500 [3.29e-05, 1.04e-05, 2.79e-06, 6.86e-06, 2.62e-06, 6.17e-06, 1.26e-06, 5.33e-06, 7.27e-07, 5.04e-05, 3.65e-05, 2.62e-04, 4.51e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.95e-06, 8.62e-07] [3.29e-05, 1.04e-05, 2.79e-06, 6.86e-06, 2.62e-06, 6.17e-06, 1.26e-06, 5.33e-06, 7.27e-07, 5.04e-05, 3.65e-05, 2.62e-04, 4.51e-04, 1.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.95e-06, 8.62e-07] []
290600 [3.23e-06, 7.41e-07, 8.46e-07, 6.46e-07, 8.41e-07, 8.58e-07, 4.22e-07, 7.04e-05, 6.78e-05, 2.67e-06, 1.73e-05, 3.01e-05, 1.13e-04, 1.49e-04, 2.22e-06, 1.17e-06, 1.47e-06, 1.30e-06, 8.53e-06, 6.36e-06, 4.13e-05, 2.89e-05] [3.23e-06, 7.41e-07, 8.46e-07, 6.46e-07, 8.41e-07, 8.58e-07, 4.22e-07, 7.04e-05, 6.78e-05, 2.67e-06, 1.73e-05, 3.01e-05, 1.13e-04, 1.49e-04, 2.22e-06, 1.17e-06, 1.47e-06, 1.30e-06, 8.53e-06, 6.36e-06, 4.13e-05, 2.89e-05] []
290700 [1.66e-07, 4.38e-07, 6.04e-07, 3.04e-07, 5.60e-07, 7.78e-07, 3.68e-07, 1.06e-07, 2.85e-08, 7.06e-10, 3.73e-07, 9.24e-07, 1.41e-06, 2.34e-07, 3.46e-09, 8.16e-10, 6.17e-10, 8.67e-09, 6.01e-11, 0.00e+00, 3.70e-08, 3.73e-08] [1.66e-07, 4.38e-07, 6.04e-07, 3.04e-07, 5.60e-07, 7.78e-07, 3.68e-07, 1.06e-07, 2.85e-08, 7.06e-10, 3.73e-07, 9.24e-07, 1.41e-06, 2.34e-07, 3.46e-09, 8.16e-10, 6.17e-10, 8.67e-09, 6.01e-11, 0.00e+00, 3.70e-08, 3.73e-08] []
290800 [1.43e-07, 4.15e-07, 5.36e-07, 2.24e-07, 5.67e-07, 7.25e-07, 3.19e-07, 6.18e-06, 1.01e-08, 6.42e-08, 1.06e-06, 1.95e-06, 2.19e-06, 9.21e-07, 3.04e-10, 9.24e-10, 0.00e+00, 1.08e-11, 0.00e+00, 6.86e-10, 3.83e-06, 4.63e-09] [1.43e-07, 4.15e-07, 5.36e-07, 2.24e-07, 5.67e-07, 7.25e-07, 3.19e-07, 6.18e-06, 1.01e-08, 6.42e-08, 1.06e-06, 1.95e-06, 2.19e-06, 9.21e-07, 3.04e-10, 9.24e-10, 0.00e+00, 1.08e-11, 0.00e+00, 6.86e-10, 3.83e-06, 4.63e-09] []
290900 [2.95e-07, 5.88e-07, 5.48e-07, 2.70e-07, 5.87e-07, 7.69e-07, 3.46e-07, 2.96e-06, 9.77e-12, 6.38e-07, 1.21e-06, 3.91e-06, 2.11e-06, 9.55e-06, 0.00e+00, 2.07e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-14, 1.90e-06, 3.57e-10] [2.95e-07, 5.88e-07, 5.48e-07, 2.70e-07, 5.87e-07, 7.69e-07, 3.46e-07, 2.96e-06, 9.77e-12, 6.38e-07, 1.21e-06, 3.91e-06, 2.11e-06, 9.55e-06, 0.00e+00, 2.07e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-14, 1.90e-06, 3.57e-10] []
291000 [5.53e-07, 5.95e-07, 4.75e-07, 3.48e-07, 5.72e-07, 7.13e-07, 3.85e-07, 3.10e-06, 4.76e-06, 7.70e-07, 5.99e-07, 5.01e-06, 6.44e-06, 1.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-07, 0.00e+00, 1.44e-06, 3.33e-06] [5.53e-07, 5.95e-07, 4.75e-07, 3.48e-07, 5.72e-07, 7.13e-07, 3.85e-07, 3.10e-06, 4.76e-06, 7.70e-07, 5.99e-07, 5.01e-06, 6.44e-06, 1.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-07, 0.00e+00, 1.44e-06, 3.33e-06] []
291100 [6.53e-07, 4.56e-07, 7.47e-07, 3.27e-07, 6.01e-07, 7.14e-07, 3.33e-07, 1.22e-07, 8.29e-05, 1.07e-06, 2.53e-06, 5.50e-06, 3.60e-06, 2.28e-05, 8.88e-08, 1.91e-07, 2.91e-08, 8.80e-08, 0.00e+00, 0.00e+00, 5.24e-07, 7.84e-05] [6.53e-07, 4.56e-07, 7.47e-07, 3.27e-07, 6.01e-07, 7.14e-07, 3.33e-07, 1.22e-07, 8.29e-05, 1.07e-06, 2.53e-06, 5.50e-06, 3.60e-06, 2.28e-05, 8.88e-08, 1.91e-07, 2.91e-08, 8.80e-08, 0.00e+00, 0.00e+00, 5.24e-07, 7.84e-05] []
291200 [1.56e-07, 4.92e-07, 5.73e-07, 3.05e-07, 6.14e-07, 7.52e-07, 3.21e-07, 1.35e-07, 1.48e-06, 3.92e-07, 1.06e-06, 1.58e-06, 1.72e-06, 1.62e-06, 6.50e-10, 0.00e+00, 0.00e+00, 2.92e-10, 1.12e-11, 0.00e+00, 7.00e-08, 1.16e-06] [1.56e-07, 4.92e-07, 5.73e-07, 3.05e-07, 6.14e-07, 7.52e-07, 3.21e-07, 1.35e-07, 1.48e-06, 3.92e-07, 1.06e-06, 1.58e-06, 1.72e-06, 1.62e-06, 6.50e-10, 0.00e+00, 0.00e+00, 2.92e-10, 1.12e-11, 0.00e+00, 7.00e-08, 1.16e-06] []
291300 [6.80e-07, 6.86e-07, 5.30e-07, 3.59e-07, 5.56e-07, 8.12e-07, 4.05e-07, 1.64e-08, 7.78e-08, 4.84e-07, 2.01e-06, 7.88e-06, 1.96e-05, 3.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-09, 0.00e+00, 8.71e-09, 9.89e-08] [6.80e-07, 6.86e-07, 5.30e-07, 3.59e-07, 5.56e-07, 8.12e-07, 4.05e-07, 1.64e-08, 7.78e-08, 4.84e-07, 2.01e-06, 7.88e-06, 1.96e-05, 3.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-09, 0.00e+00, 8.71e-09, 9.89e-08] []
291400 [4.93e-07, 4.65e-07, 5.84e-07, 2.51e-07, 5.21e-07, 7.49e-07, 3.01e-07, 1.55e-05, 5.20e-08, 8.32e-07, 1.73e-06, 3.19e-06, 2.35e-06, 1.19e-05, 1.48e-07, 7.43e-09, 2.85e-08, 7.53e-08, 0.00e+00, 4.66e-09, 1.26e-05, 2.95e-08] [4.93e-07, 4.65e-07, 5.84e-07, 2.51e-07, 5.21e-07, 7.49e-07, 3.01e-07, 1.55e-05, 5.20e-08, 8.32e-07, 1.73e-06, 3.19e-06, 2.35e-06, 1.19e-05, 1.48e-07, 7.43e-09, 2.85e-08, 7.53e-08, 0.00e+00, 4.66e-09, 1.26e-05, 2.95e-08] []
291500 [2.44e-07, 5.97e-07, 7.57e-07, 3.00e-07, 7.00e-07, 8.80e-07, 5.37e-07, 6.12e-08, 1.91e-06, 1.51e-08, 1.18e-06, 6.57e-06, 3.53e-06, 4.49e-06, 1.65e-07, 1.81e-07, 4.99e-09, 4.82e-11, 2.47e-09, 0.00e+00, 1.29e-08, 1.33e-06] [2.44e-07, 5.97e-07, 7.57e-07, 3.00e-07, 7.00e-07, 8.80e-07, 5.37e-07, 6.12e-08, 1.91e-06, 1.51e-08, 1.18e-06, 6.57e-06, 3.53e-06, 4.49e-06, 1.65e-07, 1.81e-07, 4.99e-09, 4.82e-11, 2.47e-09, 0.00e+00, 1.29e-08, 1.33e-06] []
291600 [7.39e-06, 2.86e-06, 9.22e-07, 1.95e-06, 8.37e-07, 2.40e-06, 4.67e-07, 2.75e-04, 2.48e-06, 4.43e-06, 4.01e-05, 7.51e-05, 2.51e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-04, 2.75e-06] [7.39e-06, 2.86e-06, 9.22e-07, 1.95e-06, 8.37e-07, 2.40e-06, 4.67e-07, 2.75e-04, 2.48e-06, 4.43e-06, 4.01e-05, 7.51e-05, 2.51e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-04, 2.75e-06] []
291700 [5.56e-07, 3.88e-07, 6.32e-07, 3.25e-07, 5.24e-07, 7.96e-07, 2.66e-07, 2.05e-08, 1.76e-09, 6.43e-07, 7.89e-07, 3.09e-06, 6.50e-06, 1.51e-05, 1.62e-07, 1.27e-07, 1.26e-07, 1.07e-07, 0.00e+00, 0.00e+00, 1.14e-06, 2.61e-09] [5.56e-07, 3.88e-07, 6.32e-07, 3.25e-07, 5.24e-07, 7.96e-07, 2.66e-07, 2.05e-08, 1.76e-09, 6.43e-07, 7.89e-07, 3.09e-06, 6.50e-06, 1.51e-05, 1.62e-07, 1.27e-07, 1.26e-07, 1.07e-07, 0.00e+00, 0.00e+00, 1.14e-06, 2.61e-09] []
291800 [2.76e-07, 4.07e-07, 6.10e-07, 3.06e-07, 5.30e-07, 7.77e-07, 3.07e-07, 5.88e-08, 5.14e-08, 1.52e-07, 4.76e-07, 1.47e-06, 2.61e-06, 4.02e-06, 4.63e-08, 1.50e-08, 2.96e-08, 4.36e-08, 2.57e-09, 0.00e+00, 1.38e-08, 3.71e-08] [2.76e-07, 4.07e-07, 6.10e-07, 3.06e-07, 5.30e-07, 7.77e-07, 3.07e-07, 5.88e-08, 5.14e-08, 1.52e-07, 4.76e-07, 1.47e-06, 2.61e-06, 4.02e-06, 4.63e-08, 1.50e-08, 2.96e-08, 4.36e-08, 2.57e-09, 0.00e+00, 1.38e-08, 3.71e-08] []
291900 [3.00e-07, 4.34e-07, 5.65e-07, 3.54e-07, 5.87e-07, 7.25e-07, 2.88e-07, 2.29e-07, 2.72e-07, 1.42e-07, 1.16e-06, 2.02e-06, 5.53e-06, 4.95e-06, 1.13e-07, 8.39e-08, 4.43e-08, 5.76e-08, 1.99e-08, 0.00e+00, 1.31e-07, 1.82e-07] [3.00e-07, 4.34e-07, 5.65e-07, 3.54e-07, 5.87e-07, 7.25e-07, 2.88e-07, 2.29e-07, 2.72e-07, 1.42e-07, 1.16e-06, 2.02e-06, 5.53e-06, 4.95e-06, 1.13e-07, 8.39e-08, 4.43e-08, 5.76e-08, 1.99e-08, 0.00e+00, 1.31e-07, 1.82e-07] []
292000 [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08] [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 41.511873 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
292000 [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08] [3.06e-07, 4.54e-07, 5.74e-07, 3.34e-07, 5.59e-07, 7.30e-07, 4.40e-07, 1.55e-06, 3.71e-07, 1.28e-07, 4.41e-07, 1.78e-06, 2.12e-06, 4.59e-06, 1.21e-07, 9.12e-08, 4.07e-08, 1.73e-08, 1.60e-07, 1.23e-08, 9.61e-07, 7.85e-08] []
292100 [2.43e-07, 7.00e-07, 6.67e-07, 3.10e-07, 6.06e-07, 8.46e-07, 3.53e-07, 5.13e-08, 2.27e-08, 5.23e-07, 7.60e-07, 1.56e-06, 4.29e-06, 5.78e-06, 7.42e-11, 7.30e-09, 9.03e-08, 6.70e-09, 7.09e-10, 6.36e-10, 2.60e-09, 4.02e-09] [2.43e-07, 7.00e-07, 6.67e-07, 3.10e-07, 6.06e-07, 8.46e-07, 3.53e-07, 5.13e-08, 2.27e-08, 5.23e-07, 7.60e-07, 1.56e-06, 4.29e-06, 5.78e-06, 7.42e-11, 7.30e-09, 9.03e-08, 6.70e-09, 7.09e-10, 6.36e-10, 2.60e-09, 4.02e-09] []
292200 [4.84e-05, 9.84e-06, 5.45e-06, 6.65e-06, 7.05e-06, 5.11e-06, 3.98e-06, 3.76e-04, 6.48e-06, 1.21e-04, 1.35e-04, 4.57e-04, 4.92e-04, 2.97e-03, 4.14e-05, 6.40e-05, 1.82e-05, 1.48e-05, 0.00e+00, 9.47e-07, 3.74e-04, 4.37e-06] [4.84e-05, 9.84e-06, 5.45e-06, 6.65e-06, 7.05e-06, 5.11e-06, 3.98e-06, 3.76e-04, 6.48e-06, 1.21e-04, 1.35e-04, 4.57e-04, 4.92e-04, 2.97e-03, 4.14e-05, 6.40e-05, 1.82e-05, 1.48e-05, 0.00e+00, 9.47e-07, 3.74e-04, 4.37e-06] []
292300 [5.48e-07, 6.00e-07, 5.76e-07, 3.32e-07, 4.86e-07, 9.09e-07, 4.42e-07, 1.36e-08, 2.44e-06, 7.55e-07, 7.45e-07, 4.52e-06, 7.85e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.70e-11, 1.95e-07, 1.34e-08, 1.14e-06] [5.48e-07, 6.00e-07, 5.76e-07, 3.32e-07, 4.86e-07, 9.09e-07, 4.42e-07, 1.36e-08, 2.44e-06, 7.55e-07, 7.45e-07, 4.52e-06, 7.85e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.70e-11, 1.95e-07, 1.34e-08, 1.14e-06] []
292400 [1.89e-07, 4.11e-07, 5.74e-07, 3.18e-07, 5.34e-07, 7.53e-07, 2.70e-07, 9.77e-09, 5.47e-10, 1.56e-08, 4.07e-07, 9.97e-07, 1.45e-06, 9.42e-07, 1.54e-08, 5.68e-09, 4.12e-09, 1.77e-08, 1.40e-09, 2.98e-12, 6.94e-09, 1.40e-09] [1.89e-07, 4.11e-07, 5.74e-07, 3.18e-07, 5.34e-07, 7.53e-07, 2.70e-07, 9.77e-09, 5.47e-10, 1.56e-08, 4.07e-07, 9.97e-07, 1.45e-06, 9.42e-07, 1.54e-08, 5.68e-09, 4.12e-09, 1.77e-08, 1.40e-09, 2.98e-12, 6.94e-09, 1.40e-09] []
292500 [3.85e-07, 5.17e-07, 5.73e-07, 2.83e-07, 5.54e-07, 7.47e-07, 2.87e-07, 4.21e-07, 1.99e-05, 1.52e-07, 4.77e-07, 1.75e-06, 1.89e-06, 3.80e-06, 7.31e-08, 2.74e-08, 2.90e-08, 1.30e-08, 2.59e-08, 2.57e-06, 1.69e-07, 1.09e-05] [3.85e-07, 5.17e-07, 5.73e-07, 2.83e-07, 5.54e-07, 7.47e-07, 2.87e-07, 4.21e-07, 1.99e-05, 1.52e-07, 4.77e-07, 1.75e-06, 1.89e-06, 3.80e-06, 7.31e-08, 2.74e-08, 2.90e-08, 1.30e-08, 2.59e-08, 2.57e-06, 1.69e-07, 1.09e-05] []
292600 [1.53e-06, 7.72e-07, 6.99e-07, 3.57e-07, 7.34e-07, 7.20e-07, 4.28e-07, 1.59e-05, 5.58e-08, 6.22e-07, 2.18e-06, 9.20e-06, 5.12e-06, 7.55e-06, 2.49e-07, 6.84e-07, 1.30e-08, 0.00e+00, 0.00e+00, 9.87e-09, 1.41e-05, 6.27e-08] [1.53e-06, 7.72e-07, 6.99e-07, 3.57e-07, 7.34e-07, 7.20e-07, 4.28e-07, 1.59e-05, 5.58e-08, 6.22e-07, 2.18e-06, 9.20e-06, 5.12e-06, 7.55e-06, 2.49e-07, 6.84e-07, 1.30e-08, 0.00e+00, 0.00e+00, 9.87e-09, 1.41e-05, 6.27e-08] []
292700 [4.36e-05, 1.42e-05, 3.54e-06, 9.46e-06, 3.28e-06, 8.21e-06, 1.55e-06, 3.43e-05, 3.11e-06, 6.37e-05, 4.54e-05, 3.48e-04, 5.88e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-05, 3.32e-06] [4.36e-05, 1.42e-05, 3.54e-06, 9.46e-06, 3.28e-06, 8.21e-06, 1.55e-06, 3.43e-05, 3.11e-06, 6.37e-05, 4.54e-05, 3.48e-04, 5.88e-04, 2.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-05, 3.32e-06] []
292800 [1.58e-06, 9.14e-07, 6.24e-07, 5.01e-07, 5.18e-07, 1.10e-06, 3.28e-07, 3.59e-07, 7.13e-07, 2.23e-06, 2.36e-06, 1.21e-05, 2.94e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.76e-07, 2.78e-07] [1.58e-06, 9.14e-07, 6.24e-07, 5.01e-07, 5.18e-07, 1.10e-06, 3.28e-07, 3.59e-07, 7.13e-07, 2.23e-06, 2.36e-06, 1.21e-05, 2.94e-05, 6.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.76e-07, 2.78e-07] []
292900 [1.79e-07, 3.94e-07, 5.68e-07, 3.05e-07, 5.03e-07, 7.62e-07, 2.44e-07, 1.14e-07, 8.46e-08, 9.53e-09, 3.64e-07, 9.39e-07, 1.33e-06, 3.69e-07, 9.32e-09, 3.38e-09, 4.84e-09, 1.79e-08, 1.07e-10, 6.76e-09, 8.78e-09, 4.30e-08] [1.79e-07, 3.94e-07, 5.68e-07, 3.05e-07, 5.03e-07, 7.62e-07, 2.44e-07, 1.14e-07, 8.46e-08, 9.53e-09, 3.64e-07, 9.39e-07, 1.33e-06, 3.69e-07, 9.32e-09, 3.38e-09, 4.84e-09, 1.79e-08, 1.07e-10, 6.76e-09, 8.78e-09, 4.30e-08] []
293000 [1.71e-07, 4.23e-07, 5.40e-07, 2.78e-07, 5.21e-07, 7.51e-07, 3.79e-07, 2.01e-07, 4.60e-07, 5.77e-09, 4.92e-07, 1.13e-06, 1.94e-06, 5.62e-07, 9.73e-09, 0.00e+00, 1.05e-08, 1.29e-08, 0.00e+00, 4.55e-10, 1.17e-07, 6.15e-09] [1.71e-07, 4.23e-07, 5.40e-07, 2.78e-07, 5.21e-07, 7.51e-07, 3.79e-07, 2.01e-07, 4.60e-07, 5.77e-09, 4.92e-07, 1.13e-06, 1.94e-06, 5.62e-07, 9.73e-09, 0.00e+00, 1.05e-08, 1.29e-08, 0.00e+00, 4.55e-10, 1.17e-07, 6.15e-09] []
293100 [2.72e-07, 5.92e-07, 5.50e-07, 3.08e-07, 5.31e-07, 8.01e-07, 2.93e-07, 7.98e-08, 5.33e-08, 1.01e-08, 1.15e-06, 2.27e-06, 5.70e-06, 6.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-09, 4.97e-09, 3.73e-09, 3.15e-08, 2.44e-08] [2.72e-07, 5.92e-07, 5.50e-07, 3.08e-07, 5.31e-07, 8.01e-07, 2.93e-07, 7.98e-08, 5.33e-08, 1.01e-08, 1.15e-06, 2.27e-06, 5.70e-06, 6.44e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-09, 4.97e-09, 3.73e-09, 3.15e-08, 2.44e-08] []
293200 [4.23e-07, 5.37e-07, 5.93e-07, 2.31e-07, 5.87e-07, 7.70e-07, 2.86e-07, 6.88e-08, 1.19e-07, 4.78e-07, 6.55e-07, 1.71e-06, 1.82e-06, 3.66e-06, 7.21e-08, 1.82e-08, 4.93e-08, 1.66e-08, 2.15e-09, 1.12e-08, 1.15e-08, 6.57e-08] [4.23e-07, 5.37e-07, 5.93e-07, 2.31e-07, 5.87e-07, 7.70e-07, 2.86e-07, 6.88e-08, 1.19e-07, 4.78e-07, 6.55e-07, 1.71e-06, 1.82e-06, 3.66e-06, 7.21e-08, 1.82e-08, 4.93e-08, 1.66e-08, 2.15e-09, 1.12e-08, 1.15e-08, 6.57e-08] []
293300 [6.42e-07, 6.96e-07, 5.61e-07, 3.54e-07, 5.05e-07, 9.08e-07, 3.69e-07, 2.16e-07, 1.01e-08, 5.44e-07, 1.16e-06, 5.93e-06, 1.10e-05, 2.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 1.11e-10, 9.97e-08, 9.08e-10] [6.42e-07, 6.96e-07, 5.61e-07, 3.54e-07, 5.05e-07, 9.08e-07, 3.69e-07, 2.16e-07, 1.01e-08, 5.44e-07, 1.16e-06, 5.93e-06, 1.10e-05, 2.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-08, 1.11e-10, 9.97e-08, 9.08e-10] []
293400 [2.78e-06, 7.28e-07, 7.97e-07, 5.16e-07, 7.33e-07, 8.76e-07, 3.03e-07, 3.28e-07, 1.36e-07, 4.76e-06, 4.01e-06, 1.74e-05, 4.36e-05, 1.11e-04, 1.43e-06, 8.69e-07, 9.49e-07, 9.65e-07, 2.25e-08, 1.67e-08, 1.47e-07, 1.02e-07] [2.78e-06, 7.28e-07, 7.97e-07, 5.16e-07, 7.33e-07, 8.76e-07, 3.03e-07, 3.28e-07, 1.36e-07, 4.76e-06, 4.01e-06, 1.74e-05, 4.36e-05, 1.11e-04, 1.43e-06, 8.69e-07, 9.49e-07, 9.65e-07, 2.25e-08, 1.67e-08, 1.47e-07, 1.02e-07] []
293500 [2.80e-06, 7.45e-07, 8.08e-07, 5.86e-07, 7.29e-07, 9.07e-07, 3.16e-07, 7.61e-06, 2.63e-06, 4.32e-06, 4.37e-06, 1.89e-05, 4.96e-05, 1.17e-04, 1.69e-06, 9.94e-07, 9.50e-07, 9.21e-07, 7.60e-07, 3.23e-07, 4.20e-06, 1.69e-06] [2.80e-06, 7.45e-07, 8.08e-07, 5.86e-07, 7.29e-07, 9.07e-07, 3.16e-07, 7.61e-06, 2.63e-06, 4.32e-06, 4.37e-06, 1.89e-05, 4.96e-05, 1.17e-04, 1.69e-06, 9.94e-07, 9.50e-07, 9.21e-07, 7.60e-07, 3.23e-07, 4.20e-06, 1.69e-06] []
293600 [3.70e-07, 5.58e-07, 5.61e-07, 3.28e-07, 4.78e-07, 8.69e-07, 2.54e-07, 3.23e-08, 1.83e-07, 5.68e-07, 6.79e-07, 2.91e-06, 6.12e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.88e-10, 1.16e-09, 0.00e+00, 5.45e-09, 1.85e-07] [3.70e-07, 5.58e-07, 5.61e-07, 3.28e-07, 4.78e-07, 8.69e-07, 2.54e-07, 3.23e-08, 1.83e-07, 5.68e-07, 6.79e-07, 2.91e-06, 6.12e-06, 1.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.88e-10, 1.16e-09, 0.00e+00, 5.45e-09, 1.85e-07] []
293700 [9.87e-07, 7.08e-07, 6.38e-07, 6.39e-07, 6.49e-07, 7.07e-07, 2.56e-07, 3.39e-04, 5.05e-06, 1.12e-07, 1.16e-05, 1.17e-05, 4.84e-05, 4.22e-05, 7.46e-07, 2.82e-07, 4.04e-07, 3.45e-07, 4.35e-05, 5.51e-07, 1.92e-04, 2.74e-06] [9.87e-07, 7.08e-07, 6.38e-07, 6.39e-07, 6.49e-07, 7.07e-07, 2.56e-07, 3.39e-04, 5.05e-06, 1.12e-07, 1.16e-05, 1.17e-05, 4.84e-05, 4.22e-05, 7.46e-07, 2.82e-07, 4.04e-07, 3.45e-07, 4.35e-05, 5.51e-07, 1.92e-04, 2.74e-06] []
293800 [2.57e-05, 8.45e-06, 2.26e-06, 5.45e-06, 2.21e-06, 5.19e-06, 1.05e-06, 1.30e-06, 8.51e-08, 4.20e-05, 2.52e-05, 2.10e-04, 3.14e-04, 1.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 1.61e-07] [2.57e-05, 8.45e-06, 2.26e-06, 5.45e-06, 2.21e-06, 5.19e-06, 1.05e-06, 1.30e-06, 8.51e-08, 4.20e-05, 2.52e-05, 2.10e-04, 3.14e-04, 1.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 1.61e-07] []
293900 [1.07e-05, 2.44e-06, 2.42e-06, 1.10e-06, 1.58e-06, 1.81e-06, 8.38e-07, 1.39e-06, 2.14e-05, 2.15e-05, 1.90e-05, 8.96e-05, 1.44e-04, 5.79e-04, 7.01e-06, 8.73e-06, 3.58e-06, 3.57e-06, 0.00e+00, 0.00e+00, 1.25e-06, 1.77e-05] [1.07e-05, 2.44e-06, 2.42e-06, 1.10e-06, 1.58e-06, 1.81e-06, 8.38e-07, 1.39e-06, 2.14e-05, 2.15e-05, 1.90e-05, 8.96e-05, 1.44e-04, 5.79e-04, 7.01e-06, 8.73e-06, 3.58e-06, 3.57e-06, 0.00e+00, 0.00e+00, 1.25e-06, 1.77e-05] []
294000 [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06] [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 39.938957 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
294000 [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06] [4.14e-07, 7.89e-07, 7.02e-07, 1.27e-06, 2.18e-06, 1.03e-06, 1.34e-06, 1.53e-05, 6.26e-06, 1.48e-05, 6.07e-05, 4.67e-05, 8.54e-05, 1.18e-05, 1.36e-06, 1.73e-10, 4.11e-09, 9.24e-09, 0.00e+00, 6.11e-07, 9.38e-06, 3.15e-06] []
294100 [5.77e-06, 2.67e-06, 7.87e-07, 1.64e-06, 7.24e-07, 2.33e-06, 4.09e-07, 3.90e-04, 4.94e-07, 4.28e-06, 2.16e-05, 5.37e-05, 1.66e-04, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-04, 4.84e-07] [5.77e-06, 2.67e-06, 7.87e-07, 1.64e-06, 7.24e-07, 2.33e-06, 4.09e-07, 3.90e-04, 4.94e-07, 4.28e-06, 2.16e-05, 5.37e-05, 1.66e-04, 2.69e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-04, 4.84e-07] []
294200 [2.45e-05, 4.90e-06, 2.71e-06, 2.98e-06, 2.90e-06, 2.89e-06, 1.66e-06, 9.06e-07, 7.95e-06, 4.90e-05, 4.02e-05, 2.01e-04, 3.51e-04, 1.35e-03, 2.21e-05, 1.93e-05, 9.36e-06, 8.11e-06, 9.68e-08, 1.29e-06, 5.93e-07, 6.52e-06] [2.45e-05, 4.90e-06, 2.71e-06, 2.98e-06, 2.90e-06, 2.89e-06, 1.66e-06, 9.06e-07, 7.95e-06, 4.90e-05, 4.02e-05, 2.01e-04, 3.51e-04, 1.35e-03, 2.21e-05, 1.93e-05, 9.36e-06, 8.11e-06, 9.68e-08, 1.29e-06, 5.93e-07, 6.52e-06] []
294300 [7.48e-06, 3.32e-06, 1.18e-06, 3.24e-06, 1.44e-06, 2.68e-06, 8.33e-07, 1.24e-04, 4.59e-06, 7.45e-06, 1.03e-05, 8.56e-05, 1.05e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-04, 4.11e-06] [7.48e-06, 3.32e-06, 1.18e-06, 3.24e-06, 1.44e-06, 2.68e-06, 8.33e-07, 1.24e-04, 4.59e-06, 7.45e-06, 1.03e-05, 8.56e-05, 1.05e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-04, 4.11e-06] []
294400 [4.78e-06, 1.21e-06, 7.71e-07, 1.21e-06, 1.08e-06, 8.28e-07, 8.24e-07, 2.68e-05, 4.26e-06, 3.37e-06, 1.59e-05, 3.75e-05, 9.21e-05, 2.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-06, 3.06e-07, 1.59e-05, 1.73e-06] [4.78e-06, 1.21e-06, 7.71e-07, 1.21e-06, 1.08e-06, 8.28e-07, 8.24e-07, 2.68e-05, 4.26e-06, 3.37e-06, 1.59e-05, 3.75e-05, 9.21e-05, 2.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.15e-06, 3.06e-07, 1.59e-05, 1.73e-06] []
294500 [4.37e-06, 1.84e-06, 7.47e-07, 9.28e-07, 8.70e-07, 9.18e-07, 4.53e-07, 1.33e-06, 3.84e-09, 6.82e-06, 1.97e-05, 3.34e-05, 1.29e-04, 1.65e-04, 3.41e-06, 1.81e-06, 2.18e-06, 4.31e-06, 0.00e+00, 1.96e-10, 8.68e-07, 1.22e-09] [4.37e-06, 1.84e-06, 7.47e-07, 9.28e-07, 8.70e-07, 9.18e-07, 4.53e-07, 1.33e-06, 3.84e-09, 6.82e-06, 1.97e-05, 3.34e-05, 1.29e-04, 1.65e-04, 3.41e-06, 1.81e-06, 2.18e-06, 4.31e-06, 0.00e+00, 1.96e-10, 8.68e-07, 1.22e-09] []
294600 [5.38e-06, 2.29e-06, 2.37e-06, 2.12e-06, 9.23e-07, 2.33e-06, 7.24e-07, 1.45e-07, 1.09e-09, 1.06e-05, 1.35e-05, 5.22e-05, 4.12e-05, 2.61e-04, 1.14e-05, 1.98e-06, 1.36e-06, 1.19e-06, 0.00e+00, 3.09e-09, 1.46e-07, 1.96e-08] [5.38e-06, 2.29e-06, 2.37e-06, 2.12e-06, 9.23e-07, 2.33e-06, 7.24e-07, 1.45e-07, 1.09e-09, 1.06e-05, 1.35e-05, 5.22e-05, 4.12e-05, 2.61e-04, 1.14e-05, 1.98e-06, 1.36e-06, 1.19e-06, 0.00e+00, 3.09e-09, 1.46e-07, 1.96e-08] []
294700 [1.78e-05, 7.64e-06, 1.73e-06, 7.90e-06, 3.02e-06, 4.27e-06, 1.77e-06, 4.12e-05, 3.63e-04, 3.44e-05, 3.98e-05, 2.27e-04, 2.42e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 5.76e-05, 2.90e-05, 2.08e-04] [1.78e-05, 7.64e-06, 1.73e-06, 7.90e-06, 3.02e-06, 4.27e-06, 1.77e-06, 4.12e-05, 3.63e-04, 3.44e-05, 3.98e-05, 2.27e-04, 2.42e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 5.76e-05, 2.90e-05, 2.08e-04] []
294800 [1.29e-06, 5.13e-07, 6.74e-07, 4.13e-07, 5.60e-07, 8.17e-07, 3.47e-07, 8.41e-08, 1.34e-08, 1.92e-06, 1.91e-06, 8.01e-06, 2.05e-05, 4.73e-05, 6.37e-07, 3.40e-07, 3.84e-07, 3.68e-07, 8.75e-09, 1.78e-09, 5.85e-08, 1.21e-08] [1.29e-06, 5.13e-07, 6.74e-07, 4.13e-07, 5.60e-07, 8.17e-07, 3.47e-07, 8.41e-08, 1.34e-08, 1.92e-06, 1.91e-06, 8.01e-06, 2.05e-05, 4.73e-05, 6.37e-07, 3.40e-07, 3.84e-07, 3.68e-07, 8.75e-09, 1.78e-09, 5.85e-08, 1.21e-08] []
294900 [1.81e-07, 4.82e-07, 6.15e-07, 3.28e-07, 5.17e-07, 8.58e-07, 2.58e-07, 1.53e-08, 2.28e-09, 6.35e-11, 3.44e-07, 1.10e-06, 1.30e-06, 2.60e-07, 3.41e-09, 0.00e+00, 5.33e-11, 2.63e-09, 2.32e-09, 1.25e-10, 1.38e-08, 7.92e-10] [1.81e-07, 4.82e-07, 6.15e-07, 3.28e-07, 5.17e-07, 8.58e-07, 2.58e-07, 1.53e-08, 2.28e-09, 6.35e-11, 3.44e-07, 1.10e-06, 1.30e-06, 2.60e-07, 3.41e-09, 0.00e+00, 5.33e-11, 2.63e-09, 2.32e-09, 1.25e-10, 1.38e-08, 7.92e-10] []
295000 [1.04e-06, 7.00e-07, 5.17e-07, 3.39e-07, 5.26e-07, 8.66e-07, 5.12e-07, 2.01e-07, 5.38e-06, 2.22e-06, 8.68e-07, 7.96e-06, 1.32e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-07, 7.15e-06] [1.04e-06, 7.00e-07, 5.17e-07, 3.39e-07, 5.26e-07, 8.66e-07, 5.12e-07, 2.01e-07, 5.38e-06, 2.22e-06, 8.68e-07, 7.96e-06, 1.32e-05, 3.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-07, 7.15e-06] []
295100 [4.59e-07, 5.07e-07, 5.46e-07, 2.80e-07, 5.16e-07, 7.40e-07, 2.87e-07, 1.07e-08, 7.47e-09, 2.93e-07, 7.98e-07, 2.51e-06, 5.36e-06, 9.37e-06, 1.57e-07, 5.90e-09, 1.35e-07, 5.85e-08, 6.99e-10, 9.69e-10, 3.54e-09, 6.58e-09] [4.59e-07, 5.07e-07, 5.46e-07, 2.80e-07, 5.16e-07, 7.40e-07, 2.87e-07, 1.07e-08, 7.47e-09, 2.93e-07, 7.98e-07, 2.51e-06, 5.36e-06, 9.37e-06, 1.57e-07, 5.90e-09, 1.35e-07, 5.85e-08, 6.99e-10, 9.69e-10, 3.54e-09, 6.58e-09] []
295200 [2.02e-07, 4.67e-07, 5.42e-07, 2.75e-07, 4.88e-07, 7.50e-07, 2.62e-07, 1.36e-08, 1.60e-09, 4.11e-10, 6.90e-07, 1.14e-06, 2.42e-06, 1.11e-06, 1.56e-08, 9.05e-11, 3.20e-09, 2.09e-08, 9.57e-10, 0.00e+00, 5.07e-09, 9.65e-10] [2.02e-07, 4.67e-07, 5.42e-07, 2.75e-07, 4.88e-07, 7.50e-07, 2.62e-07, 1.36e-08, 1.60e-09, 4.11e-10, 6.90e-07, 1.14e-06, 2.42e-06, 1.11e-06, 1.56e-08, 9.05e-11, 3.20e-09, 2.09e-08, 9.57e-10, 0.00e+00, 5.07e-09, 9.65e-10] []
295300 [3.15e-07, 4.48e-07, 6.01e-07, 3.45e-07, 5.44e-07, 7.79e-07, 2.51e-07, 8.90e-08, 2.21e-06, 2.20e-08, 1.03e-06, 1.83e-06, 4.52e-06, 3.06e-06, 5.39e-08, 5.08e-08, 2.87e-08, 4.08e-08, 5.56e-09, 1.94e-07, 3.64e-08, 1.01e-06] [3.15e-07, 4.48e-07, 6.01e-07, 3.45e-07, 5.44e-07, 7.79e-07, 2.51e-07, 8.90e-08, 2.21e-06, 2.20e-08, 1.03e-06, 1.83e-06, 4.52e-06, 3.06e-06, 5.39e-08, 5.08e-08, 2.87e-08, 4.08e-08, 5.56e-09, 1.94e-07, 3.64e-08, 1.01e-06] []
295400 [3.38e-07, 4.94e-07, 5.45e-07, 2.93e-07, 4.73e-07, 8.85e-07, 2.89e-07, 3.17e-06, 7.29e-08, 2.02e-07, 8.53e-07, 2.84e-06, 5.95e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-09, 0.00e+00, 0.00e+00, 2.40e-06, 1.20e-07] [3.38e-07, 4.94e-07, 5.45e-07, 2.93e-07, 4.73e-07, 8.85e-07, 2.89e-07, 3.17e-06, 7.29e-08, 2.02e-07, 8.53e-07, 2.84e-06, 5.95e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.62e-09, 0.00e+00, 0.00e+00, 2.40e-06, 1.20e-07] []
295500 [1.07e-06, 4.84e-07, 6.82e-07, 3.81e-07, 5.76e-07, 7.85e-07, 2.41e-07, 1.05e-07, 4.38e-08, 1.68e-06, 1.21e-06, 5.56e-06, 1.27e-05, 3.03e-05, 3.71e-07, 2.74e-07, 2.96e-07, 2.82e-07, 1.12e-09, 3.91e-09, 4.15e-09, 2.53e-08] [1.07e-06, 4.84e-07, 6.82e-07, 3.81e-07, 5.76e-07, 7.85e-07, 2.41e-07, 1.05e-07, 4.38e-08, 1.68e-06, 1.21e-06, 5.56e-06, 1.27e-05, 3.03e-05, 3.71e-07, 2.74e-07, 2.96e-07, 2.82e-07, 1.12e-09, 3.91e-09, 4.15e-09, 2.53e-08] []
295600 [2.23e-06, 1.14e-06, 6.58e-07, 5.94e-07, 5.46e-07, 1.26e-06, 3.12e-07, 4.59e-06, 4.28e-07, 3.42e-06, 2.98e-06, 1.68e-05, 3.87e-05, 9.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-06, 2.55e-07] [2.23e-06, 1.14e-06, 6.58e-07, 5.94e-07, 5.46e-07, 1.26e-06, 3.12e-07, 4.59e-06, 4.28e-07, 3.42e-06, 2.98e-06, 1.68e-05, 3.87e-05, 9.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-06, 2.55e-07] []
295700 [3.26e-06, 9.34e-07, 1.20e-06, 6.50e-07, 7.93e-07, 1.01e-06, 4.27e-07, 1.46e-07, 1.35e-04, 6.28e-06, 4.87e-06, 2.36e-05, 3.88e-05, 1.52e-04, 2.20e-06, 1.29e-06, 1.06e-06, 8.01e-07, 8.29e-09, 0.00e+00, 5.48e-08, 9.20e-05] [3.26e-06, 9.34e-07, 1.20e-06, 6.50e-07, 7.93e-07, 1.01e-06, 4.27e-07, 1.46e-07, 1.35e-04, 6.28e-06, 4.87e-06, 2.36e-05, 3.88e-05, 1.52e-04, 2.20e-06, 1.29e-06, 1.06e-06, 8.01e-07, 8.29e-09, 0.00e+00, 5.48e-08, 9.20e-05] []
295800 [9.84e-06, 2.04e-06, 1.93e-06, 8.92e-07, 1.43e-06, 1.40e-06, 7.05e-07, 2.28e-05, 9.35e-07, 1.27e-05, 2.29e-05, 7.15e-05, 2.02e-04, 4.59e-04, 4.07e-06, 6.69e-06, 5.97e-06, 2.46e-06, 2.18e-06, 1.31e-07, 1.07e-05, 7.24e-07] [9.84e-06, 2.04e-06, 1.93e-06, 8.92e-07, 1.43e-06, 1.40e-06, 7.05e-07, 2.28e-05, 9.35e-07, 1.27e-05, 2.29e-05, 7.15e-05, 2.02e-04, 4.59e-04, 4.07e-06, 6.69e-06, 5.97e-06, 2.46e-06, 2.18e-06, 1.31e-07, 1.07e-05, 7.24e-07] []
295900 [3.96e-06, 1.26e-06, 8.68e-07, 7.57e-07, 9.63e-07, 7.25e-07, 4.40e-07, 9.02e-06, 1.32e-05, 7.47e-06, 1.15e-05, 2.92e-05, 8.78e-05, 1.81e-04, 3.10e-06, 1.86e-06, 1.32e-06, 1.26e-06, 1.05e-06, 0.00e+00, 5.42e-06, 8.26e-06] [3.96e-06, 1.26e-06, 8.68e-07, 7.57e-07, 9.63e-07, 7.25e-07, 4.40e-07, 9.02e-06, 1.32e-05, 7.47e-06, 1.15e-05, 2.92e-05, 8.78e-05, 1.81e-04, 3.10e-06, 1.86e-06, 1.32e-06, 1.26e-06, 1.05e-06, 0.00e+00, 5.42e-06, 8.26e-06] []
296000 [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07] [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 41.106547 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
296000 [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07] [9.32e-07, 6.67e-07, 6.03e-07, 4.99e-07, 6.03e-07, 7.71e-07, 2.85e-07, 2.04e-06, 3.76e-07, 2.76e-06, 1.40e-06, 5.12e-06, 1.26e-05, 3.38e-05, 7.62e-07, 2.73e-07, 5.91e-07, 3.28e-07, 0.00e+00, 4.13e-08, 1.72e-06, 2.41e-07] []
296100 [2.06e-06, 1.13e-06, 7.20e-07, 5.61e-07, 7.23e-07, 1.14e-06, 5.44e-07, 1.31e-09, 3.77e-08, 9.82e-06, 1.35e-05, 9.19e-06, 1.34e-05, 8.90e-06, 8.16e-07, 1.31e-06, 1.04e-08, 0.00e+00, 4.15e-08, 6.24e-09, 2.52e-07, 4.10e-08] [2.06e-06, 1.13e-06, 7.20e-07, 5.61e-07, 7.23e-07, 1.14e-06, 5.44e-07, 1.31e-09, 3.77e-08, 9.82e-06, 1.35e-05, 9.19e-06, 1.34e-05, 8.90e-06, 8.16e-07, 1.31e-06, 1.04e-08, 0.00e+00, 4.15e-08, 6.24e-09, 2.52e-07, 4.10e-08] []
296200 [3.19e-06, 1.45e-06, 6.81e-07, 7.57e-07, 6.10e-07, 1.50e-06, 3.36e-07, 3.71e-06, 3.60e-07, 5.09e-06, 3.89e-06, 2.39e-05, 5.52e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 3.82e-07] [3.19e-06, 1.45e-06, 6.81e-07, 7.57e-07, 6.10e-07, 1.50e-06, 3.36e-07, 3.71e-06, 3.60e-07, 5.09e-06, 3.89e-06, 2.39e-05, 5.52e-05, 1.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 3.82e-07] []
296300 [2.13e-06, 1.09e-06, 6.33e-07, 5.98e-07, 5.31e-07, 1.22e-06, 2.97e-07, 1.19e-07, 2.12e-07, 3.46e-06, 2.75e-06, 1.53e-05, 3.58e-05, 8.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-11, 0.00e+00, 1.56e-08, 2.20e-07] [2.13e-06, 1.09e-06, 6.33e-07, 5.98e-07, 5.31e-07, 1.22e-06, 2.97e-07, 1.19e-07, 2.12e-07, 3.46e-06, 2.75e-06, 1.53e-05, 3.58e-05, 8.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-11, 0.00e+00, 1.56e-08, 2.20e-07] []
296400 [7.61e-06, 1.52e-06, 1.11e-06, 1.13e-06, 1.12e-06, 1.25e-06, 4.54e-07, 3.66e-06, 4.10e-04, 1.33e-05, 1.25e-05, 5.26e-05, 1.40e-04, 3.47e-04, 4.84e-06, 3.67e-06, 3.24e-06, 2.97e-06, 3.46e-07, 6.66e-05, 1.96e-06, 2.38e-04] [7.61e-06, 1.52e-06, 1.11e-06, 1.13e-06, 1.12e-06, 1.25e-06, 4.54e-07, 3.66e-06, 4.10e-04, 1.33e-05, 1.25e-05, 5.26e-05, 1.40e-04, 3.47e-04, 4.84e-06, 3.67e-06, 3.24e-06, 2.97e-06, 3.46e-07, 6.66e-05, 1.96e-06, 2.38e-04] []
296500 [5.12e-06, 1.20e-06, 1.04e-06, 8.24e-07, 8.86e-07, 1.16e-06, 4.52e-07, 6.82e-07, 3.21e-07, 1.01e-05, 6.86e-06, 3.65e-05, 7.92e-05, 2.44e-04, 3.40e-06, 2.35e-06, 1.94e-06, 1.62e-06, 7.06e-08, 1.56e-08, 4.44e-07, 9.88e-08] [5.12e-06, 1.20e-06, 1.04e-06, 8.24e-07, 8.86e-07, 1.16e-06, 4.52e-07, 6.82e-07, 3.21e-07, 1.01e-05, 6.86e-06, 3.65e-05, 7.92e-05, 2.44e-04, 3.40e-06, 2.35e-06, 1.94e-06, 1.62e-06, 7.06e-08, 1.56e-08, 4.44e-07, 9.88e-08] []
296600 [3.52e-07, 4.26e-07, 6.10e-07, 3.75e-07, 5.12e-07, 8.11e-07, 2.32e-07, 2.11e-06, 8.66e-10, 2.65e-07, 6.69e-07, 1.88e-06, 4.07e-06, 7.28e-06, 9.87e-08, 5.25e-08, 7.63e-08, 6.61e-08, 1.92e-07, 2.04e-10, 1.14e-06, 1.29e-09] [3.52e-07, 4.26e-07, 6.10e-07, 3.75e-07, 5.12e-07, 8.11e-07, 2.32e-07, 2.11e-06, 8.66e-10, 2.65e-07, 6.69e-07, 1.88e-06, 4.07e-06, 7.28e-06, 9.87e-08, 5.25e-08, 7.63e-08, 6.61e-08, 1.92e-07, 2.04e-10, 1.14e-06, 1.29e-09] []
296700 [6.18e-07, 4.54e-07, 7.40e-07, 3.60e-07, 5.60e-07, 8.18e-07, 2.32e-07, 8.42e-09, 2.22e-04, 8.97e-07, 9.52e-07, 3.42e-06, 4.70e-06, 1.68e-05, 1.79e-07, 9.88e-08, 1.19e-07, 1.32e-07, 5.07e-11, 0.00e+00, 1.73e-09, 2.03e-04] [6.18e-07, 4.54e-07, 7.40e-07, 3.60e-07, 5.60e-07, 8.18e-07, 2.32e-07, 8.42e-09, 2.22e-04, 8.97e-07, 9.52e-07, 3.42e-06, 4.70e-06, 1.68e-05, 1.79e-07, 9.88e-08, 1.19e-07, 1.32e-07, 5.07e-11, 0.00e+00, 1.73e-09, 2.03e-04] []
296800 [2.25e-07, 5.16e-07, 6.20e-07, 3.51e-07, 5.25e-07, 8.41e-07, 2.76e-07, 2.04e-07, 1.23e-07, 8.07e-09, 3.74e-07, 1.13e-06, 1.45e-06, 1.12e-06, 1.45e-08, 6.89e-09, 1.27e-08, 2.44e-08, 1.09e-08, 1.14e-09, 7.21e-08, 4.50e-09] [2.25e-07, 5.16e-07, 6.20e-07, 3.51e-07, 5.25e-07, 8.41e-07, 2.76e-07, 2.04e-07, 1.23e-07, 8.07e-09, 3.74e-07, 1.13e-06, 1.45e-06, 1.12e-06, 1.45e-08, 6.89e-09, 1.27e-08, 2.44e-08, 1.09e-08, 1.14e-09, 7.21e-08, 4.50e-09] []
296900 [6.82e-07, 9.54e-07, 6.01e-07, 5.62e-07, 5.11e-07, 8.55e-07, 3.51e-07, 9.95e-06, 3.76e-07, 1.33e-06, 1.12e-06, 5.57e-06, 1.45e-05, 2.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.22e-07, 2.43e-08, 2.78e-06, 1.44e-07] [6.82e-07, 9.54e-07, 6.01e-07, 5.62e-07, 5.11e-07, 8.55e-07, 3.51e-07, 9.95e-06, 3.76e-07, 1.33e-06, 1.12e-06, 5.57e-06, 1.45e-05, 2.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.22e-07, 2.43e-08, 2.78e-06, 1.44e-07] []
297000 [2.57e-06, 1.68e-06, 7.06e-07, 1.27e-06, 8.08e-07, 1.26e-06, 6.34e-07, 8.40e-06, 2.41e-05, 3.56e-09, 2.89e-05, 3.59e-05, 1.26e-04, 1.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.75e-06, 4.24e-06, 8.88e-06] [2.57e-06, 1.68e-06, 7.06e-07, 1.27e-06, 8.08e-07, 1.26e-06, 6.34e-07, 8.40e-06, 2.41e-05, 3.56e-09, 2.89e-05, 3.59e-05, 1.26e-04, 1.35e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.75e-06, 4.24e-06, 8.88e-06] []
297100 [1.05e-06, 1.28e-06, 8.83e-07, 1.41e-06, 6.21e-07, 1.26e-06, 6.04e-07, 1.59e-05, 1.18e-08, 1.89e-07, 1.51e-05, 1.48e-05, 3.37e-05, 4.76e-06, 2.16e-09, 2.52e-07, 0.00e+00, 1.53e-09, 2.53e-06, 2.64e-10, 1.29e-05, 1.49e-09] [1.05e-06, 1.28e-06, 8.83e-07, 1.41e-06, 6.21e-07, 1.26e-06, 6.04e-07, 1.59e-05, 1.18e-08, 1.89e-07, 1.51e-05, 1.48e-05, 3.37e-05, 4.76e-06, 2.16e-09, 2.52e-07, 0.00e+00, 1.53e-09, 2.53e-06, 2.64e-10, 1.29e-05, 1.49e-09] []
297200 [5.83e-06, 2.29e-06, 8.52e-07, 2.20e-06, 1.49e-06, 1.84e-06, 1.10e-06, 7.93e-07, 6.25e-06, 1.10e-05, 1.44e-05, 6.94e-05, 7.14e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.05e-08, 6.22e-07, 4.95e-07, 2.92e-06] [5.83e-06, 2.29e-06, 8.52e-07, 2.20e-06, 1.49e-06, 1.84e-06, 1.10e-06, 7.93e-07, 6.25e-06, 1.10e-05, 1.44e-05, 6.94e-05, 7.14e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.05e-08, 6.22e-07, 4.95e-07, 2.92e-06] []
297300 [1.40e-05, 5.13e-06, 1.48e-06, 4.61e-06, 2.70e-06, 3.12e-06, 1.48e-06, 6.68e-07, 1.19e-04, 1.75e-05, 1.54e-05, 1.67e-04, 1.83e-04, 8.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 3.53e-07, 5.79e-05] [1.40e-05, 5.13e-06, 1.48e-06, 4.61e-06, 2.70e-06, 3.12e-06, 1.48e-06, 6.68e-07, 1.19e-04, 1.75e-05, 1.54e-05, 1.67e-04, 1.83e-04, 8.47e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-05, 3.53e-07, 5.79e-05] []
297400 [5.73e-07, 2.43e-06, 1.02e-06, 2.12e-06, 8.16e-07, 1.70e-06, 5.13e-07, 2.77e-06, 6.71e-07, 3.57e-06, 3.82e-05, 5.93e-05, 8.37e-05, 1.80e-05, 2.32e-08, 0.00e+00, 2.91e-07, 4.83e-07, 1.16e-06, 1.63e-07, 5.85e-06, 9.25e-07] [5.73e-07, 2.43e-06, 1.02e-06, 2.12e-06, 8.16e-07, 1.70e-06, 5.13e-07, 2.77e-06, 6.71e-07, 3.57e-06, 3.82e-05, 5.93e-05, 8.37e-05, 1.80e-05, 2.32e-08, 0.00e+00, 2.91e-07, 4.83e-07, 1.16e-06, 1.63e-07, 5.85e-06, 9.25e-07] []
297500 [1.09e-05, 3.56e-06, 3.48e-06, 3.04e-06, 1.66e-06, 3.15e-06, 9.89e-07, 6.82e-07, 3.02e-05, 2.59e-05, 3.48e-05, 1.02e-04, 1.03e-04, 6.32e-04, 2.01e-05, 7.08e-06, 1.77e-06, 4.41e-06, 9.41e-08, 0.00e+00, 5.69e-07, 2.36e-05] [1.09e-05, 3.56e-06, 3.48e-06, 3.04e-06, 1.66e-06, 3.15e-06, 9.89e-07, 6.82e-07, 3.02e-05, 2.59e-05, 3.48e-05, 1.02e-04, 1.03e-04, 6.32e-04, 2.01e-05, 7.08e-06, 1.77e-06, 4.41e-06, 9.41e-08, 0.00e+00, 5.69e-07, 2.36e-05] []
297600 [7.37e-06, 3.36e-06, 4.49e-06, 3.61e-06, 1.31e-06, 2.71e-06, 9.48e-07, 9.23e-06, 2.21e-04, 1.32e-05, 1.58e-05, 7.45e-05, 8.82e-05, 4.23e-04, 2.08e-05, 3.09e-06, 6.37e-07, 2.74e-06, 6.71e-07, 0.00e+00, 3.54e-06, 2.02e-04] [7.37e-06, 3.36e-06, 4.49e-06, 3.61e-06, 1.31e-06, 2.71e-06, 9.48e-07, 9.23e-06, 2.21e-04, 1.32e-05, 1.58e-05, 7.45e-05, 8.82e-05, 4.23e-04, 2.08e-05, 3.09e-06, 6.37e-07, 2.74e-06, 6.71e-07, 0.00e+00, 3.54e-06, 2.02e-04] []
297700 [7.12e-06, 2.26e-06, 2.04e-06, 1.65e-06, 1.11e-06, 2.10e-06, 6.65e-07, 6.56e-07, 3.56e-09, 1.72e-05, 1.70e-05, 6.10e-05, 6.93e-05, 3.77e-04, 1.02e-05, 3.84e-06, 2.20e-06, 2.37e-06, 1.32e-08, 6.27e-09, 7.77e-08, 4.12e-08] [7.12e-06, 2.26e-06, 2.04e-06, 1.65e-06, 1.11e-06, 2.10e-06, 6.65e-07, 6.56e-07, 3.56e-09, 1.72e-05, 1.70e-05, 6.10e-05, 6.93e-05, 3.77e-04, 1.02e-05, 3.84e-06, 2.20e-06, 2.37e-06, 1.32e-08, 6.27e-09, 7.77e-08, 4.12e-08] []
297800 [3.05e-06, 1.35e-06, 6.06e-07, 1.26e-06, 9.56e-07, 9.94e-07, 7.19e-07, 6.71e-07, 1.71e-06, 8.38e-08, 8.08e-05, 5.44e-05, 2.24e-04, 1.28e-04, 5.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.74e-08, 0.00e+00, 2.96e-07, 1.44e-06] [3.05e-06, 1.35e-06, 6.06e-07, 1.26e-06, 9.56e-07, 9.94e-07, 7.19e-07, 6.71e-07, 1.71e-06, 8.38e-08, 8.08e-05, 5.44e-05, 2.24e-04, 1.28e-04, 5.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.74e-08, 0.00e+00, 2.96e-07, 1.44e-06] []
297900 [1.45e-06, 1.24e-06, 3.27e-06, 2.39e-06, 8.66e-07, 2.28e-06, 7.00e-07, 1.63e-05, 1.71e-04, 2.06e-07, 6.59e-06, 3.19e-05, 4.56e-05, 9.34e-05, 5.36e-06, 5.62e-09, 3.50e-07, 3.01e-07, 4.16e-06, 0.00e+00, 2.01e-05, 1.54e-04] [1.45e-06, 1.24e-06, 3.27e-06, 2.39e-06, 8.66e-07, 2.28e-06, 7.00e-07, 1.63e-05, 1.71e-04, 2.06e-07, 6.59e-06, 3.19e-05, 4.56e-05, 9.34e-05, 5.36e-06, 5.62e-09, 3.50e-07, 3.01e-07, 4.16e-06, 0.00e+00, 2.01e-05, 1.54e-04] []
298000 [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06] [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 41.473450 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
298000 [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06] [1.86e-07, 4.67e-07, 5.42e-07, 3.36e-07, 4.64e-07, 9.09e-07, 2.48e-07, 2.59e-08, 5.64e-07, 4.47e-08, 3.45e-07, 1.12e-06, 1.62e-06, 1.57e-06, 2.37e-11, 0.00e+00, 0.00e+00, 1.67e-09, 3.22e-12, 0.00e+00, 7.53e-09, 1.31e-06] []
298100 [1.75e-07, 5.26e-07, 5.36e-07, 3.50e-07, 4.84e-07, 8.61e-07, 2.33e-07, 1.26e-05, 1.12e-06, 5.02e-09, 3.63e-07, 8.93e-07, 1.27e-06, 3.27e-07, 1.24e-09, 3.55e-10, 3.02e-09, 6.95e-09, 1.34e-06, 0.00e+00, 7.09e-06, 7.47e-07] [1.75e-07, 5.26e-07, 5.36e-07, 3.50e-07, 4.84e-07, 8.61e-07, 2.33e-07, 1.26e-05, 1.12e-06, 5.02e-09, 3.63e-07, 8.93e-07, 1.27e-06, 3.27e-07, 1.24e-09, 3.55e-10, 3.02e-09, 6.95e-09, 1.34e-06, 0.00e+00, 7.09e-06, 7.47e-07] []
298200 [2.70e-07, 5.37e-07, 5.72e-07, 3.42e-07, 5.04e-07, 9.03e-07, 2.46e-07, 1.70e-07, 2.32e-07, 1.72e-07, 3.91e-07, 1.67e-06, 2.79e-06, 4.72e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-09, 0.00e+00, 0.00e+00, 1.36e-07, 2.71e-07] [2.70e-07, 5.37e-07, 5.72e-07, 3.42e-07, 5.04e-07, 9.03e-07, 2.46e-07, 1.70e-07, 2.32e-07, 1.72e-07, 3.91e-07, 1.67e-06, 2.79e-06, 4.72e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.20e-09, 0.00e+00, 0.00e+00, 1.36e-07, 2.71e-07] []
298300 [2.76e-07, 6.77e-07, 5.18e-07, 2.86e-07, 5.43e-07, 9.37e-07, 3.13e-07, 2.37e-06, 1.10e-06, 6.52e-07, 1.13e-06, 3.60e-06, 2.40e-06, 8.09e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-07, 7.01e-08, 1.34e-06, 3.99e-07] [2.76e-07, 6.77e-07, 5.18e-07, 2.86e-07, 5.43e-07, 9.37e-07, 3.13e-07, 2.37e-06, 1.10e-06, 6.52e-07, 1.13e-06, 3.60e-06, 2.40e-06, 8.09e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-07, 7.01e-08, 1.34e-06, 3.99e-07] []
298400 [9.59e-07, 5.87e-07, 5.73e-07, 4.67e-07, 5.63e-07, 7.99e-07, 3.14e-07, 1.18e-07, 2.88e-08, 9.86e-07, 1.80e-06, 5.75e-06, 1.52e-05, 3.07e-05, 5.03e-07, 2.63e-07, 2.81e-07, 4.43e-07, 0.00e+00, 9.20e-09, 7.99e-08, 5.99e-08] [9.59e-07, 5.87e-07, 5.73e-07, 4.67e-07, 5.63e-07, 7.99e-07, 3.14e-07, 1.18e-07, 2.88e-08, 9.86e-07, 1.80e-06, 5.75e-06, 1.52e-05, 3.07e-05, 5.03e-07, 2.63e-07, 2.81e-07, 4.43e-07, 0.00e+00, 9.20e-09, 7.99e-08, 5.99e-08] []
298500 [1.91e-07, 6.19e-07, 5.46e-07, 4.86e-07, 5.22e-07, 8.20e-07, 2.44e-07, 6.85e-05, 1.14e-10, 2.32e-07, 5.61e-07, 1.07e-06, 1.50e-06, 1.49e-06, 2.51e-09, 0.00e+00, 0.00e+00, 5.28e-09, 7.99e-06, 7.22e-10, 3.85e-05, 4.78e-09] [1.91e-07, 6.19e-07, 5.46e-07, 4.86e-07, 5.22e-07, 8.20e-07, 2.44e-07, 6.85e-05, 1.14e-10, 2.32e-07, 5.61e-07, 1.07e-06, 1.50e-06, 1.49e-06, 2.51e-09, 0.00e+00, 0.00e+00, 5.28e-09, 7.99e-06, 7.22e-10, 3.85e-05, 4.78e-09] []
298600 [1.72e-07, 5.98e-07, 5.98e-07, 3.61e-07, 5.35e-07, 9.84e-07, 4.31e-07, 6.72e-08, 1.96e-06, 2.32e-08, 6.24e-07, 1.30e-06, 1.88e-06, 5.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 2.60e-08, 5.62e-09, 1.16e-07, 3.79e-08, 7.00e-07] [1.72e-07, 5.98e-07, 5.98e-07, 3.61e-07, 5.35e-07, 9.84e-07, 4.31e-07, 6.72e-08, 1.96e-06, 2.32e-08, 6.24e-07, 1.30e-06, 1.88e-06, 5.76e-07, 0.00e+00, 0.00e+00, 1.45e-08, 2.60e-08, 5.62e-09, 1.16e-07, 3.79e-08, 7.00e-07] []
298700 [1.71e-07, 7.26e-07, 4.96e-07, 3.27e-07, 4.68e-07, 8.39e-07, 2.76e-07, 5.60e-07, 4.03e-07, 5.50e-07, 7.08e-06, 5.16e-06, 1.05e-05, 8.51e-07, 0.00e+00, 0.00e+00, 6.54e-09, 1.80e-07, 6.48e-08, 3.44e-08, 3.80e-07, 2.04e-07] [1.71e-07, 7.26e-07, 4.96e-07, 3.27e-07, 4.68e-07, 8.39e-07, 2.76e-07, 5.60e-07, 4.03e-07, 5.50e-07, 7.08e-06, 5.16e-06, 1.05e-05, 8.51e-07, 0.00e+00, 0.00e+00, 6.54e-09, 1.80e-07, 6.48e-08, 3.44e-08, 3.80e-07, 2.04e-07] []
298800 [1.07e-06, 8.38e-07, 5.64e-07, 4.55e-07, 6.38e-07, 7.80e-07, 3.37e-07, 2.65e-08, 1.78e-06, 1.08e-06, 1.77e-06, 5.38e-06, 2.29e-06, 9.43e-06, 2.20e-07, 1.30e-07, 1.86e-07, 3.75e-08, 5.51e-09, 0.00e+00, 3.71e-08, 2.95e-06] [1.07e-06, 8.38e-07, 5.64e-07, 4.55e-07, 6.38e-07, 7.80e-07, 3.37e-07, 2.65e-08, 1.78e-06, 1.08e-06, 1.77e-06, 5.38e-06, 2.29e-06, 9.43e-06, 2.20e-07, 1.30e-07, 1.86e-07, 3.75e-08, 5.51e-09, 0.00e+00, 3.71e-08, 2.95e-06] []
298900 [1.80e-06, 1.09e-06, 7.31e-07, 4.04e-07, 6.62e-07, 9.62e-07, 3.27e-07, 4.29e-05, 8.76e-06, 4.14e-06, 8.67e-06, 8.97e-06, 6.21e-06, 1.16e-05, 3.31e-07, 3.22e-07, 4.61e-08, 1.80e-07, 0.00e+00, 6.76e-07, 4.88e-05, 3.29e-06] [1.80e-06, 1.09e-06, 7.31e-07, 4.04e-07, 6.62e-07, 9.62e-07, 3.27e-07, 4.29e-05, 8.76e-06, 4.14e-06, 8.67e-06, 8.97e-06, 6.21e-06, 1.16e-05, 3.31e-07, 3.22e-07, 4.61e-08, 1.80e-07, 0.00e+00, 6.76e-07, 4.88e-05, 3.29e-06] []
299000 [6.58e-07, 6.69e-07, 5.50e-07, 4.41e-07, 5.78e-07, 8.18e-07, 2.81e-07, 2.80e-07, 1.97e-07, 7.36e-07, 7.16e-07, 2.86e-06, 6.15e-06, 1.39e-05, 8.73e-08, 2.03e-07, 2.47e-07, 4.03e-07, 2.31e-08, 1.02e-08, 1.51e-07, 6.01e-08] [6.58e-07, 6.69e-07, 5.50e-07, 4.41e-07, 5.78e-07, 8.18e-07, 2.81e-07, 2.80e-07, 1.97e-07, 7.36e-07, 7.16e-07, 2.86e-06, 6.15e-06, 1.39e-05, 8.73e-08, 2.03e-07, 2.47e-07, 4.03e-07, 2.31e-08, 1.02e-08, 1.51e-07, 6.01e-08] []
299100 [6.34e-07, 5.94e-07, 5.33e-07, 5.22e-07, 5.93e-07, 8.74e-07, 3.20e-07, 1.04e-06, 1.41e-07, 6.07e-07, 9.16e-07, 2.40e-06, 1.96e-06, 6.56e-06, 1.50e-07, 2.47e-07, 1.27e-08, 4.11e-07, 0.00e+00, 1.45e-08, 4.25e-07, 9.28e-08] [6.34e-07, 5.94e-07, 5.33e-07, 5.22e-07, 5.93e-07, 8.74e-07, 3.20e-07, 1.04e-06, 1.41e-07, 6.07e-07, 9.16e-07, 2.40e-06, 1.96e-06, 6.56e-06, 1.50e-07, 2.47e-07, 1.27e-08, 4.11e-07, 0.00e+00, 1.45e-08, 4.25e-07, 9.28e-08] []
299200 [3.16e-07, 5.60e-07, 5.83e-07, 3.94e-07, 5.90e-07, 8.74e-07, 2.84e-07, 1.77e-06, 6.12e-07, 1.51e-07, 3.36e-07, 2.13e-06, 1.64e-06, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.60e-06, 5.52e-07] [3.16e-07, 5.60e-07, 5.83e-07, 3.94e-07, 5.90e-07, 8.74e-07, 2.84e-07, 1.77e-06, 6.12e-07, 1.51e-07, 3.36e-07, 2.13e-06, 1.64e-06, 4.37e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 0.00e+00, 0.00e+00, 1.60e-06, 5.52e-07] []
299300 [2.28e-06, 1.70e-06, 9.15e-07, 8.11e-07, 7.46e-07, 1.21e-06, 5.83e-07, 1.75e-06, 6.10e-06, 1.50e-05, 1.32e-05, 1.73e-05, 2.00e-05, 5.14e-05, 4.23e-07, 3.88e-07, 2.00e-06, 1.31e-06, 2.41e-07, 9.01e-07, 1.40e-06, 4.39e-06] [2.28e-06, 1.70e-06, 9.15e-07, 8.11e-07, 7.46e-07, 1.21e-06, 5.83e-07, 1.75e-06, 6.10e-06, 1.50e-05, 1.32e-05, 1.73e-05, 2.00e-05, 5.14e-05, 4.23e-07, 3.88e-07, 2.00e-06, 1.31e-06, 2.41e-07, 9.01e-07, 1.40e-06, 4.39e-06] []
299400 [1.31e-06, 6.68e-07, 6.70e-07, 5.12e-07, 5.20e-07, 9.51e-07, 2.88e-07, 2.74e-08, 1.81e-09, 1.93e-06, 1.83e-06, 8.73e-06, 1.37e-05, 5.43e-05, 6.64e-07, 4.68e-07, 5.00e-07, 3.26e-07, 3.59e-09, 3.06e-10, 2.39e-08, 2.08e-09] [1.31e-06, 6.68e-07, 6.70e-07, 5.12e-07, 5.20e-07, 9.51e-07, 2.88e-07, 2.74e-08, 1.81e-09, 1.93e-06, 1.83e-06, 8.73e-06, 1.37e-05, 5.43e-05, 6.64e-07, 4.68e-07, 5.00e-07, 3.26e-07, 3.59e-09, 3.06e-10, 2.39e-08, 2.08e-09] []
299500 [1.70e-07, 5.04e-07, 5.57e-07, 4.51e-07, 4.82e-07, 7.95e-07, 2.32e-07, 6.76e-09, 1.22e-09, 3.84e-10, 3.14e-07, 8.42e-07, 8.62e-07, 2.09e-07, 5.75e-10, 1.27e-10, 1.75e-11, 1.98e-08, 0.00e+00, 5.98e-11, 7.64e-08, 3.99e-10] [1.70e-07, 5.04e-07, 5.57e-07, 4.51e-07, 4.82e-07, 7.95e-07, 2.32e-07, 6.76e-09, 1.22e-09, 3.84e-10, 3.14e-07, 8.42e-07, 8.62e-07, 2.09e-07, 5.75e-10, 1.27e-10, 1.75e-11, 1.98e-08, 0.00e+00, 5.98e-11, 7.64e-08, 3.99e-10] []
299600 [9.46e-07, 9.70e-07, 6.05e-07, 5.26e-07, 6.65e-07, 8.35e-07, 7.27e-07, 1.45e-06, 4.60e-06, 9.37e-07, 8.77e-06, 2.06e-05, 3.17e-05, 1.04e-05, 1.23e-07, 6.51e-07, 1.28e-07, 0.00e+00, 0.00e+00, 3.52e-07, 2.95e-06, 2.05e-06] [9.46e-07, 9.70e-07, 6.05e-07, 5.26e-07, 6.65e-07, 8.35e-07, 7.27e-07, 1.45e-06, 4.60e-06, 9.37e-07, 8.77e-06, 2.06e-05, 3.17e-05, 1.04e-05, 1.23e-07, 6.51e-07, 1.28e-07, 0.00e+00, 0.00e+00, 3.52e-07, 2.95e-06, 2.05e-06] []
299700 [1.66e-07, 4.76e-07, 5.14e-07, 3.66e-07, 4.18e-07, 8.05e-07, 3.10e-07, 8.65e-10, 2.50e-09, 7.14e-09, 2.57e-07, 8.78e-07, 7.68e-07, 3.17e-07, 2.28e-09, 0.00e+00, 5.93e-11, 1.03e-09, 1.49e-10, 1.11e-10, 1.51e-09, 6.77e-10] [1.66e-07, 4.76e-07, 5.14e-07, 3.66e-07, 4.18e-07, 8.05e-07, 3.10e-07, 8.65e-10, 2.50e-09, 7.14e-09, 2.57e-07, 8.78e-07, 7.68e-07, 3.17e-07, 2.28e-09, 0.00e+00, 5.93e-11, 1.03e-09, 1.49e-10, 1.11e-10, 1.51e-09, 6.77e-10] []
299800 [2.93e-07, 5.60e-07, 6.20e-07, 4.99e-07, 5.93e-07, 6.21e-07, 2.57e-07, 3.99e-08, 2.70e-08, 7.99e-09, 7.72e-07, 1.69e-06, 4.03e-06, 5.28e-06, 6.83e-08, 2.67e-08, 1.03e-08, 1.05e-07, 0.00e+00, 3.69e-11, 2.64e-08, 4.76e-10] [2.93e-07, 5.60e-07, 6.20e-07, 4.99e-07, 5.93e-07, 6.21e-07, 2.57e-07, 3.99e-08, 2.70e-08, 7.99e-09, 7.72e-07, 1.69e-06, 4.03e-06, 5.28e-06, 6.83e-08, 2.67e-08, 1.03e-08, 1.05e-07, 0.00e+00, 3.69e-11, 2.64e-08, 4.76e-10] []
299900 [2.42e-07, 4.51e-07, 4.82e-07, 3.15e-07, 4.12e-07, 8.53e-07, 2.11e-07, 1.06e-04, 2.91e-09, 3.43e-08, 1.00e-06, 1.91e-06, 3.67e-06, 4.44e-06, 1.46e-09, 0.00e+00, 0.00e+00, 3.73e-09, 0.00e+00, 0.00e+00, 1.02e-04, 5.02e-09] [2.42e-07, 4.51e-07, 4.82e-07, 3.15e-07, 4.12e-07, 8.53e-07, 2.11e-07, 1.06e-04, 2.91e-09, 3.43e-08, 1.00e-06, 1.91e-06, 3.67e-06, 4.44e-06, 1.46e-09, 0.00e+00, 0.00e+00, 3.73e-09, 0.00e+00, 0.00e+00, 1.02e-04, 5.02e-09] []
300000 [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06] [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06] []
Best model at step 260657:
train loss: 4.57e-06
test loss: 4.57e-06
test metric: []
'train' took 40.784787 s
Best train step: 260657
lambda_a: 8.730414919247137
lambda_b: 6.23355178001148
kappa_a: 2.076313652602325
kappa_b: 1.5815774739942376
Training model...
Step Train loss Test loss Test metric
300000 [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06] [1.89e-07, 6.11e-07, 5.85e-07, 4.61e-07, 4.88e-07, 7.22e-07, 2.65e-07, 3.20e-08, 2.14e-06, 7.80e-08, 4.21e-07, 1.10e-06, 8.92e-07, 1.90e-07, 2.67e-08, 0.00e+00, 2.08e-09, 0.00e+00, 1.38e-09, 5.46e-07, 8.27e-09, 2.71e-06] []
300100 [1.28e-04, 4.41e-05, 1.24e-05, 3.07e-05, 9.74e-06, 2.51e-05, 4.57e-06, 1.43e-06, 5.83e-06, 2.08e-04, 1.61e-04, 1.26e-03, 1.39e-03, 6.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 6.18e-06] [1.28e-04, 4.41e-05, 1.24e-05, 3.07e-05, 9.74e-06, 2.51e-05, 4.57e-06, 1.43e-06, 5.83e-06, 2.08e-04, 1.61e-04, 1.26e-03, 1.39e-03, 6.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 6.18e-06] []
300200 [1.62e-07, 5.18e-07, 5.84e-07, 4.39e-07, 4.97e-07, 6.39e-07, 2.68e-07, 3.04e-09, 1.83e-07, 1.11e-08, 3.68e-07, 9.44e-07, 9.24e-07, 1.32e-07, 1.03e-08, 1.46e-09, 1.84e-09, 1.50e-08, 1.20e-08, 9.98e-10, 7.97e-08, 5.77e-07] [1.62e-07, 5.18e-07, 5.84e-07, 4.39e-07, 4.97e-07, 6.39e-07, 2.68e-07, 3.04e-09, 1.83e-07, 1.11e-08, 3.68e-07, 9.44e-07, 9.24e-07, 1.32e-07, 1.03e-08, 1.46e-09, 1.84e-09, 1.50e-08, 1.20e-08, 9.98e-10, 7.97e-08, 5.77e-07] []
300300 [1.43e-07, 4.13e-07, 4.75e-07, 3.30e-07, 4.20e-07, 6.77e-07, 2.22e-07, 2.88e-09, 1.28e-10, 2.22e-09, 3.19e-07, 7.90e-07, 6.88e-07, 9.36e-08, 3.74e-09, 0.00e+00, 0.00e+00, 3.44e-09, 2.56e-11, 1.18e-11, 1.27e-09, 8.63e-11] [1.43e-07, 4.13e-07, 4.75e-07, 3.30e-07, 4.20e-07, 6.77e-07, 2.22e-07, 2.88e-09, 1.28e-10, 2.22e-09, 3.19e-07, 7.90e-07, 6.88e-07, 9.36e-08, 3.74e-09, 0.00e+00, 0.00e+00, 3.44e-09, 2.56e-11, 1.18e-11, 1.27e-09, 8.63e-11] []
300400 [2.75e-06, 4.45e-06, 1.15e-06, 5.27e-06, 2.32e-06, 3.63e-06, 7.50e-07, 6.08e-06, 1.83e-06, 2.43e-05, 1.72e-05, 1.30e-05, 1.92e-05, 3.41e-05, 2.54e-08, 1.02e-06, 6.86e-07, 4.07e-08, 0.00e+00, 0.00e+00, 6.26e-06, 3.14e-06] [2.75e-06, 4.45e-06, 1.15e-06, 5.27e-06, 2.32e-06, 3.63e-06, 7.50e-07, 6.08e-06, 1.83e-06, 2.43e-05, 1.72e-05, 1.30e-05, 1.92e-05, 3.41e-05, 2.54e-08, 1.02e-06, 6.86e-07, 4.07e-08, 0.00e+00, 0.00e+00, 6.26e-06, 3.14e-06] []
300500 [3.85e-07, 1.60e-06, 9.78e-07, 1.29e-06, 6.48e-07, 1.58e-06, 2.84e-07, 3.64e-10, 9.43e-11, 5.67e-10, 3.93e-07, 1.73e-06, 1.57e-06, 5.89e-08, 2.32e-08, 4.46e-09, 1.39e-07, 1.80e-09, 7.52e-12, 0.00e+00, 2.51e-09, 1.65e-10] [3.85e-07, 1.60e-06, 9.78e-07, 1.29e-06, 6.48e-07, 1.58e-06, 2.84e-07, 3.64e-10, 9.43e-11, 5.67e-10, 3.93e-07, 1.73e-06, 1.57e-06, 5.89e-08, 2.32e-08, 4.46e-09, 1.39e-07, 1.80e-09, 7.52e-12, 0.00e+00, 2.51e-09, 1.65e-10] []
300600 [2.04e-07, 1.04e-06, 7.14e-07, 8.03e-07, 6.00e-07, 1.32e-06, 1.18e-06, 5.25e-08, 6.99e-05, 2.22e-08, 6.53e-07, 1.37e-06, 1.72e-06, 6.06e-08, 6.83e-11, 8.56e-11, 9.99e-08, 2.10e-08, 3.87e-09, 0.00e+00, 2.52e-08, 5.69e-05] [2.04e-07, 1.04e-06, 7.14e-07, 8.03e-07, 6.00e-07, 1.32e-06, 1.18e-06, 5.25e-08, 6.99e-05, 2.22e-08, 6.53e-07, 1.37e-06, 1.72e-06, 6.06e-08, 6.83e-11, 8.56e-11, 9.99e-08, 2.10e-08, 3.87e-09, 0.00e+00, 2.52e-08, 5.69e-05] []
300700 [1.66e-07, 6.52e-07, 5.74e-07, 5.13e-07, 4.86e-07, 1.12e-06, 5.29e-07, 2.57e-09, 2.67e-10, 6.57e-11, 1.92e-07, 1.13e-06, 1.07e-06, 1.43e-08, 3.19e-09, 2.75e-10, 5.94e-09, 1.13e-09, 0.00e+00, 1.09e-11, 8.67e-09, 1.88e-10] [1.66e-07, 6.52e-07, 5.74e-07, 5.13e-07, 4.86e-07, 1.12e-06, 5.29e-07, 2.57e-09, 2.67e-10, 6.57e-11, 1.92e-07, 1.13e-06, 1.07e-06, 1.43e-08, 3.19e-09, 2.75e-10, 5.94e-09, 1.13e-09, 0.00e+00, 1.09e-11, 8.67e-09, 1.88e-10] []
300800 [2.79e-07, 8.25e-07, 5.88e-07, 4.11e-07, 6.03e-07, 7.53e-07, 2.78e-07, 8.70e-08, 5.80e-11, 4.77e-08, 4.52e-07, 1.48e-06, 1.75e-06, 1.24e-06, 2.87e-15, 2.30e-09, 4.25e-08, 0.00e+00, 1.22e-08, 2.17e-12, 8.30e-08, 2.53e-11] [2.79e-07, 8.25e-07, 5.88e-07, 4.11e-07, 6.03e-07, 7.53e-07, 2.78e-07, 8.70e-08, 5.80e-11, 4.77e-08, 4.52e-07, 1.48e-06, 1.75e-06, 1.24e-06, 2.87e-15, 2.30e-09, 4.25e-08, 0.00e+00, 1.22e-08, 2.17e-12, 8.30e-08, 2.53e-11] []
300900 [2.95e-07, 7.60e-07, 5.20e-07, 5.38e-07, 4.38e-07, 8.40e-07, 2.33e-07, 4.17e-05, 9.02e-11, 5.37e-07, 4.92e-07, 2.44e-06, 4.05e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-10, 1.06e-05, 2.69e-15, 5.16e-05, 9.10e-11] [2.95e-07, 7.60e-07, 5.20e-07, 5.38e-07, 4.38e-07, 8.40e-07, 2.33e-07, 4.17e-05, 9.02e-11, 5.37e-07, 4.92e-07, 2.44e-06, 4.05e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-10, 1.06e-05, 2.69e-15, 5.16e-05, 9.10e-11] []
301000 [7.58e-06, 2.59e-06, 6.87e-07, 2.49e-06, 1.12e-06, 2.22e-06, 1.01e-06, 3.16e-07, 5.62e-09, 1.26e-05, 2.09e-05, 8.13e-05, 6.05e-05, 4.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-07, 5.67e-09] [7.58e-06, 2.59e-06, 6.87e-07, 2.49e-06, 1.12e-06, 2.22e-06, 1.01e-06, 3.16e-07, 5.62e-09, 1.26e-05, 2.09e-05, 8.13e-05, 6.05e-05, 4.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.00e-07, 5.67e-09] []
301100 [1.63e-07, 4.39e-07, 4.81e-07, 3.63e-07, 4.39e-07, 6.63e-07, 2.26e-07, 2.76e-09, 4.19e-12, 1.66e-10, 2.53e-07, 9.28e-07, 8.35e-07, 7.39e-09, 2.78e-10, 1.17e-10, 1.40e-10, 7.65e-09, 2.80e-12, 2.96e-13, 4.90e-09, 4.65e-12] [1.63e-07, 4.39e-07, 4.81e-07, 3.63e-07, 4.39e-07, 6.63e-07, 2.26e-07, 2.76e-09, 4.19e-12, 1.66e-10, 2.53e-07, 9.28e-07, 8.35e-07, 7.39e-09, 2.78e-10, 1.17e-10, 1.40e-10, 7.65e-09, 2.80e-12, 2.96e-13, 4.90e-09, 4.65e-12] []
301200 [1.03e-05, 2.54e-06, 2.15e-06, 1.66e-06, 1.91e-06, 1.12e-06, 7.18e-07, 1.71e-06, 5.86e-08, 3.50e-07, 1.30e-05, 8.44e-05, 3.61e-05, 1.91e-04, 5.14e-06, 6.89e-06, 9.09e-07, 3.56e-07, 1.87e-07, 1.42e-08, 1.14e-06, 7.97e-08] [1.03e-05, 2.54e-06, 2.15e-06, 1.66e-06, 1.91e-06, 1.12e-06, 7.18e-07, 1.71e-06, 5.86e-08, 3.50e-07, 1.30e-05, 8.44e-05, 3.61e-05, 1.91e-04, 5.14e-06, 6.89e-06, 9.09e-07, 3.56e-07, 1.87e-07, 1.42e-08, 1.14e-06, 7.97e-08] []
301300 [1.65e-07, 4.43e-07, 5.07e-07, 3.86e-07, 4.66e-07, 5.95e-07, 2.29e-07, 1.02e-08, 1.27e-10, 1.96e-09, 3.30e-07, 9.09e-07, 8.67e-07, 3.23e-08, 1.25e-09, 5.69e-11, 5.11e-10, 1.26e-08, 2.71e-12, 0.00e+00, 7.38e-09, 2.03e-10] [1.65e-07, 4.43e-07, 5.07e-07, 3.86e-07, 4.66e-07, 5.95e-07, 2.29e-07, 1.02e-08, 1.27e-10, 1.96e-09, 3.30e-07, 9.09e-07, 8.67e-07, 3.23e-08, 1.25e-09, 5.69e-11, 5.11e-10, 1.26e-08, 2.71e-12, 0.00e+00, 7.38e-09, 2.03e-10] []
301400 [8.53e-06, 2.72e-06, 1.27e-06, 2.12e-06, 1.67e-06, 1.66e-06, 1.06e-06, 2.05e-05, 1.38e-04, 1.05e-05, 6.33e-06, 7.53e-05, 6.91e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 0.00e+00, 2.06e-05, 2.01e-04] [8.53e-06, 2.72e-06, 1.27e-06, 2.12e-06, 1.67e-06, 1.66e-06, 1.06e-06, 2.05e-05, 1.38e-04, 1.05e-05, 6.33e-06, 7.53e-05, 6.91e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 0.00e+00, 2.06e-05, 2.01e-04] []
301500 [1.62e-05, 5.48e-06, 1.69e-06, 7.54e-06, 1.99e-06, 3.88e-06, 1.05e-06, 3.09e-07, 8.14e-09, 2.79e-05, 3.59e-05, 1.36e-04, 4.11e-04, 8.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-12, 2.55e-07, 1.65e-10] [1.62e-05, 5.48e-06, 1.69e-06, 7.54e-06, 1.99e-06, 3.88e-06, 1.05e-06, 3.09e-07, 8.14e-09, 2.79e-05, 3.59e-05, 1.36e-04, 4.11e-04, 8.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-12, 2.55e-07, 1.65e-10] []
301600 [1.78e-07, 4.09e-07, 4.82e-07, 3.44e-07, 4.87e-07, 5.72e-07, 2.36e-07, 6.65e-10, 4.10e-11, 8.64e-10, 3.79e-07, 8.89e-07, 8.46e-07, 7.49e-08, 4.07e-09, 5.34e-14, 1.09e-10, 1.22e-08, 1.33e-10, 1.37e-12, 1.53e-09, 3.46e-11] [1.78e-07, 4.09e-07, 4.82e-07, 3.44e-07, 4.87e-07, 5.72e-07, 2.36e-07, 6.65e-10, 4.10e-11, 8.64e-10, 3.79e-07, 8.89e-07, 8.46e-07, 7.49e-08, 4.07e-09, 5.34e-14, 1.09e-10, 1.22e-08, 1.33e-10, 1.37e-12, 1.53e-09, 3.46e-11] []
301700 [4.07e-07, 1.20e-06, 4.26e-07, 7.77e-07, 6.97e-07, 8.36e-07, 5.00e-07, 3.12e-06, 1.42e-10, 1.51e-07, 1.01e-05, 1.75e-05, 6.13e-06, 3.22e-06, 2.12e-08, 1.73e-09, 0.00e+00, 0.00e+00, 5.74e-07, 0.00e+00, 3.34e-06, 4.13e-09] [4.07e-07, 1.20e-06, 4.26e-07, 7.77e-07, 6.97e-07, 8.36e-07, 5.00e-07, 3.12e-06, 1.42e-10, 1.51e-07, 1.01e-05, 1.75e-05, 6.13e-06, 3.22e-06, 2.12e-08, 1.73e-09, 0.00e+00, 0.00e+00, 5.74e-07, 0.00e+00, 3.34e-06, 4.13e-09] []
301800 [1.67e-07, 4.29e-07, 4.80e-07, 3.46e-07, 4.69e-07, 5.75e-07, 2.22e-07, 6.87e-09, 3.46e-12, 3.04e-11, 3.75e-07, 8.53e-07, 7.93e-07, 4.56e-09, 3.73e-09, 2.43e-12, 1.12e-12, 3.58e-09, 5.46e-10, 2.53e-13, 3.63e-09, 6.94e-12] [1.67e-07, 4.29e-07, 4.80e-07, 3.46e-07, 4.69e-07, 5.75e-07, 2.22e-07, 6.87e-09, 3.46e-12, 3.04e-11, 3.75e-07, 8.53e-07, 7.93e-07, 4.56e-09, 3.73e-09, 2.43e-12, 1.12e-12, 3.58e-09, 5.46e-10, 2.53e-13, 3.63e-09, 6.94e-12] []
301900 [1.08e-05, 3.67e-06, 4.76e-06, 8.76e-06, 6.30e-06, 2.97e-06, 3.22e-06, 5.80e-06, 2.89e-08, 6.17e-05, 1.25e-04, 2.72e-04, 1.47e-04, 1.21e-03, 0.00e+00, 0.00e+00, 3.56e-07, 0.00e+00, 0.00e+00, 2.46e-09, 7.20e-06, 1.47e-08] [1.08e-05, 3.67e-06, 4.76e-06, 8.76e-06, 6.30e-06, 2.97e-06, 3.22e-06, 5.80e-06, 2.89e-08, 6.17e-05, 1.25e-04, 2.72e-04, 1.47e-04, 1.21e-03, 0.00e+00, 0.00e+00, 3.56e-07, 0.00e+00, 0.00e+00, 2.46e-09, 7.20e-06, 1.47e-08] []
302000 [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11] [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11] []
Best model at step 301867:
train loss: 4.35e-06
test loss: 4.35e-06
test metric: []
'train' took 40.680315 s
Best train step: 301867
lambda_a: 8.78876597153538
lambda_b: 6.126416715654678
kappa_a: 2.159891987502796
kappa_b: 1.5732988933502305
Best train step: 301867
lambda_a: 2.1734743118
lambda_b: 1.8126100302
kappa_a: 0.77005821466
kappa_b: 0.45317462087
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
302000 [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11] [1.99e-07, 6.09e-07, 6.12e-07, 5.26e-07, 4.21e-07, 5.98e-07, 1.94e-07, 2.42e-08, 8.57e-10, 5.34e-10, 3.66e-07, 9.76e-07, 1.09e-06, 7.48e-08, 1.61e-08, 2.93e-10, 7.45e-09, 1.45e-08, 0.00e+00, 9.87e-12, 2.49e-08, 7.70e-11] []
302100 [1.69e-07, 4.25e-07, 4.85e-07, 3.22e-07, 3.59e-07, 5.82e-07, 1.84e-07, 4.85e-10, 0.00e+00, 4.66e-12, 3.51e-07, 8.18e-07, 7.33e-07, 6.33e-09, 1.23e-09, 1.66e-12, 9.93e-10, 9.04e-10, 4.80e-12, 5.24e-15, 3.54e-09, 1.91e-11] [1.69e-07, 4.25e-07, 4.85e-07, 3.22e-07, 3.59e-07, 5.82e-07, 1.84e-07, 4.85e-10, 0.00e+00, 4.66e-12, 3.51e-07, 8.18e-07, 7.33e-07, 6.33e-09, 1.23e-09, 1.66e-12, 9.93e-10, 9.04e-10, 4.80e-12, 5.24e-15, 3.54e-09, 1.91e-11] []
302200 [1.16e-05, 4.89e-06, 5.96e-06, 2.80e-06, 2.57e-06, 4.73e-06, 2.37e-06, 4.88e-06, 2.36e-06, 2.98e-05, 2.28e-04, 2.55e-04, 2.95e-04, 6.36e-04, 1.23e-05, 4.48e-06, 1.32e-06, 1.37e-07, 0.00e+00, 4.87e-06, 4.36e-06, 2.09e-05] [1.16e-05, 4.89e-06, 5.96e-06, 2.80e-06, 2.57e-06, 4.73e-06, 2.37e-06, 4.88e-06, 2.36e-06, 2.98e-05, 2.28e-04, 2.55e-04, 2.95e-04, 6.36e-04, 1.23e-05, 4.48e-06, 1.32e-06, 1.37e-07, 0.00e+00, 4.87e-06, 4.36e-06, 2.09e-05] []
302300 [1.52e-07, 5.18e-07, 5.53e-07, 3.88e-07, 4.57e-07, 5.60e-07, 2.92e-07, 5.82e-10, 4.91e-09, 2.54e-11, 3.47e-07, 9.73e-07, 9.70e-07, 1.83e-08, 3.82e-09, 0.00e+00, 6.57e-12, 3.88e-09, 4.79e-12, 0.00e+00, 5.46e-09, 8.63e-09] [1.52e-07, 5.18e-07, 5.53e-07, 3.88e-07, 4.57e-07, 5.60e-07, 2.92e-07, 5.82e-10, 4.91e-09, 2.54e-11, 3.47e-07, 9.73e-07, 9.70e-07, 1.83e-08, 3.82e-09, 0.00e+00, 6.57e-12, 3.88e-09, 4.79e-12, 0.00e+00, 5.46e-09, 8.63e-09] []
302400 [1.45e-07, 4.15e-07, 4.58e-07, 3.10e-07, 4.01e-07, 5.66e-07, 2.28e-07, 2.82e-09, 1.78e-16, 3.19e-12, 3.53e-07, 8.30e-07, 7.49e-07, 4.70e-09, 3.12e-09, 0.00e+00, 6.90e-11, 2.47e-09, 1.74e-11, 3.54e-16, 2.04e-09, 2.25e-10] [1.45e-07, 4.15e-07, 4.58e-07, 3.10e-07, 4.01e-07, 5.66e-07, 2.28e-07, 2.82e-09, 1.78e-16, 3.19e-12, 3.53e-07, 8.30e-07, 7.49e-07, 4.70e-09, 3.12e-09, 0.00e+00, 6.90e-11, 2.47e-09, 1.74e-11, 3.54e-16, 2.04e-09, 2.25e-10] []
302500 [2.22e-06, 1.62e-06, 9.52e-07, 2.79e-06, 1.41e-06, 6.52e-07, 8.72e-07, 8.43e-07, 5.03e-08, 2.28e-06, 3.29e-06, 1.27e-05, 3.59e-05, 9.83e-06, 9.60e-07, 1.17e-07, 1.26e-08, 0.00e+00, 3.72e-08, 1.22e-08, 2.73e-07, 5.59e-08] [2.22e-06, 1.62e-06, 9.52e-07, 2.79e-06, 1.41e-06, 6.52e-07, 8.72e-07, 8.43e-07, 5.03e-08, 2.28e-06, 3.29e-06, 1.27e-05, 3.59e-05, 9.83e-06, 9.60e-07, 1.17e-07, 1.26e-08, 0.00e+00, 3.72e-08, 1.22e-08, 2.73e-07, 5.59e-08] []
302600 [1.57e-07, 4.51e-07, 4.88e-07, 3.24e-07, 4.78e-07, 5.18e-07, 2.10e-07, 7.68e-09, 1.40e-10, 1.11e-09, 4.16e-07, 8.87e-07, 8.65e-07, 3.61e-09, 2.09e-09, 0.00e+00, 2.97e-12, 8.02e-09, 1.17e-11, 5.07e-12, 3.63e-09, 3.04e-11] [1.57e-07, 4.51e-07, 4.88e-07, 3.24e-07, 4.78e-07, 5.18e-07, 2.10e-07, 7.68e-09, 1.40e-10, 1.11e-09, 4.16e-07, 8.87e-07, 8.65e-07, 3.61e-09, 2.09e-09, 0.00e+00, 2.97e-12, 8.02e-09, 1.17e-11, 5.07e-12, 3.63e-09, 3.04e-11] []
302700 [5.57e-05, 1.06e-05, 5.36e-06, 6.58e-06, 7.01e-06, 6.09e-06, 3.29e-06, 4.89e-05, 2.04e-06, 1.24e-04, 1.19e-04, 5.07e-04, 8.11e-04, 3.42e-03, 5.75e-05, 6.15e-05, 2.51e-05, 2.12e-05, 8.18e-06, 3.49e-07, 4.04e-05, 1.58e-06] [5.57e-05, 1.06e-05, 5.36e-06, 6.58e-06, 7.01e-06, 6.09e-06, 3.29e-06, 4.89e-05, 2.04e-06, 1.24e-04, 1.19e-04, 5.07e-04, 8.11e-04, 3.42e-03, 5.75e-05, 6.15e-05, 2.51e-05, 2.12e-05, 8.18e-06, 3.49e-07, 4.04e-05, 1.58e-06] []
302800 [1.72e-07, 5.25e-07, 5.10e-07, 3.31e-07, 5.30e-07, 4.88e-07, 3.62e-07, 4.50e-08, 5.99e-08, 2.75e-08, 4.59e-07, 9.92e-07, 9.00e-07, 8.02e-08, 3.01e-09, 0.00e+00, 0.00e+00, 7.60e-09, 6.28e-12, 2.50e-08, 5.41e-09, 1.53e-07] [1.72e-07, 5.25e-07, 5.10e-07, 3.31e-07, 5.30e-07, 4.88e-07, 3.62e-07, 4.50e-08, 5.99e-08, 2.75e-08, 4.59e-07, 9.92e-07, 9.00e-07, 8.02e-08, 3.01e-09, 0.00e+00, 0.00e+00, 7.60e-09, 6.28e-12, 2.50e-08, 5.41e-09, 1.53e-07] []
302900 [1.70e-07, 4.16e-07, 4.26e-07, 2.83e-07, 4.39e-07, 5.37e-07, 2.44e-07, 1.46e-10, 9.47e-13, 2.01e-09, 3.95e-07, 8.14e-07, 7.32e-07, 6.36e-08, 6.08e-09, 9.47e-12, 4.00e-11, 1.85e-09, 1.77e-10, 7.06e-14, 1.64e-09, 2.46e-10] [1.70e-07, 4.16e-07, 4.26e-07, 2.83e-07, 4.39e-07, 5.37e-07, 2.44e-07, 1.46e-10, 9.47e-13, 2.01e-09, 3.95e-07, 8.14e-07, 7.32e-07, 6.36e-08, 6.08e-09, 9.47e-12, 4.00e-11, 1.85e-09, 1.77e-10, 7.06e-14, 1.64e-09, 2.46e-10] []
303000 [2.59e-07, 7.33e-07, 5.75e-07, 5.12e-07, 4.65e-07, 6.09e-07, 2.71e-07, 2.12e-07, 9.65e-09, 6.54e-07, 1.18e-06, 1.61e-06, 2.24e-06, 3.37e-06, 5.03e-08, 0.00e+00, 4.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 2.79e-08] [2.59e-07, 7.33e-07, 5.75e-07, 5.12e-07, 4.65e-07, 6.09e-07, 2.71e-07, 2.12e-07, 9.65e-09, 6.54e-07, 1.18e-06, 1.61e-06, 2.24e-06, 3.37e-06, 5.03e-08, 0.00e+00, 4.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 2.79e-08] []
303100 [1.53e-07, 4.49e-07, 4.86e-07, 3.25e-07, 3.95e-07, 5.65e-07, 1.86e-07, 1.18e-09, 6.60e-11, 2.65e-11, 3.74e-07, 8.36e-07, 8.18e-07, 3.45e-09, 2.82e-09, 7.79e-11, 2.03e-09, 1.19e-10, 2.26e-10, 1.38e-12, 1.96e-09, 1.17e-11] [1.53e-07, 4.49e-07, 4.86e-07, 3.25e-07, 3.95e-07, 5.65e-07, 1.86e-07, 1.18e-09, 6.60e-11, 2.65e-11, 3.74e-07, 8.36e-07, 8.18e-07, 3.45e-09, 2.82e-09, 7.79e-11, 2.03e-09, 1.19e-10, 2.26e-10, 1.38e-12, 1.96e-09, 1.17e-11] []
303200 [1.21e-06, 1.65e-06, 1.03e-06, 1.02e-06, 6.80e-07, 7.26e-07, 6.02e-07, 1.74e-05, 6.13e-05, 1.78e-05, 1.12e-05, 2.62e-05, 7.31e-05, 6.38e-05, 1.66e-07, 1.05e-08, 4.20e-07, 5.97e-07, 0.00e+00, 0.00e+00, 2.14e-05, 2.55e-05] [1.21e-06, 1.65e-06, 1.03e-06, 1.02e-06, 6.80e-07, 7.26e-07, 6.02e-07, 1.74e-05, 6.13e-05, 1.78e-05, 1.12e-05, 2.62e-05, 7.31e-05, 6.38e-05, 1.66e-07, 1.05e-08, 4.20e-07, 5.97e-07, 0.00e+00, 0.00e+00, 2.14e-05, 2.55e-05] []
303300 [1.64e-07, 4.92e-07, 5.07e-07, 3.18e-07, 4.18e-07, 5.61e-07, 2.67e-07, 5.03e-10, 8.98e-06, 5.07e-10, 3.56e-07, 9.58e-07, 8.74e-07, 8.85e-09, 4.08e-10, 0.00e+00, 2.70e-10, 2.89e-09, 0.00e+00, 0.00e+00, 1.26e-08, 1.22e-05] [1.64e-07, 4.92e-07, 5.07e-07, 3.18e-07, 4.18e-07, 5.61e-07, 2.67e-07, 5.03e-10, 8.98e-06, 5.07e-10, 3.56e-07, 9.58e-07, 8.74e-07, 8.85e-09, 4.08e-10, 0.00e+00, 2.70e-10, 2.89e-09, 0.00e+00, 0.00e+00, 1.26e-08, 1.22e-05] []
303400 [9.74e-06, 6.69e-06, 3.65e-06, 1.30e-05, 2.68e-06, 7.94e-06, 2.17e-06, 1.92e-06, 1.75e-08, 1.58e-05, 2.36e-05, 9.47e-05, 2.63e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-09, 1.68e-07, 3.90e-08] [9.74e-06, 6.69e-06, 3.65e-06, 1.30e-05, 2.68e-06, 7.94e-06, 2.17e-06, 1.92e-06, 1.75e-08, 1.58e-05, 2.36e-05, 9.47e-05, 2.63e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.42e-09, 1.68e-07, 3.90e-08] []
303500 [1.75e-07, 5.01e-07, 5.40e-07, 3.44e-07, 5.03e-07, 5.07e-07, 2.29e-07, 5.29e-09, 4.09e-13, 4.81e-10, 4.54e-07, 9.39e-07, 9.95e-07, 5.47e-08, 1.75e-09, 0.00e+00, 0.00e+00, 8.84e-09, 7.71e-12, 2.23e-15, 4.30e-09, 9.44e-12] [1.75e-07, 5.01e-07, 5.40e-07, 3.44e-07, 5.03e-07, 5.07e-07, 2.29e-07, 5.29e-09, 4.09e-13, 4.81e-10, 4.54e-07, 9.39e-07, 9.95e-07, 5.47e-08, 1.75e-09, 0.00e+00, 0.00e+00, 8.84e-09, 7.71e-12, 2.23e-15, 4.30e-09, 9.44e-12] []
303600 [1.63e-07, 4.12e-07, 4.37e-07, 2.92e-07, 4.17e-07, 5.34e-07, 1.94e-07, 1.70e-08, 4.97e-07, 3.04e-11, 4.09e-07, 8.24e-07, 7.69e-07, 3.64e-09, 2.65e-09, 4.47e-13, 1.39e-11, 3.14e-09, 1.34e-09, 7.22e-08, 8.09e-09, 3.63e-07] [1.63e-07, 4.12e-07, 4.37e-07, 2.92e-07, 4.17e-07, 5.34e-07, 1.94e-07, 1.70e-08, 4.97e-07, 3.04e-11, 4.09e-07, 8.24e-07, 7.69e-07, 3.64e-09, 2.65e-09, 4.47e-13, 1.39e-11, 3.14e-09, 1.34e-09, 7.22e-08, 8.09e-09, 3.63e-07] []
303700 [1.76e-07, 5.34e-07, 4.72e-07, 2.59e-07, 4.81e-07, 5.14e-07, 5.33e-07, 4.60e-09, 7.14e-09, 4.29e-07, 8.29e-07, 1.21e-06, 1.52e-06, 2.67e-07, 2.22e-09, 0.00e+00, 5.68e-10, 3.86e-10, 3.09e-10, 9.20e-10, 2.33e-09, 6.09e-09] [1.76e-07, 5.34e-07, 4.72e-07, 2.59e-07, 4.81e-07, 5.14e-07, 5.33e-07, 4.60e-09, 7.14e-09, 4.29e-07, 8.29e-07, 1.21e-06, 1.52e-06, 2.67e-07, 2.22e-09, 0.00e+00, 5.68e-10, 3.86e-10, 3.09e-10, 9.20e-10, 2.33e-09, 6.09e-09] []
303800 [1.65e-07, 4.04e-07, 4.33e-07, 2.83e-07, 4.14e-07, 5.44e-07, 3.11e-07, 3.19e-09, 9.81e-11, 4.06e-11, 3.92e-07, 8.50e-07, 7.77e-07, 3.82e-09, 3.57e-09, 0.00e+00, 1.77e-10, 1.46e-09, 1.40e-11, 4.82e-13, 3.66e-09, 4.72e-10] [1.65e-07, 4.04e-07, 4.33e-07, 2.83e-07, 4.14e-07, 5.44e-07, 3.11e-07, 3.19e-09, 9.81e-11, 4.06e-11, 3.92e-07, 8.50e-07, 7.77e-07, 3.82e-09, 3.57e-09, 0.00e+00, 1.77e-10, 1.46e-09, 1.40e-11, 4.82e-13, 3.66e-09, 4.72e-10] []
303900 [4.66e-07, 9.17e-07, 5.91e-07, 3.19e-07, 7.53e-07, 5.43e-07, 2.56e-07, 3.67e-05, 1.20e-09, 1.20e-08, 6.58e-07, 2.19e-06, 1.88e-06, 2.21e-07, 2.54e-08, 8.96e-09, 1.09e-08, 0.00e+00, 6.06e-06, 0.00e+00, 2.99e-05, 2.25e-09] [4.66e-07, 9.17e-07, 5.91e-07, 3.19e-07, 7.53e-07, 5.43e-07, 2.56e-07, 3.67e-05, 1.20e-09, 1.20e-08, 6.58e-07, 2.19e-06, 1.88e-06, 2.21e-07, 2.54e-08, 8.96e-09, 1.09e-08, 0.00e+00, 6.06e-06, 0.00e+00, 2.99e-05, 2.25e-09] []
304000 [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11] [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.594290 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
304000 [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11] [2.00e-07, 4.86e-07, 4.84e-07, 2.96e-07, 4.87e-07, 5.22e-07, 2.01e-07, 1.22e-09, 4.44e-17, 4.99e-11, 4.18e-07, 8.96e-07, 8.28e-07, 4.00e-09, 2.12e-09, 2.27e-13, 2.14e-11, 2.64e-09, 2.15e-10, 1.74e-15, 1.72e-09, 3.76e-11] []
304100 [1.77e-07, 4.11e-07, 4.10e-07, 2.70e-07, 4.08e-07, 5.50e-07, 1.81e-07, 6.20e-10, 3.60e-13, 8.18e-10, 3.88e-07, 8.01e-07, 6.94e-07, 2.64e-08, 1.71e-09, 0.00e+00, 8.08e-12, 1.20e-09, 1.46e-10, 9.22e-15, 1.50e-09, 3.48e-11] [1.77e-07, 4.11e-07, 4.10e-07, 2.70e-07, 4.08e-07, 5.50e-07, 1.81e-07, 6.20e-10, 3.60e-13, 8.18e-10, 3.88e-07, 8.01e-07, 6.94e-07, 2.64e-08, 1.71e-09, 0.00e+00, 8.08e-12, 1.20e-09, 1.46e-10, 9.22e-15, 1.50e-09, 3.48e-11] []
304200 [3.49e-07, 8.24e-07, 1.27e-06, 4.59e-07, 1.67e-06, 8.28e-07, 1.31e-06, 6.01e-11, 2.69e-08, 7.25e-12, 1.41e-06, 2.59e-06, 4.92e-06, 1.74e-06, 5.57e-08, 2.23e-10, 7.39e-08, 6.42e-09, 7.57e-09, 1.75e-09, 4.95e-08, 1.01e-08] [3.49e-07, 8.24e-07, 1.27e-06, 4.59e-07, 1.67e-06, 8.28e-07, 1.31e-06, 6.01e-11, 2.69e-08, 7.25e-12, 1.41e-06, 2.59e-06, 4.92e-06, 1.74e-06, 5.57e-08, 2.23e-10, 7.39e-08, 6.42e-09, 7.57e-09, 1.75e-09, 4.95e-08, 1.01e-08] []
304300 [1.51e-07, 5.74e-07, 9.80e-07, 4.37e-07, 1.33e-06, 8.01e-07, 8.96e-07, 5.27e-10, 8.68e-12, 4.48e-11, 4.60e-07, 1.17e-06, 1.53e-06, 1.12e-08, 8.10e-10, 6.47e-14, 8.04e-10, 1.82e-10, 6.33e-12, 0.00e+00, 2.76e-09, 1.49e-10] [1.51e-07, 5.74e-07, 9.80e-07, 4.37e-07, 1.33e-06, 8.01e-07, 8.96e-07, 5.27e-10, 8.68e-12, 4.48e-11, 4.60e-07, 1.17e-06, 1.53e-06, 1.12e-08, 8.10e-10, 6.47e-14, 8.04e-10, 1.82e-10, 6.33e-12, 0.00e+00, 2.76e-09, 1.49e-10] []
304400 [1.50e-07, 5.21e-07, 8.45e-07, 3.72e-07, 9.88e-07, 6.83e-07, 6.25e-07, 2.84e-09, 5.63e-12, 2.93e-11, 3.95e-07, 1.09e-06, 1.36e-06, 3.81e-09, 5.08e-10, 1.76e-11, 4.46e-11, 2.44e-09, 3.89e-12, 3.07e-14, 3.87e-09, 1.59e-11] [1.50e-07, 5.21e-07, 8.45e-07, 3.72e-07, 9.88e-07, 6.83e-07, 6.25e-07, 2.84e-09, 5.63e-12, 2.93e-11, 3.95e-07, 1.09e-06, 1.36e-06, 3.81e-09, 5.08e-10, 1.76e-11, 4.46e-11, 2.44e-09, 3.89e-12, 3.07e-14, 3.87e-09, 1.59e-11] []
304500 [2.47e-06, 2.02e-06, 1.33e-06, 1.17e-06, 1.03e-06, 2.61e-06, 1.28e-06, 9.01e-08, 2.87e-07, 9.16e-06, 5.33e-06, 3.32e-05, 1.51e-05, 2.66e-05, 0.00e+00, 0.00e+00, 1.69e-07, 0.00e+00, 8.41e-09, 0.00e+00, 5.70e-08, 2.80e-06] [2.47e-06, 2.02e-06, 1.33e-06, 1.17e-06, 1.03e-06, 2.61e-06, 1.28e-06, 9.01e-08, 2.87e-07, 9.16e-06, 5.33e-06, 3.32e-05, 1.51e-05, 2.66e-05, 0.00e+00, 0.00e+00, 1.69e-07, 0.00e+00, 8.41e-09, 0.00e+00, 5.70e-08, 2.80e-06] []
304600 [2.01e-07, 9.62e-07, 1.11e-06, 2.70e-07, 9.41e-07, 1.03e-06, 7.50e-07, 1.66e-09, 1.06e-10, 9.26e-11, 4.39e-07, 1.44e-06, 1.64e-06, 7.83e-08, 9.08e-09, 1.76e-10, 4.63e-09, 9.62e-10, 2.22e-10, 2.64e-12, 1.71e-09, 4.75e-11] [2.01e-07, 9.62e-07, 1.11e-06, 2.70e-07, 9.41e-07, 1.03e-06, 7.50e-07, 1.66e-09, 1.06e-10, 9.26e-11, 4.39e-07, 1.44e-06, 1.64e-06, 7.83e-08, 9.08e-09, 1.76e-10, 4.63e-09, 9.62e-10, 2.22e-10, 2.64e-12, 1.71e-09, 4.75e-11] []
304700 [2.98e-07, 9.32e-07, 8.86e-07, 3.98e-07, 9.60e-07, 9.22e-07, 5.77e-07, 8.76e-05, 4.24e-09, 1.63e-07, 3.63e-06, 3.37e-06, 5.12e-06, 5.64e-07, 0.00e+00, 0.00e+00, 6.60e-08, 1.40e-08, 1.23e-05, 0.00e+00, 5.85e-05, 1.56e-09] [2.98e-07, 9.32e-07, 8.86e-07, 3.98e-07, 9.60e-07, 9.22e-07, 5.77e-07, 8.76e-05, 4.24e-09, 1.63e-07, 3.63e-06, 3.37e-06, 5.12e-06, 5.64e-07, 0.00e+00, 0.00e+00, 6.60e-08, 1.40e-08, 1.23e-05, 0.00e+00, 5.85e-05, 1.56e-09] []
304800 [1.94e-06, 8.31e-07, 9.90e-07, 4.37e-07, 9.51e-07, 7.45e-07, 4.20e-07, 1.04e-08, 9.43e-10, 3.10e-06, 3.58e-06, 1.57e-05, 2.27e-05, 1.02e-04, 1.24e-06, 8.33e-07, 5.37e-07, 5.32e-07, 0.00e+00, 1.21e-10, 8.79e-09, 8.21e-10] [1.94e-06, 8.31e-07, 9.90e-07, 4.37e-07, 9.51e-07, 7.45e-07, 4.20e-07, 1.04e-08, 9.43e-10, 3.10e-06, 3.58e-06, 1.57e-05, 2.27e-05, 1.02e-04, 1.24e-06, 8.33e-07, 5.37e-07, 5.32e-07, 0.00e+00, 1.21e-10, 8.79e-09, 8.21e-10] []
304900 [2.13e-07, 7.42e-07, 7.64e-07, 1.97e-07, 9.03e-07, 5.75e-07, 5.50e-07, 3.04e-10, 4.13e-07, 1.66e-08, 4.92e-07, 1.52e-06, 1.74e-06, 5.16e-07, 6.29e-11, 1.48e-09, 7.80e-10, 5.65e-09, 2.17e-11, 4.55e-08, 1.01e-09, 2.68e-07] [2.13e-07, 7.42e-07, 7.64e-07, 1.97e-07, 9.03e-07, 5.75e-07, 5.50e-07, 3.04e-10, 4.13e-07, 1.66e-08, 4.92e-07, 1.52e-06, 1.74e-06, 5.16e-07, 6.29e-11, 1.48e-09, 7.80e-10, 5.65e-09, 2.17e-11, 4.55e-08, 1.01e-09, 2.68e-07] []
305000 [1.88e-07, 5.73e-07, 6.57e-07, 2.34e-07, 7.72e-07, 6.37e-07, 3.61e-07, 1.87e-10, 3.31e-10, 1.82e-13, 3.67e-07, 1.09e-06, 1.20e-06, 3.22e-09, 7.03e-10, 0.00e+00, 1.16e-10, 7.76e-09, 1.16e-11, 1.22e-11, 2.54e-09, 8.94e-11] [1.88e-07, 5.73e-07, 6.57e-07, 2.34e-07, 7.72e-07, 6.37e-07, 3.61e-07, 1.87e-10, 3.31e-10, 1.82e-13, 3.67e-07, 1.09e-06, 1.20e-06, 3.22e-09, 7.03e-10, 0.00e+00, 1.16e-10, 7.76e-09, 1.16e-11, 1.22e-11, 2.54e-09, 8.94e-11] []
305100 [2.97e-06, 3.13e-06, 1.88e-06, 5.33e-06, 1.57e-06, 1.80e-06, 1.34e-06, 7.72e-07, 4.88e-05, 1.63e-05, 1.34e-05, 4.63e-05, 1.41e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-07, 2.85e-05] [2.97e-06, 3.13e-06, 1.88e-06, 5.33e-06, 1.57e-06, 1.80e-06, 1.34e-06, 7.72e-07, 4.88e-05, 1.63e-05, 1.34e-05, 4.63e-05, 1.41e-04, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-07, 2.85e-05] []
305200 [1.92e-07, 6.62e-07, 6.81e-07, 2.40e-07, 8.29e-07, 5.91e-07, 4.32e-07, 1.64e-10, 4.23e-09, 1.08e-09, 4.02e-07, 1.12e-06, 1.29e-06, 1.39e-08, 6.66e-10, 0.00e+00, 1.17e-12, 9.78e-09, 4.93e-11, 0.00e+00, 1.20e-09, 3.22e-09] [1.92e-07, 6.62e-07, 6.81e-07, 2.40e-07, 8.29e-07, 5.91e-07, 4.32e-07, 1.64e-10, 4.23e-09, 1.08e-09, 4.02e-07, 1.12e-06, 1.29e-06, 1.39e-08, 6.66e-10, 0.00e+00, 1.17e-12, 9.78e-09, 4.93e-11, 0.00e+00, 1.20e-09, 3.22e-09] []
305300 [1.83e-07, 5.62e-07, 6.02e-07, 2.52e-07, 7.11e-07, 5.83e-07, 3.08e-07, 5.08e-10, 6.75e-11, 1.08e-12, 3.70e-07, 9.79e-07, 1.10e-06, 2.97e-09, 5.36e-10, 0.00e+00, 4.57e-11, 4.22e-09, 1.49e-10, 1.10e-12, 1.57e-09, 1.19e-10] [1.83e-07, 5.62e-07, 6.02e-07, 2.52e-07, 7.11e-07, 5.83e-07, 3.08e-07, 5.08e-10, 6.75e-11, 1.08e-12, 3.70e-07, 9.79e-07, 1.10e-06, 2.97e-09, 5.36e-10, 0.00e+00, 4.57e-11, 4.22e-09, 1.49e-10, 1.10e-12, 1.57e-09, 1.19e-10] []
305400 [3.16e-06, 2.33e-06, 1.04e-06, 2.29e-06, 1.70e-06, 6.88e-07, 1.11e-06, 5.75e-06, 1.43e-07, 3.38e-06, 4.05e-05, 5.61e-05, 3.41e-05, 3.76e-05, 9.20e-08, 6.40e-07, 9.20e-08, 0.00e+00, 2.07e-07, 1.14e-08, 1.24e-06, 4.92e-08] [3.16e-06, 2.33e-06, 1.04e-06, 2.29e-06, 1.70e-06, 6.88e-07, 1.11e-06, 5.75e-06, 1.43e-07, 3.38e-06, 4.05e-05, 5.61e-05, 3.41e-05, 3.76e-05, 9.20e-08, 6.40e-07, 9.20e-08, 0.00e+00, 2.07e-07, 1.14e-08, 1.24e-06, 4.92e-08] []
305500 [2.04e-07, 6.43e-07, 6.56e-07, 2.42e-07, 7.57e-07, 5.73e-07, 2.99e-07, 1.69e-09, 4.25e-10, 6.70e-11, 4.25e-07, 1.10e-06, 1.27e-06, 1.21e-08, 1.10e-09, 1.62e-10, 1.70e-11, 7.62e-09, 3.67e-10, 0.00e+00, 2.60e-09, 1.76e-09] [2.04e-07, 6.43e-07, 6.56e-07, 2.42e-07, 7.57e-07, 5.73e-07, 2.99e-07, 1.69e-09, 4.25e-10, 6.70e-11, 4.25e-07, 1.10e-06, 1.27e-06, 1.21e-08, 1.10e-09, 1.62e-10, 1.70e-11, 7.62e-09, 3.67e-10, 0.00e+00, 2.60e-09, 1.76e-09] []
305600 [2.25e-07, 6.70e-07, 5.67e-07, 3.32e-07, 6.58e-07, 5.19e-07, 2.19e-07, 7.29e-05, 9.73e-10, 4.16e-10, 4.94e-07, 1.11e-06, 1.22e-06, 3.02e-07, 2.56e-08, 2.45e-09, 2.44e-09, 5.71e-09, 1.08e-05, 1.60e-10, 5.36e-05, 1.09e-09] [2.25e-07, 6.70e-07, 5.67e-07, 3.32e-07, 6.58e-07, 5.19e-07, 2.19e-07, 7.29e-05, 9.73e-10, 4.16e-10, 4.94e-07, 1.11e-06, 1.22e-06, 3.02e-07, 2.56e-08, 2.45e-09, 2.44e-09, 5.71e-09, 1.08e-05, 1.60e-10, 5.36e-05, 1.09e-09] []
305700 [2.62e-07, 7.15e-07, 5.93e-07, 1.82e-07, 7.93e-07, 4.65e-07, 3.65e-07, 7.88e-09, 1.46e-05, 7.88e-10, 4.53e-07, 1.30e-06, 1.49e-06, 2.97e-08, 2.96e-10, 1.42e-10, 6.72e-10, 1.18e-08, 0.00e+00, 0.00e+00, 1.43e-08, 1.79e-05] [2.62e-07, 7.15e-07, 5.93e-07, 1.82e-07, 7.93e-07, 4.65e-07, 3.65e-07, 7.88e-09, 1.46e-05, 7.88e-10, 4.53e-07, 1.30e-06, 1.49e-06, 2.97e-08, 2.96e-10, 1.42e-10, 6.72e-10, 1.18e-08, 0.00e+00, 0.00e+00, 1.43e-08, 1.79e-05] []
305800 [5.76e-06, 3.61e-06, 2.00e-06, 5.45e-06, 1.79e-06, 2.65e-06, 1.21e-06, 8.61e-08, 3.22e-06, 1.09e-05, 1.25e-05, 5.83e-05, 8.81e-05, 1.63e-04, 3.25e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.13e-07, 6.46e-08, 2.45e-06] [5.76e-06, 3.61e-06, 2.00e-06, 5.45e-06, 1.79e-06, 2.65e-06, 1.21e-06, 8.61e-08, 3.22e-06, 1.09e-05, 1.25e-05, 5.83e-05, 8.81e-05, 1.63e-04, 3.25e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.13e-07, 6.46e-08, 2.45e-06] []
305900 [2.21e-07, 6.41e-07, 5.91e-07, 2.33e-07, 8.46e-07, 5.32e-07, 4.61e-07, 7.34e-12, 2.49e-06, 2.99e-09, 4.58e-07, 9.92e-07, 1.12e-06, 2.64e-08, 1.93e-09, 0.00e+00, 4.35e-11, 8.82e-09, 3.00e-10, 3.18e-07, 2.10e-09, 1.72e-06] [2.21e-07, 6.41e-07, 5.91e-07, 2.33e-07, 8.46e-07, 5.32e-07, 4.61e-07, 7.34e-12, 2.49e-06, 2.99e-09, 4.58e-07, 9.92e-07, 1.12e-06, 2.64e-08, 1.93e-09, 0.00e+00, 4.35e-11, 8.82e-09, 3.00e-10, 3.18e-07, 2.10e-09, 1.72e-06] []
306000 [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09] [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.360183 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
306000 [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09] [4.23e-07, 7.07e-07, 5.22e-07, 2.57e-07, 6.69e-07, 6.73e-07, 2.73e-07, 2.15e-09, 3.58e-10, 4.23e-07, 8.44e-07, 3.31e-06, 6.65e-06, 1.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.75e-12, 0.00e+00, 6.41e-09, 1.28e-09] []
306100 [2.19e-07, 7.09e-07, 7.57e-07, 3.17e-07, 6.34e-07, 5.18e-07, 2.63e-07, 1.76e-08, 3.82e-09, 2.95e-09, 5.40e-07, 1.35e-06, 1.82e-06, 2.25e-07, 1.98e-11, 0.00e+00, 1.41e-08, 0.00e+00, 3.35e-10, 1.23e-10, 2.36e-09, 7.98e-10] [2.19e-07, 7.09e-07, 7.57e-07, 3.17e-07, 6.34e-07, 5.18e-07, 2.63e-07, 1.76e-08, 3.82e-09, 2.95e-09, 5.40e-07, 1.35e-06, 1.82e-06, 2.25e-07, 1.98e-11, 0.00e+00, 1.41e-08, 0.00e+00, 3.35e-10, 1.23e-10, 2.36e-09, 7.98e-10] []
306200 [2.10e-07, 5.75e-07, 5.62e-07, 2.34e-07, 6.31e-07, 5.66e-07, 2.19e-07, 8.31e-11, 5.70e-10, 1.66e-11, 4.18e-07, 9.48e-07, 1.01e-06, 5.57e-09, 3.11e-10, 1.64e-12, 5.78e-11, 4.06e-09, 2.47e-10, 0.00e+00, 2.02e-09, 7.21e-10] [2.10e-07, 5.75e-07, 5.62e-07, 2.34e-07, 6.31e-07, 5.66e-07, 2.19e-07, 8.31e-11, 5.70e-10, 1.66e-11, 4.18e-07, 9.48e-07, 1.01e-06, 5.57e-09, 3.11e-10, 1.64e-12, 5.78e-11, 4.06e-09, 2.47e-10, 0.00e+00, 2.02e-09, 7.21e-10] []
306300 [3.72e-07, 8.11e-07, 5.98e-07, 2.18e-07, 7.54e-07, 5.01e-07, 5.81e-07, 6.47e-09, 7.85e-07, 2.03e-07, 1.15e-06, 1.88e-06, 2.33e-06, 5.35e-07, 2.46e-09, 5.23e-09, 4.22e-08, 8.22e-09, 6.39e-10, 0.00e+00, 4.05e-09, 1.46e-06] [3.72e-07, 8.11e-07, 5.98e-07, 2.18e-07, 7.54e-07, 5.01e-07, 5.81e-07, 6.47e-09, 7.85e-07, 2.03e-07, 1.15e-06, 1.88e-06, 2.33e-06, 5.35e-07, 2.46e-09, 5.23e-09, 4.22e-08, 8.22e-09, 6.39e-10, 0.00e+00, 4.05e-09, 1.46e-06] []
306400 [2.34e-07, 5.46e-07, 5.24e-07, 2.15e-07, 6.39e-07, 5.59e-07, 3.22e-07, 7.43e-10, 2.91e-10, 7.67e-10, 4.22e-07, 8.96e-07, 9.20e-07, 2.67e-08, 9.39e-11, 0.00e+00, 2.24e-13, 2.93e-09, 1.85e-10, 1.07e-11, 1.70e-09, 1.08e-10] [2.34e-07, 5.46e-07, 5.24e-07, 2.15e-07, 6.39e-07, 5.59e-07, 3.22e-07, 7.43e-10, 2.91e-10, 7.67e-10, 4.22e-07, 8.96e-07, 9.20e-07, 2.67e-08, 9.39e-11, 0.00e+00, 2.24e-13, 2.93e-09, 1.85e-10, 1.07e-11, 1.70e-09, 1.08e-10] []
306500 [3.85e-07, 7.27e-07, 5.73e-07, 4.31e-07, 7.66e-07, 4.28e-07, 3.88e-07, 4.92e-07, 4.87e-08, 7.40e-07, 2.45e-06, 1.91e-06, 5.79e-06, 1.08e-05, 1.45e-07, 0.00e+00, 2.92e-08, 2.63e-10, 2.91e-08, 4.37e-09, 1.93e-07, 2.57e-08] [3.85e-07, 7.27e-07, 5.73e-07, 4.31e-07, 7.66e-07, 4.28e-07, 3.88e-07, 4.92e-07, 4.87e-08, 7.40e-07, 2.45e-06, 1.91e-06, 5.79e-06, 1.08e-05, 1.45e-07, 0.00e+00, 2.92e-08, 2.63e-10, 2.91e-08, 4.37e-09, 1.93e-07, 2.57e-08] []
306600 [2.39e-07, 5.65e-07, 5.56e-07, 2.34e-07, 6.74e-07, 5.55e-07, 2.39e-07, 2.95e-09, 3.46e-12, 5.76e-12, 4.46e-07, 8.82e-07, 9.21e-07, 4.01e-09, 3.33e-10, 1.17e-12, 9.76e-12, 3.82e-09, 4.09e-10, 9.21e-14, 2.77e-09, 1.57e-11] [2.39e-07, 5.65e-07, 5.56e-07, 2.34e-07, 6.74e-07, 5.55e-07, 2.39e-07, 2.95e-09, 3.46e-12, 5.76e-12, 4.46e-07, 8.82e-07, 9.21e-07, 4.01e-09, 3.33e-10, 1.17e-12, 9.76e-12, 3.82e-09, 4.09e-10, 9.21e-14, 2.77e-09, 1.57e-11] []
306700 [1.03e-06, 1.69e-06, 1.25e-06, 8.20e-07, 5.88e-07, 1.34e-06, 4.69e-07, 5.98e-05, 2.17e-07, 1.64e-08, 4.20e-06, 6.93e-06, 9.36e-06, 2.94e-06, 1.36e-08, 0.00e+00, 8.97e-08, 6.93e-08, 0.00e+00, 1.45e-07, 5.32e-05, 2.03e-07] [1.03e-06, 1.69e-06, 1.25e-06, 8.20e-07, 5.88e-07, 1.34e-06, 4.69e-07, 5.98e-05, 2.17e-07, 1.64e-08, 4.20e-06, 6.93e-06, 9.36e-06, 2.94e-06, 1.36e-08, 0.00e+00, 8.97e-08, 6.93e-08, 0.00e+00, 1.45e-07, 5.32e-05, 2.03e-07] []
306800 [2.56e-07, 6.64e-07, 5.81e-07, 2.11e-07, 6.78e-07, 5.93e-07, 2.63e-07, 4.07e-09, 3.79e-11, 5.17e-10, 4.46e-07, 1.00e-06, 1.06e-06, 4.10e-09, 6.11e-10, 2.55e-12, 2.08e-10, 7.34e-09, 3.63e-10, 0.00e+00, 2.38e-09, 7.77e-11] [2.56e-07, 6.64e-07, 5.81e-07, 2.11e-07, 6.78e-07, 5.93e-07, 2.63e-07, 4.07e-09, 3.79e-11, 5.17e-10, 4.46e-07, 1.00e-06, 1.06e-06, 4.10e-09, 6.11e-10, 2.55e-12, 2.08e-10, 7.34e-09, 3.63e-10, 0.00e+00, 2.38e-09, 7.77e-11] []
306900 [2.50e-05, 7.41e-06, 1.31e-05, 8.82e-06, 8.02e-06, 6.67e-06, 5.51e-06, 1.74e-06, 1.02e-06, 1.26e-04, 9.90e-05, 4.47e-04, 8.18e-04, 3.01e-03, 3.59e-05, 7.82e-05, 1.35e-05, 1.18e-05, 5.12e-08, 0.00e+00, 3.17e-07, 1.08e-06] [2.50e-05, 7.41e-06, 1.31e-05, 8.82e-06, 8.02e-06, 6.67e-06, 5.51e-06, 1.74e-06, 1.02e-06, 1.26e-04, 9.90e-05, 4.47e-04, 8.18e-04, 3.01e-03, 3.59e-05, 7.82e-05, 1.35e-05, 1.18e-05, 5.12e-08, 0.00e+00, 3.17e-07, 1.08e-06] []
307000 [2.57e-07, 7.30e-07, 6.09e-07, 2.56e-07, 9.08e-07, 5.43e-07, 2.84e-07, 4.71e-11, 1.24e-10, 3.82e-09, 5.10e-07, 9.34e-07, 1.03e-06, 5.79e-09, 9.83e-09, 4.80e-12, 0.00e+00, 1.29e-08, 5.36e-11, 6.75e-13, 2.65e-09, 8.80e-11] [2.57e-07, 7.30e-07, 6.09e-07, 2.56e-07, 9.08e-07, 5.43e-07, 2.84e-07, 4.71e-11, 1.24e-10, 3.82e-09, 5.10e-07, 9.34e-07, 1.03e-06, 5.79e-09, 9.83e-09, 4.80e-12, 0.00e+00, 1.29e-08, 5.36e-11, 6.75e-13, 2.65e-09, 8.80e-11] []
307100 [2.43e-07, 6.19e-07, 5.16e-07, 2.44e-07, 6.82e-07, 5.71e-07, 1.97e-07, 1.30e-09, 1.18e-10, 9.73e-12, 4.63e-07, 8.16e-07, 8.43e-07, 4.17e-09, 5.16e-09, 2.07e-11, 3.17e-11, 4.05e-09, 2.27e-10, 7.27e-12, 1.99e-09, 5.07e-11] [2.43e-07, 6.19e-07, 5.16e-07, 2.44e-07, 6.82e-07, 5.71e-07, 1.97e-07, 1.30e-09, 1.18e-10, 9.73e-12, 4.63e-07, 8.16e-07, 8.43e-07, 4.17e-09, 5.16e-09, 2.07e-11, 3.17e-11, 4.05e-09, 2.27e-10, 7.27e-12, 1.99e-09, 5.07e-11] []
307200 [3.00e-06, 7.81e-07, 1.48e-06, 9.17e-07, 8.07e-07, 1.32e-06, 1.16e-06, 1.30e-05, 1.13e-06, 8.19e-05, 7.75e-05, 2.18e-05, 1.51e-05, 7.73e-05, 8.94e-07, 3.59e-06, 0.00e+00, 0.00e+00, 3.93e-07, 3.41e-08, 2.17e-06, 2.45e-07] [3.00e-06, 7.81e-07, 1.48e-06, 9.17e-07, 8.07e-07, 1.32e-06, 1.16e-06, 1.30e-05, 1.13e-06, 8.19e-05, 7.75e-05, 2.18e-05, 1.51e-05, 7.73e-05, 8.94e-07, 3.59e-06, 0.00e+00, 0.00e+00, 3.93e-07, 3.41e-08, 2.17e-06, 2.45e-07] []
307300 [2.91e-07, 6.57e-07, 6.35e-07, 2.58e-07, 4.49e-07, 7.03e-07, 4.11e-07, 3.44e-09, 1.71e-10, 6.25e-10, 4.43e-07, 1.03e-06, 9.36e-07, 6.73e-09, 2.21e-09, 0.00e+00, 2.13e-09, 6.00e-10, 2.73e-10, 8.21e-12, 1.94e-09, 6.08e-10] [2.91e-07, 6.57e-07, 6.35e-07, 2.58e-07, 4.49e-07, 7.03e-07, 4.11e-07, 3.44e-09, 1.71e-10, 6.25e-10, 4.43e-07, 1.03e-06, 9.36e-07, 6.73e-09, 2.21e-09, 0.00e+00, 2.13e-09, 6.00e-10, 2.73e-10, 8.21e-12, 1.94e-09, 6.08e-10] []
307400 [1.70e-04, 5.93e-05, 1.70e-05, 4.37e-05, 1.19e-05, 3.38e-05, 6.00e-06, 7.02e-05, 1.19e-08, 2.47e-04, 2.23e-04, 1.70e-03, 1.72e-03, 9.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.21e-05, 3.81e-08] [1.70e-04, 5.93e-05, 1.70e-05, 4.37e-05, 1.19e-05, 3.38e-05, 6.00e-06, 7.02e-05, 1.19e-08, 2.47e-04, 2.23e-04, 1.70e-03, 1.72e-03, 9.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.21e-05, 3.81e-08] []
307500 [2.41e-07, 6.80e-07, 5.97e-07, 2.47e-07, 7.38e-07, 5.48e-07, 2.68e-07, 1.61e-09, 3.69e-11, 6.79e-09, 4.47e-07, 1.03e-06, 1.07e-06, 2.06e-07, 3.07e-10, 0.00e+00, 0.00e+00, 1.41e-08, 4.77e-10, 7.89e-13, 2.83e-09, 1.25e-11] [2.41e-07, 6.80e-07, 5.97e-07, 2.47e-07, 7.38e-07, 5.48e-07, 2.68e-07, 1.61e-09, 3.69e-11, 6.79e-09, 4.47e-07, 1.03e-06, 1.07e-06, 2.06e-07, 3.07e-10, 0.00e+00, 0.00e+00, 1.41e-08, 4.77e-10, 7.89e-13, 2.83e-09, 1.25e-11] []
307600 [2.45e-07, 5.65e-07, 5.09e-07, 2.44e-07, 5.71e-07, 5.78e-07, 1.99e-07, 5.10e-10, 1.03e-12, 1.29e-11, 4.09e-07, 7.93e-07, 7.80e-07, 2.50e-09, 5.25e-10, 9.28e-12, 7.95e-11, 5.53e-09, 9.80e-11, 3.39e-14, 3.06e-09, 3.69e-11] [2.45e-07, 5.65e-07, 5.09e-07, 2.44e-07, 5.71e-07, 5.78e-07, 1.99e-07, 5.10e-10, 1.03e-12, 1.29e-11, 4.09e-07, 7.93e-07, 7.80e-07, 2.50e-09, 5.25e-10, 9.28e-12, 7.95e-11, 5.53e-09, 9.80e-11, 3.39e-14, 3.06e-09, 3.69e-11] []
307700 [5.53e-07, 9.11e-07, 6.69e-07, 4.47e-07, 8.06e-07, 4.39e-07, 3.33e-07, 2.59e-07, 5.10e-09, 2.35e-06, 1.49e-06, 6.40e-06, 1.09e-05, 5.99e-06, 3.06e-11, 2.49e-09, 7.48e-08, 6.72e-08, 0.00e+00, 0.00e+00, 7.23e-07, 9.37e-09] [5.53e-07, 9.11e-07, 6.69e-07, 4.47e-07, 8.06e-07, 4.39e-07, 3.33e-07, 2.59e-07, 5.10e-09, 2.35e-06, 1.49e-06, 6.40e-06, 1.09e-05, 5.99e-06, 3.06e-11, 2.49e-09, 7.48e-08, 6.72e-08, 0.00e+00, 0.00e+00, 7.23e-07, 9.37e-09] []
307800 [2.48e-07, 6.10e-07, 5.26e-07, 2.63e-07, 6.38e-07, 5.60e-07, 2.08e-07, 2.13e-09, 3.06e-13, 3.79e-12, 4.48e-07, 8.26e-07, 8.38e-07, 2.86e-09, 3.63e-09, 2.03e-11, 1.18e-10, 7.24e-09, 7.84e-11, 1.67e-15, 4.08e-09, 4.39e-11] [2.48e-07, 6.10e-07, 5.26e-07, 2.63e-07, 6.38e-07, 5.60e-07, 2.08e-07, 2.13e-09, 3.06e-13, 3.79e-12, 4.48e-07, 8.26e-07, 8.38e-07, 2.86e-09, 3.63e-09, 2.03e-11, 1.18e-10, 7.24e-09, 7.84e-11, 1.67e-15, 4.08e-09, 4.39e-11] []
307900 [8.46e-06, 6.96e-06, 3.19e-06, 9.33e-06, 2.67e-06, 3.94e-06, 2.25e-06, 1.45e-04, 2.22e-07, 7.23e-06, 1.78e-05, 1.70e-04, 5.51e-05, 2.89e-04, 7.39e-10, 0.00e+00, 4.61e-07, 0.00e+00, 0.00e+00, 2.64e-07, 1.92e-04, 1.15e-06] [8.46e-06, 6.96e-06, 3.19e-06, 9.33e-06, 2.67e-06, 3.94e-06, 2.25e-06, 1.45e-04, 2.22e-07, 7.23e-06, 1.78e-05, 1.70e-04, 5.51e-05, 2.89e-04, 7.39e-10, 0.00e+00, 4.61e-07, 0.00e+00, 0.00e+00, 2.64e-07, 1.92e-04, 1.15e-06] []
308000 [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11] [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.012423 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
308000 [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11] [3.16e-07, 6.73e-07, 5.97e-07, 2.97e-07, 6.79e-07, 5.25e-07, 1.94e-07, 3.48e-09, 2.70e-10, 6.43e-10, 4.76e-07, 8.81e-07, 8.94e-07, 2.28e-08, 3.31e-10, 0.00e+00, 2.97e-10, 8.68e-09, 3.14e-12, 1.37e-11, 8.76e-09, 8.16e-11] []
308100 [4.41e-07, 5.61e-07, 5.16e-07, 2.74e-07, 5.65e-07, 5.27e-07, 1.42e-07, 5.51e-10, 2.34e-09, 2.15e-07, 7.06e-07, 1.63e-06, 3.25e-06, 7.32e-06, 6.59e-08, 3.23e-08, 2.49e-08, 3.79e-08, 3.87e-10, 2.59e-10, 4.37e-09, 1.75e-09] [4.41e-07, 5.61e-07, 5.16e-07, 2.74e-07, 5.65e-07, 5.27e-07, 1.42e-07, 5.51e-10, 2.34e-09, 2.15e-07, 7.06e-07, 1.63e-06, 3.25e-06, 7.32e-06, 6.59e-08, 3.23e-08, 2.49e-08, 3.79e-08, 3.87e-10, 2.59e-10, 4.37e-09, 1.75e-09] []
308200 [2.74e-07, 7.32e-07, 5.68e-07, 2.94e-07, 7.06e-07, 5.26e-07, 4.85e-07, 1.23e-08, 7.30e-08, 3.79e-11, 5.89e-07, 1.16e-06, 1.68e-06, 9.79e-07, 4.12e-10, 0.00e+00, 0.00e+00, 2.54e-10, 3.11e-12, 0.00e+00, 2.15e-08, 1.24e-07] [2.74e-07, 7.32e-07, 5.68e-07, 2.94e-07, 7.06e-07, 5.26e-07, 4.85e-07, 1.23e-08, 7.30e-08, 3.79e-11, 5.89e-07, 1.16e-06, 1.68e-06, 9.79e-07, 4.12e-10, 0.00e+00, 0.00e+00, 2.54e-10, 3.11e-12, 0.00e+00, 2.15e-08, 1.24e-07] []
308300 [2.67e-07, 5.85e-07, 5.03e-07, 2.65e-07, 5.68e-07, 5.59e-07, 2.68e-07, 9.22e-11, 8.12e-11, 4.60e-10, 4.52e-07, 7.41e-07, 7.07e-07, 2.27e-08, 2.65e-09, 5.63e-12, 1.03e-10, 2.30e-09, 2.92e-10, 2.56e-11, 2.70e-09, 2.23e-10] [2.67e-07, 5.85e-07, 5.03e-07, 2.65e-07, 5.68e-07, 5.59e-07, 2.68e-07, 9.22e-11, 8.12e-11, 4.60e-10, 4.52e-07, 7.41e-07, 7.07e-07, 2.27e-08, 2.65e-09, 5.63e-12, 1.03e-10, 2.30e-09, 2.92e-10, 2.56e-11, 2.70e-09, 2.23e-10] []
308400 [5.07e-07, 7.82e-07, 6.52e-07, 2.95e-07, 8.65e-07, 5.18e-07, 2.76e-07, 3.07e-09, 1.31e-08, 2.49e-07, 5.48e-07, 1.54e-06, 1.98e-06, 1.21e-06, 4.48e-08, 3.91e-08, 1.44e-08, 1.26e-08, 2.68e-11, 0.00e+00, 1.21e-08, 1.19e-08] [5.07e-07, 7.82e-07, 6.52e-07, 2.95e-07, 8.65e-07, 5.18e-07, 2.76e-07, 3.07e-09, 1.31e-08, 2.49e-07, 5.48e-07, 1.54e-06, 1.98e-06, 1.21e-06, 4.48e-08, 3.91e-08, 1.44e-08, 1.26e-08, 2.68e-11, 0.00e+00, 1.21e-08, 1.19e-08] []
308500 [2.70e-07, 6.31e-07, 5.28e-07, 2.83e-07, 6.46e-07, 5.51e-07, 1.88e-07, 9.60e-11, 2.29e-12, 1.25e-12, 4.80e-07, 7.53e-07, 7.30e-07, 3.38e-09, 5.72e-09, 5.76e-11, 5.61e-11, 3.69e-09, 3.25e-10, 8.56e-13, 3.07e-09, 4.19e-11] [2.70e-07, 6.31e-07, 5.28e-07, 2.83e-07, 6.46e-07, 5.51e-07, 1.88e-07, 9.60e-11, 2.29e-12, 1.25e-12, 4.80e-07, 7.53e-07, 7.30e-07, 3.38e-09, 5.72e-09, 5.76e-11, 5.61e-11, 3.69e-09, 3.25e-10, 8.56e-13, 3.07e-09, 4.19e-11] []
308600 [1.47e-06, 2.23e-06, 1.48e-06, 2.06e-06, 2.87e-06, 2.90e-06, 1.59e-06, 2.74e-05, 3.19e-08, 9.88e-09, 8.55e-05, 1.57e-04, 1.42e-04, 3.63e-04, 1.83e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-06, 3.79e-08, 1.12e-05, 1.08e-07] [1.47e-06, 2.23e-06, 1.48e-06, 2.06e-06, 2.87e-06, 2.90e-06, 1.59e-06, 2.74e-05, 3.19e-08, 9.88e-09, 8.55e-05, 1.57e-04, 1.42e-04, 3.63e-04, 1.83e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-06, 3.79e-08, 1.12e-05, 1.08e-07] []
308700 [3.14e-07, 6.52e-07, 6.28e-07, 3.38e-07, 5.68e-07, 5.74e-07, 1.85e-07, 8.37e-10, 7.83e-11, 1.88e-09, 5.42e-07, 8.00e-07, 7.76e-07, 1.45e-08, 7.31e-10, 0.00e+00, 8.76e-12, 3.80e-09, 1.45e-10, 2.63e-12, 4.05e-09, 2.43e-11] [3.14e-07, 6.52e-07, 6.28e-07, 3.38e-07, 5.68e-07, 5.74e-07, 1.85e-07, 8.37e-10, 7.83e-11, 1.88e-09, 5.42e-07, 8.00e-07, 7.76e-07, 1.45e-08, 7.31e-10, 0.00e+00, 8.76e-12, 3.80e-09, 1.45e-10, 2.63e-12, 4.05e-09, 2.43e-11] []
308800 [2.85e-07, 5.67e-07, 5.10e-07, 2.92e-07, 4.71e-07, 5.66e-07, 1.32e-07, 4.21e-10, 3.49e-10, 1.35e-09, 4.90e-07, 7.18e-07, 6.82e-07, 4.31e-08, 1.82e-09, 1.74e-10, 3.74e-10, 5.08e-09, 2.08e-10, 0.00e+00, 4.05e-09, 4.07e-10] [2.85e-07, 5.67e-07, 5.10e-07, 2.92e-07, 4.71e-07, 5.66e-07, 1.32e-07, 4.21e-10, 3.49e-10, 1.35e-09, 4.90e-07, 7.18e-07, 6.82e-07, 4.31e-08, 1.82e-09, 1.74e-10, 3.74e-10, 5.08e-09, 2.08e-10, 0.00e+00, 4.05e-09, 4.07e-10] []
308900 [4.35e-07, 9.14e-07, 7.06e-07, 3.12e-07, 5.59e-07, 5.68e-07, 4.72e-07, 5.56e-08, 3.86e-07, 1.07e-07, 6.44e-07, 2.15e-06, 1.95e-06, 3.86e-06, 7.36e-11, 0.00e+00, 1.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-08, 2.74e-07] [4.35e-07, 9.14e-07, 7.06e-07, 3.12e-07, 5.59e-07, 5.68e-07, 4.72e-07, 5.56e-08, 3.86e-07, 1.07e-07, 6.44e-07, 2.15e-06, 1.95e-06, 3.86e-06, 7.36e-11, 0.00e+00, 1.95e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.08e-08, 2.74e-07] []
309000 [3.34e-07, 6.40e-07, 5.75e-07, 3.05e-07, 5.10e-07, 5.88e-07, 2.61e-07, 7.31e-10, 1.72e-09, 1.66e-11, 5.03e-07, 7.38e-07, 6.52e-07, 3.80e-09, 1.70e-09, 0.00e+00, 6.00e-11, 2.16e-09, 1.68e-10, 1.17e-10, 1.62e-09, 6.64e-10] [3.34e-07, 6.40e-07, 5.75e-07, 3.05e-07, 5.10e-07, 5.88e-07, 2.61e-07, 7.31e-10, 1.72e-09, 1.66e-11, 5.03e-07, 7.38e-07, 6.52e-07, 3.80e-09, 1.70e-09, 0.00e+00, 6.00e-11, 2.16e-09, 1.68e-10, 1.17e-10, 1.62e-09, 6.64e-10] []
309100 [1.52e-04, 2.43e-05, 1.71e-05, 2.35e-05, 1.93e-05, 1.01e-05, 8.06e-06, 1.18e-06, 6.20e-08, 1.27e-04, 1.93e-04, 1.17e-03, 1.78e-03, 5.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 2.10e-07] [1.52e-04, 2.43e-05, 1.71e-05, 2.35e-05, 1.93e-05, 1.01e-05, 8.06e-06, 1.18e-06, 6.20e-08, 1.27e-04, 1.93e-04, 1.17e-03, 1.78e-03, 5.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 2.10e-07] []
309200 [3.26e-07, 7.60e-07, 7.42e-07, 4.02e-07, 6.14e-07, 5.91e-07, 2.09e-07, 2.26e-09, 2.21e-11, 8.20e-09, 5.45e-07, 9.74e-07, 1.13e-06, 1.25e-07, 8.55e-10, 1.62e-09, 1.82e-09, 7.88e-09, 9.14e-11, 1.10e-12, 2.32e-09, 1.06e-11] [3.26e-07, 7.60e-07, 7.42e-07, 4.02e-07, 6.14e-07, 5.91e-07, 2.09e-07, 2.26e-09, 2.21e-11, 8.20e-09, 5.45e-07, 9.74e-07, 1.13e-06, 1.25e-07, 8.55e-10, 1.62e-09, 1.82e-09, 7.88e-09, 9.14e-11, 1.10e-12, 2.32e-09, 1.06e-11] []
309300 [2.86e-07, 6.32e-07, 5.77e-07, 3.26e-07, 5.27e-07, 6.13e-07, 1.62e-07, 5.96e-10, 3.81e-12, 3.76e-13, 4.86e-07, 7.43e-07, 6.71e-07, 2.34e-09, 6.35e-10, 1.14e-11, 5.72e-11, 5.18e-09, 2.59e-10, 0.00e+00, 2.10e-09, 4.91e-11] [2.86e-07, 6.32e-07, 5.77e-07, 3.26e-07, 5.27e-07, 6.13e-07, 1.62e-07, 5.96e-10, 3.81e-12, 3.76e-13, 4.86e-07, 7.43e-07, 6.71e-07, 2.34e-09, 6.35e-10, 1.14e-11, 5.72e-11, 5.18e-09, 2.59e-10, 0.00e+00, 2.10e-09, 4.91e-11] []
309400 [1.15e-06, 2.86e-06, 2.36e-06, 4.51e-06, 1.37e-06, 1.68e-06, 6.32e-07, 7.66e-06, 4.02e-07, 1.00e-07, 5.10e-06, 2.03e-05, 7.95e-05, 5.57e-05, 4.62e-08, 1.08e-13, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-06, 4.73e-07] [1.15e-06, 2.86e-06, 2.36e-06, 4.51e-06, 1.37e-06, 1.68e-06, 6.32e-07, 7.66e-06, 4.02e-07, 1.00e-07, 5.10e-06, 2.03e-05, 7.95e-05, 5.57e-05, 4.62e-08, 1.08e-13, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.48e-06, 4.73e-07] []
309500 [3.00e-07, 7.21e-07, 5.61e-07, 3.12e-07, 7.31e-07, 5.73e-07, 1.82e-07, 5.05e-10, 1.02e-11, 2.48e-11, 5.11e-07, 7.57e-07, 7.28e-07, 6.06e-09, 2.21e-08, 2.03e-10, 3.21e-11, 9.25e-09, 2.17e-10, 6.88e-14, 2.10e-09, 8.67e-12] [3.00e-07, 7.21e-07, 5.61e-07, 3.12e-07, 7.31e-07, 5.73e-07, 1.82e-07, 5.05e-10, 1.02e-11, 2.48e-11, 5.11e-07, 7.57e-07, 7.28e-07, 6.06e-09, 2.21e-08, 2.03e-10, 3.21e-11, 9.25e-09, 2.17e-10, 6.88e-14, 2.10e-09, 8.67e-12] []
309600 [1.71e-05, 4.69e-06, 3.20e-06, 3.85e-06, 2.54e-06, 4.87e-06, 1.87e-06, 9.29e-05, 1.60e-05, 1.53e-05, 6.61e-05, 1.89e-04, 7.01e-05, 6.35e-04, 1.40e-05, 9.84e-06, 3.24e-06, 3.85e-06, 3.27e-05, 4.16e-06, 1.47e-04, 1.95e-05] [1.71e-05, 4.69e-06, 3.20e-06, 3.85e-06, 2.54e-06, 4.87e-06, 1.87e-06, 9.29e-05, 1.60e-05, 1.53e-05, 6.61e-05, 1.89e-04, 7.01e-05, 6.35e-04, 1.40e-05, 9.84e-06, 3.24e-06, 3.85e-06, 3.27e-05, 4.16e-06, 1.47e-04, 1.95e-05] []
309700 [3.18e-07, 6.89e-07, 5.10e-07, 3.00e-07, 6.58e-07, 5.53e-07, 2.59e-07, 4.53e-09, 1.09e-09, 1.24e-09, 5.03e-07, 7.01e-07, 6.47e-07, 3.27e-08, 6.73e-09, 0.00e+00, 0.00e+00, 3.00e-09, 8.14e-10, 9.15e-11, 4.68e-09, 5.20e-10] [3.18e-07, 6.89e-07, 5.10e-07, 3.00e-07, 6.58e-07, 5.53e-07, 2.59e-07, 4.53e-09, 1.09e-09, 1.24e-09, 5.03e-07, 7.01e-07, 6.47e-07, 3.27e-08, 6.73e-09, 0.00e+00, 0.00e+00, 3.00e-09, 8.14e-10, 9.15e-11, 4.68e-09, 5.20e-10] []
309800 [3.46e-06, 1.20e-06, 9.10e-07, 1.12e-06, 8.15e-07, 1.25e-06, 7.41e-07, 1.76e-07, 1.21e-08, 5.31e-07, 6.19e-06, 3.57e-05, 1.06e-05, 3.62e-05, 6.37e-13, 0.00e+00, 5.21e-09, 0.00e+00, 0.00e+00, 6.11e-10, 1.69e-07, 3.55e-09] [3.46e-06, 1.20e-06, 9.10e-07, 1.12e-06, 8.15e-07, 1.25e-06, 7.41e-07, 1.76e-07, 1.21e-08, 5.31e-07, 6.19e-06, 3.57e-05, 1.06e-05, 3.62e-05, 6.37e-13, 0.00e+00, 5.21e-09, 0.00e+00, 0.00e+00, 6.11e-10, 1.69e-07, 3.55e-09] []
309900 [3.43e-07, 7.02e-07, 6.39e-07, 4.01e-07, 5.25e-07, 6.32e-07, 1.64e-07, 3.92e-11, 1.25e-11, 2.14e-10, 5.58e-07, 7.57e-07, 6.77e-07, 5.05e-09, 3.11e-10, 1.23e-11, 3.04e-10, 1.98e-09, 1.16e-10, 0.00e+00, 1.62e-09, 9.64e-11] [3.43e-07, 7.02e-07, 6.39e-07, 4.01e-07, 5.25e-07, 6.32e-07, 1.64e-07, 3.92e-11, 1.25e-11, 2.14e-10, 5.58e-07, 7.57e-07, 6.77e-07, 5.05e-09, 3.11e-10, 1.23e-11, 3.04e-10, 1.98e-09, 1.16e-10, 0.00e+00, 1.62e-09, 9.64e-11] []
310000 [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10] [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.350118 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
310000 [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10] [5.75e-07, 6.21e-07, 5.67e-07, 3.51e-07, 4.75e-07, 5.96e-07, 1.21e-07, 1.97e-08, 1.56e-10, 4.20e-07, 9.36e-07, 2.35e-06, 3.94e-06, 1.27e-05, 1.25e-07, 6.54e-08, 4.33e-08, 6.18e-08, 2.97e-09, 2.00e-11, 1.77e-08, 1.23e-10] []
310100 [3.72e-07, 8.90e-07, 6.11e-07, 3.62e-07, 7.30e-07, 5.18e-07, 1.78e-07, 3.23e-08, 1.25e-07, 4.67e-09, 5.86e-07, 1.03e-06, 8.93e-07, 3.75e-07, 9.96e-09, 5.92e-11, 2.94e-10, 6.80e-09, 1.80e-13, 0.00e+00, 2.01e-08, 1.23e-07] [3.72e-07, 8.90e-07, 6.11e-07, 3.62e-07, 7.30e-07, 5.18e-07, 1.78e-07, 3.23e-08, 1.25e-07, 4.67e-09, 5.86e-07, 1.03e-06, 8.93e-07, 3.75e-07, 9.96e-09, 5.92e-11, 2.94e-10, 6.80e-09, 1.80e-13, 0.00e+00, 2.01e-08, 1.23e-07] []
310200 [3.14e-07, 7.21e-07, 4.88e-07, 2.88e-07, 6.01e-07, 6.28e-07, 5.32e-07, 1.85e-09, 1.08e-05, 7.24e-09, 5.16e-07, 7.13e-07, 5.66e-07, 1.89e-08, 4.51e-09, 0.00e+00, 3.78e-12, 1.65e-09, 2.11e-11, 0.00e+00, 9.51e-09, 3.70e-06] [3.14e-07, 7.21e-07, 4.88e-07, 2.88e-07, 6.01e-07, 6.28e-07, 5.32e-07, 1.85e-09, 1.08e-05, 7.24e-09, 5.16e-07, 7.13e-07, 5.66e-07, 1.89e-08, 4.51e-09, 0.00e+00, 3.78e-12, 1.65e-09, 2.11e-11, 0.00e+00, 9.51e-09, 3.70e-06] []
310300 [6.12e-07, 1.22e-06, 7.61e-07, 7.52e-07, 8.54e-07, 6.49e-07, 2.38e-07, 4.16e-07, 1.20e-07, 3.97e-09, 4.33e-06, 2.30e-06, 2.15e-06, 4.71e-06, 1.26e-08, 1.32e-08, 5.15e-08, 2.92e-09, 1.01e-07, 2.95e-08, 6.46e-07, 1.69e-07] [6.12e-07, 1.22e-06, 7.61e-07, 7.52e-07, 8.54e-07, 6.49e-07, 2.38e-07, 4.16e-07, 1.20e-07, 3.97e-09, 4.33e-06, 2.30e-06, 2.15e-06, 4.71e-06, 1.26e-08, 1.32e-08, 5.15e-08, 2.92e-09, 1.01e-07, 2.95e-08, 6.46e-07, 1.69e-07] []
310400 [3.21e-07, 7.27e-07, 5.34e-07, 3.22e-07, 6.13e-07, 6.04e-07, 1.52e-07, 5.06e-10, 3.12e-10, 7.25e-12, 5.43e-07, 6.86e-07, 5.81e-07, 4.80e-09, 1.64e-08, 4.65e-11, 4.55e-11, 2.82e-09, 2.89e-10, 1.50e-11, 2.32e-09, 1.01e-10] [3.21e-07, 7.27e-07, 5.34e-07, 3.22e-07, 6.13e-07, 6.04e-07, 1.52e-07, 5.06e-10, 3.12e-10, 7.25e-12, 5.43e-07, 6.86e-07, 5.81e-07, 4.80e-09, 1.64e-08, 4.65e-11, 4.55e-11, 2.82e-09, 2.89e-10, 1.50e-11, 2.32e-09, 1.01e-10] []
310500 [1.59e-06, 1.76e-06, 9.65e-07, 1.20e-06, 9.85e-07, 8.05e-07, 5.12e-07, 4.86e-07, 3.61e-07, 2.47e-05, 6.86e-05, 1.67e-05, 2.66e-05, 3.72e-05, 3.22e-07, 0.00e+00, 2.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-08, 7.52e-07] [1.59e-06, 1.76e-06, 9.65e-07, 1.20e-06, 9.85e-07, 8.05e-07, 5.12e-07, 4.86e-07, 3.61e-07, 2.47e-05, 6.86e-05, 1.67e-05, 2.66e-05, 3.72e-05, 3.22e-07, 0.00e+00, 2.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.46e-08, 7.52e-07] []
310600 [3.47e-07, 7.57e-07, 6.11e-07, 3.90e-07, 5.29e-07, 6.35e-07, 1.25e-07, 1.83e-09, 3.33e-09, 3.92e-10, 5.79e-07, 7.33e-07, 6.12e-07, 8.24e-09, 6.07e-09, 2.84e-11, 5.19e-11, 3.48e-09, 6.34e-11, 0.00e+00, 4.21e-09, 3.57e-09] [3.47e-07, 7.57e-07, 6.11e-07, 3.90e-07, 5.29e-07, 6.35e-07, 1.25e-07, 1.83e-09, 3.33e-09, 3.92e-10, 5.79e-07, 7.33e-07, 6.12e-07, 8.24e-09, 6.07e-09, 2.84e-11, 5.19e-11, 3.48e-09, 6.34e-11, 0.00e+00, 4.21e-09, 3.57e-09] []
310700 [4.30e-07, 8.81e-07, 5.65e-07, 4.32e-07, 4.28e-07, 4.94e-07, 4.34e-07, 7.22e-07, 3.56e-10, 5.40e-08, 6.91e-07, 1.23e-06, 1.20e-06, 6.74e-07, 6.67e-08, 0.00e+00, 8.68e-10, 8.60e-09, 1.11e-07, 0.00e+00, 7.15e-07, 3.65e-08] [4.30e-07, 8.81e-07, 5.65e-07, 4.32e-07, 4.28e-07, 4.94e-07, 4.34e-07, 7.22e-07, 3.56e-10, 5.40e-08, 6.91e-07, 1.23e-06, 1.20e-06, 6.74e-07, 6.67e-08, 0.00e+00, 8.68e-10, 8.60e-09, 1.11e-07, 0.00e+00, 7.15e-07, 3.65e-08] []
310800 [1.11e-05, 4.48e-06, 1.49e-06, 3.31e-06, 1.49e-06, 3.09e-06, 6.54e-07, 5.28e-05, 1.77e-08, 1.64e-05, 1.88e-05, 1.13e-04, 1.80e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.94e-05, 4.05e-08] [1.11e-05, 4.48e-06, 1.49e-06, 3.31e-06, 1.49e-06, 3.09e-06, 6.54e-07, 5.28e-05, 1.77e-08, 1.64e-05, 1.88e-05, 1.13e-04, 1.80e-04, 6.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.94e-05, 4.05e-08] []
310900 [6.83e-07, 2.04e-06, 1.05e-06, 1.09e-06, 1.45e-06, 1.33e-06, 6.99e-07, 3.48e-05, 5.72e-08, 1.82e-06, 3.38e-06, 3.60e-05, 1.93e-05, 8.89e-05, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-05, 1.22e-07] [6.83e-07, 2.04e-06, 1.05e-06, 1.09e-06, 1.45e-06, 1.33e-06, 6.99e-07, 3.48e-05, 5.72e-08, 1.82e-06, 3.38e-06, 3.60e-05, 1.93e-05, 8.89e-05, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.79e-05, 1.22e-07] []
311000 [3.55e-07, 7.70e-07, 5.43e-07, 3.29e-07, 6.66e-07, 5.85e-07, 1.42e-07, 1.05e-10, 4.41e-09, 3.82e-10, 5.87e-07, 7.13e-07, 6.07e-07, 1.99e-08, 1.81e-08, 4.21e-11, 2.45e-11, 3.79e-09, 5.58e-11, 1.22e-11, 4.09e-09, 1.24e-10] [3.55e-07, 7.70e-07, 5.43e-07, 3.29e-07, 6.66e-07, 5.85e-07, 1.42e-07, 1.05e-10, 4.41e-09, 3.82e-10, 5.87e-07, 7.13e-07, 6.07e-07, 1.99e-08, 1.81e-08, 4.21e-11, 2.45e-11, 3.79e-09, 5.58e-11, 1.22e-11, 4.09e-09, 1.24e-10] []
311100 [5.75e-07, 1.13e-06, 8.10e-07, 5.02e-07, 6.68e-07, 5.58e-07, 1.66e-07, 2.48e-07, 3.97e-07, 3.21e-07, 4.54e-06, 3.01e-06, 6.35e-06, 2.71e-06, 6.66e-08, 0.00e+00, 3.89e-08, 0.00e+00, 1.47e-09, 3.74e-08, 7.58e-09, 1.88e-07] [5.75e-07, 1.13e-06, 8.10e-07, 5.02e-07, 6.68e-07, 5.58e-07, 1.66e-07, 2.48e-07, 3.97e-07, 3.21e-07, 4.54e-06, 3.01e-06, 6.35e-06, 2.71e-06, 6.66e-08, 0.00e+00, 3.89e-08, 0.00e+00, 1.47e-09, 3.74e-08, 7.58e-09, 1.88e-07] []
311200 [3.30e-07, 8.34e-07, 4.95e-07, 3.13e-07, 6.88e-07, 6.02e-07, 3.63e-07, 8.96e-06, 1.87e-06, 5.27e-09, 1.06e-06, 1.09e-06, 1.57e-06, 1.61e-07, 9.20e-09, 6.85e-11, 8.27e-10, 3.90e-09, 1.15e-06, 0.00e+00, 6.59e-06, 1.61e-05] [3.30e-07, 8.34e-07, 4.95e-07, 3.13e-07, 6.88e-07, 6.02e-07, 3.63e-07, 8.96e-06, 1.87e-06, 5.27e-09, 1.06e-06, 1.09e-06, 1.57e-06, 1.61e-07, 9.20e-09, 6.85e-11, 8.27e-10, 3.90e-09, 1.15e-06, 0.00e+00, 6.59e-06, 1.61e-05] []
311300 [5.41e-07, 8.19e-07, 5.98e-07, 3.70e-07, 6.84e-07, 5.41e-07, 1.91e-07, 7.80e-08, 2.80e-08, 9.27e-08, 1.03e-06, 1.53e-06, 3.86e-06, 4.04e-06, 9.31e-08, 3.65e-08, 6.51e-09, 1.35e-08, 2.77e-10, 3.30e-09, 5.88e-09, 2.19e-08] [5.41e-07, 8.19e-07, 5.98e-07, 3.70e-07, 6.84e-07, 5.41e-07, 1.91e-07, 7.80e-08, 2.80e-08, 9.27e-08, 1.03e-06, 1.53e-06, 3.86e-06, 4.04e-06, 9.31e-08, 3.65e-08, 6.51e-09, 1.35e-08, 2.77e-10, 3.30e-09, 5.88e-09, 2.19e-08] []
311400 [1.61e-06, 2.41e-06, 1.23e-06, 1.44e-06, 1.33e-06, 1.13e-06, 7.95e-07, 2.64e-06, 1.50e-07, 2.52e-05, 2.30e-05, 4.95e-05, 3.08e-05, 3.58e-05, 4.88e-06, 1.15e-09, 1.00e-07, 0.00e+00, 0.00e+00, 1.89e-09, 5.00e-07, 9.47e-09] [1.61e-06, 2.41e-06, 1.23e-06, 1.44e-06, 1.33e-06, 1.13e-06, 7.95e-07, 2.64e-06, 1.50e-07, 2.52e-05, 2.30e-05, 4.95e-05, 3.08e-05, 3.58e-05, 4.88e-06, 1.15e-09, 1.00e-07, 0.00e+00, 0.00e+00, 1.89e-09, 5.00e-07, 9.47e-09] []
311500 [3.85e-07, 9.22e-07, 6.91e-07, 4.57e-07, 6.86e-07, 6.53e-07, 7.47e-08, 3.12e-09, 4.26e-10, 3.96e-10, 6.11e-07, 7.68e-07, 5.74e-07, 2.65e-08, 4.50e-08, 8.14e-10, 8.21e-10, 3.52e-09, 2.96e-11, 3.46e-11, 5.72e-09, 2.15e-10] [3.85e-07, 9.22e-07, 6.91e-07, 4.57e-07, 6.86e-07, 6.53e-07, 7.47e-08, 3.12e-09, 4.26e-10, 3.96e-10, 6.11e-07, 7.68e-07, 5.74e-07, 2.65e-08, 4.50e-08, 8.14e-10, 8.21e-10, 3.52e-09, 2.96e-11, 3.46e-11, 5.72e-09, 2.15e-10] []
311600 [2.30e-06, 5.49e-06, 2.64e-06, 9.94e-06, 2.98e-06, 3.01e-06, 1.59e-06, 7.93e-05, 4.34e-04, 9.46e-06, 4.69e-05, 1.34e-04, 4.22e-04, 1.04e-03, 2.07e-09, 7.33e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-05, 7.04e-05, 1.97e-04] [2.30e-06, 5.49e-06, 2.64e-06, 9.94e-06, 2.98e-06, 3.01e-06, 1.59e-06, 7.93e-05, 4.34e-04, 9.46e-06, 4.69e-05, 1.34e-04, 4.22e-04, 1.04e-03, 2.07e-09, 7.33e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-05, 7.04e-05, 1.97e-04] []
311700 [4.61e-07, 1.47e-06, 1.18e-06, 7.61e-07, 8.20e-07, 9.31e-07, 5.99e-07, 1.04e-12, 2.16e-10, 1.35e-08, 9.17e-07, 1.07e-06, 1.21e-06, 6.89e-08, 1.09e-07, 1.28e-12, 3.37e-08, 1.20e-10, 1.19e-11, 0.00e+00, 5.66e-09, 4.65e-09] [4.61e-07, 1.47e-06, 1.18e-06, 7.61e-07, 8.20e-07, 9.31e-07, 5.99e-07, 1.04e-12, 2.16e-10, 1.35e-08, 9.17e-07, 1.07e-06, 1.21e-06, 6.89e-08, 1.09e-07, 1.28e-12, 3.37e-08, 1.20e-10, 1.19e-11, 0.00e+00, 5.66e-09, 4.65e-09] []
311800 [3.90e-07, 1.17e-06, 9.32e-07, 5.06e-07, 6.65e-07, 8.50e-07, 3.15e-07, 1.26e-11, 1.28e-11, 2.00e-12, 8.39e-07, 8.53e-07, 6.88e-07, 2.88e-08, 1.07e-07, 9.39e-10, 9.03e-09, 9.60e-10, 1.29e-10, 9.59e-12, 4.35e-09, 4.85e-10] [3.90e-07, 1.17e-06, 9.32e-07, 5.06e-07, 6.65e-07, 8.50e-07, 3.15e-07, 1.26e-11, 1.28e-11, 2.00e-12, 8.39e-07, 8.53e-07, 6.88e-07, 2.88e-08, 1.07e-07, 9.39e-10, 9.03e-09, 9.60e-10, 1.29e-10, 9.59e-12, 4.35e-09, 4.85e-10] []
311900 [5.85e-07, 1.88e-06, 1.04e-06, 6.41e-07, 8.17e-07, 1.01e-06, 2.87e-07, 6.36e-09, 2.32e-08, 1.13e-07, 3.13e-06, 2.37e-06, 4.89e-06, 2.49e-06, 4.30e-07, 4.97e-09, 3.29e-08, 0.00e+00, 3.10e-11, 3.05e-09, 9.55e-09, 1.97e-08] [5.85e-07, 1.88e-06, 1.04e-06, 6.41e-07, 8.17e-07, 1.01e-06, 2.87e-07, 6.36e-09, 2.32e-08, 1.13e-07, 3.13e-06, 2.37e-06, 4.89e-06, 2.49e-06, 4.30e-07, 4.97e-09, 3.29e-08, 0.00e+00, 3.10e-11, 3.05e-09, 9.55e-09, 1.97e-08] []
312000 [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10] [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.795081 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
312000 [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10] [4.32e-07, 1.35e-06, 1.03e-06, 3.89e-07, 7.20e-07, 9.92e-07, 1.70e-07, 3.48e-13, 7.39e-13, 2.13e-11, 6.58e-07, 7.63e-07, 5.08e-07, 8.82e-09, 1.79e-07, 3.20e-09, 3.26e-09, 4.08e-10, 2.66e-10, 4.23e-12, 4.88e-09, 1.54e-10] []
312100 [5.37e-05, 1.47e-05, 5.69e-06, 1.29e-05, 8.16e-06, 8.20e-06, 3.50e-06, 2.94e-05, 2.51e-06, 4.55e-05, 1.60e-04, 6.79e-04, 5.32e-04, 2.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-06, 2.61e-07, 1.05e-05, 1.39e-06] [5.37e-05, 1.47e-05, 5.69e-06, 1.29e-05, 8.16e-06, 8.20e-06, 3.50e-06, 2.94e-05, 2.51e-06, 4.55e-05, 1.60e-04, 6.79e-04, 5.32e-04, 2.76e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-06, 2.61e-07, 1.05e-05, 1.39e-06] []
312200 [4.86e-07, 1.30e-06, 9.63e-07, 4.71e-07, 6.73e-07, 9.52e-07, 1.41e-07, 1.70e-08, 1.56e-04, 4.18e-08, 7.35e-07, 8.51e-07, 6.83e-07, 4.09e-08, 9.03e-08, 2.28e-09, 2.90e-09, 8.85e-10, 6.86e-10, 0.00e+00, 4.22e-09, 1.70e-04] [4.86e-07, 1.30e-06, 9.63e-07, 4.71e-07, 6.73e-07, 9.52e-07, 1.41e-07, 1.70e-08, 1.56e-04, 4.18e-08, 7.35e-07, 8.51e-07, 6.83e-07, 4.09e-08, 9.03e-08, 2.28e-09, 2.90e-09, 8.85e-10, 6.86e-10, 0.00e+00, 4.22e-09, 1.70e-04] []
312300 [3.87e-07, 1.06e-06, 7.45e-07, 3.39e-07, 5.90e-07, 9.09e-07, 2.38e-07, 5.28e-13, 9.72e-09, 1.02e-08, 5.96e-07, 7.58e-07, 5.61e-07, 3.14e-07, 1.11e-07, 4.28e-09, 4.22e-10, 2.79e-09, 3.24e-10, 0.00e+00, 4.28e-09, 5.93e-08] [3.87e-07, 1.06e-06, 7.45e-07, 3.39e-07, 5.90e-07, 9.09e-07, 2.38e-07, 5.28e-13, 9.72e-09, 1.02e-08, 5.96e-07, 7.58e-07, 5.61e-07, 3.14e-07, 1.11e-07, 4.28e-09, 4.22e-10, 2.79e-09, 3.24e-10, 0.00e+00, 4.28e-09, 5.93e-08] []
312400 [6.41e-07, 1.55e-06, 8.73e-07, 4.24e-07, 8.57e-07, 7.94e-07, 8.04e-08, 3.96e-06, 5.13e-09, 8.85e-09, 1.08e-06, 8.13e-07, 8.95e-07, 3.85e-07, 9.98e-08, 1.31e-09, 5.52e-09, 1.97e-08, 4.51e-07, 0.00e+00, 2.65e-06, 6.78e-09] [6.41e-07, 1.55e-06, 8.73e-07, 4.24e-07, 8.57e-07, 7.94e-07, 8.04e-08, 3.96e-06, 5.13e-09, 8.85e-09, 1.08e-06, 8.13e-07, 8.95e-07, 3.85e-07, 9.98e-08, 1.31e-09, 5.52e-09, 1.97e-08, 4.51e-07, 0.00e+00, 2.65e-06, 6.78e-09] []
312500 [4.48e-07, 1.10e-06, 7.69e-07, 3.19e-07, 7.34e-07, 8.34e-07, 6.75e-08, 7.28e-10, 2.81e-10, 1.08e-12, 6.80e-07, 6.57e-07, 4.43e-07, 5.87e-09, 7.42e-08, 6.82e-10, 0.00e+00, 1.69e-09, 2.80e-11, 1.03e-10, 4.62e-09, 6.27e-10] [4.48e-07, 1.10e-06, 7.69e-07, 3.19e-07, 7.34e-07, 8.34e-07, 6.75e-08, 7.28e-10, 2.81e-10, 1.08e-12, 6.80e-07, 6.57e-07, 4.43e-07, 5.87e-09, 7.42e-08, 6.82e-10, 0.00e+00, 1.69e-09, 2.80e-11, 1.03e-10, 4.62e-09, 6.27e-10] []
312600 [1.69e-04, 5.70e-05, 1.69e-05, 3.78e-05, 1.28e-05, 3.81e-05, 7.92e-06, 1.57e-06, 8.97e-06, 2.60e-04, 3.05e-04, 2.01e-03, 1.47e-03, 1.01e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-06, 8.94e-06] [1.69e-04, 5.70e-05, 1.69e-05, 3.78e-05, 1.28e-05, 3.81e-05, 7.92e-06, 1.57e-06, 8.97e-06, 2.60e-04, 3.05e-04, 2.01e-03, 1.47e-03, 1.01e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-06, 8.94e-06] []
312700 [5.05e-07, 1.15e-06, 8.71e-07, 4.95e-07, 5.48e-07, 7.87e-07, 9.90e-08, 1.10e-09, 1.19e-09, 6.18e-11, 7.91e-07, 1.01e-06, 7.66e-07, 2.55e-07, 6.66e-08, 1.76e-09, 2.62e-09, 1.43e-09, 2.18e-10, 2.99e-10, 3.90e-09, 2.01e-09] [5.05e-07, 1.15e-06, 8.71e-07, 4.95e-07, 5.48e-07, 7.87e-07, 9.90e-08, 1.10e-09, 1.19e-09, 6.18e-11, 7.91e-07, 1.01e-06, 7.66e-07, 2.55e-07, 6.66e-08, 1.76e-09, 2.62e-09, 1.43e-09, 2.18e-10, 2.99e-10, 3.90e-09, 2.01e-09] []
312800 [3.89e-07, 9.90e-07, 6.71e-07, 3.39e-07, 5.28e-07, 8.20e-07, 6.79e-08, 3.14e-11, 4.99e-13, 3.35e-11, 6.29e-07, 7.17e-07, 5.14e-07, 3.58e-09, 3.44e-08, 5.00e-10, 0.00e+00, 3.75e-09, 3.17e-10, 2.05e-12, 4.56e-09, 1.03e-10] [3.89e-07, 9.90e-07, 6.71e-07, 3.39e-07, 5.28e-07, 8.20e-07, 6.79e-08, 3.14e-11, 4.99e-13, 3.35e-11, 6.29e-07, 7.17e-07, 5.14e-07, 3.58e-09, 3.44e-08, 5.00e-10, 0.00e+00, 3.75e-09, 3.17e-10, 2.05e-12, 4.56e-09, 1.03e-10] []
312900 [9.44e-07, 3.67e-06, 7.20e-07, 3.42e-06, 6.04e-07, 3.09e-06, 6.63e-07, 8.96e-06, 3.16e-05, 7.35e-07, 2.05e-05, 2.14e-05, 7.70e-05, 1.94e-04, 2.40e-08, 0.00e+00, 0.00e+00, 2.74e-07, 0.00e+00, 0.00e+00, 1.13e-05, 1.77e-05] [9.44e-07, 3.67e-06, 7.20e-07, 3.42e-06, 6.04e-07, 3.09e-06, 6.63e-07, 8.96e-06, 3.16e-05, 7.35e-07, 2.05e-05, 2.14e-05, 7.70e-05, 1.94e-04, 2.40e-08, 0.00e+00, 0.00e+00, 2.74e-07, 0.00e+00, 0.00e+00, 1.13e-05, 1.77e-05] []
313000 [4.48e-07, 1.19e-06, 7.22e-07, 3.29e-07, 5.77e-07, 8.60e-07, 1.47e-07, 3.02e-09, 9.60e-10, 2.52e-10, 7.99e-07, 7.55e-07, 5.32e-07, 7.68e-09, 4.44e-08, 3.12e-10, 1.72e-11, 1.84e-09, 2.83e-10, 3.73e-11, 4.14e-09, 2.92e-10] [4.48e-07, 1.19e-06, 7.22e-07, 3.29e-07, 5.77e-07, 8.60e-07, 1.47e-07, 3.02e-09, 9.60e-10, 2.52e-10, 7.99e-07, 7.55e-07, 5.32e-07, 7.68e-09, 4.44e-08, 3.12e-10, 1.72e-11, 1.84e-09, 2.83e-10, 3.73e-11, 4.14e-09, 2.92e-10] []
313100 [3.89e-07, 1.01e-06, 6.59e-07, 3.06e-07, 5.22e-07, 8.49e-07, 9.29e-08, 3.28e-10, 2.41e-10, 4.00e-12, 6.74e-07, 6.78e-07, 4.59e-07, 6.41e-09, 4.08e-08, 2.71e-10, 0.00e+00, 1.38e-09, 1.36e-10, 1.74e-11, 3.67e-09, 1.58e-10] [3.89e-07, 1.01e-06, 6.59e-07, 3.06e-07, 5.22e-07, 8.49e-07, 9.29e-08, 3.28e-10, 2.41e-10, 4.00e-12, 6.74e-07, 6.78e-07, 4.59e-07, 6.41e-09, 4.08e-08, 2.71e-10, 0.00e+00, 1.38e-09, 1.36e-10, 1.74e-11, 3.67e-09, 1.58e-10] []
313200 [7.60e-07, 1.55e-06, 9.27e-07, 7.79e-07, 4.00e-07, 1.08e-06, 9.07e-08, 4.53e-07, 1.50e-09, 1.46e-06, 5.57e-06, 2.79e-06, 7.23e-06, 3.38e-06, 3.64e-09, 9.20e-10, 2.53e-09, 4.43e-09, 2.94e-08, 1.31e-09, 1.95e-07, 7.96e-09] [7.60e-07, 1.55e-06, 9.27e-07, 7.79e-07, 4.00e-07, 1.08e-06, 9.07e-08, 4.53e-07, 1.50e-09, 1.46e-06, 5.57e-06, 2.79e-06, 7.23e-06, 3.38e-06, 3.64e-09, 9.20e-10, 2.53e-09, 4.43e-09, 2.94e-08, 1.31e-09, 1.95e-07, 7.96e-09] []
313300 [4.20e-07, 1.10e-06, 6.91e-07, 3.27e-07, 5.21e-07, 8.27e-07, 5.84e-08, 2.33e-10, 4.43e-12, 3.28e-11, 6.56e-07, 7.53e-07, 5.54e-07, 7.09e-09, 3.10e-08, 2.88e-10, 2.36e-12, 1.88e-09, 8.63e-11, 2.58e-14, 3.38e-09, 1.37e-11] [4.20e-07, 1.10e-06, 6.91e-07, 3.27e-07, 5.21e-07, 8.27e-07, 5.84e-08, 2.33e-10, 4.43e-12, 3.28e-11, 6.56e-07, 7.53e-07, 5.54e-07, 7.09e-09, 3.10e-08, 2.88e-10, 2.36e-12, 1.88e-09, 8.63e-11, 2.58e-14, 3.38e-09, 1.37e-11] []
313400 [1.93e-06, 3.19e-06, 2.74e-06, 2.08e-06, 1.94e-06, 1.62e-06, 1.05e-06, 3.66e-06, 1.27e-06, 2.15e-05, 5.15e-05, 9.05e-05, 7.42e-05, 3.67e-05, 3.13e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-05, 3.53e-07] [1.93e-06, 3.19e-06, 2.74e-06, 2.08e-06, 1.94e-06, 1.62e-06, 1.05e-06, 3.66e-06, 1.27e-06, 2.15e-05, 5.15e-05, 9.05e-05, 7.42e-05, 3.67e-05, 3.13e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-05, 3.53e-07] []
313500 [4.93e-07, 1.31e-06, 7.62e-07, 2.87e-07, 5.85e-07, 8.48e-07, 6.06e-08, 4.98e-09, 1.24e-09, 3.11e-10, 8.46e-07, 7.77e-07, 5.67e-07, 3.81e-08, 6.35e-08, 3.23e-09, 9.73e-11, 4.12e-09, 0.00e+00, 0.00e+00, 1.42e-07, 4.47e-10] [4.93e-07, 1.31e-06, 7.62e-07, 2.87e-07, 5.85e-07, 8.48e-07, 6.06e-08, 4.98e-09, 1.24e-09, 3.11e-10, 8.46e-07, 7.77e-07, 5.67e-07, 3.81e-08, 6.35e-08, 3.23e-09, 9.73e-11, 4.12e-09, 0.00e+00, 0.00e+00, 1.42e-07, 4.47e-10] []
313600 [4.07e-07, 1.15e-06, 6.80e-07, 2.72e-07, 4.93e-07, 8.80e-07, 6.34e-08, 3.95e-10, 5.98e-12, 4.13e-11, 7.36e-07, 7.24e-07, 4.77e-07, 6.70e-09, 4.87e-08, 7.19e-10, 0.00e+00, 1.99e-09, 3.57e-10, 0.00e+00, 4.40e-09, 6.16e-11] [4.07e-07, 1.15e-06, 6.80e-07, 2.72e-07, 4.93e-07, 8.80e-07, 6.34e-08, 3.95e-10, 5.98e-12, 4.13e-11, 7.36e-07, 7.24e-07, 4.77e-07, 6.70e-09, 4.87e-08, 7.19e-10, 0.00e+00, 1.99e-09, 3.57e-10, 0.00e+00, 4.40e-09, 6.16e-11] []
313700 [5.69e-06, 7.19e-06, 2.94e-06, 4.99e-06, 1.39e-06, 3.68e-06, 7.17e-07, 8.79e-05, 3.33e-05, 3.74e-05, 3.01e-04, 5.99e-05, 1.56e-04, 7.99e-05, 3.08e-07, 8.45e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 3.43e-05] [5.69e-06, 7.19e-06, 2.94e-06, 4.99e-06, 1.39e-06, 3.68e-06, 7.17e-07, 8.79e-05, 3.33e-05, 3.74e-05, 3.01e-04, 5.99e-05, 1.56e-04, 7.99e-05, 3.08e-07, 8.45e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 3.43e-05] []
313800 [4.58e-07, 1.11e-06, 8.19e-07, 3.78e-07, 4.19e-07, 9.28e-07, 8.12e-08, 5.90e-09, 6.75e-14, 4.19e-09, 7.24e-07, 8.76e-07, 6.94e-07, 8.60e-09, 2.35e-08, 2.24e-10, 9.99e-10, 3.80e-09, 4.48e-12, 5.62e-12, 2.21e-08, 3.70e-11] [4.58e-07, 1.11e-06, 8.19e-07, 3.78e-07, 4.19e-07, 9.28e-07, 8.12e-08, 5.90e-09, 6.75e-14, 4.19e-09, 7.24e-07, 8.76e-07, 6.94e-07, 8.60e-09, 2.35e-08, 2.24e-10, 9.99e-10, 3.80e-09, 4.48e-12, 5.62e-12, 2.21e-08, 3.70e-11] []
313900 [3.87e-07, 1.07e-06, 6.36e-07, 2.94e-07, 4.18e-07, 9.18e-07, 5.91e-08, 2.79e-11, 1.96e-07, 2.81e-11, 6.56e-07, 7.29e-07, 5.20e-07, 5.69e-09, 3.58e-08, 3.78e-10, 0.00e+00, 3.80e-09, 3.54e-10, 2.41e-08, 4.27e-09, 1.34e-07] [3.87e-07, 1.07e-06, 6.36e-07, 2.94e-07, 4.18e-07, 9.18e-07, 5.91e-08, 2.79e-11, 1.96e-07, 2.81e-11, 6.56e-07, 7.29e-07, 5.20e-07, 5.69e-09, 3.58e-08, 3.78e-10, 0.00e+00, 3.80e-09, 3.54e-10, 2.41e-08, 4.27e-09, 1.34e-07] []
314000 [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08] [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.064232 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
314000 [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08] [5.79e-07, 1.39e-06, 6.97e-07, 3.93e-07, 4.91e-07, 8.60e-07, 2.10e-07, 3.28e-08, 7.86e-08, 2.55e-07, 1.75e-06, 1.08e-06, 2.02e-06, 1.87e-06, 1.22e-08, 4.97e-11, 1.11e-08, 0.00e+00, 6.25e-09, 8.68e-09, 4.06e-08, 5.64e-08] []
314100 [4.09e-07, 1.10e-06, 6.63e-07, 3.14e-07, 4.48e-07, 8.61e-07, 1.18e-07, 2.38e-10, 4.10e-11, 1.98e-11, 6.48e-07, 7.08e-07, 4.65e-07, 3.44e-09, 3.38e-08, 2.59e-10, 3.74e-11, 2.13e-09, 2.68e-10, 2.98e-12, 2.80e-09, 1.11e-10] [4.09e-07, 1.10e-06, 6.63e-07, 3.14e-07, 4.48e-07, 8.61e-07, 1.18e-07, 2.38e-10, 4.10e-11, 1.98e-11, 6.48e-07, 7.08e-07, 4.65e-07, 3.44e-09, 3.38e-08, 2.59e-10, 3.74e-11, 2.13e-09, 2.68e-10, 2.98e-12, 2.80e-09, 1.11e-10] []
314200 [9.00e-06, 4.52e-06, 2.04e-06, 1.24e-05, 1.54e-06, 8.66e-06, 2.69e-06, 5.65e-05, 3.08e-07, 2.22e-05, 1.53e-05, 1.19e-04, 3.33e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 4.85e-07] [9.00e-06, 4.52e-06, 2.04e-06, 1.24e-05, 1.54e-06, 8.66e-06, 2.69e-06, 5.65e-05, 3.08e-07, 2.22e-05, 1.53e-05, 1.19e-04, 3.33e-04, 2.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 4.85e-07] []
314300 [5.11e-07, 1.19e-06, 7.31e-07, 3.32e-07, 5.31e-07, 8.01e-07, 5.58e-08, 3.34e-11, 9.04e-11, 4.79e-10, 7.74e-07, 7.17e-07, 5.41e-07, 4.16e-08, 5.30e-08, 1.56e-09, 3.41e-10, 2.10e-09, 2.08e-10, 5.72e-12, 2.64e-09, 5.09e-11] [5.11e-07, 1.19e-06, 7.31e-07, 3.32e-07, 5.31e-07, 8.01e-07, 5.58e-08, 3.34e-11, 9.04e-11, 4.79e-10, 7.74e-07, 7.17e-07, 5.41e-07, 4.16e-08, 5.30e-08, 1.56e-09, 3.41e-10, 2.10e-09, 2.08e-10, 5.72e-12, 2.64e-09, 5.09e-11] []
314400 [4.17e-07, 1.05e-06, 6.38e-07, 2.88e-07, 4.84e-07, 8.56e-07, 5.20e-08, 4.23e-11, 4.83e-11, 1.71e-11, 6.61e-07, 6.37e-07, 3.87e-07, 3.44e-09, 4.37e-08, 5.29e-10, 0.00e+00, 1.81e-09, 2.18e-10, 1.97e-12, 3.91e-09, 2.82e-11] [4.17e-07, 1.05e-06, 6.38e-07, 2.88e-07, 4.84e-07, 8.56e-07, 5.20e-08, 4.23e-11, 4.83e-11, 1.71e-11, 6.61e-07, 6.37e-07, 3.87e-07, 3.44e-09, 4.37e-08, 5.29e-10, 0.00e+00, 1.81e-09, 2.18e-10, 1.97e-12, 3.91e-09, 2.82e-11] []
314500 [4.45e-05, 6.67e-06, 5.04e-06, 5.26e-06, 8.20e-06, 7.77e-06, 4.35e-06, 6.11e-06, 3.10e-06, 3.37e-05, 3.69e-05, 5.39e-04, 2.15e-04, 8.58e-04, 2.07e-05, 8.91e-05, 1.23e-05, 1.35e-05, 9.63e-07, 1.41e-07, 5.25e-06, 6.38e-07] [4.45e-05, 6.67e-06, 5.04e-06, 5.26e-06, 8.20e-06, 7.77e-06, 4.35e-06, 6.11e-06, 3.10e-06, 3.37e-05, 3.69e-05, 5.39e-04, 2.15e-04, 8.58e-04, 2.07e-05, 8.91e-05, 1.23e-05, 1.35e-05, 9.63e-07, 1.41e-07, 5.25e-06, 6.38e-07] []
314600 [4.83e-07, 1.11e-06, 7.57e-07, 3.90e-07, 4.46e-07, 7.88e-07, 5.33e-08, 4.30e-09, 1.51e-09, 5.86e-09, 7.13e-07, 7.10e-07, 5.13e-07, 2.87e-08, 2.43e-08, 8.13e-11, 2.39e-10, 3.20e-09, 1.41e-11, 1.06e-10, 9.25e-09, 6.87e-10] [4.83e-07, 1.11e-06, 7.57e-07, 3.90e-07, 4.46e-07, 7.88e-07, 5.33e-08, 4.30e-09, 1.51e-09, 5.86e-09, 7.13e-07, 7.10e-07, 5.13e-07, 2.87e-08, 2.43e-08, 8.13e-11, 2.39e-10, 3.20e-09, 1.41e-11, 1.06e-10, 9.25e-09, 6.87e-10] []
314700 [3.99e-07, 9.93e-07, 6.19e-07, 3.05e-07, 4.20e-07, 8.22e-07, 4.64e-08, 5.06e-10, 5.12e-11, 6.96e-12, 6.33e-07, 6.53e-07, 4.05e-07, 2.35e-09, 3.14e-08, 4.04e-10, 0.00e+00, 3.37e-09, 3.02e-10, 3.67e-12, 3.12e-09, 3.48e-11] [3.99e-07, 9.93e-07, 6.19e-07, 3.05e-07, 4.20e-07, 8.22e-07, 4.64e-08, 5.06e-10, 5.12e-11, 6.96e-12, 6.33e-07, 6.53e-07, 4.05e-07, 2.35e-09, 3.14e-08, 4.04e-10, 0.00e+00, 3.37e-09, 3.02e-10, 3.67e-12, 3.12e-09, 3.48e-11] []
314800 [4.58e-07, 2.91e-06, 1.04e-06, 5.85e-06, 2.69e-06, 1.58e-06, 1.12e-06, 2.67e-06, 6.61e-06, 1.16e-06, 9.95e-06, 8.94e-05, 8.12e-05, 1.22e-04, 9.50e-08, 4.13e-08, 0.00e+00, 0.00e+00, 2.06e-08, 3.60e-08, 6.76e-08, 3.81e-06] [4.58e-07, 2.91e-06, 1.04e-06, 5.85e-06, 2.69e-06, 1.58e-06, 1.12e-06, 2.67e-06, 6.61e-06, 1.16e-06, 9.95e-06, 8.94e-05, 8.12e-05, 1.22e-04, 9.50e-08, 4.13e-08, 0.00e+00, 0.00e+00, 2.06e-08, 3.60e-08, 6.76e-08, 3.81e-06] []
314900 [4.79e-07, 1.08e-06, 6.96e-07, 3.57e-07, 4.55e-07, 7.64e-07, 9.73e-08, 1.59e-10, 2.87e-09, 2.28e-11, 6.80e-07, 6.54e-07, 4.39e-07, 9.92e-09, 2.87e-08, 2.21e-10, 3.82e-11, 2.58e-09, 8.45e-11, 1.77e-10, 3.69e-09, 1.14e-09] [4.79e-07, 1.08e-06, 6.96e-07, 3.57e-07, 4.55e-07, 7.64e-07, 9.73e-08, 1.59e-10, 2.87e-09, 2.28e-11, 6.80e-07, 6.54e-07, 4.39e-07, 9.92e-09, 2.87e-08, 2.21e-10, 3.82e-11, 2.58e-09, 8.45e-11, 1.77e-10, 3.69e-09, 1.14e-09] []
315000 [3.96e-07, 9.68e-07, 6.03e-07, 3.04e-07, 4.18e-07, 8.03e-07, 7.53e-08, 4.73e-11, 4.85e-11, 3.38e-12, 6.12e-07, 6.18e-07, 3.62e-07, 8.20e-09, 2.89e-08, 2.77e-10, 0.00e+00, 1.78e-09, 2.27e-10, 1.08e-12, 3.79e-09, 3.24e-11] [3.96e-07, 9.68e-07, 6.03e-07, 3.04e-07, 4.18e-07, 8.03e-07, 7.53e-08, 4.73e-11, 4.85e-11, 3.38e-12, 6.12e-07, 6.18e-07, 3.62e-07, 8.20e-09, 2.89e-08, 2.77e-10, 0.00e+00, 1.78e-09, 2.27e-10, 1.08e-12, 3.79e-09, 3.24e-11] []
315100 [2.46e-06, 2.48e-06, 1.69e-06, 1.34e-06, 5.25e-07, 1.56e-06, 1.73e-07, 5.29e-08, 1.20e-06, 9.16e-06, 8.24e-06, 7.09e-06, 9.34e-06, 6.10e-06, 0.00e+00, 1.85e-07, 6.20e-07, 0.00e+00, 2.88e-10, 5.77e-08, 1.66e-07, 4.45e-08] [2.46e-06, 2.48e-06, 1.69e-06, 1.34e-06, 5.25e-07, 1.56e-06, 1.73e-07, 5.29e-08, 1.20e-06, 9.16e-06, 8.24e-06, 7.09e-06, 9.34e-06, 6.10e-06, 0.00e+00, 1.85e-07, 6.20e-07, 0.00e+00, 2.88e-10, 5.77e-08, 1.66e-07, 4.45e-08] []
315200 [4.17e-07, 1.17e-06, 9.18e-07, 4.06e-07, 4.23e-07, 9.00e-07, 5.03e-08, 3.32e-10, 2.99e-11, 6.84e-10, 5.84e-07, 1.04e-06, 6.99e-07, 1.30e-08, 3.08e-08, 9.16e-10, 4.24e-10, 4.96e-10, 2.13e-10, 0.00e+00, 2.28e-09, 1.13e-09] [4.17e-07, 1.17e-06, 9.18e-07, 4.06e-07, 4.23e-07, 9.00e-07, 5.03e-08, 3.32e-10, 2.99e-11, 6.84e-10, 5.84e-07, 1.04e-06, 6.99e-07, 1.30e-08, 3.08e-08, 9.16e-10, 4.24e-10, 4.96e-10, 2.13e-10, 0.00e+00, 2.28e-09, 1.13e-09] []
315300 [3.93e-07, 1.14e-06, 7.36e-07, 3.04e-07, 4.03e-07, 9.21e-07, 4.89e-08, 4.36e-09, 2.52e-09, 1.51e-07, 7.28e-07, 1.99e-06, 2.47e-06, 7.44e-06, 5.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-12, 0.00e+00, 9.11e-09, 3.85e-09] [3.93e-07, 1.14e-06, 7.36e-07, 3.04e-07, 4.03e-07, 9.21e-07, 4.89e-08, 4.36e-09, 2.52e-09, 1.51e-07, 7.28e-07, 1.99e-06, 2.47e-06, 7.44e-06, 5.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-12, 0.00e+00, 9.11e-09, 3.85e-09] []
315400 [4.86e-07, 1.11e-06, 7.27e-07, 4.01e-07, 4.68e-07, 7.49e-07, 8.18e-08, 7.90e-11, 1.07e-07, 3.57e-10, 7.66e-07, 1.03e-06, 1.21e-06, 3.72e-07, 7.39e-08, 3.94e-09, 4.71e-10, 3.46e-09, 4.30e-13, 1.71e-08, 7.71e-08, 9.99e-08] [4.86e-07, 1.11e-06, 7.27e-07, 4.01e-07, 4.68e-07, 7.49e-07, 8.18e-08, 7.90e-11, 1.07e-07, 3.57e-10, 7.66e-07, 1.03e-06, 1.21e-06, 3.72e-07, 7.39e-08, 3.94e-09, 4.71e-10, 3.46e-09, 4.30e-13, 1.71e-08, 7.71e-08, 9.99e-08] []
315500 [3.92e-07, 9.64e-07, 6.41e-07, 3.22e-07, 4.82e-07, 7.77e-07, 6.17e-08, 2.36e-10, 4.43e-11, 2.56e-14, 5.94e-07, 6.95e-07, 4.59e-07, 3.81e-09, 3.27e-08, 2.67e-10, 0.00e+00, 2.54e-09, 1.82e-10, 0.00e+00, 2.57e-09, 9.01e-11] [3.92e-07, 9.64e-07, 6.41e-07, 3.22e-07, 4.82e-07, 7.77e-07, 6.17e-08, 2.36e-10, 4.43e-11, 2.56e-14, 5.94e-07, 6.95e-07, 4.59e-07, 3.81e-09, 3.27e-08, 2.67e-10, 0.00e+00, 2.54e-09, 1.82e-10, 0.00e+00, 2.57e-09, 9.01e-11] []
315600 [2.33e-06, 2.03e-06, 9.06e-07, 6.75e-07, 7.84e-07, 1.29e-06, 3.78e-07, 1.71e-06, 1.44e-06, 1.24e-06, 3.39e-05, 7.20e-05, 9.09e-05, 8.95e-05, 4.79e-07, 7.37e-07, 1.59e-06, 1.98e-06, 0.00e+00, 0.00e+00, 6.11e-07, 2.59e-06] [2.33e-06, 2.03e-06, 9.06e-07, 6.75e-07, 7.84e-07, 1.29e-06, 3.78e-07, 1.71e-06, 1.44e-06, 1.24e-06, 3.39e-05, 7.20e-05, 9.09e-05, 8.95e-05, 4.79e-07, 7.37e-07, 1.59e-06, 1.98e-06, 0.00e+00, 0.00e+00, 6.11e-07, 2.59e-06] []
315700 [4.28e-07, 1.08e-06, 7.71e-07, 4.14e-07, 4.58e-07, 8.43e-07, 7.77e-08, 6.70e-10, 1.07e-10, 3.18e-10, 6.42e-07, 8.78e-07, 6.72e-07, 7.02e-09, 1.38e-08, 1.90e-10, 0.00e+00, 3.18e-09, 4.68e-11, 2.29e-13, 5.11e-09, 2.25e-11] [4.28e-07, 1.08e-06, 7.71e-07, 4.14e-07, 4.58e-07, 8.43e-07, 7.77e-08, 6.70e-10, 1.07e-10, 3.18e-10, 6.42e-07, 8.78e-07, 6.72e-07, 7.02e-09, 1.38e-08, 1.90e-10, 0.00e+00, 3.18e-09, 4.68e-11, 2.29e-13, 5.11e-09, 2.25e-11] []
315800 [3.68e-07, 9.87e-07, 6.25e-07, 3.54e-07, 4.33e-07, 8.22e-07, 5.31e-08, 7.06e-10, 1.68e-10, 2.70e-11, 5.79e-07, 7.99e-07, 5.40e-07, 2.99e-09, 1.85e-08, 3.60e-10, 0.00e+00, 3.52e-09, 9.52e-11, 0.00e+00, 4.27e-09, 2.18e-10] [3.68e-07, 9.87e-07, 6.25e-07, 3.54e-07, 4.33e-07, 8.22e-07, 5.31e-08, 7.06e-10, 1.68e-10, 2.70e-11, 5.79e-07, 7.99e-07, 5.40e-07, 2.99e-09, 1.85e-08, 3.60e-10, 0.00e+00, 3.52e-09, 9.52e-11, 0.00e+00, 4.27e-09, 2.18e-10] []
315900 [1.13e-06, 1.61e-06, 7.24e-07, 5.92e-07, 4.56e-07, 1.02e-06, 4.11e-07, 2.96e-06, 3.21e-07, 4.92e-07, 1.08e-06, 1.01e-05, 4.24e-06, 2.21e-05, 0.00e+00, 0.00e+00, 1.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 1.19e-06] [1.13e-06, 1.61e-06, 7.24e-07, 5.92e-07, 4.56e-07, 1.02e-06, 4.11e-07, 2.96e-06, 3.21e-07, 4.92e-07, 1.08e-06, 1.01e-05, 4.24e-06, 2.21e-05, 0.00e+00, 0.00e+00, 1.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-06, 1.19e-06] []
316000 [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10] [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 38.555806 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
316000 [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10] [4.37e-07, 1.03e-06, 6.34e-07, 3.29e-07, 5.17e-07, 7.67e-07, 1.85e-07, 2.90e-11, 7.86e-11, 1.60e-13, 6.16e-07, 7.54e-07, 5.12e-07, 6.13e-09, 1.73e-08, 4.07e-12, 0.00e+00, 4.11e-10, 4.68e-11, 4.30e-12, 3.15e-09, 1.50e-10] []
316100 [3.93e-07, 9.14e-07, 5.61e-07, 3.15e-07, 4.53e-07, 7.60e-07, 1.03e-07, 5.03e-12, 4.16e-11, 3.56e-09, 5.68e-07, 6.76e-07, 4.35e-07, 1.19e-07, 2.85e-08, 6.51e-10, 0.00e+00, 1.57e-09, 8.19e-11, 4.12e-12, 3.71e-09, 8.40e-11] [3.93e-07, 9.14e-07, 5.61e-07, 3.15e-07, 4.53e-07, 7.60e-07, 1.03e-07, 5.03e-12, 4.16e-11, 3.56e-09, 5.68e-07, 6.76e-07, 4.35e-07, 1.19e-07, 2.85e-08, 6.51e-10, 0.00e+00, 1.57e-09, 8.19e-11, 4.12e-12, 3.71e-09, 8.40e-11] []
316200 [6.05e-07, 1.46e-06, 8.07e-07, 4.33e-07, 4.27e-07, 8.09e-07, 9.55e-08, 7.84e-09, 9.59e-10, 9.83e-08, 2.05e-06, 1.82e-06, 2.10e-06, 1.05e-06, 0.00e+00, 4.55e-12, 9.22e-09, 1.47e-09, 7.34e-11, 0.00e+00, 5.92e-09, 6.65e-10] [6.05e-07, 1.46e-06, 8.07e-07, 4.33e-07, 4.27e-07, 8.09e-07, 9.55e-08, 7.84e-09, 9.59e-10, 9.83e-08, 2.05e-06, 1.82e-06, 2.10e-06, 1.05e-06, 0.00e+00, 4.55e-12, 9.22e-09, 1.47e-09, 7.34e-11, 0.00e+00, 5.92e-09, 6.65e-10] []
316300 [4.51e-07, 1.13e-06, 7.00e-07, 3.05e-07, 3.97e-07, 8.03e-07, 6.12e-08, 2.13e-11, 4.89e-12, 6.27e-11, 7.08e-07, 8.05e-07, 5.31e-07, 5.65e-09, 2.25e-08, 3.75e-10, 0.00e+00, 2.15e-09, 2.49e-10, 8.57e-13, 3.78e-09, 3.50e-11] [4.51e-07, 1.13e-06, 7.00e-07, 3.05e-07, 3.97e-07, 8.03e-07, 6.12e-08, 2.13e-11, 4.89e-12, 6.27e-11, 7.08e-07, 8.05e-07, 5.31e-07, 5.65e-09, 2.25e-08, 3.75e-10, 0.00e+00, 2.15e-09, 2.49e-10, 8.57e-13, 3.78e-09, 3.50e-11] []
316400 [3.98e-07, 1.03e-06, 6.04e-07, 2.87e-07, 3.50e-07, 8.28e-07, 5.29e-08, 1.28e-11, 3.12e-12, 2.13e-11, 6.40e-07, 7.64e-07, 4.68e-07, 4.09e-09, 2.65e-08, 4.66e-10, 0.00e+00, 1.27e-09, 2.40e-10, 1.62e-13, 4.98e-09, 2.60e-11] [3.98e-07, 1.03e-06, 6.04e-07, 2.87e-07, 3.50e-07, 8.28e-07, 5.29e-08, 1.28e-11, 3.12e-12, 2.13e-11, 6.40e-07, 7.64e-07, 4.68e-07, 4.09e-09, 2.65e-08, 4.66e-10, 0.00e+00, 1.27e-09, 2.40e-10, 1.62e-13, 4.98e-09, 2.60e-11] []
316500 [5.20e-06, 1.08e-05, 9.77e-07, 8.09e-06, 2.04e-06, 7.44e-06, 1.75e-06, 2.88e-05, 7.23e-06, 3.95e-05, 2.97e-04, 2.52e-04, 1.28e-03, 1.54e-03, 2.40e-06, 1.01e-07, 0.00e+00, 0.00e+00, 1.57e-07, 3.71e-06, 3.38e-06, 1.49e-05] [5.20e-06, 1.08e-05, 9.77e-07, 8.09e-06, 2.04e-06, 7.44e-06, 1.75e-06, 2.88e-05, 7.23e-06, 3.95e-05, 2.97e-04, 2.52e-04, 1.28e-03, 1.54e-03, 2.40e-06, 1.01e-07, 0.00e+00, 0.00e+00, 1.57e-07, 3.71e-06, 3.38e-06, 1.49e-05] []
316600 [4.17e-07, 1.50e-06, 1.11e-06, 1.18e-06, 4.76e-07, 1.54e-06, 2.67e-07, 2.45e-08, 2.30e-08, 6.08e-09, 5.12e-07, 1.26e-06, 1.12e-06, 3.60e-08, 1.32e-08, 5.89e-10, 2.84e-08, 2.48e-09, 1.43e-09, 1.25e-10, 7.91e-09, 1.25e-08] [4.17e-07, 1.50e-06, 1.11e-06, 1.18e-06, 4.76e-07, 1.54e-06, 2.67e-07, 2.45e-08, 2.30e-08, 6.08e-09, 5.12e-07, 1.26e-06, 1.12e-06, 3.60e-08, 1.32e-08, 5.89e-10, 2.84e-08, 2.48e-09, 1.43e-09, 1.25e-10, 7.91e-09, 1.25e-08] []
316700 [3.34e-07, 1.20e-06, 7.23e-07, 6.59e-07, 4.19e-07, 1.10e-06, 1.34e-07, 8.80e-11, 3.21e-10, 1.02e-13, 4.51e-07, 9.58e-07, 6.83e-07, 6.42e-09, 1.57e-08, 4.10e-10, 1.30e-10, 4.08e-09, 2.30e-10, 0.00e+00, 3.08e-09, 1.22e-10] [3.34e-07, 1.20e-06, 7.23e-07, 6.59e-07, 4.19e-07, 1.10e-06, 1.34e-07, 8.80e-11, 3.21e-10, 1.02e-13, 4.51e-07, 9.58e-07, 6.83e-07, 6.42e-09, 1.57e-08, 4.10e-10, 1.30e-10, 4.08e-09, 2.30e-10, 0.00e+00, 3.08e-09, 1.22e-10] []
316800 [3.18e-06, 1.46e-06, 8.61e-07, 7.83e-07, 6.80e-07, 1.12e-06, 1.95e-07, 6.69e-07, 3.30e-08, 5.84e-06, 6.24e-06, 2.50e-05, 2.89e-05, 1.57e-04, 2.38e-06, 1.58e-06, 7.61e-07, 7.99e-07, 9.50e-08, 4.60e-09, 6.23e-07, 2.92e-08] [3.18e-06, 1.46e-06, 8.61e-07, 7.83e-07, 6.80e-07, 1.12e-06, 1.95e-07, 6.69e-07, 3.30e-08, 5.84e-06, 6.24e-06, 2.50e-05, 2.89e-05, 1.57e-04, 2.38e-06, 1.58e-06, 7.61e-07, 7.99e-07, 9.50e-08, 4.60e-09, 6.23e-07, 2.92e-08] []
316900 [5.56e-07, 1.31e-06, 6.58e-07, 4.07e-07, 5.71e-07, 7.67e-07, 5.22e-08, 3.01e-08, 2.27e-08, 1.05e-08, 7.70e-07, 1.08e-06, 9.02e-07, 5.44e-07, 5.26e-08, 7.17e-09, 2.85e-10, 5.21e-09, 1.89e-09, 1.67e-10, 1.06e-08, 4.81e-10] [5.56e-07, 1.31e-06, 6.58e-07, 4.07e-07, 5.71e-07, 7.67e-07, 5.22e-08, 3.01e-08, 2.27e-08, 1.05e-08, 7.70e-07, 1.08e-06, 9.02e-07, 5.44e-07, 5.26e-08, 7.17e-09, 2.85e-10, 5.21e-09, 1.89e-09, 1.67e-10, 1.06e-08, 4.81e-10] []
317000 [4.20e-07, 1.03e-06, 5.49e-07, 3.43e-07, 5.01e-07, 8.29e-07, 5.05e-08, 1.60e-10, 3.29e-09, 3.66e-11, 6.16e-07, 7.92e-07, 5.47e-07, 4.17e-09, 3.75e-08, 3.45e-10, 0.00e+00, 1.90e-09, 1.38e-10, 3.18e-10, 3.58e-09, 2.15e-09] [4.20e-07, 1.03e-06, 5.49e-07, 3.43e-07, 5.01e-07, 8.29e-07, 5.05e-08, 1.60e-10, 3.29e-09, 3.66e-11, 6.16e-07, 7.92e-07, 5.47e-07, 4.17e-09, 3.75e-08, 3.45e-10, 0.00e+00, 1.90e-09, 1.38e-10, 3.18e-10, 3.58e-09, 2.15e-09] []
317100 [1.32e-05, 3.18e-06, 1.64e-06, 1.75e-06, 1.76e-06, 1.96e-06, 1.09e-06, 5.09e-07, 4.30e-07, 2.59e-05, 2.70e-05, 1.12e-04, 1.57e-04, 7.59e-04, 1.24e-05, 9.90e-06, 4.61e-06, 4.45e-06, 1.09e-07, 5.01e-08, 7.07e-07, 3.05e-07] [1.32e-05, 3.18e-06, 1.64e-06, 1.75e-06, 1.76e-06, 1.96e-06, 1.09e-06, 5.09e-07, 4.30e-07, 2.59e-05, 2.70e-05, 1.12e-04, 1.57e-04, 7.59e-04, 1.24e-05, 9.90e-06, 4.61e-06, 4.45e-06, 1.09e-07, 5.01e-08, 7.07e-07, 3.05e-07] []
317200 [5.15e-07, 1.17e-06, 6.33e-07, 3.53e-07, 5.07e-07, 7.16e-07, 9.01e-08, 7.01e-08, 4.86e-10, 2.00e-08, 8.17e-07, 9.64e-07, 7.47e-07, 2.44e-07, 1.42e-08, 3.43e-12, 7.94e-10, 6.43e-10, 2.05e-09, 0.00e+00, 1.15e-08, 2.82e-09] [5.15e-07, 1.17e-06, 6.33e-07, 3.53e-07, 5.07e-07, 7.16e-07, 9.01e-08, 7.01e-08, 4.86e-10, 2.00e-08, 8.17e-07, 9.64e-07, 7.47e-07, 2.44e-07, 1.42e-08, 3.43e-12, 7.94e-10, 6.43e-10, 2.05e-09, 0.00e+00, 1.15e-08, 2.82e-09] []
317300 [4.29e-07, 9.59e-07, 5.47e-07, 3.19e-07, 4.71e-07, 7.62e-07, 7.43e-08, 2.04e-09, 4.08e-12, 7.23e-11, 6.60e-07, 7.13e-07, 4.57e-07, 3.43e-09, 2.83e-08, 6.70e-11, 0.00e+00, 1.18e-09, 3.79e-10, 2.03e-12, 2.86e-09, 4.05e-11] [4.29e-07, 9.59e-07, 5.47e-07, 3.19e-07, 4.71e-07, 7.62e-07, 7.43e-08, 2.04e-09, 4.08e-12, 7.23e-11, 6.60e-07, 7.13e-07, 4.57e-07, 3.43e-09, 2.83e-08, 6.70e-11, 0.00e+00, 1.18e-09, 3.79e-10, 2.03e-12, 2.86e-09, 4.05e-11] []
317400 [1.62e-05, 3.48e-06, 1.60e-06, 2.26e-06, 1.71e-06, 1.87e-06, 4.09e-07, 1.05e-03, 1.05e-06, 1.42e-05, 7.87e-05, 1.39e-04, 5.05e-04, 9.25e-04, 1.57e-05, 9.77e-06, 1.12e-05, 9.61e-06, 1.54e-04, 2.42e-07, 6.54e-04, 1.18e-06] [1.62e-05, 3.48e-06, 1.60e-06, 2.26e-06, 1.71e-06, 1.87e-06, 4.09e-07, 1.05e-03, 1.05e-06, 1.42e-05, 7.87e-05, 1.39e-04, 5.05e-04, 9.25e-04, 1.57e-05, 9.77e-06, 1.12e-05, 9.61e-06, 1.54e-04, 2.42e-07, 6.54e-04, 1.18e-06] []
317500 [4.78e-07, 1.13e-06, 8.29e-07, 6.57e-07, 4.14e-07, 9.38e-07, 1.24e-07, 1.34e-07, 2.08e-10, 7.69e-08, 6.03e-07, 9.89e-07, 7.09e-07, 2.22e-07, 1.08e-09, 1.96e-09, 1.53e-09, 0.00e+00, 0.00e+00, 5.96e-11, 1.40e-07, 3.90e-10] [4.78e-07, 1.13e-06, 8.29e-07, 6.57e-07, 4.14e-07, 9.38e-07, 1.24e-07, 1.34e-07, 2.08e-10, 7.69e-08, 6.03e-07, 9.89e-07, 7.09e-07, 2.22e-07, 1.08e-09, 1.96e-09, 1.53e-09, 0.00e+00, 0.00e+00, 5.96e-11, 1.40e-07, 3.90e-10] []
317600 [3.73e-07, 9.62e-07, 5.76e-07, 4.31e-07, 3.87e-07, 8.46e-07, 4.79e-08, 3.75e-11, 1.72e-06, 7.79e-10, 5.39e-07, 7.94e-07, 5.29e-07, 3.24e-08, 1.00e-08, 2.58e-11, 0.00e+00, 3.22e-09, 1.49e-10, 0.00e+00, 1.86e-09, 1.77e-06] [3.73e-07, 9.62e-07, 5.76e-07, 4.31e-07, 3.87e-07, 8.46e-07, 4.79e-08, 3.75e-11, 1.72e-06, 7.79e-10, 5.39e-07, 7.94e-07, 5.29e-07, 3.24e-08, 1.00e-08, 2.58e-11, 0.00e+00, 3.22e-09, 1.49e-10, 0.00e+00, 1.86e-09, 1.77e-06] []
317700 [6.44e-07, 1.46e-06, 1.04e-06, 1.16e-06, 3.62e-07, 1.15e-06, 1.64e-07, 1.71e-07, 1.58e-07, 1.93e-07, 8.40e-06, 3.83e-06, 5.84e-06, 7.39e-06, 7.96e-08, 2.71e-08, 0.00e+00, 2.47e-09, 9.33e-10, 4.02e-08, 2.33e-08, 2.30e-07] [6.44e-07, 1.46e-06, 1.04e-06, 1.16e-06, 3.62e-07, 1.15e-06, 1.64e-07, 1.71e-07, 1.58e-07, 1.93e-07, 8.40e-06, 3.83e-06, 5.84e-06, 7.39e-06, 7.96e-08, 2.71e-08, 0.00e+00, 2.47e-09, 9.33e-10, 4.02e-08, 2.33e-08, 2.30e-07] []
317800 [4.18e-07, 1.05e-06, 7.44e-07, 5.61e-07, 4.18e-07, 9.29e-07, 9.93e-08, 8.70e-10, 7.36e-12, 1.39e-10, 6.05e-07, 9.13e-07, 6.52e-07, 5.78e-09, 1.22e-08, 6.21e-11, 4.50e-10, 2.98e-09, 2.57e-10, 0.00e+00, 2.21e-09, 9.63e-11] [4.18e-07, 1.05e-06, 7.44e-07, 5.61e-07, 4.18e-07, 9.29e-07, 9.93e-08, 8.70e-10, 7.36e-12, 1.39e-10, 6.05e-07, 9.13e-07, 6.52e-07, 5.78e-09, 1.22e-08, 6.21e-11, 4.50e-10, 2.98e-09, 2.57e-10, 0.00e+00, 2.21e-09, 9.63e-11] []
317900 [3.79e-07, 9.54e-07, 6.09e-07, 4.36e-07, 4.14e-07, 8.89e-07, 7.09e-08, 1.19e-09, 6.70e-11, 1.25e-10, 5.73e-07, 8.46e-07, 5.56e-07, 7.71e-09, 1.88e-08, 1.33e-10, 5.38e-11, 2.66e-09, 2.99e-10, 0.00e+00, 2.55e-09, 2.04e-10] [3.79e-07, 9.54e-07, 6.09e-07, 4.36e-07, 4.14e-07, 8.89e-07, 7.09e-08, 1.19e-09, 6.70e-11, 1.25e-10, 5.73e-07, 8.46e-07, 5.56e-07, 7.71e-09, 1.88e-08, 1.33e-10, 5.38e-11, 2.66e-09, 2.99e-10, 0.00e+00, 2.55e-09, 2.04e-10] []
318000 [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08] [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 38.512735 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
318000 [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08] [1.72e-06, 1.49e-06, 8.13e-07, 5.40e-07, 7.72e-07, 8.44e-07, 7.21e-08, 1.45e-05, 5.55e-09, 1.92e-06, 3.40e-06, 6.91e-06, 2.11e-06, 1.71e-05, 3.18e-07, 4.08e-07, 7.61e-08, 3.07e-08, 0.00e+00, 2.28e-09, 6.00e-06, 1.36e-08] []
318100 [4.45e-07, 9.97e-07, 6.30e-07, 3.52e-07, 5.07e-07, 7.82e-07, 4.66e-08, 7.07e-10, 7.36e-11, 5.53e-11, 6.76e-07, 7.94e-07, 5.39e-07, 3.96e-09, 2.71e-08, 1.59e-10, 0.00e+00, 4.08e-09, 8.99e-12, 3.31e-12, 8.08e-09, 3.76e-11] [4.45e-07, 9.97e-07, 6.30e-07, 3.52e-07, 5.07e-07, 7.82e-07, 4.66e-08, 7.07e-10, 7.36e-11, 5.53e-11, 6.76e-07, 7.94e-07, 5.39e-07, 3.96e-09, 2.71e-08, 1.59e-10, 0.00e+00, 4.08e-09, 8.99e-12, 3.31e-12, 8.08e-09, 3.76e-11] []
318200 [4.08e-07, 9.02e-07, 5.40e-07, 3.35e-07, 4.46e-07, 7.80e-07, 3.42e-08, 1.99e-09, 9.56e-09, 1.64e-09, 6.24e-07, 7.65e-07, 4.93e-07, 6.19e-08, 2.72e-08, 5.16e-10, 2.11e-10, 3.15e-09, 4.51e-10, 1.05e-09, 3.26e-09, 6.91e-09] [4.08e-07, 9.02e-07, 5.40e-07, 3.35e-07, 4.46e-07, 7.80e-07, 3.42e-08, 1.99e-09, 9.56e-09, 1.64e-09, 6.24e-07, 7.65e-07, 4.93e-07, 6.19e-08, 2.72e-08, 5.16e-10, 2.11e-10, 3.15e-09, 4.51e-10, 1.05e-09, 3.26e-09, 6.91e-09] []
318300 [1.37e-06, 5.54e-06, 2.91e-06, 5.91e-06, 9.08e-06, 5.51e-06, 2.37e-06, 9.88e-08, 3.43e-06, 2.29e-07, 3.35e-06, 1.23e-05, 4.26e-06, 1.46e-05, 7.96e-07, 6.51e-07, 6.03e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 1.92e-07] [1.37e-06, 5.54e-06, 2.91e-06, 5.91e-06, 9.08e-06, 5.51e-06, 2.37e-06, 9.88e-08, 3.43e-06, 2.29e-07, 3.35e-06, 1.23e-05, 4.26e-06, 1.46e-05, 7.96e-07, 6.51e-07, 6.03e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.49e-07, 1.92e-07] []
318400 [6.41e-07, 5.59e-06, 1.93e-06, 2.61e-06, 4.08e-06, 3.50e-06, 5.11e-07, 2.19e-12, 1.92e-12, 8.26e-11, 7.16e-07, 1.64e-06, 1.42e-06, 6.49e-08, 1.46e-07, 0.00e+00, 1.75e-07, 4.23e-09, 6.31e-11, 1.01e-11, 8.50e-10, 1.17e-10] [6.41e-07, 5.59e-06, 1.93e-06, 2.61e-06, 4.08e-06, 3.50e-06, 5.11e-07, 2.19e-12, 1.92e-12, 8.26e-11, 7.16e-07, 1.64e-06, 1.42e-06, 6.49e-08, 1.46e-07, 0.00e+00, 1.75e-07, 4.23e-09, 6.31e-11, 1.01e-11, 8.50e-10, 1.17e-10] []
318500 [1.17e-06, 2.60e-06, 1.05e-06, 2.93e-06, 3.43e-06, 1.29e-06, 1.48e-06, 7.75e-08, 1.62e-10, 3.45e-07, 1.26e-06, 3.05e-06, 3.78e-06, 7.74e-06, 4.57e-07, 2.02e-07, 2.35e-07, 9.94e-09, 0.00e+00, 2.55e-12, 8.55e-08, 6.57e-11] [1.17e-06, 2.60e-06, 1.05e-06, 2.93e-06, 3.43e-06, 1.29e-06, 1.48e-06, 7.75e-08, 1.62e-10, 3.45e-07, 1.26e-06, 3.05e-06, 3.78e-06, 7.74e-06, 4.57e-07, 2.02e-07, 2.35e-07, 9.94e-09, 0.00e+00, 2.55e-12, 8.55e-08, 6.57e-11] []
318600 [4.61e-07, 1.52e-06, 1.06e-06, 9.09e-07, 1.11e-06, 1.17e-06, 2.36e-07, 4.56e-09, 1.61e-11, 2.16e-10, 5.86e-07, 1.24e-06, 9.94e-07, 7.76e-09, 3.71e-08, 8.92e-11, 1.19e-08, 1.18e-08, 2.36e-11, 1.04e-12, 6.49e-09, 5.14e-11] [4.61e-07, 1.52e-06, 1.06e-06, 9.09e-07, 1.11e-06, 1.17e-06, 2.36e-07, 4.56e-09, 1.61e-11, 2.16e-10, 5.86e-07, 1.24e-06, 9.94e-07, 7.76e-09, 3.71e-08, 8.92e-11, 1.19e-08, 1.18e-08, 2.36e-11, 1.04e-12, 6.49e-09, 5.14e-11] []
318700 [8.68e-07, 1.24e-06, 9.20e-07, 6.73e-07, 9.41e-07, 9.93e-07, 1.28e-07, 1.27e-04, 4.38e-08, 1.25e-06, 6.93e-06, 7.10e-06, 4.96e-06, 7.16e-06, 1.14e-07, 1.56e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.67e-09, 1.35e-04, 1.09e-08] [8.68e-07, 1.24e-06, 9.20e-07, 6.73e-07, 9.41e-07, 9.93e-07, 1.28e-07, 1.27e-04, 4.38e-08, 1.25e-06, 6.93e-06, 7.10e-06, 4.96e-06, 7.16e-06, 1.14e-07, 1.56e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.67e-09, 1.35e-04, 1.09e-08] []
318800 [7.22e-07, 1.34e-06, 8.01e-07, 7.39e-07, 7.59e-07, 6.93e-07, 9.68e-08, 6.49e-07, 1.15e-08, 2.29e-09, 3.34e-06, 4.92e-06, 2.33e-05, 3.62e-05, 5.63e-07, 8.53e-09, 1.67e-08, 1.17e-07, 0.00e+00, 0.00e+00, 5.18e-07, 2.21e-09] [7.22e-07, 1.34e-06, 8.01e-07, 7.39e-07, 7.59e-07, 6.93e-07, 9.68e-08, 6.49e-07, 1.15e-08, 2.29e-09, 3.34e-06, 4.92e-06, 2.33e-05, 3.62e-05, 5.63e-07, 8.53e-09, 1.67e-08, 1.17e-07, 0.00e+00, 0.00e+00, 5.18e-07, 2.21e-09] []
318900 [4.81e-07, 1.17e-06, 7.58e-07, 5.41e-07, 7.61e-07, 9.42e-07, 6.77e-08, 1.13e-10, 5.88e-10, 1.43e-10, 6.80e-07, 9.52e-07, 6.47e-07, 6.21e-09, 9.44e-09, 1.01e-10, 0.00e+00, 5.44e-09, 1.29e-10, 2.73e-11, 1.86e-09, 1.65e-10] [4.81e-07, 1.17e-06, 7.58e-07, 5.41e-07, 7.61e-07, 9.42e-07, 6.77e-08, 1.13e-10, 5.88e-10, 1.43e-10, 6.80e-07, 9.52e-07, 6.47e-07, 6.21e-09, 9.44e-09, 1.01e-10, 0.00e+00, 5.44e-09, 1.29e-10, 2.73e-11, 1.86e-09, 1.65e-10] []
319000 [1.40e-06, 1.75e-06, 7.32e-07, 1.06e-06, 7.16e-07, 1.55e-06, 5.48e-07, 3.07e-08, 6.96e-07, 1.92e-07, 6.11e-06, 2.21e-05, 1.83e-05, 7.48e-05, 5.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-07, 1.56e-07] [1.40e-06, 1.75e-06, 7.32e-07, 1.06e-06, 7.16e-07, 1.55e-06, 5.48e-07, 3.07e-08, 6.96e-07, 1.92e-07, 6.11e-06, 2.21e-05, 1.83e-05, 7.48e-05, 5.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.61e-07, 1.56e-07] []
319100 [5.25e-07, 1.14e-06, 8.12e-07, 5.14e-07, 7.06e-07, 8.30e-07, 1.97e-07, 6.47e-09, 5.04e-07, 2.62e-09, 7.70e-07, 9.22e-07, 6.17e-07, 2.14e-08, 7.03e-09, 1.42e-13, 0.00e+00, 2.70e-09, 3.83e-10, 1.49e-07, 2.82e-09, 8.14e-07] [5.25e-07, 1.14e-06, 8.12e-07, 5.14e-07, 7.06e-07, 8.30e-07, 1.97e-07, 6.47e-09, 5.04e-07, 2.62e-09, 7.70e-07, 9.22e-07, 6.17e-07, 2.14e-08, 7.03e-09, 1.42e-13, 0.00e+00, 2.70e-09, 3.83e-10, 1.49e-07, 2.82e-09, 8.14e-07] []
319200 [4.70e-07, 1.02e-06, 7.22e-07, 4.51e-07, 6.13e-07, 8.84e-07, 1.15e-07, 9.38e-11, 1.48e-10, 2.48e-11, 7.04e-07, 8.66e-07, 5.56e-07, 3.01e-09, 8.65e-09, 3.21e-11, 0.00e+00, 2.38e-09, 3.50e-10, 0.00e+00, 2.77e-09, 5.19e-10] [4.70e-07, 1.02e-06, 7.22e-07, 4.51e-07, 6.13e-07, 8.84e-07, 1.15e-07, 9.38e-11, 1.48e-10, 2.48e-11, 7.04e-07, 8.66e-07, 5.56e-07, 3.01e-09, 8.65e-09, 3.21e-11, 0.00e+00, 2.38e-09, 3.50e-10, 0.00e+00, 2.77e-09, 5.19e-10] []
319300 [6.75e-05, 1.69e-05, 7.64e-06, 1.07e-05, 1.20e-05, 2.66e-05, 1.02e-05, 4.01e-05, 3.09e-06, 3.19e-04, 4.20e-04, 9.67e-04, 3.96e-04, 3.11e-03, 5.28e-05, 1.65e-05, 1.49e-05, 1.09e-05, 1.34e-05, 0.00e+00, 6.52e-05, 1.14e-05] [6.75e-05, 1.69e-05, 7.64e-06, 1.07e-05, 1.20e-05, 2.66e-05, 1.02e-05, 4.01e-05, 3.09e-06, 3.19e-04, 4.20e-04, 9.67e-04, 3.96e-04, 3.11e-03, 5.28e-05, 1.65e-05, 1.49e-05, 1.09e-05, 1.34e-05, 0.00e+00, 6.52e-05, 1.14e-05] []
319400 [1.58e-06, 7.76e-06, 1.88e-06, 6.17e-06, 1.51e-06, 7.52e-06, 1.59e-06, 7.52e-07, 9.22e-07, 7.79e-08, 1.89e-06, 1.24e-05, 1.33e-05, 5.27e-07, 7.79e-07, 0.00e+00, 2.10e-07, 0.00e+00, 0.00e+00, 1.22e-07, 4.11e-07, 6.48e-07] [1.58e-06, 7.76e-06, 1.88e-06, 6.17e-06, 1.51e-06, 7.52e-06, 1.59e-06, 7.52e-07, 9.22e-07, 7.79e-08, 1.89e-06, 1.24e-05, 1.33e-05, 5.27e-07, 7.79e-07, 0.00e+00, 2.10e-07, 0.00e+00, 0.00e+00, 1.22e-07, 4.11e-07, 6.48e-07] []
319500 [1.02e-06, 4.05e-06, 1.73e-06, 3.07e-06, 1.47e-06, 3.83e-06, 1.19e-06, 1.17e-09, 3.26e-12, 1.83e-09, 8.10e-07, 4.09e-06, 4.31e-06, 3.22e-08, 8.86e-08, 0.00e+00, 3.15e-08, 1.81e-08, 6.58e-11, 2.77e-13, 5.73e-09, 4.77e-11] [1.02e-06, 4.05e-06, 1.73e-06, 3.07e-06, 1.47e-06, 3.83e-06, 1.19e-06, 1.17e-09, 3.26e-12, 1.83e-09, 8.10e-07, 4.09e-06, 4.31e-06, 3.22e-08, 8.86e-08, 0.00e+00, 3.15e-08, 1.81e-08, 6.58e-11, 2.77e-13, 5.73e-09, 4.77e-11] []
319600 [8.57e-07, 2.93e-06, 1.57e-06, 1.75e-06, 1.55e-06, 2.50e-06, 8.96e-07, 2.02e-09, 6.28e-12, 7.23e-10, 5.75e-07, 2.22e-06, 1.78e-06, 1.31e-08, 3.08e-08, 0.00e+00, 3.00e-09, 2.06e-09, 1.57e-11, 1.21e-13, 7.07e-09, 3.87e-11] [8.57e-07, 2.93e-06, 1.57e-06, 1.75e-06, 1.55e-06, 2.50e-06, 8.96e-07, 2.02e-09, 6.28e-12, 7.23e-10, 5.75e-07, 2.22e-06, 1.78e-06, 1.31e-08, 3.08e-08, 0.00e+00, 3.00e-09, 2.06e-09, 1.57e-11, 1.21e-13, 7.07e-09, 3.87e-11] []
319700 [7.49e-07, 2.36e-06, 1.39e-06, 1.27e-06, 1.43e-06, 1.67e-06, 6.69e-07, 1.62e-09, 1.43e-11, 2.97e-09, 4.72e-07, 1.68e-06, 1.22e-06, 7.18e-08, 3.31e-08, 8.62e-10, 2.61e-10, 5.91e-10, 1.73e-10, 1.09e-13, 1.61e-09, 3.75e-11] [7.49e-07, 2.36e-06, 1.39e-06, 1.27e-06, 1.43e-06, 1.67e-06, 6.69e-07, 1.62e-09, 1.43e-11, 2.97e-09, 4.72e-07, 1.68e-06, 1.22e-06, 7.18e-08, 3.31e-08, 8.62e-10, 2.61e-10, 5.91e-10, 1.73e-10, 1.09e-13, 1.61e-09, 3.75e-11] []
319800 [8.94e-07, 2.19e-06, 1.24e-06, 9.62e-07, 1.48e-06, 9.80e-07, 6.03e-07, 1.63e-06, 9.58e-07, 2.45e-08, 7.24e-07, 2.69e-06, 2.02e-06, 4.94e-07, 4.98e-08, 4.70e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 6.15e-06, 9.75e-07] [8.94e-07, 2.19e-06, 1.24e-06, 9.62e-07, 1.48e-06, 9.80e-07, 6.03e-07, 1.63e-06, 9.58e-07, 2.45e-08, 7.24e-07, 2.69e-06, 2.02e-06, 4.94e-07, 4.98e-08, 4.70e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 6.15e-06, 9.75e-07] []
319900 [6.05e-07, 1.87e-06, 1.06e-06, 8.20e-07, 1.28e-06, 9.51e-07, 4.02e-07, 2.20e-09, 2.16e-11, 9.07e-12, 5.21e-07, 1.39e-06, 9.88e-07, 8.88e-09, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-09, 2.39e-10, 1.10e-12, 2.03e-09, 2.21e-11] [6.05e-07, 1.87e-06, 1.06e-06, 8.20e-07, 1.28e-06, 9.51e-07, 4.02e-07, 2.20e-09, 2.16e-11, 9.07e-12, 5.21e-07, 1.39e-06, 9.88e-07, 8.88e-09, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-09, 2.39e-10, 1.10e-12, 2.03e-09, 2.21e-11] []
320000 [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06] [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.219778 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
320000 [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06] [3.51e-06, 6.34e-06, 2.40e-06, 3.88e-06, 6.39e-06, 3.20e-06, 3.12e-06, 2.63e-05, 9.63e-06, 5.23e-06, 3.18e-04, 5.13e-04, 6.71e-04, 1.87e-04, 9.31e-07, 1.40e-06, 6.93e-06, 3.34e-06, 0.00e+00, 0.00e+00, 2.63e-05, 6.69e-06] []
320100 [6.52e-07, 1.72e-06, 1.01e-06, 7.76e-07, 1.22e-06, 8.35e-07, 4.95e-07, 1.42e-09, 3.15e-10, 9.06e-10, 6.00e-07, 1.58e-06, 1.16e-06, 1.69e-08, 5.07e-09, 7.14e-11, 0.00e+00, 3.22e-09, 1.12e-11, 7.54e-12, 4.65e-09, 4.36e-11] [6.52e-07, 1.72e-06, 1.01e-06, 7.76e-07, 1.22e-06, 8.35e-07, 4.95e-07, 1.42e-09, 3.15e-10, 9.06e-10, 6.00e-07, 1.58e-06, 1.16e-06, 1.69e-08, 5.07e-09, 7.14e-11, 0.00e+00, 3.22e-09, 1.12e-11, 7.54e-12, 4.65e-09, 4.36e-11] []
320200 [5.50e-07, 1.52e-06, 8.36e-07, 6.37e-07, 1.08e-06, 7.98e-07, 3.77e-07, 3.91e-10, 5.47e-13, 5.50e-12, 5.83e-07, 1.37e-06, 9.61e-07, 5.44e-09, 1.01e-08, 4.64e-12, 0.00e+00, 1.43e-09, 6.81e-11, 3.96e-15, 1.41e-09, 1.09e-10] [5.50e-07, 1.52e-06, 8.36e-07, 6.37e-07, 1.08e-06, 7.98e-07, 3.77e-07, 3.91e-10, 5.47e-13, 5.50e-12, 5.83e-07, 1.37e-06, 9.61e-07, 5.44e-09, 1.01e-08, 4.64e-12, 0.00e+00, 1.43e-09, 6.81e-11, 3.96e-15, 1.41e-09, 1.09e-10] []
320300 [1.78e-05, 1.13e-05, 2.61e-06, 1.13e-05, 5.18e-06, 5.62e-06, 1.86e-06, 6.06e-05, 1.80e-07, 5.52e-05, 7.56e-05, 3.78e-04, 1.78e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 0.00e+00, 2.36e-05, 6.66e-08] [1.78e-05, 1.13e-05, 2.61e-06, 1.13e-05, 5.18e-06, 5.62e-06, 1.86e-06, 6.06e-05, 1.80e-07, 5.52e-05, 7.56e-05, 3.78e-04, 1.78e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-06, 0.00e+00, 2.36e-05, 6.66e-08] []
320400 [5.55e-07, 1.45e-06, 8.13e-07, 5.73e-07, 1.09e-06, 6.48e-07, 3.11e-07, 8.00e-10, 1.24e-05, 6.05e-10, 6.93e-07, 1.81e-06, 1.44e-06, 1.30e-07, 7.78e-09, 0.00e+00, 0.00e+00, 6.54e-10, 5.33e-10, 2.44e-06, 3.53e-09, 9.81e-06] [5.55e-07, 1.45e-06, 8.13e-07, 5.73e-07, 1.09e-06, 6.48e-07, 3.11e-07, 8.00e-10, 1.24e-05, 6.05e-10, 6.93e-07, 1.81e-06, 1.44e-06, 1.30e-07, 7.78e-09, 0.00e+00, 0.00e+00, 6.54e-10, 5.33e-10, 2.44e-06, 3.53e-09, 9.81e-06] []
320500 [4.57e-07, 1.27e-06, 6.39e-07, 4.92e-07, 9.38e-07, 7.10e-07, 2.91e-07, 1.77e-10, 7.74e-08, 8.80e-11, 5.56e-07, 1.30e-06, 8.25e-07, 6.80e-09, 7.62e-09, 6.66e-12, 0.00e+00, 2.62e-10, 2.81e-11, 0.00e+00, 2.50e-09, 9.94e-08] [4.57e-07, 1.27e-06, 6.39e-07, 4.92e-07, 9.38e-07, 7.10e-07, 2.91e-07, 1.77e-10, 7.74e-08, 8.80e-11, 5.56e-07, 1.30e-06, 8.25e-07, 6.80e-09, 7.62e-09, 6.66e-12, 0.00e+00, 2.62e-10, 2.81e-11, 0.00e+00, 2.50e-09, 9.94e-08] []
320600 [4.00e-06, 3.18e-06, 1.96e-06, 3.18e-06, 1.50e-06, 1.37e-06, 9.68e-07, 2.13e-05, 2.26e-08, 6.84e-07, 5.16e-05, 9.08e-05, 1.79e-04, 9.50e-06, 7.50e-08, 2.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-10, 1.41e-05, 1.11e-07] [4.00e-06, 3.18e-06, 1.96e-06, 3.18e-06, 1.50e-06, 1.37e-06, 9.68e-07, 2.13e-05, 2.26e-08, 6.84e-07, 5.16e-05, 9.08e-05, 1.79e-04, 9.50e-06, 7.50e-08, 2.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-10, 1.41e-05, 1.11e-07] []
320700 [5.23e-07, 1.27e-06, 7.09e-07, 4.84e-07, 9.66e-07, 5.85e-07, 2.19e-07, 1.49e-10, 2.20e-08, 1.52e-09, 6.76e-07, 1.32e-06, 9.00e-07, 6.10e-08, 2.78e-09, 3.38e-13, 3.28e-11, 5.27e-10, 8.96e-11, 1.74e-09, 1.58e-09, 1.14e-08] [5.23e-07, 1.27e-06, 7.09e-07, 4.84e-07, 9.66e-07, 5.85e-07, 2.19e-07, 1.49e-10, 2.20e-08, 1.52e-09, 6.76e-07, 1.32e-06, 9.00e-07, 6.10e-08, 2.78e-09, 3.38e-13, 3.28e-11, 5.27e-10, 8.96e-11, 1.74e-09, 1.58e-09, 1.14e-08] []
320800 [4.59e-07, 1.12e-06, 6.20e-07, 4.50e-07, 8.31e-07, 6.12e-07, 1.89e-07, 1.96e-08, 9.49e-11, 3.79e-11, 6.23e-07, 1.20e-06, 7.54e-07, 5.38e-09, 5.06e-09, 5.42e-11, 0.00e+00, 2.10e-10, 7.14e-12, 9.45e-12, 7.76e-09, 7.42e-11] [4.59e-07, 1.12e-06, 6.20e-07, 4.50e-07, 8.31e-07, 6.12e-07, 1.89e-07, 1.96e-08, 9.49e-11, 3.79e-11, 6.23e-07, 1.20e-06, 7.54e-07, 5.38e-09, 5.06e-09, 5.42e-11, 0.00e+00, 2.10e-10, 7.14e-12, 9.45e-12, 7.76e-09, 7.42e-11] []
320900 [2.96e-06, 3.14e-06, 2.00e-06, 2.93e-06, 1.85e-06, 8.19e-07, 7.16e-07, 2.06e-04, 1.67e-09, 6.52e-06, 6.41e-06, 4.46e-05, 2.00e-05, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-05, 9.12e-12, 1.04e-04, 3.56e-08] [2.96e-06, 3.14e-06, 2.00e-06, 2.93e-06, 1.85e-06, 8.19e-07, 7.16e-07, 2.06e-04, 1.67e-09, 6.52e-06, 6.41e-06, 4.46e-05, 2.00e-05, 7.45e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.20e-05, 9.12e-12, 1.04e-04, 3.56e-08] []
321000 [5.12e-07, 1.16e-06, 6.64e-07, 4.25e-07, 9.10e-07, 5.46e-07, 1.49e-07, 8.89e-09, 1.42e-10, 2.76e-11, 6.99e-07, 1.24e-06, 8.08e-07, 1.82e-08, 3.78e-09, 1.01e-10, 1.18e-10, 3.14e-10, 4.53e-10, 7.97e-13, 3.30e-09, 6.92e-11] [5.12e-07, 1.16e-06, 6.64e-07, 4.25e-07, 9.10e-07, 5.46e-07, 1.49e-07, 8.89e-09, 1.42e-10, 2.76e-11, 6.99e-07, 1.24e-06, 8.08e-07, 1.82e-08, 3.78e-09, 1.01e-10, 1.18e-10, 3.14e-10, 4.53e-10, 7.97e-13, 3.30e-09, 6.92e-11] []
321100 [4.41e-07, 1.03e-06, 5.85e-07, 4.12e-07, 7.64e-07, 5.68e-07, 1.36e-07, 4.02e-10, 1.15e-10, 2.38e-11, 6.41e-07, 1.15e-06, 7.03e-07, 8.27e-09, 3.45e-09, 8.11e-11, 5.75e-12, 1.23e-10, 2.58e-11, 9.00e-12, 3.57e-09, 6.79e-11] [4.41e-07, 1.03e-06, 5.85e-07, 4.12e-07, 7.64e-07, 5.68e-07, 1.36e-07, 4.02e-10, 1.15e-10, 2.38e-11, 6.41e-07, 1.15e-06, 7.03e-07, 8.27e-09, 3.45e-09, 8.11e-11, 5.75e-12, 1.23e-10, 2.58e-11, 9.00e-12, 3.57e-09, 6.79e-11] []
321200 [4.66e-06, 3.05e-06, 3.98e-06, 2.23e-06, 3.04e-06, 1.14e-06, 1.34e-06, 9.09e-06, 1.13e-05, 2.94e-06, 9.82e-05, 4.49e-05, 6.66e-05, 3.75e-05, 3.42e-06, 6.90e-07, 0.00e+00, 4.30e-07, 1.51e-07, 2.56e-06, 1.14e-06, 1.21e-05] [4.66e-06, 3.05e-06, 3.98e-06, 2.23e-06, 3.04e-06, 1.14e-06, 1.34e-06, 9.09e-06, 1.13e-05, 2.94e-06, 9.82e-05, 4.49e-05, 6.66e-05, 3.75e-05, 3.42e-06, 6.90e-07, 0.00e+00, 4.30e-07, 1.51e-07, 2.56e-06, 1.14e-06, 1.21e-05] []
321300 [4.26e-07, 1.27e-06, 6.90e-07, 9.01e-07, 7.03e-07, 1.24e-06, 5.34e-07, 1.13e-10, 5.82e-10, 4.15e-10, 4.37e-07, 1.47e-06, 1.05e-06, 2.00e-08, 5.60e-09, 1.18e-09, 2.47e-09, 0.00e+00, 6.10e-11, 0.00e+00, 3.03e-09, 1.19e-09] [4.26e-07, 1.27e-06, 6.90e-07, 9.01e-07, 7.03e-07, 1.24e-06, 5.34e-07, 1.13e-10, 5.82e-10, 4.15e-10, 4.37e-07, 1.47e-06, 1.05e-06, 2.00e-08, 5.60e-09, 1.18e-09, 2.47e-09, 0.00e+00, 6.10e-11, 0.00e+00, 3.03e-09, 1.19e-09] []
321400 [3.97e-07, 1.15e-06, 5.81e-07, 6.24e-07, 6.94e-07, 9.26e-07, 4.17e-07, 3.43e-09, 3.17e-12, 1.70e-08, 5.20e-07, 1.47e-06, 9.74e-07, 7.87e-07, 5.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-12, 2.34e-12, 7.89e-09, 1.49e-10] [3.97e-07, 1.15e-06, 5.81e-07, 6.24e-07, 6.94e-07, 9.26e-07, 4.17e-07, 3.43e-09, 3.17e-12, 1.70e-08, 5.20e-07, 1.47e-06, 9.74e-07, 7.87e-07, 5.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.26e-12, 2.34e-12, 7.89e-09, 1.49e-10] []
321500 [5.39e-07, 1.46e-06, 7.27e-07, 7.17e-07, 9.23e-07, 6.42e-07, 3.75e-07, 9.76e-08, 2.67e-12, 7.69e-09, 8.19e-07, 1.76e-06, 1.64e-06, 7.03e-07, 1.54e-09, 7.99e-09, 0.00e+00, 1.26e-09, 1.67e-08, 0.00e+00, 1.13e-07, 1.45e-08] [5.39e-07, 1.46e-06, 7.27e-07, 7.17e-07, 9.23e-07, 6.42e-07, 3.75e-07, 9.76e-08, 2.67e-12, 7.69e-09, 8.19e-07, 1.76e-06, 1.64e-06, 7.03e-07, 1.54e-09, 7.99e-09, 0.00e+00, 1.26e-09, 1.67e-08, 0.00e+00, 1.13e-07, 1.45e-08] []
321600 [4.68e-07, 1.17e-06, 5.70e-07, 4.90e-07, 8.50e-07, 6.92e-07, 2.66e-07, 3.34e-11, 4.13e-12, 4.89e-12, 6.19e-07, 1.31e-06, 8.30e-07, 6.31e-09, 3.49e-09, 4.17e-12, 0.00e+00, 1.57e-09, 1.25e-10, 2.02e-12, 2.69e-09, 1.33e-10] [4.68e-07, 1.17e-06, 5.70e-07, 4.90e-07, 8.50e-07, 6.92e-07, 2.66e-07, 3.34e-11, 4.13e-12, 4.89e-12, 6.19e-07, 1.31e-06, 8.30e-07, 6.31e-09, 3.49e-09, 4.17e-12, 0.00e+00, 1.57e-09, 1.25e-10, 2.02e-12, 2.69e-09, 1.33e-10] []
321700 [4.24e-07, 1.04e-06, 5.23e-07, 4.54e-07, 7.21e-07, 6.54e-07, 2.38e-07, 1.68e-12, 1.57e-12, 8.00e-10, 6.24e-07, 1.23e-06, 7.70e-07, 4.81e-08, 1.61e-09, 2.63e-13, 0.00e+00, 7.55e-10, 8.54e-11, 2.27e-12, 3.39e-09, 1.12e-10] [4.24e-07, 1.04e-06, 5.23e-07, 4.54e-07, 7.21e-07, 6.54e-07, 2.38e-07, 1.68e-12, 1.57e-12, 8.00e-10, 6.24e-07, 1.23e-06, 7.70e-07, 4.81e-08, 1.61e-09, 2.63e-13, 0.00e+00, 7.55e-10, 8.54e-11, 2.27e-12, 3.39e-09, 1.12e-10] []
321800 [1.07e-06, 1.98e-06, 1.23e-06, 1.79e-06, 5.64e-07, 1.26e-06, 5.71e-07, 1.51e-07, 2.37e-07, 2.58e-08, 6.47e-06, 1.51e-05, 7.54e-06, 5.44e-06, 5.01e-09, 6.40e-08, 9.77e-07, 0.00e+00, 1.06e-07, 0.00e+00, 6.71e-07, 8.09e-08] [1.07e-06, 1.98e-06, 1.23e-06, 1.79e-06, 5.64e-07, 1.26e-06, 5.71e-07, 1.51e-07, 2.37e-07, 2.58e-08, 6.47e-06, 1.51e-05, 7.54e-06, 5.44e-06, 5.01e-09, 6.40e-08, 9.77e-07, 0.00e+00, 1.06e-07, 0.00e+00, 6.71e-07, 8.09e-08] []
321900 [4.74e-07, 1.16e-06, 8.09e-07, 8.18e-07, 6.73e-07, 7.48e-07, 3.98e-07, 1.44e-09, 2.20e-10, 1.64e-12, 6.47e-07, 1.44e-06, 9.88e-07, 1.40e-08, 3.02e-09, 0.00e+00, 1.50e-11, 1.17e-10, 2.04e-11, 5.86e-12, 3.32e-09, 5.53e-11] [4.74e-07, 1.16e-06, 8.09e-07, 8.18e-07, 6.73e-07, 7.48e-07, 3.98e-07, 1.44e-09, 2.20e-10, 1.64e-12, 6.47e-07, 1.44e-06, 9.88e-07, 1.40e-08, 3.02e-09, 0.00e+00, 1.50e-11, 1.17e-10, 2.04e-11, 5.86e-12, 3.32e-09, 5.53e-11] []
322000 [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11] [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 38.353386 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
322000 [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11] [4.35e-07, 1.05e-06, 6.15e-07, 5.11e-07, 6.20e-07, 6.66e-07, 2.74e-07, 1.61e-09, 7.74e-11, 7.11e-14, 6.57e-07, 1.30e-06, 8.54e-07, 1.23e-08, 3.24e-09, 2.90e-13, 0.00e+00, 6.56e-11, 1.50e-11, 4.33e-12, 4.10e-09, 5.27e-11] []
322100 [2.35e-05, 7.38e-06, 4.90e-06, 4.25e-06, 4.56e-06, 1.81e-06, 2.04e-06, 4.25e-05, 1.93e-07, 2.60e-05, 5.31e-05, 1.36e-04, 4.01e-04, 7.91e-04, 1.12e-05, 1.06e-05, 5.57e-06, 9.81e-06, 0.00e+00, 2.90e-10, 6.80e-05, 3.56e-09] [2.35e-05, 7.38e-06, 4.90e-06, 4.25e-06, 4.56e-06, 1.81e-06, 2.04e-06, 4.25e-05, 1.93e-07, 2.60e-05, 5.31e-05, 1.36e-04, 4.01e-04, 7.91e-04, 1.12e-05, 1.06e-05, 5.57e-06, 9.81e-06, 0.00e+00, 2.90e-10, 6.80e-05, 3.56e-09] []
322200 [6.12e-07, 1.09e-06, 1.03e-06, 5.04e-07, 1.40e-06, 7.10e-07, 1.66e-07, 7.44e-11, 3.51e-10, 1.48e-10, 7.39e-07, 2.93e-06, 2.70e-06, 8.55e-08, 1.87e-08, 1.21e-08, 4.76e-11, 2.38e-09, 4.24e-11, 0.00e+00, 2.06e-09, 1.88e-10] [6.12e-07, 1.09e-06, 1.03e-06, 5.04e-07, 1.40e-06, 7.10e-07, 1.66e-07, 7.44e-11, 3.51e-10, 1.48e-10, 7.39e-07, 2.93e-06, 2.70e-06, 8.55e-08, 1.87e-08, 1.21e-08, 4.76e-11, 2.38e-09, 4.24e-11, 0.00e+00, 2.06e-09, 1.88e-10] []
322300 [4.86e-07, 9.55e-07, 8.57e-07, 4.42e-07, 8.83e-07, 7.73e-07, 9.87e-08, 1.71e-10, 4.91e-10, 1.54e-11, 6.72e-07, 1.49e-06, 1.03e-06, 1.84e-08, 4.19e-09, 8.80e-10, 0.00e+00, 2.76e-10, 2.08e-10, 3.52e-11, 2.24e-09, 2.13e-10] [4.86e-07, 9.55e-07, 8.57e-07, 4.42e-07, 8.83e-07, 7.73e-07, 9.87e-08, 1.71e-10, 4.91e-10, 1.54e-11, 6.72e-07, 1.49e-06, 1.03e-06, 1.84e-08, 4.19e-09, 8.80e-10, 0.00e+00, 2.76e-10, 2.08e-10, 3.52e-11, 2.24e-09, 2.13e-10] []
322400 [4.50e-07, 8.92e-07, 8.03e-07, 4.73e-07, 7.68e-07, 8.52e-07, 4.77e-07, 1.70e-08, 6.94e-07, 4.01e-08, 6.20e-07, 1.47e-06, 8.82e-07, 1.22e-06, 3.15e-08, 7.99e-10, 1.77e-09, 2.26e-09, 3.91e-09, 1.71e-07, 2.38e-08, 9.50e-07] [4.50e-07, 8.92e-07, 8.03e-07, 4.73e-07, 7.68e-07, 8.52e-07, 4.77e-07, 1.70e-08, 6.94e-07, 4.01e-08, 6.20e-07, 1.47e-06, 8.82e-07, 1.22e-06, 3.15e-08, 7.99e-10, 1.77e-09, 2.26e-09, 3.91e-09, 1.71e-07, 2.38e-08, 9.50e-07] []
322500 [6.29e-07, 9.16e-07, 9.93e-07, 6.38e-07, 1.23e-06, 6.34e-07, 1.34e-07, 1.46e-05, 6.05e-09, 4.22e-10, 1.21e-06, 2.06e-06, 1.81e-06, 1.32e-07, 7.33e-09, 3.64e-10, 0.00e+00, 9.64e-10, 0.00e+00, 0.00e+00, 8.01e-06, 8.57e-09] [6.29e-07, 9.16e-07, 9.93e-07, 6.38e-07, 1.23e-06, 6.34e-07, 1.34e-07, 1.46e-05, 6.05e-09, 4.22e-10, 1.21e-06, 2.06e-06, 1.81e-06, 1.32e-07, 7.33e-09, 3.64e-10, 0.00e+00, 9.64e-10, 0.00e+00, 0.00e+00, 8.01e-06, 8.57e-09] []
322600 [4.70e-07, 7.76e-07, 8.94e-07, 5.00e-07, 1.01e-06, 7.55e-07, 9.12e-08, 1.67e-09, 9.49e-11, 9.06e-11, 6.56e-07, 1.30e-06, 8.37e-07, 4.63e-09, 4.29e-09, 1.92e-12, 6.62e-12, 2.49e-11, 8.06e-12, 5.18e-12, 6.84e-09, 1.37e-10] [4.70e-07, 7.76e-07, 8.94e-07, 5.00e-07, 1.01e-06, 7.55e-07, 9.12e-08, 1.67e-09, 9.49e-11, 9.06e-11, 6.56e-07, 1.30e-06, 8.37e-07, 4.63e-09, 4.29e-09, 1.92e-12, 6.62e-12, 2.49e-11, 8.06e-12, 5.18e-12, 6.84e-09, 1.37e-10] []
322700 [5.21e-06, 1.53e-06, 1.26e-06, 1.03e-06, 1.35e-06, 1.28e-06, 3.09e-07, 3.82e-06, 2.23e-09, 6.79e-06, 1.21e-05, 4.23e-05, 9.27e-05, 3.24e-04, 4.78e-06, 3.33e-06, 1.81e-06, 1.70e-06, 6.82e-07, 3.14e-09, 4.06e-06, 2.05e-08] [5.21e-06, 1.53e-06, 1.26e-06, 1.03e-06, 1.35e-06, 1.28e-06, 3.09e-07, 3.82e-06, 2.23e-09, 6.79e-06, 1.21e-05, 4.23e-05, 9.27e-05, 3.24e-04, 4.78e-06, 3.33e-06, 1.81e-06, 1.70e-06, 6.82e-07, 3.14e-09, 4.06e-06, 2.05e-08] []
322800 [7.22e-07, 9.61e-07, 8.30e-07, 5.88e-07, 9.44e-07, 5.41e-07, 1.22e-07, 1.54e-07, 8.23e-10, 5.44e-08, 1.03e-06, 1.24e-06, 1.12e-06, 5.52e-07, 3.85e-09, 9.14e-09, 5.60e-09, 4.88e-09, 2.11e-09, 4.47e-10, 9.86e-09, 2.95e-09] [7.22e-07, 9.61e-07, 8.30e-07, 5.88e-07, 9.44e-07, 5.41e-07, 1.22e-07, 1.54e-07, 8.23e-10, 5.44e-08, 1.03e-06, 1.24e-06, 1.12e-06, 5.52e-07, 3.85e-09, 9.14e-09, 5.60e-09, 4.88e-09, 2.11e-09, 4.47e-10, 9.86e-09, 2.95e-09] []
322900 [4.97e-07, 7.53e-07, 7.48e-07, 4.34e-07, 8.28e-07, 6.83e-07, 6.50e-08, 1.28e-09, 1.44e-12, 7.51e-11, 7.25e-07, 8.38e-07, 4.67e-07, 4.99e-09, 1.15e-09, 5.59e-11, 1.70e-10, 1.71e-10, 1.31e-10, 3.15e-12, 3.45e-09, 1.51e-10] [4.97e-07, 7.53e-07, 7.48e-07, 4.34e-07, 8.28e-07, 6.83e-07, 6.50e-08, 1.28e-09, 1.44e-12, 7.51e-11, 7.25e-07, 8.38e-07, 4.67e-07, 4.99e-09, 1.15e-09, 5.59e-11, 1.70e-10, 1.71e-10, 1.31e-10, 3.15e-12, 3.45e-09, 1.51e-10] []
323000 [2.50e-05, 6.16e-06, 4.25e-06, 7.02e-06, 4.80e-06, 3.66e-06, 3.19e-06, 1.64e-04, 4.85e-08, 6.88e-05, 9.31e-05, 2.94e-04, 7.38e-04, 2.53e-03, 2.93e-05, 2.18e-05, 1.23e-05, 6.38e-06, 2.70e-05, 2.20e-09, 1.28e-04, 1.61e-08] [2.50e-05, 6.16e-06, 4.25e-06, 7.02e-06, 4.80e-06, 3.66e-06, 3.19e-06, 1.64e-04, 4.85e-08, 6.88e-05, 9.31e-05, 2.94e-04, 7.38e-04, 2.53e-03, 2.93e-05, 2.18e-05, 1.23e-05, 6.38e-06, 2.70e-05, 2.20e-09, 1.28e-04, 1.61e-08] []
323100 [5.13e-07, 8.00e-07, 6.82e-07, 3.85e-07, 7.49e-07, 5.25e-07, 6.82e-08, 2.73e-06, 1.72e-08, 5.47e-08, 1.29e-06, 1.67e-06, 1.66e-06, 3.81e-08, 6.07e-11, 3.64e-10, 8.09e-10, 4.71e-09, 4.66e-08, 3.69e-09, 2.66e-07, 2.40e-08] [5.13e-07, 8.00e-07, 6.82e-07, 3.85e-07, 7.49e-07, 5.25e-07, 6.82e-08, 2.73e-06, 1.72e-08, 5.47e-08, 1.29e-06, 1.67e-06, 1.66e-06, 3.81e-08, 6.07e-11, 3.64e-10, 8.09e-10, 4.71e-09, 4.66e-08, 3.69e-09, 2.66e-07, 2.40e-08] []
323200 [5.38e-07, 6.98e-07, 6.25e-07, 3.39e-07, 6.93e-07, 6.15e-07, 5.36e-08, 1.39e-08, 2.64e-10, 1.01e-07, 9.05e-07, 1.41e-06, 2.14e-06, 5.40e-06, 4.96e-08, 1.82e-08, 1.42e-08, 1.52e-08, 3.33e-09, 1.22e-10, 1.83e-08, 6.88e-10] [5.38e-07, 6.98e-07, 6.25e-07, 3.39e-07, 6.93e-07, 6.15e-07, 5.36e-08, 1.39e-08, 2.64e-10, 1.01e-07, 9.05e-07, 1.41e-06, 2.14e-06, 5.40e-06, 4.96e-08, 1.82e-08, 1.42e-08, 1.52e-08, 3.33e-09, 1.22e-10, 1.83e-08, 6.88e-10] []
323300 [5.98e-07, 8.67e-07, 6.76e-07, 4.44e-07, 6.38e-07, 4.60e-07, 8.30e-08, 3.12e-09, 7.67e-08, 5.39e-08, 1.33e-06, 1.03e-06, 1.34e-06, 1.56e-07, 3.60e-09, 1.70e-09, 4.16e-09, 9.54e-09, 5.27e-09, 0.00e+00, 2.79e-08, 3.38e-08] [5.98e-07, 8.67e-07, 6.76e-07, 4.44e-07, 6.38e-07, 4.60e-07, 8.30e-08, 3.12e-09, 7.67e-08, 5.39e-08, 1.33e-06, 1.03e-06, 1.34e-06, 1.56e-07, 3.60e-09, 1.70e-09, 4.16e-09, 9.54e-09, 5.27e-09, 0.00e+00, 2.79e-08, 3.38e-08] []
323400 [4.42e-07, 7.45e-07, 5.77e-07, 3.23e-07, 6.15e-07, 5.93e-07, 5.67e-08, 4.33e-10, 1.30e-10, 1.75e-11, 6.93e-07, 7.75e-07, 4.36e-07, 6.53e-09, 2.49e-09, 1.42e-11, 2.50e-11, 4.85e-10, 1.87e-10, 5.73e-12, 7.95e-09, 5.61e-10] [4.42e-07, 7.45e-07, 5.77e-07, 3.23e-07, 6.15e-07, 5.93e-07, 5.67e-08, 4.33e-10, 1.30e-10, 1.75e-11, 6.93e-07, 7.75e-07, 4.36e-07, 6.53e-09, 2.49e-09, 1.42e-11, 2.50e-11, 4.85e-10, 1.87e-10, 5.73e-12, 7.95e-09, 5.61e-10] []
323500 [7.15e-07, 9.55e-07, 6.76e-07, 9.25e-07, 4.44e-07, 3.74e-07, 1.51e-07, 2.45e-06, 8.88e-06, 3.48e-07, 2.57e-06, 2.42e-06, 5.78e-06, 4.29e-06, 1.01e-14, 2.53e-09, 0.00e+00, 1.87e-10, 3.07e-07, 9.06e-07, 1.91e-06, 4.44e-06] [7.15e-07, 9.55e-07, 6.76e-07, 9.25e-07, 4.44e-07, 3.74e-07, 1.51e-07, 2.45e-06, 8.88e-06, 3.48e-07, 2.57e-06, 2.42e-06, 5.78e-06, 4.29e-06, 1.01e-14, 2.53e-09, 0.00e+00, 1.87e-10, 3.07e-07, 9.06e-07, 1.91e-06, 4.44e-06] []
323600 [4.18e-07, 7.50e-07, 5.32e-07, 3.10e-07, 5.52e-07, 5.75e-07, 7.83e-08, 2.18e-10, 1.44e-09, 1.17e-08, 6.96e-07, 8.28e-07, 4.41e-07, 2.50e-07, 2.55e-10, 0.00e+00, 8.61e-11, 2.60e-10, 1.31e-09, 6.27e-10, 1.12e-08, 2.87e-09] [4.18e-07, 7.50e-07, 5.32e-07, 3.10e-07, 5.52e-07, 5.75e-07, 7.83e-08, 2.18e-10, 1.44e-09, 1.17e-08, 6.96e-07, 8.28e-07, 4.41e-07, 2.50e-07, 2.55e-10, 0.00e+00, 8.61e-11, 2.60e-10, 1.31e-09, 6.27e-10, 1.12e-08, 2.87e-09] []
323700 [8.47e-07, 1.12e-06, 7.96e-07, 6.07e-07, 6.22e-07, 4.71e-07, 6.17e-08, 8.68e-07, 1.66e-10, 6.36e-08, 1.26e-06, 3.37e-06, 1.89e-06, 2.89e-06, 0.00e+00, 2.21e-07, 1.50e-07, 2.87e-09, 4.73e-09, 2.17e-11, 5.07e-07, 1.82e-09] [8.47e-07, 1.12e-06, 7.96e-07, 6.07e-07, 6.22e-07, 4.71e-07, 6.17e-08, 8.68e-07, 1.66e-10, 6.36e-08, 1.26e-06, 3.37e-06, 1.89e-06, 2.89e-06, 0.00e+00, 2.21e-07, 1.50e-07, 2.87e-09, 4.73e-09, 2.17e-11, 5.07e-07, 1.82e-09] []
323800 [4.14e-07, 7.85e-07, 5.27e-07, 3.16e-07, 5.03e-07, 6.21e-07, 2.44e-07, 8.83e-08, 4.50e-09, 6.22e-09, 7.23e-07, 8.82e-07, 5.33e-07, 1.57e-08, 1.37e-09, 2.24e-10, 1.42e-10, 6.27e-10, 0.00e+00, 1.56e-08, 1.22e-07, 9.86e-08] [4.14e-07, 7.85e-07, 5.27e-07, 3.16e-07, 5.03e-07, 6.21e-07, 2.44e-07, 8.83e-08, 4.50e-09, 6.22e-09, 7.23e-07, 8.82e-07, 5.33e-07, 1.57e-08, 1.37e-09, 2.24e-10, 1.42e-10, 6.27e-10, 0.00e+00, 1.56e-08, 1.22e-07, 9.86e-08] []
323900 [1.01e-05, 6.03e-06, 2.53e-06, 3.46e-06, 1.32e-06, 3.08e-06, 8.98e-07, 8.94e-06, 8.31e-07, 1.84e-05, 2.70e-05, 1.22e-04, 1.68e-04, 7.41e-04, 2.71e-05, 4.14e-06, 7.63e-06, 6.64e-06, 0.00e+00, 0.00e+00, 3.68e-06, 7.40e-07] [1.01e-05, 6.03e-06, 2.53e-06, 3.46e-06, 1.32e-06, 3.08e-06, 8.98e-07, 8.94e-06, 8.31e-07, 1.84e-05, 2.70e-05, 1.22e-04, 1.68e-04, 7.41e-04, 2.71e-05, 4.14e-06, 7.63e-06, 6.64e-06, 0.00e+00, 0.00e+00, 3.68e-06, 7.40e-07] []
324000 [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08] [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 38.013580 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
324000 [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08] [4.45e-07, 8.11e-07, 5.55e-07, 3.19e-07, 5.52e-07, 5.45e-07, 7.88e-08, 4.41e-09, 3.39e-08, 1.43e-08, 7.64e-07, 8.93e-07, 5.17e-07, 1.21e-07, 9.17e-10, 0.00e+00, 1.10e-10, 1.43e-09, 4.96e-09, 0.00e+00, 2.61e-08, 1.34e-08] []
324100 [3.93e-06, 1.99e-06, 1.44e-06, 2.28e-06, 1.02e-06, 1.68e-06, 7.78e-07, 4.26e-06, 1.15e-04, 5.16e-06, 2.01e-05, 7.32e-05, 1.45e-05, 1.52e-04, 8.15e-06, 1.21e-06, 5.10e-07, 1.34e-07, 0.00e+00, 0.00e+00, 5.00e-06, 1.37e-04] [3.93e-06, 1.99e-06, 1.44e-06, 2.28e-06, 1.02e-06, 1.68e-06, 7.78e-07, 4.26e-06, 1.15e-04, 5.16e-06, 2.01e-05, 7.32e-05, 1.45e-05, 1.52e-04, 8.15e-06, 1.21e-06, 5.10e-07, 1.34e-07, 0.00e+00, 0.00e+00, 5.00e-06, 1.37e-04] []
324200 [4.39e-07, 7.50e-07, 4.99e-07, 3.00e-07, 5.11e-07, 5.47e-07, 7.74e-08, 1.48e-09, 9.95e-10, 2.72e-09, 7.20e-07, 7.61e-07, 5.50e-07, 2.38e-07, 1.11e-08, 3.34e-10, 3.15e-10, 2.00e-09, 2.00e-09, 1.49e-10, 8.12e-09, 7.87e-10] [4.39e-07, 7.50e-07, 4.99e-07, 3.00e-07, 5.11e-07, 5.47e-07, 7.74e-08, 1.48e-09, 9.95e-10, 2.72e-09, 7.20e-07, 7.61e-07, 5.50e-07, 2.38e-07, 1.11e-08, 3.34e-10, 3.15e-10, 2.00e-09, 2.00e-09, 1.49e-10, 8.12e-09, 7.87e-10] []
324300 [9.26e-07, 1.01e-06, 7.14e-07, 8.64e-07, 3.93e-07, 5.60e-07, 1.48e-07, 3.39e-07, 1.29e-06, 1.04e-06, 3.82e-06, 1.20e-05, 5.06e-06, 1.20e-05, 3.91e-07, 6.55e-08, 2.25e-09, 0.00e+00, 3.61e-09, 2.14e-07, 1.09e-08, 1.04e-06] [9.26e-07, 1.01e-06, 7.14e-07, 8.64e-07, 3.93e-07, 5.60e-07, 1.48e-07, 3.39e-07, 1.29e-06, 1.04e-06, 3.82e-06, 1.20e-05, 5.06e-06, 1.20e-05, 3.91e-07, 6.55e-08, 2.25e-09, 0.00e+00, 3.61e-09, 2.14e-07, 1.09e-08, 1.04e-06] []
324400 [4.22e-07, 8.16e-07, 5.09e-07, 3.77e-07, 4.25e-07, 6.49e-07, 4.75e-07, 4.87e-06, 2.55e-05, 2.86e-08, 6.82e-07, 8.62e-07, 5.36e-07, 1.99e-07, 3.95e-09, 0.00e+00, 1.31e-09, 4.99e-10, 0.00e+00, 1.27e-05, 2.56e-06, 5.52e-05] [4.22e-07, 8.16e-07, 5.09e-07, 3.77e-07, 4.25e-07, 6.49e-07, 4.75e-07, 4.87e-06, 2.55e-05, 2.86e-08, 6.82e-07, 8.62e-07, 5.36e-07, 1.99e-07, 3.95e-09, 0.00e+00, 1.31e-09, 4.99e-10, 0.00e+00, 1.27e-05, 2.56e-06, 5.52e-05] []
324500 [1.03e-05, 3.96e-06, 3.00e-06, 6.29e-06, 2.33e-06, 5.48e-06, 2.14e-06, 1.56e-04, 1.65e-07, 2.51e-05, 2.57e-05, 1.10e-04, 1.46e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 9.57e-08] [1.03e-05, 3.96e-06, 3.00e-06, 6.29e-06, 2.33e-06, 5.48e-06, 2.14e-06, 1.56e-04, 1.65e-07, 2.51e-05, 2.57e-05, 1.10e-04, 1.46e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-04, 9.57e-08] []
324600 [4.96e-07, 9.24e-07, 5.95e-07, 4.48e-07, 3.64e-07, 5.23e-07, 9.41e-08, 6.56e-08, 4.73e-09, 4.71e-08, 8.87e-07, 8.64e-07, 6.72e-07, 5.21e-07, 9.51e-10, 0.00e+00, 1.70e-09, 1.67e-09, 3.01e-08, 2.57e-11, 1.95e-07, 3.03e-08] [4.96e-07, 9.24e-07, 5.95e-07, 4.48e-07, 3.64e-07, 5.23e-07, 9.41e-08, 6.56e-08, 4.73e-09, 4.71e-08, 8.87e-07, 8.64e-07, 6.72e-07, 5.21e-07, 9.51e-10, 0.00e+00, 1.70e-09, 1.67e-09, 3.01e-08, 2.57e-11, 1.95e-07, 3.03e-08] []
324700 [4.00e-07, 7.76e-07, 4.98e-07, 3.33e-07, 3.57e-07, 5.91e-07, 7.91e-08, 6.60e-09, 1.24e-10, 5.38e-12, 6.62e-07, 7.18e-07, 3.88e-07, 2.98e-09, 7.07e-09, 1.15e-10, 9.76e-11, 1.19e-09, 1.86e-10, 2.66e-10, 2.97e-08, 7.83e-10] [4.00e-07, 7.76e-07, 4.98e-07, 3.33e-07, 3.57e-07, 5.91e-07, 7.91e-08, 6.60e-09, 1.24e-10, 5.38e-12, 6.62e-07, 7.18e-07, 3.88e-07, 2.98e-09, 7.07e-09, 1.15e-10, 9.76e-11, 1.19e-09, 1.86e-10, 2.66e-10, 2.97e-08, 7.83e-10] []
324800 [8.59e-05, 2.39e-05, 9.29e-06, 1.99e-05, 1.35e-05, 1.24e-05, 4.26e-06, 1.83e-06, 8.80e-04, 1.32e-04, 3.35e-04, 1.16e-03, 1.37e-03, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 9.93e-04] [8.59e-05, 2.39e-05, 9.29e-06, 1.99e-05, 1.35e-05, 1.24e-05, 4.26e-06, 1.83e-06, 8.80e-04, 1.32e-04, 3.35e-04, 1.16e-03, 1.37e-03, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 9.93e-04] []
324900 [5.88e-07, 1.07e-06, 7.00e-07, 8.45e-07, 2.68e-07, 7.57e-07, 1.62e-07, 3.00e-10, 4.55e-08, 1.52e-07, 8.59e-07, 1.66e-06, 7.47e-07, 1.44e-06, 0.00e+00, 3.57e-09, 9.83e-09, 0.00e+00, 4.22e-10, 0.00e+00, 1.75e-08, 3.75e-08] [5.88e-07, 1.07e-06, 7.00e-07, 8.45e-07, 2.68e-07, 7.57e-07, 1.62e-07, 3.00e-10, 4.55e-08, 1.52e-07, 8.59e-07, 1.66e-06, 7.47e-07, 1.44e-06, 0.00e+00, 3.57e-09, 9.83e-09, 0.00e+00, 4.22e-10, 0.00e+00, 1.75e-08, 3.75e-08] []
325000 [3.94e-07, 8.60e-07, 5.47e-07, 4.51e-07, 3.52e-07, 6.51e-07, 1.06e-07, 2.34e-10, 3.84e-12, 4.91e-10, 6.02e-07, 8.05e-07, 5.22e-07, 2.64e-08, 1.38e-08, 2.01e-11, 1.36e-09, 1.67e-09, 5.83e-10, 4.52e-11, 1.46e-08, 9.53e-10] [3.94e-07, 8.60e-07, 5.47e-07, 4.51e-07, 3.52e-07, 6.51e-07, 1.06e-07, 2.34e-10, 3.84e-12, 4.91e-10, 6.02e-07, 8.05e-07, 5.22e-07, 2.64e-08, 1.38e-08, 2.01e-11, 1.36e-09, 1.67e-09, 5.83e-10, 4.52e-11, 1.46e-08, 9.53e-10] []
325100 [3.72e-07, 7.76e-07, 4.55e-07, 3.76e-07, 3.28e-07, 6.31e-07, 8.82e-08, 2.95e-10, 6.39e-13, 1.12e-08, 6.12e-07, 8.21e-07, 5.09e-07, 3.02e-07, 1.89e-08, 1.56e-09, 1.28e-09, 3.42e-09, 1.67e-09, 1.16e-10, 1.73e-08, 1.14e-09] [3.72e-07, 7.76e-07, 4.55e-07, 3.76e-07, 3.28e-07, 6.31e-07, 8.82e-08, 2.95e-10, 6.39e-13, 1.12e-08, 6.12e-07, 8.21e-07, 5.09e-07, 3.02e-07, 1.89e-08, 1.56e-09, 1.28e-09, 3.42e-09, 1.67e-09, 1.16e-10, 1.73e-08, 1.14e-09] []
325200 [5.66e-07, 9.36e-07, 5.42e-07, 4.37e-07, 4.78e-07, 5.00e-07, 7.74e-08, 3.73e-06, 6.27e-08, 6.42e-09, 9.42e-07, 9.45e-07, 8.51e-07, 3.37e-07, 2.75e-08, 1.50e-08, 2.49e-09, 7.33e-09, 0.00e+00, 0.00e+00, 1.02e-05, 1.20e-07] [5.66e-07, 9.36e-07, 5.42e-07, 4.37e-07, 4.78e-07, 5.00e-07, 7.74e-08, 3.73e-06, 6.27e-08, 6.42e-09, 9.42e-07, 9.45e-07, 8.51e-07, 3.37e-07, 2.75e-08, 1.50e-08, 2.49e-09, 7.33e-09, 0.00e+00, 0.00e+00, 1.02e-05, 1.20e-07] []
325300 [3.77e-07, 7.78e-07, 4.61e-07, 3.31e-07, 4.14e-07, 5.86e-07, 6.87e-08, 6.84e-10, 4.81e-10, 2.99e-10, 6.69e-07, 7.70e-07, 4.70e-07, 2.05e-09, 8.64e-09, 3.09e-11, 1.20e-10, 2.20e-09, 1.06e-09, 1.45e-10, 1.11e-08, 9.71e-10] [3.77e-07, 7.78e-07, 4.61e-07, 3.31e-07, 4.14e-07, 5.86e-07, 6.87e-08, 6.84e-10, 4.81e-10, 2.99e-10, 6.69e-07, 7.70e-07, 4.70e-07, 2.05e-09, 8.64e-09, 3.09e-11, 1.20e-10, 2.20e-09, 1.06e-09, 1.45e-10, 1.11e-08, 9.71e-10] []
325400 [4.82e-06, 2.60e-06, 1.52e-06, 4.19e-06, 1.20e-06, 4.10e-06, 1.19e-06, 8.16e-05, 1.18e-05, 1.36e-05, 1.55e-05, 6.27e-05, 1.25e-04, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-08, 3.22e-05, 0.00e+00, 1.47e-04, 8.52e-06] [4.82e-06, 2.60e-06, 1.52e-06, 4.19e-06, 1.20e-06, 4.10e-06, 1.19e-06, 8.16e-05, 1.18e-05, 1.36e-05, 1.55e-05, 6.27e-05, 1.25e-04, 2.16e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-08, 3.22e-05, 0.00e+00, 1.47e-04, 8.52e-06] []
325500 [4.74e-07, 8.39e-07, 4.90e-07, 3.73e-07, 4.15e-07, 4.92e-07, 1.01e-07, 2.48e-08, 2.54e-09, 2.81e-11, 7.63e-07, 7.41e-07, 4.97e-07, 5.39e-08, 9.54e-09, 6.15e-10, 4.03e-10, 2.09e-09, 2.50e-10, 0.00e+00, 1.52e-08, 6.86e-09] [4.74e-07, 8.39e-07, 4.90e-07, 3.73e-07, 4.15e-07, 4.92e-07, 1.01e-07, 2.48e-08, 2.54e-09, 2.81e-11, 7.63e-07, 7.41e-07, 4.97e-07, 5.39e-08, 9.54e-09, 6.15e-10, 4.03e-10, 2.09e-09, 2.50e-10, 0.00e+00, 1.52e-08, 6.86e-09] []
325600 [4.25e-07, 8.15e-07, 4.44e-07, 3.22e-07, 3.62e-07, 6.40e-07, 9.24e-08, 3.77e-09, 1.50e-10, 1.42e-07, 8.12e-07, 1.48e-06, 2.32e-06, 5.60e-06, 1.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.54e-10, 1.75e-10, 2.71e-08, 2.60e-09] [4.25e-07, 8.15e-07, 4.44e-07, 3.22e-07, 3.62e-07, 6.40e-07, 9.24e-08, 3.77e-09, 1.50e-10, 1.42e-07, 8.12e-07, 1.48e-06, 2.32e-06, 5.60e-06, 1.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.54e-10, 1.75e-10, 2.71e-08, 2.60e-09] []
325700 [5.03e-07, 8.07e-07, 4.83e-07, 3.53e-07, 4.19e-07, 4.82e-07, 9.70e-08, 1.44e-06, 3.48e-07, 1.53e-08, 8.25e-07, 1.80e-06, 2.13e-06, 5.17e-07, 1.23e-08, 1.29e-08, 6.01e-12, 2.40e-09, 1.28e-07, 0.00e+00, 8.39e-07, 3.91e-07] [5.03e-07, 8.07e-07, 4.83e-07, 3.53e-07, 4.19e-07, 4.82e-07, 9.70e-08, 1.44e-06, 3.48e-07, 1.53e-08, 8.25e-07, 1.80e-06, 2.13e-06, 5.17e-07, 1.23e-08, 1.29e-08, 6.01e-12, 2.40e-09, 1.28e-07, 0.00e+00, 8.39e-07, 3.91e-07] []
325800 [1.38e-05, 5.19e-06, 1.97e-06, 3.00e-06, 1.29e-06, 3.68e-06, 8.81e-07, 2.55e-05, 2.59e-05, 1.92e-05, 2.54e-05, 1.31e-04, 2.61e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-07, 2.82e-05, 3.78e-06] [1.38e-05, 5.19e-06, 1.97e-06, 3.00e-06, 1.29e-06, 3.68e-06, 8.81e-07, 2.55e-05, 2.59e-05, 1.92e-05, 2.54e-05, 1.31e-04, 2.61e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.54e-07, 2.82e-05, 3.78e-06] []
325900 [5.79e-06, 2.76e-06, 1.44e-06, 1.66e-06, 6.72e-07, 1.68e-06, 2.98e-07, 1.80e-08, 2.45e-06, 1.30e-05, 2.03e-05, 8.37e-05, 2.76e-05, 2.85e-04, 1.03e-05, 3.42e-06, 5.69e-07, 2.35e-07, 3.56e-09, 1.27e-07, 1.60e-08, 7.09e-07] [5.79e-06, 2.76e-06, 1.44e-06, 1.66e-06, 6.72e-07, 1.68e-06, 2.98e-07, 1.80e-08, 2.45e-06, 1.30e-05, 2.03e-05, 8.37e-05, 2.76e-05, 2.85e-04, 1.03e-05, 3.42e-06, 5.69e-07, 2.35e-07, 3.56e-09, 1.27e-07, 1.60e-08, 7.09e-07] []
326000 [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09] [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.766745 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
326000 [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09] [6.20e-07, 9.38e-07, 4.52e-07, 3.45e-07, 3.83e-07, 7.16e-07, 1.20e-07, 2.98e-07, 9.73e-11, 5.13e-07, 1.28e-06, 3.91e-06, 6.59e-06, 2.21e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-11, 3.47e-07, 3.66e-09] []
326100 [4.95e-07, 8.57e-07, 5.28e-07, 3.56e-07, 4.13e-07, 5.32e-07, 9.10e-08, 3.48e-09, 5.85e-09, 1.31e-08, 1.09e-06, 1.20e-06, 8.46e-07, 1.49e-07, 1.64e-09, 0.00e+00, 3.54e-09, 4.88e-10, 2.49e-09, 1.50e-09, 1.69e-08, 6.96e-09] [4.95e-07, 8.57e-07, 5.28e-07, 3.56e-07, 4.13e-07, 5.32e-07, 9.10e-08, 3.48e-09, 5.85e-09, 1.31e-08, 1.09e-06, 1.20e-06, 8.46e-07, 1.49e-07, 1.64e-09, 0.00e+00, 3.54e-09, 4.88e-10, 2.49e-09, 1.50e-09, 1.69e-08, 6.96e-09] []
326200 [3.79e-07, 7.35e-07, 4.06e-07, 2.96e-07, 3.78e-07, 6.30e-07, 3.84e-07, 2.90e-08, 3.40e-07, 1.62e-08, 7.71e-07, 9.99e-07, 4.51e-07, 4.41e-07, 3.54e-09, 0.00e+00, 1.75e-09, 2.12e-09, 6.44e-09, 0.00e+00, 2.91e-08, 4.46e-07] [3.79e-07, 7.35e-07, 4.06e-07, 2.96e-07, 3.78e-07, 6.30e-07, 3.84e-07, 2.90e-08, 3.40e-07, 1.62e-08, 7.71e-07, 9.99e-07, 4.51e-07, 4.41e-07, 3.54e-09, 0.00e+00, 1.75e-09, 2.12e-09, 6.44e-09, 0.00e+00, 2.91e-08, 4.46e-07] []
326300 [8.30e-07, 8.65e-07, 9.42e-07, 1.10e-06, 4.77e-07, 5.42e-07, 3.36e-07, 1.09e-06, 1.83e-08, 1.01e-07, 2.50e-06, 3.59e-06, 7.24e-06, 7.00e-06, 1.07e-07, 9.62e-08, 2.50e-07, 1.79e-07, 1.79e-08, 0.00e+00, 8.23e-08, 2.37e-07] [8.30e-07, 8.65e-07, 9.42e-07, 1.10e-06, 4.77e-07, 5.42e-07, 3.36e-07, 1.09e-06, 1.83e-08, 1.01e-07, 2.50e-06, 3.59e-06, 7.24e-06, 7.00e-06, 1.07e-07, 9.62e-08, 2.50e-07, 1.79e-07, 1.79e-08, 0.00e+00, 8.23e-08, 2.37e-07] []
326400 [3.88e-07, 7.90e-07, 5.06e-07, 4.56e-07, 3.91e-07, 5.69e-07, 1.09e-07, 2.76e-08, 5.67e-11, 2.38e-10, 6.43e-07, 7.43e-07, 4.43e-07, 1.46e-08, 9.01e-09, 1.37e-10, 9.57e-10, 2.11e-09, 2.48e-09, 3.90e-10, 2.32e-08, 4.88e-09] [3.88e-07, 7.90e-07, 5.06e-07, 4.56e-07, 3.91e-07, 5.69e-07, 1.09e-07, 2.76e-08, 5.67e-11, 2.38e-10, 6.43e-07, 7.43e-07, 4.43e-07, 1.46e-08, 9.01e-09, 1.37e-10, 9.57e-10, 2.11e-09, 2.48e-09, 3.90e-10, 2.32e-08, 4.88e-09] []
326500 [5.62e-05, 2.06e-05, 5.42e-06, 1.67e-05, 5.59e-06, 1.30e-05, 2.33e-06, 2.17e-04, 2.11e-07, 9.49e-05, 7.69e-05, 6.00e-04, 6.97e-04, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.28e-08, 2.53e-04, 2.59e-07] [5.62e-05, 2.06e-05, 5.42e-06, 1.67e-05, 5.59e-06, 1.30e-05, 2.33e-06, 2.17e-04, 2.11e-07, 9.49e-05, 7.69e-05, 6.00e-04, 6.97e-04, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.28e-08, 2.53e-04, 2.59e-07] []
326600 [4.34e-07, 7.76e-07, 5.17e-07, 4.31e-07, 3.26e-07, 5.06e-07, 1.08e-07, 4.51e-10, 2.65e-07, 3.94e-10, 8.15e-07, 7.87e-07, 6.33e-07, 6.79e-08, 8.90e-09, 5.96e-11, 8.30e-10, 5.20e-09, 2.08e-09, 1.36e-08, 1.48e-08, 8.63e-08] [4.34e-07, 7.76e-07, 5.17e-07, 4.31e-07, 3.26e-07, 5.06e-07, 1.08e-07, 4.51e-10, 2.65e-07, 3.94e-10, 8.15e-07, 7.87e-07, 6.33e-07, 6.79e-08, 8.90e-09, 5.96e-11, 8.30e-10, 5.20e-09, 2.08e-09, 1.36e-08, 1.48e-08, 8.63e-08] []
326700 [5.41e-06, 2.78e-06, 1.82e-06, 2.09e-06, 9.50e-07, 1.71e-06, 9.45e-07, 2.02e-05, 1.17e-04, 6.33e-05, 1.10e-04, 7.96e-05, 9.80e-05, 6.14e-04, 1.33e-05, 1.79e-06, 1.23e-10, 1.02e-07, 1.86e-06, 6.83e-06, 1.07e-05, 3.22e-05] [5.41e-06, 2.78e-06, 1.82e-06, 2.09e-06, 9.50e-07, 1.71e-06, 9.45e-07, 2.02e-05, 1.17e-04, 6.33e-05, 1.10e-04, 7.96e-05, 9.80e-05, 6.14e-04, 1.33e-05, 1.79e-06, 1.23e-10, 1.02e-07, 1.86e-06, 6.83e-06, 1.07e-05, 3.22e-05] []
326800 [3.89e-07, 7.64e-07, 4.46e-07, 3.61e-07, 2.95e-07, 5.93e-07, 1.91e-07, 9.66e-09, 5.92e-12, 5.66e-08, 6.93e-07, 1.11e-06, 9.78e-07, 2.17e-06, 0.00e+00, 0.00e+00, 5.99e-13, 0.00e+00, 1.66e-10, 0.00e+00, 2.16e-08, 9.42e-09] [3.89e-07, 7.64e-07, 4.46e-07, 3.61e-07, 2.95e-07, 5.93e-07, 1.91e-07, 9.66e-09, 5.92e-12, 5.66e-08, 6.93e-07, 1.11e-06, 9.78e-07, 2.17e-06, 0.00e+00, 0.00e+00, 5.99e-13, 0.00e+00, 1.66e-10, 0.00e+00, 2.16e-08, 9.42e-09] []
326900 [4.95e-07, 9.25e-07, 5.34e-07, 4.72e-07, 4.24e-07, 5.03e-07, 1.07e-07, 1.57e-07, 8.53e-09, 7.24e-08, 8.50e-07, 1.20e-06, 1.74e-06, 1.40e-06, 8.64e-09, 0.00e+00, 0.00e+00, 1.90e-10, 3.54e-08, 7.94e-12, 2.17e-07, 1.77e-08] [4.95e-07, 9.25e-07, 5.34e-07, 4.72e-07, 4.24e-07, 5.03e-07, 1.07e-07, 1.57e-07, 8.53e-09, 7.24e-08, 8.50e-07, 1.20e-06, 1.74e-06, 1.40e-06, 8.64e-09, 0.00e+00, 0.00e+00, 1.90e-10, 3.54e-08, 7.94e-12, 2.17e-07, 1.77e-08] []
327000 [3.94e-07, 8.08e-07, 4.49e-07, 3.17e-07, 3.74e-07, 6.26e-07, 1.03e-07, 2.16e-11, 3.61e-09, 9.70e-08, 7.76e-07, 1.33e-06, 1.57e-06, 4.28e-06, 1.04e-09, 0.00e+00, 0.00e+00, 3.25e-10, 1.26e-09, 1.07e-09, 2.60e-08, 5.17e-09] [3.94e-07, 8.08e-07, 4.49e-07, 3.17e-07, 3.74e-07, 6.26e-07, 1.03e-07, 2.16e-11, 3.61e-09, 9.70e-08, 7.76e-07, 1.33e-06, 1.57e-06, 4.28e-06, 1.04e-09, 0.00e+00, 0.00e+00, 3.25e-10, 1.26e-09, 1.07e-09, 2.60e-08, 5.17e-09] []
327100 [5.57e-07, 8.28e-07, 5.08e-07, 4.66e-07, 4.10e-07, 4.47e-07, 1.15e-07, 5.46e-07, 8.11e-07, 1.03e-07, 8.85e-07, 1.66e-06, 9.98e-07, 2.57e-06, 1.14e-07, 1.19e-08, 0.00e+00, 5.99e-09, 4.65e-08, 0.00e+00, 2.97e-07, 7.41e-07] [5.57e-07, 8.28e-07, 5.08e-07, 4.66e-07, 4.10e-07, 4.47e-07, 1.15e-07, 5.46e-07, 8.11e-07, 1.03e-07, 8.85e-07, 1.66e-06, 9.98e-07, 2.57e-06, 1.14e-07, 1.19e-08, 0.00e+00, 5.99e-09, 4.65e-08, 0.00e+00, 2.97e-07, 7.41e-07] []
327200 [6.60e-05, 1.96e-05, 5.70e-06, 1.30e-05, 4.78e-06, 1.21e-05, 2.35e-06, 1.57e-04, 1.22e-04, 8.18e-05, 1.07e-04, 5.40e-04, 1.11e-03, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.13e-04, 1.07e-04] [6.60e-05, 1.96e-05, 5.70e-06, 1.30e-05, 4.78e-06, 1.21e-05, 2.35e-06, 1.57e-04, 1.22e-04, 8.18e-05, 1.07e-04, 5.40e-04, 1.11e-03, 3.37e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.13e-04, 1.07e-04] []
327300 [4.32e-07, 7.36e-07, 4.37e-07, 4.14e-07, 3.29e-07, 5.00e-07, 2.36e-07, 1.79e-10, 1.14e-08, 3.23e-08, 6.77e-07, 8.00e-07, 6.32e-07, 4.10e-07, 1.01e-08, 2.93e-09, 6.24e-09, 1.83e-09, 2.66e-09, 7.73e-13, 1.74e-08, 5.13e-09] [4.32e-07, 7.36e-07, 4.37e-07, 4.14e-07, 3.29e-07, 5.00e-07, 2.36e-07, 1.79e-10, 1.14e-08, 3.23e-08, 6.77e-07, 8.00e-07, 6.32e-07, 4.10e-07, 1.01e-08, 2.93e-09, 6.24e-09, 1.83e-09, 2.66e-09, 7.73e-13, 1.74e-08, 5.13e-09] []
327400 [6.11e-07, 7.92e-07, 5.25e-07, 4.16e-07, 4.40e-07, 4.38e-07, 1.16e-07, 4.09e-07, 7.76e-08, 7.68e-08, 9.34e-07, 1.39e-06, 1.38e-06, 3.47e-06, 7.47e-08, 9.74e-09, 6.96e-08, 4.50e-09, 0.00e+00, 8.82e-09, 5.41e-07, 5.45e-08] [6.11e-07, 7.92e-07, 5.25e-07, 4.16e-07, 4.40e-07, 4.38e-07, 1.16e-07, 4.09e-07, 7.76e-08, 7.68e-08, 9.34e-07, 1.39e-06, 1.38e-06, 3.47e-06, 7.47e-08, 9.74e-09, 6.96e-08, 4.50e-09, 0.00e+00, 8.82e-09, 5.41e-07, 5.45e-08] []
327500 [4.98e-07, 7.99e-07, 4.44e-07, 3.61e-07, 3.65e-07, 6.54e-07, 1.24e-07, 1.95e-08, 5.37e-08, 1.93e-07, 1.64e-06, 2.61e-06, 8.92e-06, 1.13e-05, 3.35e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-10, 0.00e+00, 4.40e-08, 7.46e-08] [4.98e-07, 7.99e-07, 4.44e-07, 3.61e-07, 3.65e-07, 6.54e-07, 1.24e-07, 1.95e-08, 5.37e-08, 1.93e-07, 1.64e-06, 2.61e-06, 8.92e-06, 1.13e-05, 3.35e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-10, 0.00e+00, 4.40e-08, 7.46e-08] []
327600 [4.80e-07, 8.54e-07, 5.34e-07, 4.26e-07, 3.05e-07, 5.11e-07, 4.24e-07, 1.23e-06, 1.45e-06, 5.19e-09, 8.39e-07, 1.32e-06, 1.02e-06, 1.15e-07, 2.03e-08, 6.56e-09, 5.81e-09, 5.36e-10, 0.00e+00, 0.00e+00, 2.29e-06, 9.56e-08] [4.80e-07, 8.54e-07, 5.34e-07, 4.26e-07, 3.05e-07, 5.11e-07, 4.24e-07, 1.23e-06, 1.45e-06, 5.19e-09, 8.39e-07, 1.32e-06, 1.02e-06, 1.15e-07, 2.03e-08, 6.56e-09, 5.81e-09, 5.36e-10, 0.00e+00, 0.00e+00, 2.29e-06, 9.56e-08] []
327700 [5.61e-06, 3.20e-06, 1.63e-06, 3.20e-06, 6.90e-07, 2.02e-06, 8.92e-07, 2.98e-06, 7.32e-08, 6.31e-06, 8.49e-06, 4.80e-05, 6.80e-05, 2.66e-04, 1.23e-05, 1.59e-07, 2.79e-06, 1.24e-06, 0.00e+00, 0.00e+00, 2.03e-06, 8.20e-08] [5.61e-06, 3.20e-06, 1.63e-06, 3.20e-06, 6.90e-07, 2.02e-06, 8.92e-07, 2.98e-06, 7.32e-08, 6.31e-06, 8.49e-06, 4.80e-05, 6.80e-05, 2.66e-04, 1.23e-05, 1.59e-07, 2.79e-06, 1.24e-06, 0.00e+00, 0.00e+00, 2.03e-06, 8.20e-08] []
327800 [4.07e-07, 7.48e-07, 4.90e-07, 3.54e-07, 3.30e-07, 5.07e-07, 1.17e-07, 5.87e-08, 1.02e-13, 1.07e-09, 6.79e-07, 7.40e-07, 5.52e-07, 2.07e-08, 4.66e-09, 2.03e-10, 2.82e-10, 5.00e-10, 2.64e-09, 5.81e-11, 1.99e-08, 2.69e-09] [4.07e-07, 7.48e-07, 4.90e-07, 3.54e-07, 3.30e-07, 5.07e-07, 1.17e-07, 5.87e-08, 1.02e-13, 1.07e-09, 6.79e-07, 7.40e-07, 5.52e-07, 2.07e-08, 4.66e-09, 2.03e-10, 2.82e-10, 5.00e-10, 2.64e-09, 5.81e-11, 1.99e-08, 2.69e-09] []
327900 [7.08e-07, 9.13e-07, 5.37e-07, 5.34e-07, 3.74e-07, 5.42e-07, 1.23e-07, 9.84e-07, 1.82e-06, 3.50e-07, 2.20e-06, 4.42e-06, 1.13e-05, 7.47e-06, 7.37e-09, 7.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-07, 1.40e-06, 8.73e-07] [7.08e-07, 9.13e-07, 5.37e-07, 5.34e-07, 3.74e-07, 5.42e-07, 1.23e-07, 9.84e-07, 1.82e-06, 3.50e-07, 2.20e-06, 4.42e-06, 1.13e-05, 7.47e-06, 7.37e-09, 7.71e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-07, 1.40e-06, 8.73e-07] []
328000 [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06] [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.091434 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
328000 [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06] [5.25e-07, 2.74e-06, 6.16e-07, 2.00e-06, 9.62e-07, 1.91e-06, 1.14e-06, 2.02e-06, 1.17e-05, 9.99e-07, 1.80e-05, 5.38e-05, 4.09e-05, 2.09e-04, 6.41e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.06e-06, 2.01e-06] []
328100 [8.69e-07, 1.20e-06, 6.59e-07, 1.87e-06, 3.20e-07, 7.68e-07, 3.08e-07, 7.05e-06, 7.16e-06, 4.46e-07, 4.32e-06, 9.58e-06, 4.48e-05, 2.64e-05, 5.04e-10, 1.64e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-06, 4.80e-06, 6.34e-06] [8.69e-07, 1.20e-06, 6.59e-07, 1.87e-06, 3.20e-07, 7.68e-07, 3.08e-07, 7.05e-06, 7.16e-06, 4.46e-07, 4.32e-06, 9.58e-06, 4.48e-05, 2.64e-05, 5.04e-10, 1.64e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-06, 4.80e-06, 6.34e-06] []
328200 [9.12e-07, 1.10e-06, 4.82e-07, 4.43e-07, 3.12e-07, 8.29e-07, 1.57e-07, 6.96e-09, 3.34e-09, 1.26e-06, 1.90e-06, 7.61e-06, 1.19e-05, 4.68e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-11, 9.00e-11, 3.77e-08, 4.23e-09] [9.12e-07, 1.10e-06, 4.82e-07, 4.43e-07, 3.12e-07, 8.29e-07, 1.57e-07, 6.96e-09, 3.34e-09, 1.26e-06, 1.90e-06, 7.61e-06, 1.19e-05, 4.68e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.38e-11, 9.00e-11, 3.77e-08, 4.23e-09] []
328300 [4.31e-07, 7.72e-07, 5.09e-07, 3.84e-07, 3.48e-07, 4.96e-07, 1.06e-07, 1.32e-09, 2.45e-08, 8.41e-09, 7.47e-07, 7.91e-07, 6.18e-07, 2.57e-07, 8.30e-09, 0.00e+00, 0.00e+00, 1.36e-09, 9.49e-11, 0.00e+00, 3.30e-08, 2.91e-08] [4.31e-07, 7.72e-07, 5.09e-07, 3.84e-07, 3.48e-07, 4.96e-07, 1.06e-07, 1.32e-09, 2.45e-08, 8.41e-09, 7.47e-07, 7.91e-07, 6.18e-07, 2.57e-07, 8.30e-09, 0.00e+00, 0.00e+00, 1.36e-09, 9.49e-11, 0.00e+00, 3.30e-08, 2.91e-08] []
328400 [7.07e-07, 1.47e-06, 8.71e-07, 2.15e-06, 6.20e-07, 8.82e-07, 1.07e-06, 3.60e-05, 3.77e-05, 3.29e-06, 1.35e-05, 6.24e-05, 2.36e-05, 1.73e-04, 9.77e-06, 3.43e-06, 0.00e+00, 6.04e-11, 6.29e-06, 5.46e-06, 3.29e-05, 2.59e-05] [7.07e-07, 1.47e-06, 8.71e-07, 2.15e-06, 6.20e-07, 8.82e-07, 1.07e-06, 3.60e-05, 3.77e-05, 3.29e-06, 1.35e-05, 6.24e-05, 2.36e-05, 1.73e-04, 9.77e-06, 3.43e-06, 0.00e+00, 6.04e-11, 6.29e-06, 5.46e-06, 3.29e-05, 2.59e-05] []
328500 [1.25e-04, 4.25e-05, 1.33e-05, 2.34e-05, 8.41e-06, 2.62e-05, 4.68e-06, 3.06e-04, 3.62e-08, 1.78e-04, 1.66e-04, 1.24e-03, 1.32e-03, 6.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-04, 1.53e-07] [1.25e-04, 4.25e-05, 1.33e-05, 2.34e-05, 8.41e-06, 2.62e-05, 4.68e-06, 3.06e-04, 3.62e-08, 1.78e-04, 1.66e-04, 1.24e-03, 1.32e-03, 6.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.80e-04, 1.53e-07] []
328600 [7.38e-05, 2.52e-05, 2.17e-05, 3.36e-05, 3.45e-05, 2.73e-05, 6.89e-06, 6.43e-06, 1.05e-06, 3.79e-05, 3.85e-04, 1.45e-03, 1.01e-03, 1.56e-04, 2.63e-06, 0.00e+00, 3.16e-05, 5.12e-05, 1.27e-06, 5.75e-09, 9.42e-07, 6.60e-06] [7.38e-05, 2.52e-05, 2.17e-05, 3.36e-05, 3.45e-05, 2.73e-05, 6.89e-06, 6.43e-06, 1.05e-06, 3.79e-05, 3.85e-04, 1.45e-03, 1.01e-03, 1.56e-04, 2.63e-06, 0.00e+00, 3.16e-05, 5.12e-05, 1.27e-06, 5.75e-09, 9.42e-07, 6.60e-06] []
328700 [3.56e-05, 1.12e-05, 2.57e-06, 1.26e-05, 2.33e-05, 9.04e-06, 2.99e-06, 2.99e-06, 1.16e-06, 8.72e-07, 5.68e-05, 6.37e-04, 7.17e-04, 4.68e-05, 3.53e-07, 3.38e-09, 0.00e+00, 1.69e-05, 0.00e+00, 3.52e-07, 3.70e-06, 1.77e-06] [3.56e-05, 1.12e-05, 2.57e-06, 1.26e-05, 2.33e-05, 9.04e-06, 2.99e-06, 2.99e-06, 1.16e-06, 8.72e-07, 5.68e-05, 6.37e-04, 7.17e-04, 4.68e-05, 3.53e-07, 3.38e-09, 0.00e+00, 1.69e-05, 0.00e+00, 3.52e-07, 3.70e-06, 1.77e-06] []
328800 [3.68e-05, 9.66e-06, 7.10e-06, 1.19e-05, 1.88e-05, 6.16e-06, 1.43e-06, 8.23e-08, 3.76e-07, 2.29e-06, 9.37e-05, 9.01e-05, 1.16e-04, 2.52e-05, 9.68e-07, 3.91e-07, 0.00e+00, 1.09e-06, 5.16e-07, 3.75e-08, 1.72e-06, 2.36e-07] [3.68e-05, 9.66e-06, 7.10e-06, 1.19e-05, 1.88e-05, 6.16e-06, 1.43e-06, 8.23e-08, 3.76e-07, 2.29e-06, 9.37e-05, 9.01e-05, 1.16e-04, 2.52e-05, 9.68e-07, 3.91e-07, 0.00e+00, 1.09e-06, 5.16e-07, 3.75e-08, 1.72e-06, 2.36e-07] []
328900 [2.13e-05, 9.63e-06, 5.11e-06, 9.63e-06, 7.98e-06, 5.04e-06, 9.61e-07, 7.73e-08, 4.76e-09, 7.74e-09, 4.47e-05, 6.01e-05, 3.86e-05, 3.33e-07, 7.56e-08, 1.33e-08, 5.81e-09, 4.62e-07, 2.85e-09, 2.22e-09, 5.40e-09, 6.70e-08] [2.13e-05, 9.63e-06, 5.11e-06, 9.63e-06, 7.98e-06, 5.04e-06, 9.61e-07, 7.73e-08, 4.76e-09, 7.74e-09, 4.47e-05, 6.01e-05, 3.86e-05, 3.33e-07, 7.56e-08, 1.33e-08, 5.81e-09, 4.62e-07, 2.85e-09, 2.22e-09, 5.40e-09, 6.70e-08] []
329000 [1.61e-05, 9.47e-06, 4.42e-06, 8.83e-06, 5.63e-06, 4.45e-06, 8.40e-07, 1.00e-07, 5.98e-08, 6.56e-10, 3.12e-05, 5.73e-05, 3.22e-05, 1.81e-07, 4.02e-09, 1.49e-08, 9.61e-09, 2.25e-07, 0.00e+00, 0.00e+00, 1.77e-07, 1.47e-07] [1.61e-05, 9.47e-06, 4.42e-06, 8.83e-06, 5.63e-06, 4.45e-06, 8.40e-07, 1.00e-07, 5.98e-08, 6.56e-10, 3.12e-05, 5.73e-05, 3.22e-05, 1.81e-07, 4.02e-09, 1.49e-08, 9.61e-09, 2.25e-07, 0.00e+00, 0.00e+00, 1.77e-07, 1.47e-07] []
329100 [1.60e-05, 8.92e-06, 4.44e-06, 8.25e-06, 3.96e-06, 3.99e-06, 9.73e-07, 3.63e-04, 5.16e-08, 8.89e-08, 2.56e-05, 5.58e-05, 3.07e-05, 1.01e-06, 0.00e+00, 3.40e-07, 0.00e+00, 1.43e-06, 0.00e+00, 5.05e-08, 5.51e-04, 2.72e-07] [1.60e-05, 8.92e-06, 4.44e-06, 8.25e-06, 3.96e-06, 3.99e-06, 9.73e-07, 3.63e-04, 5.16e-08, 8.89e-08, 2.56e-05, 5.58e-05, 3.07e-05, 1.01e-06, 0.00e+00, 3.40e-07, 0.00e+00, 1.43e-06, 0.00e+00, 5.05e-08, 5.51e-04, 2.72e-07] []
329200 [1.19e-05, 8.50e-06, 3.73e-06, 7.97e-06, 4.26e-06, 4.63e-06, 8.38e-07, 1.60e-08, 4.08e-12, 7.64e-10, 2.30e-05, 5.50e-05, 2.77e-05, 9.74e-08, 0.00e+00, 1.89e-08, 2.26e-08, 6.28e-08, 0.00e+00, 2.31e-10, 4.63e-08, 6.29e-09] [1.19e-05, 8.50e-06, 3.73e-06, 7.97e-06, 4.26e-06, 4.63e-06, 8.38e-07, 1.60e-08, 4.08e-12, 7.64e-10, 2.30e-05, 5.50e-05, 2.77e-05, 9.74e-08, 0.00e+00, 1.89e-08, 2.26e-08, 6.28e-08, 0.00e+00, 2.31e-10, 4.63e-08, 6.29e-09] []
329300 [1.09e-05, 8.10e-06, 3.50e-06, 7.67e-06, 4.04e-06, 4.72e-06, 8.64e-07, 6.38e-08, 1.79e-09, 1.52e-10, 2.13e-05, 5.40e-05, 2.69e-05, 9.62e-08, 0.00e+00, 1.82e-08, 2.03e-08, 5.03e-08, 0.00e+00, 1.47e-09, 1.45e-07, 7.49e-09] [1.09e-05, 8.10e-06, 3.50e-06, 7.67e-06, 4.04e-06, 4.72e-06, 8.64e-07, 6.38e-08, 1.79e-09, 1.52e-10, 2.13e-05, 5.40e-05, 2.69e-05, 9.62e-08, 0.00e+00, 1.82e-08, 2.03e-08, 5.03e-08, 0.00e+00, 1.47e-09, 1.45e-07, 7.49e-09] []
329400 [1.99e-05, 8.00e-06, 4.29e-06, 1.06e-05, 5.03e-06, 5.48e-06, 1.56e-06, 3.88e-05, 2.51e-07, 1.75e-05, 3.39e-05, 1.53e-04, 1.08e-04, 4.89e-04, 0.00e+00, 0.00e+00, 1.80e-07, 0.00e+00, 7.34e-06, 3.76e-09, 3.70e-05, 1.30e-08] [1.99e-05, 8.00e-06, 4.29e-06, 1.06e-05, 5.03e-06, 5.48e-06, 1.56e-06, 3.88e-05, 2.51e-07, 1.75e-05, 3.39e-05, 1.53e-04, 1.08e-04, 4.89e-04, 0.00e+00, 0.00e+00, 1.80e-07, 0.00e+00, 7.34e-06, 3.76e-09, 3.70e-05, 1.30e-08] []
329500 [9.97e-06, 7.18e-06, 3.43e-06, 7.30e-06, 3.65e-06, 4.99e-06, 8.72e-07, 2.02e-08, 4.35e-10, 9.97e-09, 2.00e-05, 5.33e-05, 2.59e-05, 2.75e-07, 0.00e+00, 7.90e-09, 1.25e-08, 3.24e-08, 0.00e+00, 8.60e-10, 1.58e-07, 3.57e-09] [9.97e-06, 7.18e-06, 3.43e-06, 7.30e-06, 3.65e-06, 4.99e-06, 8.72e-07, 2.02e-08, 4.35e-10, 9.97e-09, 2.00e-05, 5.33e-05, 2.59e-05, 2.75e-07, 0.00e+00, 7.90e-09, 1.25e-08, 3.24e-08, 0.00e+00, 8.60e-10, 1.58e-07, 3.57e-09] []
329600 [9.30e-06, 6.95e-06, 3.31e-06, 7.10e-06, 3.61e-06, 5.16e-06, 8.92e-07, 1.17e-08, 1.39e-09, 4.45e-09, 1.90e-05, 5.23e-05, 2.57e-05, 3.80e-07, 0.00e+00, 3.65e-08, 1.44e-08, 2.15e-08, 1.96e-09, 2.22e-11, 2.25e-08, 8.76e-09] [9.30e-06, 6.95e-06, 3.31e-06, 7.10e-06, 3.61e-06, 5.16e-06, 8.92e-07, 1.17e-08, 1.39e-09, 4.45e-09, 1.90e-05, 5.23e-05, 2.57e-05, 3.80e-07, 0.00e+00, 3.65e-08, 1.44e-08, 2.15e-08, 1.96e-09, 2.22e-11, 2.25e-08, 8.76e-09] []
329700 [1.00e-05, 6.58e-06, 3.50e-06, 7.02e-06, 3.25e-06, 4.99e-06, 8.59e-07, 7.89e-08, 5.89e-07, 5.56e-08, 1.94e-05, 5.36e-05, 2.62e-05, 3.80e-06, 0.00e+00, 7.48e-09, 1.38e-09, 3.92e-09, 4.35e-09, 6.29e-08, 3.47e-08, 4.03e-07] [1.00e-05, 6.58e-06, 3.50e-06, 7.02e-06, 3.25e-06, 4.99e-06, 8.59e-07, 7.89e-08, 5.89e-07, 5.56e-08, 1.94e-05, 5.36e-05, 2.62e-05, 3.80e-06, 0.00e+00, 7.48e-09, 1.38e-09, 3.92e-09, 4.35e-09, 6.29e-08, 3.47e-08, 4.03e-07] []
329800 [8.81e-06, 6.41e-06, 3.32e-06, 6.93e-06, 3.40e-06, 5.19e-06, 8.52e-07, 7.79e-08, 9.97e-09, 1.10e-09, 1.82e-05, 5.18e-05, 2.55e-05, 1.06e-07, 0.00e+00, 1.84e-08, 2.56e-09, 1.21e-08, 0.00e+00, 0.00e+00, 1.68e-07, 1.17e-08] [8.81e-06, 6.41e-06, 3.32e-06, 6.93e-06, 3.40e-06, 5.19e-06, 8.52e-07, 7.79e-08, 9.97e-09, 1.10e-09, 1.82e-05, 5.18e-05, 2.55e-05, 1.06e-07, 0.00e+00, 1.84e-08, 2.56e-09, 1.21e-08, 0.00e+00, 0.00e+00, 1.68e-07, 1.17e-08] []
329900 [8.37e-06, 6.26e-06, 3.25e-06, 6.83e-06, 3.40e-06, 5.40e-06, 9.83e-07, 6.73e-07, 7.59e-07, 2.59e-08, 1.86e-05, 5.22e-05, 2.50e-05, 2.03e-07, 0.00e+00, 1.32e-08, 3.57e-09, 8.44e-09, 5.90e-08, 4.14e-09, 3.75e-07, 3.61e-08] [8.37e-06, 6.26e-06, 3.25e-06, 6.83e-06, 3.40e-06, 5.40e-06, 9.83e-07, 6.73e-07, 7.59e-07, 2.59e-08, 1.86e-05, 5.22e-05, 2.50e-05, 2.03e-07, 0.00e+00, 1.32e-08, 3.57e-09, 8.44e-09, 5.90e-08, 4.14e-09, 3.75e-07, 3.61e-08] []
330000 [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07] [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.414354 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
330000 [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07] [1.25e-05, 6.29e-06, 3.73e-06, 6.25e-06, 2.62e-06, 5.29e-06, 1.04e-06, 9.01e-08, 1.01e-06, 8.35e-10, 1.98e-05, 5.55e-05, 3.14e-05, 2.26e-05, 2.88e-09, 8.52e-08, 6.69e-10, 3.01e-07, 1.41e-08, 2.30e-08, 9.14e-08, 1.38e-07] []
330100 [8.25e-06, 5.94e-06, 3.21e-06, 6.58e-06, 3.30e-06, 5.34e-06, 9.49e-07, 2.69e-09, 5.12e-10, 6.64e-10, 1.74e-05, 5.12e-05, 2.51e-05, 1.22e-07, 8.53e-11, 1.58e-08, 2.19e-09, 1.07e-08, 1.00e-09, 2.30e-10, 7.24e-09, 3.86e-09] [8.25e-06, 5.94e-06, 3.21e-06, 6.58e-06, 3.30e-06, 5.34e-06, 9.49e-07, 2.69e-09, 5.12e-10, 6.64e-10, 1.74e-05, 5.12e-05, 2.51e-05, 1.22e-07, 8.53e-11, 1.58e-08, 2.19e-09, 1.07e-08, 1.00e-09, 2.30e-10, 7.24e-09, 3.86e-09] []
330200 [1.04e-04, 1.22e-05, 5.05e-06, 1.37e-05, 1.35e-05, 7.66e-06, 2.39e-06, 1.40e-05, 4.89e-04, 1.53e-04, 3.10e-04, 1.30e-03, 1.76e-03, 8.02e-03, 1.30e-04, 1.41e-04, 5.11e-05, 7.54e-05, 6.13e-06, 1.01e-04, 3.05e-05, 4.06e-04] [1.04e-04, 1.22e-05, 5.05e-06, 1.37e-05, 1.35e-05, 7.66e-06, 2.39e-06, 1.40e-05, 4.89e-04, 1.53e-04, 3.10e-04, 1.30e-03, 1.76e-03, 8.02e-03, 1.30e-04, 1.41e-04, 5.11e-05, 7.54e-05, 6.13e-06, 1.01e-04, 3.05e-05, 4.06e-04] []
330300 [8.34e-06, 5.73e-06, 3.29e-06, 6.45e-06, 3.28e-06, 5.15e-06, 7.97e-07, 4.41e-10, 4.00e-08, 5.87e-09, 1.71e-05, 5.10e-05, 2.52e-05, 4.31e-07, 1.69e-10, 8.16e-09, 1.71e-09, 5.93e-09, 3.34e-10, 5.21e-09, 1.32e-08, 3.48e-08] [8.34e-06, 5.73e-06, 3.29e-06, 6.45e-06, 3.28e-06, 5.15e-06, 7.97e-07, 4.41e-10, 4.00e-08, 5.87e-09, 1.71e-05, 5.10e-05, 2.52e-05, 4.31e-07, 1.69e-10, 8.16e-09, 1.71e-09, 5.93e-09, 3.34e-10, 5.21e-09, 1.32e-08, 3.48e-08] []
330400 [7.62e-06, 5.65e-06, 3.08e-06, 6.19e-06, 3.26e-06, 5.35e-06, 8.58e-07, 6.17e-09, 6.05e-11, 8.71e-09, 1.62e-05, 5.03e-05, 2.50e-05, 4.71e-07, 4.84e-10, 6.65e-09, 4.97e-10, 8.75e-09, 2.77e-10, 4.05e-12, 2.91e-08, 5.20e-09] [7.62e-06, 5.65e-06, 3.08e-06, 6.19e-06, 3.26e-06, 5.35e-06, 8.58e-07, 6.17e-09, 6.05e-11, 8.71e-09, 1.62e-05, 5.03e-05, 2.50e-05, 4.71e-07, 4.84e-10, 6.65e-09, 4.97e-10, 8.75e-09, 2.77e-10, 4.05e-12, 2.91e-08, 5.20e-09] []
330500 [8.87e-06, 5.75e-06, 3.37e-06, 6.47e-06, 3.21e-06, 4.75e-06, 6.57e-07, 2.27e-07, 7.57e-08, 1.62e-07, 1.75e-05, 5.27e-05, 2.78e-05, 1.11e-05, 0.00e+00, 8.04e-09, 1.36e-09, 0.00e+00, 1.33e-11, 0.00e+00, 1.43e-07, 2.46e-07] [8.87e-06, 5.75e-06, 3.37e-06, 6.47e-06, 3.21e-06, 4.75e-06, 6.57e-07, 2.27e-07, 7.57e-08, 1.62e-07, 1.75e-05, 5.27e-05, 2.78e-05, 1.11e-05, 0.00e+00, 8.04e-09, 1.36e-09, 0.00e+00, 1.33e-11, 0.00e+00, 1.43e-07, 2.46e-07] []
330600 [8.08e-06, 5.67e-06, 3.13e-06, 6.10e-06, 3.26e-06, 5.06e-06, 7.01e-07, 5.08e-09, 5.55e-09, 6.70e-10, 1.61e-05, 5.00e-05, 2.51e-05, 1.54e-07, 6.34e-10, 1.75e-08, 4.13e-09, 1.24e-08, 1.13e-09, 0.00e+00, 7.27e-09, 1.29e-08] [8.08e-06, 5.67e-06, 3.13e-06, 6.10e-06, 3.26e-06, 5.06e-06, 7.01e-07, 5.08e-09, 5.55e-09, 6.70e-10, 1.61e-05, 5.00e-05, 2.51e-05, 1.54e-07, 6.34e-10, 1.75e-08, 4.13e-09, 1.24e-08, 1.13e-09, 0.00e+00, 7.27e-09, 1.29e-08] []
330700 [1.40e-05, 5.69e-06, 3.94e-06, 7.80e-06, 3.47e-06, 4.68e-06, 8.92e-07, 1.61e-07, 5.05e-07, 1.52e-05, 4.38e-05, 1.94e-04, 1.61e-04, 5.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-06, 2.99e-05] [1.40e-05, 5.69e-06, 3.94e-06, 7.80e-06, 3.47e-06, 4.68e-06, 8.92e-07, 1.61e-07, 5.05e-07, 1.52e-05, 4.38e-05, 1.94e-04, 1.61e-04, 5.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-06, 2.99e-05] []
330800 [8.56e-06, 5.67e-06, 3.21e-06, 6.14e-06, 3.20e-06, 4.84e-06, 6.01e-07, 1.60e-15, 2.70e-10, 1.39e-09, 1.60e-05, 5.02e-05, 2.55e-05, 2.61e-07, 3.65e-10, 1.68e-08, 3.88e-09, 9.82e-09, 1.50e-10, 8.04e-13, 5.53e-09, 3.97e-09] [8.56e-06, 5.67e-06, 3.21e-06, 6.14e-06, 3.20e-06, 4.84e-06, 6.01e-07, 1.60e-15, 2.70e-10, 1.39e-09, 1.60e-05, 5.02e-05, 2.55e-05, 2.61e-07, 3.65e-10, 1.68e-08, 3.88e-09, 9.82e-09, 1.50e-10, 8.04e-13, 5.53e-09, 3.97e-09] []
330900 [7.74e-06, 5.59e-06, 2.96e-06, 5.80e-06, 3.23e-06, 5.15e-06, 6.76e-07, 4.82e-09, 2.88e-09, 1.48e-10, 1.50e-05, 4.93e-05, 2.53e-05, 1.16e-07, 6.43e-10, 2.03e-08, 6.65e-09, 1.47e-08, 7.31e-10, 0.00e+00, 6.32e-09, 2.81e-08] [7.74e-06, 5.59e-06, 2.96e-06, 5.80e-06, 3.23e-06, 5.15e-06, 6.76e-07, 4.82e-09, 2.88e-09, 1.48e-10, 1.50e-05, 4.93e-05, 2.53e-05, 1.16e-07, 6.43e-10, 2.03e-08, 6.65e-09, 1.47e-08, 7.31e-10, 0.00e+00, 6.32e-09, 2.81e-08] []
331000 [9.83e-06, 5.46e-06, 3.27e-06, 5.92e-06, 2.74e-06, 4.78e-06, 6.66e-07, 2.48e-06, 7.89e-06, 6.83e-08, 1.58e-05, 5.37e-05, 2.81e-05, 6.02e-06, 0.00e+00, 1.35e-08, 2.98e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 1.01e-05] [9.83e-06, 5.46e-06, 3.27e-06, 5.92e-06, 2.74e-06, 4.78e-06, 6.66e-07, 2.48e-06, 7.89e-06, 6.83e-08, 1.58e-05, 5.37e-05, 2.81e-05, 6.02e-06, 0.00e+00, 1.35e-08, 2.98e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 1.01e-05] []
331100 [7.74e-06, 5.51e-06, 2.91e-06, 5.79e-06, 3.09e-06, 5.10e-06, 6.55e-07, 1.67e-09, 6.07e-08, 1.97e-09, 1.44e-05, 4.91e-05, 2.58e-05, 1.79e-07, 0.00e+00, 1.28e-08, 3.10e-09, 1.56e-08, 0.00e+00, 4.64e-09, 1.94e-08, 3.12e-08] [7.74e-06, 5.51e-06, 2.91e-06, 5.79e-06, 3.09e-06, 5.10e-06, 6.55e-07, 1.67e-09, 6.07e-08, 1.97e-09, 1.44e-05, 4.91e-05, 2.58e-05, 1.79e-07, 0.00e+00, 1.28e-08, 3.10e-09, 1.56e-08, 0.00e+00, 4.64e-09, 1.94e-08, 3.12e-08] []
331200 [1.43e-05, 6.27e-06, 3.43e-06, 5.51e-06, 2.49e-06, 5.26e-06, 7.99e-07, 1.72e-05, 2.37e-05, 2.55e-07, 2.59e-05, 8.08e-05, 4.62e-05, 1.60e-04, 1.85e-06, 8.24e-07, 3.26e-09, 6.11e-07, 7.69e-06, 0.00e+00, 3.87e-05, 3.41e-05] [1.43e-05, 6.27e-06, 3.43e-06, 5.51e-06, 2.49e-06, 5.26e-06, 7.99e-07, 1.72e-05, 2.37e-05, 2.55e-07, 2.59e-05, 8.08e-05, 4.62e-05, 1.60e-04, 1.85e-06, 8.24e-07, 3.26e-09, 6.11e-07, 7.69e-06, 0.00e+00, 3.87e-05, 3.41e-05] []
331300 [7.93e-06, 5.60e-06, 2.90e-06, 5.79e-06, 3.05e-06, 4.98e-06, 5.85e-07, 1.97e-09, 6.82e-09, 1.21e-10, 1.34e-05, 4.89e-05, 2.65e-05, 2.34e-07, 0.00e+00, 1.38e-08, 5.60e-09, 1.55e-08, 0.00e+00, 0.00e+00, 1.39e-08, 3.06e-08] [7.93e-06, 5.60e-06, 2.90e-06, 5.79e-06, 3.05e-06, 4.98e-06, 5.85e-07, 1.97e-09, 6.82e-09, 1.21e-10, 1.34e-05, 4.89e-05, 2.65e-05, 2.34e-07, 0.00e+00, 1.38e-08, 5.60e-09, 1.55e-08, 0.00e+00, 0.00e+00, 1.39e-08, 3.06e-08] []
331400 [7.89e-06, 5.82e-06, 2.94e-06, 6.97e-06, 3.03e-06, 5.35e-06, 7.30e-07, 7.42e-06, 2.16e-06, 5.57e-06, 2.58e-05, 1.17e-04, 1.27e-04, 3.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-05, 3.62e-06] [7.89e-06, 5.82e-06, 2.94e-06, 6.97e-06, 3.03e-06, 5.35e-06, 7.30e-07, 7.42e-06, 2.16e-06, 5.57e-06, 2.58e-05, 1.17e-04, 1.27e-04, 3.76e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-05, 3.62e-06] []
331500 [8.09e-06, 5.83e-06, 2.88e-06, 5.79e-06, 3.00e-06, 4.91e-06, 5.57e-07, 3.55e-08, 9.56e-07, 3.66e-08, 1.18e-05, 4.90e-05, 2.75e-05, 4.05e-07, 0.00e+00, 1.17e-08, 1.46e-09, 1.06e-08, 0.00e+00, 4.08e-10, 4.30e-08, 1.14e-08] [8.09e-06, 5.83e-06, 2.88e-06, 5.79e-06, 3.00e-06, 4.91e-06, 5.57e-07, 3.55e-08, 9.56e-07, 3.66e-08, 1.18e-05, 4.90e-05, 2.75e-05, 4.05e-07, 0.00e+00, 1.17e-08, 1.46e-09, 1.06e-08, 0.00e+00, 4.08e-10, 4.30e-08, 1.14e-08] []
331600 [7.13e-06, 5.71e-06, 2.70e-06, 5.40e-06, 2.92e-06, 5.20e-06, 6.17e-07, 5.16e-11, 5.02e-09, 2.79e-10, 1.07e-05, 4.82e-05, 2.69e-05, 1.24e-07, 0.00e+00, 1.63e-08, 7.75e-09, 2.37e-08, 1.04e-10, 2.43e-09, 4.24e-09, 1.94e-08] [7.13e-06, 5.71e-06, 2.70e-06, 5.40e-06, 2.92e-06, 5.20e-06, 6.17e-07, 5.16e-11, 5.02e-09, 2.79e-10, 1.07e-05, 4.82e-05, 2.69e-05, 1.24e-07, 0.00e+00, 1.63e-08, 7.75e-09, 2.37e-08, 1.04e-10, 2.43e-09, 4.24e-09, 1.94e-08] []
331700 [9.90e-06, 6.12e-06, 2.88e-06, 5.47e-06, 2.94e-06, 4.79e-06, 5.52e-07, 2.47e-09, 4.56e-06, 1.58e-07, 1.20e-05, 5.19e-05, 3.24e-05, 2.22e-05, 3.68e-08, 1.85e-07, 1.03e-07, 1.36e-07, 1.34e-11, 2.48e-08, 1.07e-07, 3.45e-06] [9.90e-06, 6.12e-06, 2.88e-06, 5.47e-06, 2.94e-06, 4.79e-06, 5.52e-07, 2.47e-09, 4.56e-06, 1.58e-07, 1.20e-05, 5.19e-05, 3.24e-05, 2.22e-05, 3.68e-08, 1.85e-07, 1.03e-07, 1.36e-07, 1.34e-11, 2.48e-08, 1.07e-07, 3.45e-06] []
331800 [7.30e-06, 5.84e-06, 2.68e-06, 5.28e-06, 2.87e-06, 5.09e-06, 5.75e-07, 1.36e-08, 1.42e-08, 7.97e-10, 9.85e-06, 4.82e-05, 2.74e-05, 1.66e-07, 0.00e+00, 1.41e-08, 6.67e-09, 2.26e-08, 2.96e-12, 2.53e-09, 5.83e-09, 2.11e-08] [7.30e-06, 5.84e-06, 2.68e-06, 5.28e-06, 2.87e-06, 5.09e-06, 5.75e-07, 1.36e-08, 1.42e-08, 7.97e-10, 9.85e-06, 4.82e-05, 2.74e-05, 1.66e-07, 0.00e+00, 1.41e-08, 6.67e-09, 2.26e-08, 2.96e-12, 2.53e-09, 5.83e-09, 2.11e-08] []
331900 [1.20e-05, 6.42e-06, 3.17e-06, 4.40e-06, 2.15e-06, 5.08e-06, 5.67e-07, 4.49e-06, 4.87e-05, 1.02e-07, 1.11e-05, 6.52e-05, 2.99e-05, 2.97e-05, 1.34e-07, 1.07e-07, 7.19e-08, 0.00e+00, 1.65e-07, 0.00e+00, 1.02e-06, 5.82e-05] [1.20e-05, 6.42e-06, 3.17e-06, 4.40e-06, 2.15e-06, 5.08e-06, 5.67e-07, 4.49e-06, 4.87e-05, 1.02e-07, 1.11e-05, 6.52e-05, 2.99e-05, 2.97e-05, 1.34e-07, 1.07e-07, 7.19e-08, 0.00e+00, 1.65e-07, 0.00e+00, 1.02e-06, 5.82e-05] []
332000 [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09] [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.747775 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
332000 [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09] [7.34e-06, 5.90e-06, 2.59e-06, 5.11e-06, 2.87e-06, 5.10e-06, 5.60e-07, 3.18e-09, 2.77e-10, 3.73e-11, 9.48e-06, 4.82e-05, 2.78e-05, 2.08e-07, 0.00e+00, 1.44e-08, 5.97e-09, 1.79e-08, 0.00e+00, 2.22e-11, 6.18e-09, 6.09e-09] []
332100 [1.07e-05, 5.98e-06, 2.78e-06, 5.62e-06, 2.99e-06, 5.70e-06, 6.71e-07, 4.95e-06, 5.43e-05, 2.65e-07, 8.81e-05, 1.83e-04, 4.53e-04, 9.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-08, 0.00e+00, 3.27e-07, 8.94e-05] [1.07e-05, 5.98e-06, 2.78e-06, 5.62e-06, 2.99e-06, 5.70e-06, 6.71e-07, 4.95e-06, 5.43e-05, 2.65e-07, 8.81e-05, 1.83e-04, 4.53e-04, 9.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.70e-08, 0.00e+00, 3.27e-07, 8.94e-05] []
332200 [7.37e-06, 5.93e-06, 2.56e-06, 4.97e-06, 2.91e-06, 5.14e-06, 5.02e-07, 3.01e-08, 1.14e-08, 5.07e-11, 9.33e-06, 4.82e-05, 2.80e-05, 2.62e-07, 0.00e+00, 1.42e-08, 6.70e-09, 1.36e-08, 0.00e+00, 0.00e+00, 2.17e-08, 2.50e-08] [7.37e-06, 5.93e-06, 2.56e-06, 4.97e-06, 2.91e-06, 5.14e-06, 5.02e-07, 3.01e-08, 1.14e-08, 5.07e-11, 9.33e-06, 4.82e-05, 2.80e-05, 2.62e-07, 0.00e+00, 1.42e-08, 6.70e-09, 1.36e-08, 0.00e+00, 0.00e+00, 2.17e-08, 2.50e-08] []
332300 [4.93e-05, 8.93e-06, 3.68e-06, 1.07e-05, 6.82e-06, 6.78e-06, 8.81e-07, 2.05e-04, 2.96e-04, 5.37e-05, 1.38e-04, 1.04e-03, 1.02e-03, 4.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-04, 4.01e-04] [4.93e-05, 8.93e-06, 3.68e-06, 1.07e-05, 6.82e-06, 6.78e-06, 8.81e-07, 2.05e-04, 2.96e-04, 5.37e-05, 1.38e-04, 1.04e-03, 1.02e-03, 4.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.74e-04, 4.01e-04] []
332400 [7.22e-06, 6.02e-06, 2.49e-06, 4.91e-06, 2.93e-06, 5.18e-06, 4.74e-07, 1.30e-08, 3.87e-08, 1.85e-08, 9.21e-06, 4.83e-05, 2.82e-05, 4.36e-07, 0.00e+00, 2.35e-09, 2.93e-09, 7.93e-09, 4.81e-15, 3.95e-15, 5.40e-09, 1.05e-08] [7.22e-06, 6.02e-06, 2.49e-06, 4.91e-06, 2.93e-06, 5.18e-06, 4.74e-07, 1.30e-08, 3.87e-08, 1.85e-08, 9.21e-06, 4.83e-05, 2.82e-05, 4.36e-07, 0.00e+00, 2.35e-09, 2.93e-09, 7.93e-09, 4.81e-15, 3.95e-15, 5.40e-09, 1.05e-08] []
332500 [5.80e-06, 5.90e-06, 2.45e-06, 5.21e-06, 2.78e-06, 5.44e-06, 5.47e-07, 5.20e-07, 2.08e-07, 1.32e-06, 1.15e-05, 6.25e-05, 4.73e-05, 8.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 3.62e-07] [5.80e-06, 5.90e-06, 2.45e-06, 5.21e-06, 2.78e-06, 5.44e-06, 5.47e-07, 5.20e-07, 2.08e-07, 1.32e-06, 1.15e-05, 6.25e-05, 4.73e-05, 8.17e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 3.62e-07] []
332600 [7.09e-06, 6.08e-06, 2.41e-06, 4.84e-06, 2.99e-06, 5.26e-06, 4.78e-07, 1.73e-07, 1.43e-07, 5.85e-09, 9.10e-06, 4.84e-05, 2.84e-05, 1.04e-06, 0.00e+00, 1.90e-09, 2.66e-09, 4.11e-09, 8.07e-09, 2.04e-08, 5.03e-08, 1.36e-07] [7.09e-06, 6.08e-06, 2.41e-06, 4.84e-06, 2.99e-06, 5.26e-06, 4.78e-07, 1.73e-07, 1.43e-07, 5.85e-09, 9.10e-06, 4.84e-05, 2.84e-05, 1.04e-06, 0.00e+00, 1.90e-09, 2.66e-09, 4.11e-09, 8.07e-09, 2.04e-08, 5.03e-08, 1.36e-07] []
332700 [6.81e-06, 5.80e-06, 2.35e-06, 4.50e-06, 2.93e-06, 5.47e-06, 5.31e-07, 8.90e-09, 8.59e-08, 1.18e-07, 9.28e-06, 4.81e-05, 2.99e-05, 8.06e-06, 2.87e-08, 1.26e-07, 7.54e-08, 8.22e-08, 1.15e-08, 1.53e-08, 7.21e-08, 1.09e-07] [6.81e-06, 5.80e-06, 2.35e-06, 4.50e-06, 2.93e-06, 5.47e-06, 5.31e-07, 8.90e-09, 8.59e-08, 1.18e-07, 9.28e-06, 4.81e-05, 2.99e-05, 8.06e-06, 2.87e-08, 1.26e-07, 7.54e-08, 8.22e-08, 1.15e-08, 1.53e-08, 7.21e-08, 1.09e-07] []
332800 [7.20e-06, 6.08e-06, 2.37e-06, 4.69e-06, 3.02e-06, 5.32e-06, 4.42e-07, 1.36e-08, 1.90e-07, 6.55e-09, 9.11e-06, 4.77e-05, 2.89e-05, 3.61e-07, 2.00e-09, 1.41e-08, 4.09e-09, 1.31e-08, 0.00e+00, 0.00e+00, 1.82e-08, 1.38e-07] [7.20e-06, 6.08e-06, 2.37e-06, 4.69e-06, 3.02e-06, 5.32e-06, 4.42e-07, 1.36e-08, 1.90e-07, 6.55e-09, 9.11e-06, 4.77e-05, 2.89e-05, 3.61e-07, 2.00e-09, 1.41e-08, 4.09e-09, 1.31e-08, 0.00e+00, 0.00e+00, 1.82e-08, 1.38e-07] []
332900 [6.22e-06, 5.78e-06, 2.33e-06, 4.48e-06, 2.95e-06, 5.54e-06, 4.89e-07, 2.23e-09, 1.89e-07, 2.65e-10, 8.85e-06, 4.75e-05, 2.71e-05, 2.35e-07, 8.40e-10, 1.94e-08, 9.08e-09, 1.42e-08, 7.76e-11, 2.03e-08, 5.41e-09, 1.41e-07] [6.22e-06, 5.78e-06, 2.33e-06, 4.48e-06, 2.95e-06, 5.54e-06, 4.89e-07, 2.23e-09, 1.89e-07, 2.65e-10, 8.85e-06, 4.75e-05, 2.71e-05, 2.35e-07, 8.40e-10, 1.94e-08, 9.08e-09, 1.42e-08, 7.76e-11, 2.03e-08, 5.41e-09, 1.41e-07] []
333000 [7.18e-06, 6.37e-06, 2.21e-06, 4.82e-06, 3.03e-06, 5.48e-06, 4.96e-07, 3.52e-07, 1.12e-09, 1.62e-07, 9.42e-06, 5.03e-05, 3.03e-05, 4.52e-06, 0.00e+00, 3.64e-10, 8.09e-10, 7.97e-09, 0.00e+00, 6.42e-10, 4.81e-07, 1.81e-08] [7.18e-06, 6.37e-06, 2.21e-06, 4.82e-06, 3.03e-06, 5.48e-06, 4.96e-07, 3.52e-07, 1.12e-09, 1.62e-07, 9.42e-06, 5.03e-05, 3.03e-05, 4.52e-06, 0.00e+00, 3.64e-10, 8.09e-10, 7.97e-09, 0.00e+00, 6.42e-10, 4.81e-07, 1.81e-08] []
333100 [6.32e-06, 5.87e-06, 2.24e-06, 4.56e-06, 2.94e-06, 5.59e-06, 5.23e-07, 3.68e-09, 8.39e-08, 1.50e-09, 8.93e-06, 4.76e-05, 2.75e-05, 1.58e-07, 1.18e-11, 7.85e-09, 6.52e-09, 7.48e-09, 9.31e-10, 9.60e-09, 6.82e-09, 8.03e-08] [6.32e-06, 5.87e-06, 2.24e-06, 4.56e-06, 2.94e-06, 5.59e-06, 5.23e-07, 3.68e-09, 8.39e-08, 1.50e-09, 8.93e-06, 4.76e-05, 2.75e-05, 1.58e-07, 1.18e-11, 7.85e-09, 6.52e-09, 7.48e-09, 9.31e-10, 9.60e-09, 6.82e-09, 8.03e-08] []
333200 [8.47e-06, 5.70e-06, 2.63e-06, 3.79e-06, 2.26e-06, 5.88e-06, 5.59e-07, 6.56e-05, 2.12e-05, 6.22e-07, 1.29e-05, 5.88e-05, 4.70e-05, 8.14e-05, 0.00e+00, 5.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-06, 1.07e-04, 1.01e-05] [8.47e-06, 5.70e-06, 2.63e-06, 3.79e-06, 2.26e-06, 5.88e-06, 5.59e-07, 6.56e-05, 2.12e-05, 6.22e-07, 1.29e-05, 5.88e-05, 4.70e-05, 8.14e-05, 0.00e+00, 5.51e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-06, 1.07e-04, 1.01e-05] []
333300 [6.03e-06, 5.80e-06, 2.21e-06, 4.41e-06, 2.96e-06, 5.71e-06, 4.88e-07, 1.25e-10, 8.24e-09, 9.71e-10, 8.78e-06, 4.75e-05, 2.74e-05, 1.52e-07, 5.33e-11, 7.60e-09, 6.72e-09, 6.92e-09, 7.63e-10, 0.00e+00, 6.78e-09, 2.40e-07] [6.03e-06, 5.80e-06, 2.21e-06, 4.41e-06, 2.96e-06, 5.71e-06, 4.88e-07, 1.25e-10, 8.24e-09, 9.71e-10, 8.78e-06, 4.75e-05, 2.74e-05, 1.52e-07, 5.33e-11, 7.60e-09, 6.72e-09, 6.92e-09, 7.63e-10, 0.00e+00, 6.78e-09, 2.40e-07] []
333400 [9.49e-06, 5.77e-06, 3.00e-06, 4.44e-06, 2.90e-06, 6.23e-06, 6.67e-07, 9.69e-07, 8.83e-06, 1.85e-05, 3.48e-05, 1.72e-04, 1.36e-04, 6.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.12e-06, 9.82e-06, 5.67e-06] [9.49e-06, 5.77e-06, 3.00e-06, 4.44e-06, 2.90e-06, 6.23e-06, 6.67e-07, 9.69e-07, 8.83e-06, 1.85e-05, 3.48e-05, 1.72e-04, 1.36e-04, 6.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-06, 1.12e-06, 9.82e-06, 5.67e-06] []
333500 [6.18e-06, 5.89e-06, 2.14e-06, 4.42e-06, 2.97e-06, 5.68e-06, 4.97e-07, 5.87e-09, 1.18e-07, 1.76e-10, 8.79e-06, 4.75e-05, 2.79e-05, 2.40e-07, 6.36e-11, 8.88e-09, 7.95e-09, 6.54e-09, 3.22e-11, 0.00e+00, 7.37e-09, 1.46e-07] [6.18e-06, 5.89e-06, 2.14e-06, 4.42e-06, 2.97e-06, 5.68e-06, 4.97e-07, 5.87e-09, 1.18e-07, 1.76e-10, 8.79e-06, 4.75e-05, 2.79e-05, 2.40e-07, 6.36e-11, 8.88e-09, 7.95e-09, 6.54e-09, 3.22e-11, 0.00e+00, 7.37e-09, 1.46e-07] []
333600 [5.08e-06, 5.72e-06, 2.13e-06, 4.36e-06, 2.90e-06, 5.85e-06, 5.34e-07, 2.26e-08, 3.69e-07, 2.09e-07, 9.12e-06, 5.02e-05, 2.97e-05, 1.35e-05, 0.00e+00, 0.00e+00, 2.81e-11, 1.86e-11, 0.00e+00, 0.00e+00, 2.66e-07, 3.77e-07] [5.08e-06, 5.72e-06, 2.13e-06, 4.36e-06, 2.90e-06, 5.85e-06, 5.34e-07, 2.26e-08, 3.69e-07, 2.09e-07, 9.12e-06, 5.02e-05, 2.97e-05, 1.35e-05, 0.00e+00, 0.00e+00, 2.81e-11, 1.86e-11, 0.00e+00, 0.00e+00, 2.66e-07, 3.77e-07] []
333700 [6.43e-06, 6.11e-06, 2.11e-06, 4.34e-06, 3.09e-06, 5.67e-06, 4.34e-07, 3.16e-09, 7.43e-08, 1.10e-08, 8.97e-06, 4.73e-05, 3.00e-05, 2.22e-06, 6.14e-09, 1.51e-08, 2.37e-08, 3.87e-08, 9.70e-09, 0.00e+00, 6.00e-08, 4.08e-08] [6.43e-06, 6.11e-06, 2.11e-06, 4.34e-06, 3.09e-06, 5.67e-06, 4.34e-07, 3.16e-09, 7.43e-08, 1.10e-08, 8.97e-06, 4.73e-05, 3.00e-05, 2.22e-06, 6.14e-09, 1.51e-08, 2.37e-08, 3.87e-08, 9.70e-09, 0.00e+00, 6.00e-08, 4.08e-08] []
333800 [5.39e-06, 5.78e-06, 2.12e-06, 4.22e-06, 2.99e-06, 5.84e-06, 4.60e-07, 4.01e-08, 2.59e-08, 2.24e-08, 8.67e-06, 4.76e-05, 2.70e-05, 1.25e-06, 0.00e+00, 1.45e-09, 2.12e-09, 1.20e-09, 2.18e-10, 0.00e+00, 1.25e-08, 7.62e-08] [5.39e-06, 5.78e-06, 2.12e-06, 4.22e-06, 2.99e-06, 5.84e-06, 4.60e-07, 4.01e-08, 2.59e-08, 2.24e-08, 8.67e-06, 4.76e-05, 2.70e-05, 1.25e-06, 0.00e+00, 1.45e-09, 2.12e-09, 1.20e-09, 2.18e-10, 0.00e+00, 1.25e-08, 7.62e-08] []
333900 [6.13e-06, 6.38e-06, 2.03e-06, 4.39e-06, 3.12e-06, 5.63e-06, 4.64e-07, 2.03e-07, 6.90e-07, 1.39e-07, 9.05e-06, 4.82e-05, 2.93e-05, 4.62e-06, 0.00e+00, 1.61e-09, 4.70e-09, 3.05e-09, 0.00e+00, 3.91e-08, 2.87e-07, 2.66e-07] [6.13e-06, 6.38e-06, 2.03e-06, 4.39e-06, 3.12e-06, 5.63e-06, 4.64e-07, 2.03e-07, 6.90e-07, 1.39e-07, 9.05e-06, 4.82e-05, 2.93e-05, 4.62e-06, 0.00e+00, 1.61e-09, 4.70e-09, 3.05e-09, 0.00e+00, 3.91e-08, 2.87e-07, 2.66e-07] []
334000 [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07] [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.747066 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
334000 [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07] [5.54e-06, 5.85e-06, 2.05e-06, 4.19e-06, 3.02e-06, 5.76e-06, 4.70e-07, 6.05e-09, 1.96e-07, 4.64e-09, 8.61e-06, 4.73e-05, 2.69e-05, 3.23e-07, 5.37e-11, 6.27e-09, 4.37e-09, 3.74e-09, 0.00e+00, 0.00e+00, 9.07e-08, 2.05e-07] []
334100 [6.54e-06, 6.67e-06, 1.97e-06, 4.59e-06, 3.10e-06, 5.66e-06, 4.40e-07, 9.52e-09, 1.60e-06, 1.12e-07, 1.36e-05, 5.31e-05, 4.54e-05, 1.83e-05, 0.00e+00, 8.18e-11, 0.00e+00, 7.10e-09, 0.00e+00, 8.70e-09, 7.72e-07, 1.15e-07] [6.54e-06, 6.67e-06, 1.97e-06, 4.59e-06, 3.10e-06, 5.66e-06, 4.40e-07, 9.52e-09, 1.60e-06, 1.12e-07, 1.36e-05, 5.31e-05, 4.54e-05, 1.83e-05, 0.00e+00, 8.18e-11, 0.00e+00, 7.10e-09, 0.00e+00, 8.70e-09, 7.72e-07, 1.15e-07] []
334200 [5.68e-06, 5.98e-06, 2.03e-06, 4.20e-06, 3.05e-06, 5.76e-06, 4.36e-07, 4.91e-08, 1.16e-08, 1.38e-09, 8.62e-06, 4.72e-05, 2.71e-05, 1.87e-07, 2.27e-10, 8.73e-09, 7.58e-09, 5.78e-09, 2.68e-12, 3.31e-09, 8.34e-09, 3.89e-08] [5.68e-06, 5.98e-06, 2.03e-06, 4.20e-06, 3.05e-06, 5.76e-06, 4.36e-07, 4.91e-08, 1.16e-08, 1.38e-09, 8.62e-06, 4.72e-05, 2.71e-05, 1.87e-07, 2.27e-10, 8.73e-09, 7.58e-09, 5.78e-09, 2.68e-12, 3.31e-09, 8.34e-09, 3.89e-08] []
334300 [9.31e-06, 6.63e-06, 2.14e-06, 3.95e-06, 3.27e-06, 5.58e-06, 4.57e-07, 2.37e-07, 3.91e-06, 3.29e-08, 1.20e-05, 6.50e-05, 4.70e-05, 9.75e-05, 2.88e-07, 7.14e-07, 6.16e-07, 1.36e-07, 1.67e-08, 0.00e+00, 1.12e-07, 2.83e-06] [9.31e-06, 6.63e-06, 2.14e-06, 3.95e-06, 3.27e-06, 5.58e-06, 4.57e-07, 2.37e-07, 3.91e-06, 3.29e-08, 1.20e-05, 6.50e-05, 4.70e-05, 9.75e-05, 2.88e-07, 7.14e-07, 6.16e-07, 1.36e-07, 1.67e-08, 0.00e+00, 1.12e-07, 2.83e-06] []
334400 [5.74e-06, 6.06e-06, 1.99e-06, 4.23e-06, 3.06e-06, 5.66e-06, 4.37e-07, 4.29e-08, 5.20e-08, 1.70e-09, 8.61e-06, 4.71e-05, 2.73e-05, 2.58e-07, 6.59e-11, 6.85e-09, 8.09e-09, 4.78e-09, 2.65e-09, 0.00e+00, 1.62e-08, 1.17e-07] [5.74e-06, 6.06e-06, 1.99e-06, 4.23e-06, 3.06e-06, 5.66e-06, 4.37e-07, 4.29e-08, 5.20e-08, 1.70e-09, 8.61e-06, 4.71e-05, 2.73e-05, 2.58e-07, 6.59e-11, 6.85e-09, 8.09e-09, 4.78e-09, 2.65e-09, 0.00e+00, 1.62e-08, 1.17e-07] []
334500 [2.73e-05, 8.48e-06, 2.44e-06, 4.45e-06, 4.52e-06, 6.58e-06, 8.77e-07, 1.12e-06, 6.32e-05, 7.25e-06, 1.73e-04, 2.51e-04, 7.36e-04, 1.49e-03, 1.02e-05, 1.70e-05, 2.60e-06, 1.27e-05, 1.27e-06, 2.30e-05, 6.96e-06, 9.24e-05] [2.73e-05, 8.48e-06, 2.44e-06, 4.45e-06, 4.52e-06, 6.58e-06, 8.77e-07, 1.12e-06, 6.32e-05, 7.25e-06, 1.73e-04, 2.51e-04, 7.36e-04, 1.49e-03, 1.02e-05, 1.70e-05, 2.60e-06, 1.27e-05, 1.27e-06, 2.30e-05, 6.96e-06, 9.24e-05] []
334600 [5.96e-06, 6.21e-06, 1.96e-06, 4.20e-06, 3.10e-06, 5.65e-06, 3.96e-07, 3.82e-10, 5.38e-09, 5.93e-11, 8.58e-06, 4.72e-05, 2.77e-05, 2.69e-07, 1.06e-10, 7.71e-09, 7.15e-09, 6.88e-09, 4.33e-10, 0.00e+00, 5.11e-09, 2.51e-08] [5.96e-06, 6.21e-06, 1.96e-06, 4.20e-06, 3.10e-06, 5.65e-06, 3.96e-07, 3.82e-10, 5.38e-09, 5.93e-11, 8.58e-06, 4.72e-05, 2.77e-05, 2.69e-07, 1.06e-10, 7.71e-09, 7.15e-09, 6.88e-09, 4.33e-10, 0.00e+00, 5.11e-09, 2.51e-08] []
334700 [5.39e-06, 5.99e-06, 2.09e-06, 4.71e-06, 2.89e-06, 5.88e-06, 4.39e-07, 1.74e-05, 9.09e-08, 2.52e-06, 1.54e-05, 7.93e-05, 7.80e-05, 1.83e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 3.51e-07] [5.39e-06, 5.99e-06, 2.09e-06, 4.71e-06, 2.89e-06, 5.88e-06, 4.39e-07, 1.74e-05, 9.09e-08, 2.52e-06, 1.54e-05, 7.93e-05, 7.80e-05, 1.83e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-05, 3.51e-07] []
334800 [6.10e-06, 6.37e-06, 1.93e-06, 4.20e-06, 3.10e-06, 5.68e-06, 3.99e-07, 3.51e-08, 1.22e-07, 8.77e-10, 8.68e-06, 4.71e-05, 2.84e-05, 3.05e-07, 2.51e-11, 7.65e-09, 1.06e-08, 6.60e-09, 0.00e+00, 4.07e-08, 1.14e-08, 2.58e-07] [6.10e-06, 6.37e-06, 1.93e-06, 4.20e-06, 3.10e-06, 5.68e-06, 3.99e-07, 3.51e-08, 1.22e-07, 8.77e-10, 8.68e-06, 4.71e-05, 2.84e-05, 3.05e-07, 2.51e-11, 7.65e-09, 1.06e-08, 6.60e-09, 0.00e+00, 4.07e-08, 1.14e-08, 2.58e-07] []
334900 [5.33e-06, 6.01e-06, 1.97e-06, 4.02e-06, 3.08e-06, 5.86e-06, 4.12e-07, 1.10e-07, 3.24e-07, 8.70e-13, 8.55e-06, 4.68e-05, 2.69e-05, 2.59e-07, 1.77e-09, 1.62e-08, 1.17e-08, 1.19e-08, 4.14e-09, 4.29e-08, 2.42e-08, 2.62e-07] [5.33e-06, 6.01e-06, 1.97e-06, 4.02e-06, 3.08e-06, 5.86e-06, 4.12e-07, 1.10e-07, 3.24e-07, 8.70e-13, 8.55e-06, 4.68e-05, 2.69e-05, 2.59e-07, 1.77e-09, 1.62e-08, 1.17e-08, 1.19e-08, 4.14e-09, 4.29e-08, 2.42e-08, 2.62e-07] []
335000 [5.96e-06, 6.68e-06, 1.89e-06, 4.24e-06, 3.17e-06, 5.67e-06, 3.81e-07, 3.27e-07, 4.28e-07, 1.65e-08, 8.96e-06, 4.94e-05, 3.10e-05, 6.43e-06, 0.00e+00, 9.69e-13, 4.70e-10, 8.03e-09, 0.00e+00, 3.27e-08, 5.94e-07, 2.11e-07] [5.96e-06, 6.68e-06, 1.89e-06, 4.24e-06, 3.17e-06, 5.67e-06, 3.81e-07, 3.27e-07, 4.28e-07, 1.65e-08, 8.96e-06, 4.94e-05, 3.10e-05, 6.43e-06, 0.00e+00, 9.69e-13, 4.70e-10, 8.03e-09, 0.00e+00, 3.27e-08, 5.94e-07, 2.11e-07] []
335100 [5.33e-06, 6.07e-06, 1.94e-06, 4.02e-06, 3.08e-06, 5.84e-06, 3.82e-07, 7.96e-09, 1.94e-08, 1.25e-09, 8.48e-06, 4.69e-05, 2.68e-05, 2.26e-07, 3.83e-10, 8.81e-09, 7.43e-09, 5.25e-09, 0.00e+00, 3.15e-09, 2.03e-08, 3.16e-08] [5.33e-06, 6.07e-06, 1.94e-06, 4.02e-06, 3.08e-06, 5.84e-06, 3.82e-07, 7.96e-09, 1.94e-08, 1.25e-09, 8.48e-06, 4.69e-05, 2.68e-05, 2.26e-07, 3.83e-10, 8.81e-09, 7.43e-09, 5.25e-09, 0.00e+00, 3.15e-09, 2.03e-08, 3.16e-08] []
335200 [7.00e-06, 6.79e-06, 1.90e-06, 4.29e-06, 3.08e-06, 5.77e-06, 4.08e-07, 4.44e-07, 1.21e-06, 1.30e-07, 1.59e-05, 6.02e-05, 5.29e-05, 2.27e-05, 0.00e+00, 1.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 2.44e-06, 1.98e-07] [7.00e-06, 6.79e-06, 1.90e-06, 4.29e-06, 3.08e-06, 5.77e-06, 4.08e-07, 4.44e-07, 1.21e-06, 1.30e-07, 1.59e-05, 6.02e-05, 5.29e-05, 2.27e-05, 0.00e+00, 1.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 2.44e-06, 1.98e-07] []
335300 [5.64e-06, 6.25e-06, 1.91e-06, 4.12e-06, 3.10e-06, 5.79e-06, 3.68e-07, 3.26e-08, 2.86e-08, 1.04e-09, 8.55e-06, 4.69e-05, 2.73e-05, 2.57e-07, 1.13e-10, 8.02e-09, 1.05e-08, 4.58e-09, 2.68e-10, 7.50e-09, 5.78e-09, 6.38e-08] [5.64e-06, 6.25e-06, 1.91e-06, 4.12e-06, 3.10e-06, 5.79e-06, 3.68e-07, 3.26e-08, 2.86e-08, 1.04e-09, 8.55e-06, 4.69e-05, 2.73e-05, 2.57e-07, 1.13e-10, 8.02e-09, 1.05e-08, 4.58e-09, 2.68e-10, 7.50e-09, 5.78e-09, 6.38e-08] []
335400 [6.49e-05, 1.11e-05, 2.39e-06, 8.13e-06, 1.00e-05, 7.78e-06, 5.90e-07, 3.03e-04, 4.01e-04, 1.04e-04, 2.23e-04, 8.73e-04, 1.20e-03, 5.46e-03, 8.89e-05, 8.88e-05, 4.52e-05, 2.99e-05, 7.52e-05, 0.00e+00, 3.33e-04, 5.45e-04] [6.49e-05, 1.11e-05, 2.39e-06, 8.13e-06, 1.00e-05, 7.78e-06, 5.90e-07, 3.03e-04, 4.01e-04, 1.04e-04, 2.23e-04, 8.73e-04, 1.20e-03, 5.46e-03, 8.89e-05, 8.88e-05, 4.52e-05, 2.99e-05, 7.52e-05, 0.00e+00, 3.33e-04, 5.45e-04] []
335500 [5.77e-06, 6.41e-06, 1.86e-06, 4.06e-06, 3.10e-06, 5.72e-06, 3.61e-07, 1.20e-07, 3.68e-11, 1.06e-08, 8.44e-06, 4.70e-05, 2.80e-05, 3.80e-07, 2.98e-11, 5.76e-09, 7.51e-09, 4.99e-09, 0.00e+00, 2.00e-13, 1.32e-07, 1.63e-08] [5.77e-06, 6.41e-06, 1.86e-06, 4.06e-06, 3.10e-06, 5.72e-06, 3.61e-07, 1.20e-07, 3.68e-11, 1.06e-08, 8.44e-06, 4.70e-05, 2.80e-05, 3.80e-07, 2.98e-11, 5.76e-09, 7.51e-09, 4.99e-09, 0.00e+00, 2.00e-13, 1.32e-07, 1.63e-08] []
335600 [5.09e-06, 6.06e-06, 1.90e-06, 3.89e-06, 3.09e-06, 5.91e-06, 3.70e-07, 1.19e-08, 4.83e-09, 2.82e-12, 8.44e-06, 4.67e-05, 2.66e-05, 2.25e-07, 1.60e-09, 1.40e-08, 9.90e-09, 9.10e-09, 6.89e-10, 0.00e+00, 8.31e-09, 1.76e-08] [5.09e-06, 6.06e-06, 1.90e-06, 3.89e-06, 3.09e-06, 5.91e-06, 3.70e-07, 1.19e-08, 4.83e-09, 2.82e-12, 8.44e-06, 4.67e-05, 2.66e-05, 2.25e-07, 1.60e-09, 1.40e-08, 9.90e-09, 9.10e-09, 6.89e-10, 0.00e+00, 8.31e-09, 1.76e-08] []
335700 [6.74e-06, 7.00e-06, 1.88e-06, 4.13e-06, 3.19e-06, 5.59e-06, 3.60e-07, 9.14e-07, 3.17e-08, 2.19e-09, 9.33e-06, 4.90e-05, 3.23e-05, 8.23e-06, 1.04e-08, 1.53e-08, 3.36e-08, 1.90e-07, 4.92e-08, 3.26e-08, 3.29e-07, 2.09e-07] [6.74e-06, 7.00e-06, 1.88e-06, 4.13e-06, 3.19e-06, 5.59e-06, 3.60e-07, 9.14e-07, 3.17e-08, 2.19e-09, 9.33e-06, 4.90e-05, 3.23e-05, 8.23e-06, 1.04e-08, 1.53e-08, 3.36e-08, 1.90e-07, 4.92e-08, 3.26e-08, 3.29e-07, 2.09e-07] []
335800 [5.36e-06, 6.24e-06, 1.88e-06, 3.99e-06, 3.10e-06, 5.82e-06, 3.43e-07, 6.52e-09, 6.57e-08, 1.59e-09, 8.46e-06, 4.68e-05, 2.70e-05, 2.48e-07, 1.63e-10, 8.35e-09, 9.71e-09, 4.31e-09, 3.50e-10, 0.00e+00, 6.26e-09, 7.79e-08] [5.36e-06, 6.24e-06, 1.88e-06, 3.99e-06, 3.10e-06, 5.82e-06, 3.43e-07, 6.52e-09, 6.57e-08, 1.59e-09, 8.46e-06, 4.68e-05, 2.70e-05, 2.48e-07, 1.63e-10, 8.35e-09, 9.71e-09, 4.31e-09, 3.50e-10, 0.00e+00, 6.26e-09, 7.79e-08] []
335900 [4.13e-05, 1.08e-05, 2.08e-06, 6.26e-06, 7.63e-06, 7.84e-06, 8.21e-07, 4.01e-07, 5.34e-05, 3.92e-05, 1.37e-04, 4.98e-04, 1.04e-03, 3.30e-03, 4.41e-05, 5.38e-05, 4.92e-05, 1.16e-05, 3.69e-06, 1.14e-05, 1.88e-05, 4.78e-05] [4.13e-05, 1.08e-05, 2.08e-06, 6.26e-06, 7.63e-06, 7.84e-06, 8.21e-07, 4.01e-07, 5.34e-05, 3.92e-05, 1.37e-04, 4.98e-04, 1.04e-03, 3.30e-03, 4.41e-05, 5.38e-05, 4.92e-05, 1.16e-05, 3.69e-06, 1.14e-05, 1.88e-05, 4.78e-05] []
336000 [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08] [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.427465 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
336000 [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08] [5.53e-06, 6.37e-06, 1.82e-06, 3.95e-06, 3.12e-06, 5.78e-06, 3.35e-07, 7.00e-11, 7.46e-09, 8.85e-10, 8.38e-06, 4.68e-05, 2.76e-05, 4.27e-07, 1.36e-09, 1.38e-08, 9.68e-09, 1.14e-08, 3.81e-13, 1.31e-09, 1.46e-08, 1.38e-08] []
336100 [1.31e-05, 6.82e-06, 1.90e-06, 3.88e-06, 3.77e-06, 5.99e-06, 3.80e-07, 2.05e-05, 3.34e-07, 7.44e-06, 3.25e-05, 1.18e-04, 1.89e-04, 5.17e-04, 5.22e-06, 5.99e-06, 3.98e-06, 3.68e-06, 5.52e-06, 9.55e-08, 2.96e-05, 5.30e-07] [1.31e-05, 6.82e-06, 1.90e-06, 3.88e-06, 3.77e-06, 5.99e-06, 3.80e-07, 2.05e-05, 3.34e-07, 7.44e-06, 3.25e-05, 1.18e-04, 1.89e-04, 5.17e-04, 5.22e-06, 5.99e-06, 3.98e-06, 3.68e-06, 5.52e-06, 9.55e-08, 2.96e-05, 5.30e-07] []
336200 [5.97e-06, 6.67e-06, 1.77e-06, 4.04e-06, 3.14e-06, 5.63e-06, 3.20e-07, 2.85e-09, 2.70e-08, 1.55e-08, 8.48e-06, 4.69e-05, 2.85e-05, 7.93e-07, 4.88e-10, 1.00e-08, 1.14e-08, 1.30e-08, 1.34e-12, 0.00e+00, 7.45e-09, 4.31e-08] [5.97e-06, 6.67e-06, 1.77e-06, 4.04e-06, 3.14e-06, 5.63e-06, 3.20e-07, 2.85e-09, 2.70e-08, 1.55e-08, 8.48e-06, 4.69e-05, 2.85e-05, 7.93e-07, 4.88e-10, 1.00e-08, 1.14e-08, 1.30e-08, 1.34e-12, 0.00e+00, 7.45e-09, 4.31e-08] []
336300 [5.04e-06, 6.20e-06, 1.84e-06, 3.88e-06, 3.09e-06, 5.85e-06, 3.22e-07, 5.56e-09, 6.52e-08, 3.08e-09, 8.38e-06, 4.68e-05, 2.66e-05, 3.33e-07, 2.74e-10, 7.70e-09, 7.15e-09, 3.61e-09, 0.00e+00, 0.00e+00, 2.13e-08, 6.63e-08] [5.04e-06, 6.20e-06, 1.84e-06, 3.88e-06, 3.09e-06, 5.85e-06, 3.22e-07, 5.56e-09, 6.52e-08, 3.08e-09, 8.38e-06, 4.68e-05, 2.66e-05, 3.33e-07, 2.74e-10, 7.70e-09, 7.15e-09, 3.61e-09, 0.00e+00, 0.00e+00, 2.13e-08, 6.63e-08] []
336400 [6.01e-06, 7.22e-06, 1.72e-06, 4.30e-06, 2.97e-06, 5.71e-06, 3.19e-07, 9.93e-07, 2.31e-06, 2.18e-07, 1.57e-05, 5.07e-05, 3.65e-05, 2.88e-06, 0.00e+00, 6.70e-10, 1.35e-10, 4.66e-08, 0.00e+00, 2.99e-10, 7.24e-07, 1.73e-08] [6.01e-06, 7.22e-06, 1.72e-06, 4.30e-06, 2.97e-06, 5.71e-06, 3.19e-07, 9.93e-07, 2.31e-06, 2.18e-07, 1.57e-05, 5.07e-05, 3.65e-05, 2.88e-06, 0.00e+00, 6.70e-10, 1.35e-10, 4.66e-08, 0.00e+00, 2.99e-10, 7.24e-07, 1.73e-08] []
336500 [5.47e-06, 6.46e-06, 1.82e-06, 4.00e-06, 3.13e-06, 5.76e-06, 2.99e-07, 3.01e-09, 1.66e-09, 1.69e-09, 8.45e-06, 4.67e-05, 2.72e-05, 2.58e-07, 2.29e-10, 7.66e-09, 1.16e-08, 4.20e-09, 3.14e-10, 1.40e-10, 5.79e-09, 3.35e-09] [5.47e-06, 6.46e-06, 1.82e-06, 4.00e-06, 3.13e-06, 5.76e-06, 2.99e-07, 3.01e-09, 1.66e-09, 1.69e-09, 8.45e-06, 4.67e-05, 2.72e-05, 2.58e-07, 2.29e-10, 7.66e-09, 1.16e-08, 4.20e-09, 3.14e-10, 1.40e-10, 5.79e-09, 3.35e-09] []
336600 [3.46e-05, 1.04e-05, 2.32e-06, 5.72e-06, 5.76e-06, 7.42e-06, 6.03e-07, 6.03e-06, 4.98e-06, 3.67e-05, 3.64e-05, 2.30e-04, 2.63e-04, 8.94e-04, 1.70e-05, 1.87e-05, 2.72e-07, 1.14e-05, 2.50e-06, 0.00e+00, 1.36e-05, 3.83e-06] [3.46e-05, 1.04e-05, 2.32e-06, 5.72e-06, 5.76e-06, 7.42e-06, 6.03e-07, 6.03e-06, 4.98e-06, 3.67e-05, 3.64e-05, 2.30e-04, 2.63e-04, 8.94e-04, 1.70e-05, 1.87e-05, 2.72e-07, 1.14e-05, 2.50e-06, 0.00e+00, 1.36e-05, 3.83e-06] []
336700 [5.72e-06, 6.56e-06, 1.77e-06, 4.03e-06, 3.12e-06, 5.64e-06, 2.88e-07, 8.09e-11, 1.16e-08, 2.08e-11, 8.40e-06, 4.69e-05, 2.77e-05, 4.63e-07, 3.78e-10, 9.57e-09, 1.05e-08, 6.01e-09, 1.02e-09, 0.00e+00, 8.37e-09, 2.62e-08] [5.72e-06, 6.56e-06, 1.77e-06, 4.03e-06, 3.12e-06, 5.64e-06, 2.88e-07, 8.09e-11, 1.16e-08, 2.08e-11, 8.40e-06, 4.69e-05, 2.77e-05, 4.63e-07, 3.78e-10, 9.57e-09, 1.05e-08, 6.01e-09, 1.02e-09, 0.00e+00, 8.37e-09, 2.62e-08] []
336800 [4.94e-06, 6.21e-06, 1.83e-06, 3.82e-06, 3.10e-06, 5.85e-06, 2.96e-07, 2.84e-08, 5.85e-08, 8.43e-10, 8.35e-06, 4.67e-05, 2.64e-05, 2.54e-07, 6.73e-10, 9.84e-09, 7.08e-09, 4.67e-09, 0.00e+00, 0.00e+00, 4.23e-08, 5.93e-08] [4.94e-06, 6.21e-06, 1.83e-06, 3.82e-06, 3.10e-06, 5.85e-06, 2.96e-07, 2.84e-08, 5.85e-08, 8.43e-10, 8.35e-06, 4.67e-05, 2.64e-05, 2.54e-07, 6.73e-10, 9.84e-09, 7.08e-09, 4.67e-09, 0.00e+00, 0.00e+00, 4.23e-08, 5.93e-08] []
336900 [6.48e-06, 7.24e-06, 1.80e-06, 3.98e-06, 3.23e-06, 5.50e-06, 2.76e-07, 1.05e-06, 7.05e-06, 2.44e-07, 8.92e-06, 4.71e-05, 3.40e-05, 9.04e-06, 4.65e-09, 1.78e-08, 2.60e-08, 1.24e-07, 6.39e-08, 5.54e-08, 4.27e-07, 1.67e-07] [6.48e-06, 7.24e-06, 1.80e-06, 3.98e-06, 3.23e-06, 5.50e-06, 2.76e-07, 1.05e-06, 7.05e-06, 2.44e-07, 8.92e-06, 4.71e-05, 3.40e-05, 9.04e-06, 4.65e-09, 1.78e-08, 2.60e-08, 1.24e-07, 6.39e-08, 5.54e-08, 4.27e-07, 1.67e-07] []
337000 [5.23e-06, 6.39e-06, 1.80e-06, 3.91e-06, 3.12e-06, 5.72e-06, 2.58e-07, 4.65e-09, 3.22e-08, 1.33e-09, 8.31e-06, 4.67e-05, 2.68e-05, 3.17e-07, 4.80e-10, 9.26e-09, 8.72e-09, 4.12e-09, 0.00e+00, 2.10e-11, 2.05e-08, 3.23e-09] [5.23e-06, 6.39e-06, 1.80e-06, 3.91e-06, 3.12e-06, 5.72e-06, 2.58e-07, 4.65e-09, 3.22e-08, 1.33e-09, 8.31e-06, 4.67e-05, 2.68e-05, 3.17e-07, 4.80e-10, 9.26e-09, 8.72e-09, 4.12e-09, 0.00e+00, 2.10e-11, 2.05e-08, 3.23e-09] []
337100 [2.60e-05, 8.17e-06, 2.19e-06, 8.12e-06, 7.52e-06, 7.64e-06, 3.37e-07, 1.04e-06, 4.83e-06, 8.12e-05, 2.97e-04, 6.86e-04, 1.47e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.02e-07, 0.00e+00, 3.46e-06, 9.29e-06] [2.60e-05, 8.17e-06, 2.19e-06, 8.12e-06, 7.52e-06, 7.64e-06, 3.37e-07, 1.04e-06, 4.83e-06, 8.12e-05, 2.97e-04, 6.86e-04, 1.47e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.02e-07, 0.00e+00, 3.46e-06, 9.29e-06] []
337200 [5.77e-06, 6.75e-06, 1.74e-06, 4.06e-06, 3.13e-06, 5.68e-06, 2.47e-07, 8.31e-09, 5.26e-08, 1.07e-08, 8.44e-06, 4.68e-05, 2.79e-05, 4.95e-07, 6.07e-14, 3.60e-09, 1.03e-08, 4.24e-09, 1.59e-12, 0.00e+00, 1.44e-08, 4.90e-08] [5.77e-06, 6.75e-06, 1.74e-06, 4.06e-06, 3.13e-06, 5.68e-06, 2.47e-07, 8.31e-09, 5.26e-08, 1.07e-08, 8.44e-06, 4.68e-05, 2.79e-05, 4.95e-07, 6.07e-14, 3.60e-09, 1.03e-08, 4.24e-09, 1.59e-12, 0.00e+00, 1.44e-08, 4.90e-08] []
337300 [4.37e-06, 6.29e-06, 1.91e-06, 4.46e-06, 2.87e-06, 5.89e-06, 3.22e-07, 1.43e-05, 7.42e-05, 1.74e-06, 1.25e-05, 6.82e-05, 4.17e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-05, 1.68e-05, 7.61e-05] [4.37e-06, 6.29e-06, 1.91e-06, 4.46e-06, 2.87e-06, 5.89e-06, 3.22e-07, 1.43e-05, 7.42e-05, 1.74e-06, 1.25e-05, 6.82e-05, 4.17e-05, 1.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-05, 1.68e-05, 7.61e-05] []
337400 [4.89e-06, 6.49e-06, 1.73e-06, 3.82e-06, 3.11e-06, 5.77e-06, 3.11e-07, 1.23e-09, 6.51e-08, 2.51e-08, 8.21e-06, 4.72e-05, 2.72e-05, 2.11e-06, 0.00e+00, 1.44e-10, 4.01e-09, 2.30e-10, 6.71e-12, 4.32e-13, 8.63e-08, 2.14e-09] [4.89e-06, 6.49e-06, 1.73e-06, 3.82e-06, 3.11e-06, 5.77e-06, 3.11e-07, 1.23e-09, 6.51e-08, 2.51e-08, 8.21e-06, 4.72e-05, 2.72e-05, 2.11e-06, 0.00e+00, 1.44e-10, 4.01e-09, 2.30e-10, 6.71e-12, 4.32e-13, 8.63e-08, 2.14e-09] []
337500 [6.07e-06, 7.66e-06, 1.79e-06, 4.13e-06, 3.17e-06, 5.60e-06, 3.03e-07, 5.40e-08, 7.65e-09, 3.33e-07, 9.23e-06, 4.83e-05, 3.22e-05, 1.12e-05, 0.00e+00, 1.48e-10, 0.00e+00, 5.77e-09, 3.10e-08, 3.59e-08, 2.08e-07, 1.99e-07] [6.07e-06, 7.66e-06, 1.79e-06, 4.13e-06, 3.17e-06, 5.60e-06, 3.03e-07, 5.40e-08, 7.65e-09, 3.33e-07, 9.23e-06, 4.83e-05, 3.22e-05, 1.12e-05, 0.00e+00, 1.48e-10, 0.00e+00, 5.77e-09, 3.10e-08, 3.59e-08, 2.08e-07, 1.99e-07] []
337600 [5.21e-06, 6.49e-06, 1.74e-06, 3.92e-06, 3.11e-06, 5.67e-06, 2.67e-07, 5.21e-09, 4.85e-09, 1.10e-09, 8.26e-06, 4.67e-05, 2.69e-05, 3.59e-07, 7.61e-10, 9.34e-09, 1.05e-08, 4.46e-09, 1.49e-10, 0.00e+00, 5.53e-09, 8.38e-09] [5.21e-06, 6.49e-06, 1.74e-06, 3.92e-06, 3.11e-06, 5.67e-06, 2.67e-07, 5.21e-09, 4.85e-09, 1.10e-09, 8.26e-06, 4.67e-05, 2.69e-05, 3.59e-07, 7.61e-10, 9.34e-09, 1.05e-08, 4.46e-09, 1.49e-10, 0.00e+00, 5.53e-09, 8.38e-09] []
337700 [1.35e-05, 8.93e-06, 2.24e-06, 4.73e-06, 3.35e-06, 6.87e-06, 3.56e-07, 4.68e-06, 1.98e-04, 9.77e-06, 1.28e-04, 1.15e-04, 4.50e-04, 1.96e-04, 3.50e-06, 1.53e-06, 0.00e+00, 6.70e-06, 1.69e-06, 0.00e+00, 9.19e-06, 2.45e-04] [1.35e-05, 8.93e-06, 2.24e-06, 4.73e-06, 3.35e-06, 6.87e-06, 3.56e-07, 4.68e-06, 1.98e-04, 9.77e-06, 1.28e-04, 1.15e-04, 4.50e-04, 1.96e-04, 3.50e-06, 1.53e-06, 0.00e+00, 6.70e-06, 1.69e-06, 0.00e+00, 9.19e-06, 2.45e-04] []
337800 [5.85e-06, 6.89e-06, 1.68e-06, 4.07e-06, 3.15e-06, 5.62e-06, 2.54e-07, 2.50e-12, 5.33e-09, 5.79e-09, 8.42e-06, 4.67e-05, 2.81e-05, 4.79e-07, 1.21e-11, 2.95e-09, 1.16e-08, 5.37e-09, 1.37e-11, 0.00e+00, 1.46e-08, 2.77e-08] [5.85e-06, 6.89e-06, 1.68e-06, 4.07e-06, 3.15e-06, 5.62e-06, 2.54e-07, 2.50e-12, 5.33e-09, 5.79e-09, 8.42e-06, 4.67e-05, 2.81e-05, 4.79e-07, 1.21e-11, 2.95e-09, 1.16e-08, 5.37e-09, 1.37e-11, 0.00e+00, 1.46e-08, 2.77e-08] []
337900 [4.94e-06, 6.40e-06, 1.77e-06, 3.84e-06, 3.10e-06, 5.83e-06, 2.55e-07, 1.60e-08, 7.02e-09, 3.78e-09, 8.27e-06, 4.66e-05, 2.65e-05, 3.57e-07, 5.63e-10, 7.15e-09, 8.94e-09, 2.96e-09, 0.00e+00, 0.00e+00, 2.09e-08, 1.00e-08] [4.94e-06, 6.40e-06, 1.77e-06, 3.84e-06, 3.10e-06, 5.83e-06, 2.55e-07, 1.60e-08, 7.02e-09, 3.78e-09, 8.27e-06, 4.66e-05, 2.65e-05, 3.57e-07, 5.63e-10, 7.15e-09, 8.94e-09, 2.96e-09, 0.00e+00, 0.00e+00, 2.09e-08, 1.00e-08] []
338000 [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07] [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.961662 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
338000 [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07] [5.71e-06, 7.55e-06, 1.78e-06, 4.16e-06, 3.14e-06, 5.57e-06, 2.62e-07, 5.64e-07, 1.59e-08, 5.24e-07, 8.58e-06, 4.92e-05, 3.11e-05, 1.08e-05, 0.00e+00, 0.00e+00, 4.14e-09, 5.40e-09, 6.05e-08, 5.25e-08, 4.08e-07, 2.87e-07] []
338100 [5.09e-06, 6.48e-06, 1.76e-06, 3.86e-06, 3.11e-06, 5.70e-06, 2.43e-07, 6.29e-09, 8.72e-10, 1.13e-09, 8.22e-06, 4.66e-05, 2.68e-05, 3.16e-07, 1.10e-09, 1.04e-08, 1.04e-08, 5.00e-09, 7.11e-11, 2.35e-10, 6.39e-09, 2.51e-09] [5.09e-06, 6.48e-06, 1.76e-06, 3.86e-06, 3.11e-06, 5.70e-06, 2.43e-07, 6.29e-09, 8.72e-10, 1.13e-09, 8.22e-06, 4.66e-05, 2.68e-05, 3.16e-07, 1.10e-09, 1.04e-08, 1.04e-08, 5.00e-09, 7.11e-11, 2.35e-10, 6.39e-09, 2.51e-09] []
338200 [3.00e-05, 7.74e-06, 2.03e-06, 7.87e-06, 5.75e-06, 6.98e-06, 4.55e-07, 9.31e-05, 7.05e-07, 7.28e-05, 1.28e-04, 6.08e-04, 1.03e-03, 3.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-09, 1.76e-04, 2.75e-08] [3.00e-05, 7.74e-06, 2.03e-06, 7.87e-06, 5.75e-06, 6.98e-06, 4.55e-07, 9.31e-05, 7.05e-07, 7.28e-05, 1.28e-04, 6.08e-04, 1.03e-03, 3.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.84e-09, 1.76e-04, 2.75e-08] []
338300 [5.48e-06, 6.74e-06, 1.69e-06, 3.91e-06, 3.12e-06, 5.65e-06, 2.28e-07, 2.13e-09, 7.18e-08, 3.96e-11, 8.22e-06, 4.65e-05, 2.78e-05, 5.03e-07, 9.37e-10, 1.01e-08, 1.03e-08, 6.23e-09, 2.91e-10, 0.00e+00, 5.12e-09, 5.40e-08] [5.48e-06, 6.74e-06, 1.69e-06, 3.91e-06, 3.12e-06, 5.65e-06, 2.28e-07, 2.13e-09, 7.18e-08, 3.96e-11, 8.22e-06, 4.65e-05, 2.78e-05, 5.03e-07, 9.37e-10, 1.01e-08, 1.03e-08, 6.23e-09, 2.91e-10, 0.00e+00, 5.12e-09, 5.40e-08] []
338400 [2.96e-05, 1.00e-05, 2.94e-06, 9.32e-06, 5.22e-06, 7.45e-06, 4.29e-07, 5.17e-05, 6.82e-06, 3.76e-05, 8.48e-05, 6.05e-04, 4.84e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-07, 8.42e-05, 2.56e-06] [2.96e-05, 1.00e-05, 2.94e-06, 9.32e-06, 5.22e-06, 7.45e-06, 4.29e-07, 5.17e-05, 6.82e-06, 3.76e-05, 8.48e-05, 6.05e-04, 4.84e-04, 2.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.84e-07, 8.42e-05, 2.56e-06] []
338500 [4.93e-06, 6.53e-06, 1.68e-06, 3.75e-06, 3.11e-06, 5.75e-06, 2.93e-07, 2.89e-10, 4.13e-09, 2.00e-10, 8.08e-06, 4.66e-05, 2.70e-05, 3.57e-07, 1.56e-09, 8.45e-09, 8.33e-09, 4.37e-09, 1.18e-10, 1.00e-10, 5.57e-09, 1.21e-09] [4.93e-06, 6.53e-06, 1.68e-06, 3.75e-06, 3.11e-06, 5.75e-06, 2.93e-07, 2.89e-10, 4.13e-09, 2.00e-10, 8.08e-06, 4.66e-05, 2.70e-05, 3.57e-07, 1.56e-09, 8.45e-09, 8.33e-09, 4.37e-09, 1.18e-10, 1.00e-10, 5.57e-09, 1.21e-09] []
338600 [5.07e-06, 7.84e-06, 1.64e-06, 4.29e-06, 3.02e-06, 5.74e-06, 2.85e-07, 2.85e-07, 3.56e-11, 2.52e-06, 2.63e-05, 6.36e-05, 3.98e-05, 3.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 1.37e-11, 0.00e+00, 5.63e-09, 3.71e-07] [5.07e-06, 7.84e-06, 1.64e-06, 4.29e-06, 3.02e-06, 5.74e-06, 2.85e-07, 2.85e-07, 3.56e-11, 2.52e-06, 2.63e-05, 6.36e-05, 3.98e-05, 3.63e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 1.37e-11, 0.00e+00, 5.63e-09, 3.71e-07] []
338700 [5.12e-06, 6.59e-06, 1.70e-06, 3.89e-06, 3.10e-06, 5.71e-06, 2.47e-07, 2.47e-09, 2.41e-10, 1.99e-09, 8.17e-06, 4.66e-05, 2.70e-05, 3.99e-07, 6.98e-10, 7.63e-09, 1.18e-08, 3.18e-09, 5.02e-12, 0.00e+00, 1.69e-08, 3.78e-09] [5.12e-06, 6.59e-06, 1.70e-06, 3.89e-06, 3.10e-06, 5.71e-06, 2.47e-07, 2.47e-09, 2.41e-10, 1.99e-09, 8.17e-06, 4.66e-05, 2.70e-05, 3.99e-07, 6.98e-10, 7.63e-09, 1.18e-08, 3.18e-09, 5.02e-12, 0.00e+00, 1.69e-08, 3.78e-09] []
338800 [6.87e-06, 8.03e-06, 2.22e-06, 4.83e-06, 2.99e-06, 5.68e-06, 2.50e-07, 1.33e-05, 3.49e-07, 7.83e-09, 5.61e-05, 6.17e-05, 2.45e-04, 1.19e-04, 0.00e+00, 7.18e-11, 3.03e-07, 2.39e-06, 0.00e+00, 6.53e-08, 5.76e-06, 3.49e-07] [6.87e-06, 8.03e-06, 2.22e-06, 4.83e-06, 2.99e-06, 5.68e-06, 2.50e-07, 1.33e-05, 3.49e-07, 7.83e-09, 5.61e-05, 6.17e-05, 2.45e-04, 1.19e-04, 0.00e+00, 7.18e-11, 3.03e-07, 2.39e-06, 0.00e+00, 6.53e-08, 5.76e-06, 3.49e-07] []
338900 [5.42e-06, 6.76e-06, 1.67e-06, 3.95e-06, 3.11e-06, 5.59e-06, 2.40e-07, 8.62e-09, 3.51e-12, 2.99e-11, 8.16e-06, 4.66e-05, 2.74e-05, 4.70e-07, 7.11e-10, 8.32e-09, 1.07e-08, 4.87e-09, 7.85e-10, 0.00e+00, 7.46e-09, 9.15e-09] [5.42e-06, 6.76e-06, 1.67e-06, 3.95e-06, 3.11e-06, 5.59e-06, 2.40e-07, 8.62e-09, 3.51e-12, 2.99e-11, 8.16e-06, 4.66e-05, 2.74e-05, 4.70e-07, 7.11e-10, 8.32e-09, 1.07e-08, 4.87e-09, 7.85e-10, 0.00e+00, 7.46e-09, 9.15e-09] []
339000 [4.56e-06, 6.37e-06, 1.74e-06, 3.75e-06, 3.06e-06, 5.84e-06, 2.40e-07, 1.98e-08, 1.68e-08, 2.49e-08, 8.17e-06, 4.69e-05, 2.65e-05, 1.60e-06, 4.57e-11, 1.56e-09, 5.58e-09, 1.18e-10, 0.00e+00, 0.00e+00, 5.32e-08, 1.28e-08] [4.56e-06, 6.37e-06, 1.74e-06, 3.75e-06, 3.06e-06, 5.84e-06, 2.40e-07, 1.98e-08, 1.68e-08, 2.49e-08, 8.17e-06, 4.69e-05, 2.65e-05, 1.60e-06, 4.57e-11, 1.56e-09, 5.58e-09, 1.18e-10, 0.00e+00, 0.00e+00, 5.32e-08, 1.28e-08] []
339100 [5.75e-06, 7.57e-06, 1.64e-06, 4.04e-06, 3.20e-06, 5.53e-06, 2.32e-07, 4.78e-08, 7.90e-07, 3.38e-07, 9.58e-06, 4.71e-05, 3.01e-05, 3.46e-06, 0.00e+00, 0.00e+00, 7.08e-09, 2.00e-08, 6.57e-11, 8.36e-09, 1.60e-08, 3.56e-08] [5.75e-06, 7.57e-06, 1.64e-06, 4.04e-06, 3.20e-06, 5.53e-06, 2.32e-07, 4.78e-08, 7.90e-07, 3.38e-07, 9.58e-06, 4.71e-05, 3.01e-05, 3.46e-06, 0.00e+00, 0.00e+00, 7.08e-09, 2.00e-08, 6.57e-11, 8.36e-09, 1.60e-08, 3.56e-08] []
339200 [5.03e-06, 6.59e-06, 1.73e-06, 3.83e-06, 3.11e-06, 5.73e-06, 2.15e-07, 5.62e-09, 7.79e-10, 1.24e-09, 8.14e-06, 4.64e-05, 2.68e-05, 3.34e-07, 1.04e-09, 8.85e-09, 1.18e-08, 3.80e-09, 1.17e-11, 1.08e-10, 1.36e-08, 1.18e-09] [5.03e-06, 6.59e-06, 1.73e-06, 3.83e-06, 3.11e-06, 5.73e-06, 2.15e-07, 5.62e-09, 7.79e-10, 1.24e-09, 8.14e-06, 4.64e-05, 2.68e-05, 3.34e-07, 1.04e-09, 8.85e-09, 1.18e-08, 3.80e-09, 1.17e-11, 1.08e-10, 1.36e-08, 1.18e-09] []
339300 [7.98e-06, 7.24e-06, 2.64e-06, 4.33e-06, 2.76e-06, 6.13e-06, 2.30e-07, 6.37e-06, 8.11e-06, 1.68e-06, 2.99e-05, 5.14e-05, 7.99e-05, 3.40e-05, 0.00e+00, 4.17e-09, 1.42e-06, 9.14e-09, 1.23e-06, 0.00e+00, 6.75e-06, 4.64e-06] [7.98e-06, 7.24e-06, 2.64e-06, 4.33e-06, 2.76e-06, 6.13e-06, 2.30e-07, 6.37e-06, 8.11e-06, 1.68e-06, 2.99e-05, 5.14e-05, 7.99e-05, 3.40e-05, 0.00e+00, 4.17e-09, 1.42e-06, 9.14e-09, 1.23e-06, 0.00e+00, 6.75e-06, 4.64e-06] []
339400 [5.34e-06, 6.76e-06, 1.69e-06, 3.91e-06, 3.10e-06, 5.59e-06, 1.91e-07, 8.60e-10, 2.64e-09, 4.05e-10, 8.10e-06, 4.66e-05, 2.74e-05, 4.41e-07, 6.57e-10, 8.55e-09, 1.05e-08, 3.50e-09, 1.71e-11, 0.00e+00, 1.58e-08, 9.59e-09] [5.34e-06, 6.76e-06, 1.69e-06, 3.91e-06, 3.10e-06, 5.59e-06, 1.91e-07, 8.60e-10, 2.64e-09, 4.05e-10, 8.10e-06, 4.66e-05, 2.74e-05, 4.41e-07, 6.57e-10, 8.55e-09, 1.05e-08, 3.50e-09, 1.71e-11, 0.00e+00, 1.58e-08, 9.59e-09] []
339500 [4.60e-06, 6.40e-06, 1.74e-06, 3.69e-06, 3.08e-06, 5.83e-06, 1.96e-07, 5.68e-09, 4.11e-08, 5.73e-09, 8.10e-06, 4.66e-05, 2.63e-05, 5.14e-07, 7.93e-10, 6.93e-09, 7.11e-09, 2.34e-09, 0.00e+00, 0.00e+00, 2.08e-08, 3.06e-08] [4.60e-06, 6.40e-06, 1.74e-06, 3.69e-06, 3.08e-06, 5.83e-06, 1.96e-07, 5.68e-09, 4.11e-08, 5.73e-09, 8.10e-06, 4.66e-05, 2.63e-05, 5.14e-07, 7.93e-10, 6.93e-09, 7.11e-09, 2.34e-09, 0.00e+00, 0.00e+00, 2.08e-08, 3.06e-08] []
339600 [5.76e-06, 7.46e-06, 1.66e-06, 3.95e-06, 3.20e-06, 5.68e-06, 2.63e-07, 2.29e-07, 7.87e-07, 2.55e-09, 8.47e-06, 4.81e-05, 2.98e-05, 2.34e-06, 0.00e+00, 0.00e+00, 1.07e-09, 3.81e-08, 0.00e+00, 7.74e-07, 1.27e-06, 3.65e-06] [5.76e-06, 7.46e-06, 1.66e-06, 3.95e-06, 3.20e-06, 5.68e-06, 2.63e-07, 2.29e-07, 7.87e-07, 2.55e-09, 8.47e-06, 4.81e-05, 2.98e-05, 2.34e-06, 0.00e+00, 0.00e+00, 1.07e-09, 3.81e-08, 0.00e+00, 7.74e-07, 1.27e-06, 3.65e-06] []
339700 [4.95e-06, 6.63e-06, 1.71e-06, 3.80e-06, 3.10e-06, 5.80e-06, 2.30e-07, 1.45e-09, 4.76e-10, 9.41e-10, 8.08e-06, 4.64e-05, 2.69e-05, 3.14e-07, 1.36e-09, 8.98e-09, 1.24e-08, 4.23e-09, 8.31e-10, 1.85e-10, 7.89e-09, 1.33e-09] [4.95e-06, 6.63e-06, 1.71e-06, 3.80e-06, 3.10e-06, 5.80e-06, 2.30e-07, 1.45e-09, 4.76e-10, 9.41e-10, 8.08e-06, 4.64e-05, 2.69e-05, 3.14e-07, 1.36e-09, 8.98e-09, 1.24e-08, 4.23e-09, 8.31e-10, 1.85e-10, 7.89e-09, 1.33e-09] []
339800 [8.32e-06, 6.94e-06, 2.62e-06, 4.07e-06, 2.86e-06, 6.27e-06, 2.59e-07, 3.19e-07, 1.44e-07, 1.04e-05, 3.02e-05, 9.91e-05, 1.45e-04, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-08, 0.00e+00, 1.54e-07, 4.00e-07] [8.32e-06, 6.94e-06, 2.62e-06, 4.07e-06, 2.86e-06, 6.27e-06, 2.59e-07, 3.19e-07, 1.44e-07, 1.04e-05, 3.02e-05, 9.91e-05, 1.45e-04, 2.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.12e-08, 0.00e+00, 1.54e-07, 4.00e-07] []
339900 [5.12e-06, 6.73e-06, 1.71e-06, 3.83e-06, 3.07e-06, 5.75e-06, 1.93e-07, 6.43e-09, 8.66e-10, 2.07e-09, 8.06e-06, 4.64e-05, 2.73e-05, 3.51e-07, 3.21e-10, 6.65e-09, 1.19e-08, 2.40e-09, 7.88e-12, 4.72e-12, 2.84e-08, 3.60e-09] [5.12e-06, 6.73e-06, 1.71e-06, 3.83e-06, 3.07e-06, 5.75e-06, 1.93e-07, 6.43e-09, 8.66e-10, 2.07e-09, 8.06e-06, 4.64e-05, 2.73e-05, 3.51e-07, 3.21e-10, 6.65e-09, 1.19e-08, 2.40e-09, 7.88e-12, 4.72e-12, 2.84e-08, 3.60e-09] []
340000 [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08] [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.597490 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
340000 [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08] [4.52e-06, 6.41e-06, 1.75e-06, 3.61e-06, 3.07e-06, 5.94e-06, 1.95e-07, 6.43e-10, 4.59e-08, 4.98e-10, 8.05e-06, 4.63e-05, 2.64e-05, 2.28e-07, 2.08e-09, 1.14e-08, 9.97e-09, 5.54e-09, 6.08e-10, 0.00e+00, 7.51e-09, 1.53e-08] []
340100 [7.96e-06, 8.61e-06, 2.39e-06, 5.85e-06, 3.69e-06, 6.69e-06, 3.32e-07, 5.25e-08, 1.52e-07, 6.98e-07, 1.21e-05, 7.27e-05, 5.31e-05, 1.01e-05, 3.26e-08, 1.29e-07, 0.00e+00, 1.27e-06, 2.86e-10, 2.89e-07, 1.79e-06, 1.44e-06] [7.96e-06, 8.61e-06, 2.39e-06, 5.85e-06, 3.69e-06, 6.69e-06, 3.32e-07, 5.25e-08, 1.52e-07, 6.98e-07, 1.21e-05, 7.27e-05, 5.31e-05, 1.01e-05, 3.26e-08, 1.29e-07, 0.00e+00, 1.27e-06, 2.86e-10, 2.89e-07, 1.79e-06, 1.44e-06] []
340200 [6.42e-06, 7.15e-06, 1.73e-06, 4.62e-06, 3.44e-06, 5.96e-06, 2.46e-07, 2.66e-08, 1.79e-10, 5.70e-09, 9.24e-06, 4.80e-05, 3.21e-05, 1.28e-06, 0.00e+00, 4.50e-09, 1.11e-08, 2.11e-08, 2.11e-10, 1.58e-12, 4.71e-09, 5.08e-10] [6.42e-06, 7.15e-06, 1.73e-06, 4.62e-06, 3.44e-06, 5.96e-06, 2.46e-07, 2.66e-08, 1.79e-10, 5.70e-09, 9.24e-06, 4.80e-05, 3.21e-05, 1.28e-06, 0.00e+00, 4.50e-09, 1.11e-08, 2.11e-08, 2.11e-10, 1.58e-12, 4.71e-09, 5.08e-10] []
340300 [5.20e-06, 6.56e-06, 1.80e-06, 4.05e-06, 3.35e-06, 5.84e-06, 2.18e-07, 2.80e-09, 3.43e-09, 1.96e-09, 8.50e-06, 4.66e-05, 2.73e-05, 6.34e-07, 7.18e-10, 8.57e-09, 9.09e-09, 2.18e-09, 2.75e-10, 2.80e-10, 6.11e-09, 1.82e-09] [5.20e-06, 6.56e-06, 1.80e-06, 4.05e-06, 3.35e-06, 5.84e-06, 2.18e-07, 2.80e-09, 3.43e-09, 1.96e-09, 8.50e-06, 4.66e-05, 2.73e-05, 6.34e-07, 7.18e-10, 8.57e-09, 9.09e-09, 2.18e-09, 2.75e-10, 2.80e-10, 6.11e-09, 1.82e-09] []
340400 [4.63e-06, 6.36e-06, 1.80e-06, 3.72e-06, 3.32e-06, 5.97e-06, 2.18e-07, 3.34e-09, 2.19e-09, 1.76e-10, 8.34e-06, 4.64e-05, 2.63e-05, 3.94e-07, 2.17e-09, 1.30e-08, 7.76e-09, 6.07e-09, 6.05e-10, 1.19e-11, 8.37e-09, 1.01e-09] [4.63e-06, 6.36e-06, 1.80e-06, 3.72e-06, 3.32e-06, 5.97e-06, 2.18e-07, 3.34e-09, 2.19e-09, 1.76e-10, 8.34e-06, 4.64e-05, 2.63e-05, 3.94e-07, 2.17e-09, 1.30e-08, 7.76e-09, 6.07e-09, 6.05e-10, 1.19e-11, 8.37e-09, 1.01e-09] []
340500 [5.09e-06, 7.49e-06, 1.86e-06, 3.99e-06, 3.30e-06, 5.65e-06, 2.30e-07, 2.90e-05, 1.21e-06, 5.39e-08, 8.60e-06, 4.82e-05, 3.02e-05, 3.95e-06, 3.22e-10, 2.03e-10, 1.60e-09, 1.88e-08, 6.12e-07, 0.00e+00, 3.42e-06, 7.33e-07] [5.09e-06, 7.49e-06, 1.86e-06, 3.99e-06, 3.30e-06, 5.65e-06, 2.30e-07, 2.90e-05, 1.21e-06, 5.39e-08, 8.60e-06, 4.82e-05, 3.02e-05, 3.95e-06, 3.22e-10, 2.03e-10, 1.60e-09, 1.88e-08, 6.12e-07, 0.00e+00, 3.42e-06, 7.33e-07] []
340600 [4.79e-06, 6.58e-06, 1.73e-06, 3.72e-06, 3.26e-06, 5.74e-06, 2.01e-07, 5.16e-09, 3.10e-09, 9.84e-10, 8.14e-06, 4.65e-05, 2.68e-05, 3.81e-07, 2.02e-09, 1.03e-08, 7.35e-09, 4.60e-09, 2.81e-11, 6.77e-11, 2.17e-08, 8.03e-10] [4.79e-06, 6.58e-06, 1.73e-06, 3.72e-06, 3.26e-06, 5.74e-06, 2.01e-07, 5.16e-09, 3.10e-09, 9.84e-10, 8.14e-06, 4.65e-05, 2.68e-05, 3.81e-07, 2.02e-09, 1.03e-08, 7.35e-09, 4.60e-09, 2.81e-11, 6.77e-11, 2.17e-08, 8.03e-10] []
340700 [1.85e-05, 7.55e-06, 1.76e-06, 3.86e-06, 4.70e-06, 5.97e-06, 2.42e-07, 6.11e-06, 1.24e-07, 1.62e-05, 4.36e-05, 1.94e-04, 2.50e-04, 9.74e-04, 1.24e-05, 1.31e-05, 6.37e-06, 6.26e-06, 1.75e-06, 4.94e-08, 1.02e-05, 2.80e-07] [1.85e-05, 7.55e-06, 1.76e-06, 3.86e-06, 4.70e-06, 5.97e-06, 2.42e-07, 6.11e-06, 1.24e-07, 1.62e-05, 4.36e-05, 1.94e-04, 2.50e-04, 9.74e-04, 1.24e-05, 1.31e-05, 6.37e-06, 6.26e-06, 1.75e-06, 4.94e-08, 1.02e-05, 2.80e-07] []
340800 [5.57e-06, 7.18e-06, 1.71e-06, 3.87e-06, 3.25e-06, 5.49e-06, 1.72e-07, 1.92e-07, 1.92e-09, 9.01e-09, 8.05e-06, 4.69e-05, 2.82e-05, 6.19e-07, 1.21e-10, 2.37e-09, 7.69e-09, 8.32e-09, 3.27e-09, 0.00e+00, 1.67e-08, 5.49e-09] [5.57e-06, 7.18e-06, 1.71e-06, 3.87e-06, 3.25e-06, 5.49e-06, 1.72e-07, 1.92e-07, 1.92e-09, 9.01e-09, 8.05e-06, 4.69e-05, 2.82e-05, 6.19e-07, 1.21e-10, 2.37e-09, 7.69e-09, 8.32e-09, 3.27e-09, 0.00e+00, 1.67e-08, 5.49e-09] []
340900 [4.43e-06, 6.49e-06, 1.71e-06, 3.78e-06, 3.16e-06, 5.75e-06, 2.29e-07, 1.13e-06, 5.09e-05, 7.10e-08, 8.25e-06, 4.70e-05, 2.71e-05, 3.37e-06, 8.15e-10, 3.73e-10, 3.46e-09, 0.00e+00, 0.00e+00, 1.29e-05, 1.33e-06, 5.33e-05] [4.43e-06, 6.49e-06, 1.71e-06, 3.78e-06, 3.16e-06, 5.75e-06, 2.29e-07, 1.13e-06, 5.09e-05, 7.10e-08, 8.25e-06, 4.70e-05, 2.71e-05, 3.37e-06, 8.15e-10, 3.73e-10, 3.46e-09, 0.00e+00, 0.00e+00, 1.29e-05, 1.33e-06, 5.33e-05] []
341000 [5.94e-06, 6.50e-06, 1.69e-06, 3.40e-06, 3.37e-06, 5.92e-06, 2.41e-07, 2.67e-06, 1.48e-08, 8.07e-07, 1.11e-05, 5.41e-05, 4.89e-05, 6.24e-05, 3.92e-07, 6.91e-07, 5.07e-07, 4.77e-07, 6.13e-07, 1.35e-08, 3.74e-06, 7.80e-08] [5.94e-06, 6.50e-06, 1.69e-06, 3.40e-06, 3.37e-06, 5.92e-06, 2.41e-07, 2.67e-06, 1.48e-08, 8.07e-07, 1.11e-05, 5.41e-05, 4.89e-05, 6.24e-05, 3.92e-07, 6.91e-07, 5.07e-07, 4.77e-07, 6.13e-07, 1.35e-08, 3.74e-06, 7.80e-08] []
341100 [5.77e-06, 7.62e-06, 1.69e-06, 4.03e-06, 3.23e-06, 5.39e-06, 1.86e-07, 1.86e-07, 1.56e-09, 1.08e-07, 8.41e-06, 4.69e-05, 2.95e-05, 1.60e-06, 0.00e+00, 1.41e-10, 7.28e-09, 2.14e-08, 4.20e-09, 0.00e+00, 2.25e-08, 1.88e-08] [5.77e-06, 7.62e-06, 1.69e-06, 4.03e-06, 3.23e-06, 5.39e-06, 1.86e-07, 1.86e-07, 1.56e-09, 1.08e-07, 8.41e-06, 4.69e-05, 2.95e-05, 1.60e-06, 0.00e+00, 1.41e-10, 7.28e-09, 2.14e-08, 4.20e-09, 0.00e+00, 2.25e-08, 1.88e-08] []
341200 [4.93e-06, 6.74e-06, 1.68e-06, 3.74e-06, 3.19e-06, 5.69e-06, 1.58e-07, 6.01e-09, 6.44e-06, 1.22e-09, 8.00e-06, 4.64e-05, 2.69e-05, 3.42e-07, 3.74e-10, 6.12e-09, 1.22e-08, 3.72e-09, 2.67e-15, 0.00e+00, 2.06e-08, 6.76e-06] [4.93e-06, 6.74e-06, 1.68e-06, 3.74e-06, 3.19e-06, 5.69e-06, 1.58e-07, 6.01e-09, 6.44e-06, 1.22e-09, 8.00e-06, 4.64e-05, 2.69e-05, 3.42e-07, 3.74e-10, 6.12e-09, 1.22e-08, 3.72e-09, 2.67e-15, 0.00e+00, 2.06e-08, 6.76e-06] []
341300 [5.09e-06, 6.51e-06, 1.69e-06, 3.46e-06, 3.26e-06, 5.87e-06, 2.62e-07, 1.17e-06, 1.34e-08, 2.34e-07, 8.46e-06, 4.82e-05, 3.16e-05, 1.77e-05, 7.45e-08, 2.03e-07, 1.39e-07, 1.43e-07, 1.79e-07, 3.73e-09, 1.18e-06, 2.37e-08] [5.09e-06, 6.51e-06, 1.69e-06, 3.46e-06, 3.26e-06, 5.87e-06, 2.62e-07, 1.17e-06, 1.34e-08, 2.34e-07, 8.46e-06, 4.82e-05, 3.16e-05, 1.77e-05, 7.45e-08, 2.03e-07, 1.39e-07, 1.43e-07, 1.79e-07, 3.73e-09, 1.18e-06, 2.37e-08] []
341400 [5.40e-06, 7.28e-06, 1.72e-06, 3.80e-06, 3.14e-06, 5.43e-06, 2.07e-07, 3.52e-07, 5.36e-08, 6.37e-08, 8.04e-06, 4.67e-05, 2.88e-05, 1.86e-06, 0.00e+00, 3.75e-10, 6.99e-09, 8.72e-09, 0.00e+00, 2.92e-10, 3.22e-06, 3.06e-10] [5.40e-06, 7.28e-06, 1.72e-06, 3.80e-06, 3.14e-06, 5.43e-06, 2.07e-07, 3.52e-07, 5.36e-08, 6.37e-08, 8.04e-06, 4.67e-05, 2.88e-05, 1.86e-06, 0.00e+00, 3.75e-10, 6.99e-09, 8.72e-09, 0.00e+00, 2.92e-10, 3.22e-06, 3.06e-10] []
341500 [4.68e-06, 6.70e-06, 1.68e-06, 3.67e-06, 3.16e-06, 5.72e-06, 1.83e-07, 8.01e-10, 8.00e-11, 2.16e-09, 7.79e-06, 4.63e-05, 2.67e-05, 3.13e-07, 3.12e-10, 4.80e-09, 1.26e-08, 6.69e-09, 2.96e-09, 0.00e+00, 2.34e-08, 3.46e-10] [4.68e-06, 6.70e-06, 1.68e-06, 3.67e-06, 3.16e-06, 5.72e-06, 1.83e-07, 8.01e-10, 8.00e-11, 2.16e-09, 7.79e-06, 4.63e-05, 2.67e-05, 3.13e-07, 3.12e-10, 4.80e-09, 1.26e-08, 6.69e-09, 2.96e-09, 0.00e+00, 2.34e-08, 3.46e-10] []
341600 [1.63e-04, 3.01e-05, 6.62e-06, 2.10e-05, 1.73e-05, 1.13e-05, 2.72e-07, 4.25e-04, 8.12e-04, 1.62e-04, 3.53e-04, 2.68e-03, 2.81e-03, 1.31e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-04, 1.62e-03] [1.63e-04, 3.01e-05, 6.62e-06, 2.10e-05, 1.73e-05, 1.13e-05, 2.72e-07, 4.25e-04, 8.12e-04, 1.62e-04, 3.53e-04, 2.68e-03, 2.81e-03, 1.31e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.14e-04, 1.62e-03] []
341700 [5.36e-06, 7.30e-06, 1.64e-06, 3.83e-06, 3.16e-06, 5.39e-06, 1.78e-07, 9.72e-10, 1.95e-07, 2.58e-08, 7.96e-06, 4.67e-05, 2.83e-05, 1.03e-06, 2.28e-11, 6.23e-10, 9.37e-09, 1.39e-08, 4.08e-09, 0.00e+00, 4.11e-08, 1.36e-08] [5.36e-06, 7.30e-06, 1.64e-06, 3.83e-06, 3.16e-06, 5.39e-06, 1.78e-07, 9.72e-10, 1.95e-07, 2.58e-08, 7.96e-06, 4.67e-05, 2.83e-05, 1.03e-06, 2.28e-11, 6.23e-10, 9.37e-09, 1.39e-08, 4.08e-09, 0.00e+00, 4.11e-08, 1.36e-08] []
341800 [4.65e-06, 6.70e-06, 1.65e-06, 3.65e-06, 3.16e-06, 5.70e-06, 1.64e-07, 8.90e-08, 2.65e-10, 9.68e-10, 7.80e-06, 4.63e-05, 2.66e-05, 3.46e-07, 3.85e-10, 6.20e-09, 1.96e-08, 1.20e-08, 3.23e-14, 0.00e+00, 8.32e-08, 2.10e-09] [4.65e-06, 6.70e-06, 1.65e-06, 3.65e-06, 3.16e-06, 5.70e-06, 1.64e-07, 8.90e-08, 2.65e-10, 9.68e-10, 7.80e-06, 4.63e-05, 2.66e-05, 3.46e-07, 3.85e-10, 6.20e-09, 1.96e-08, 1.20e-08, 3.23e-14, 0.00e+00, 8.32e-08, 2.10e-09] []
341900 [1.68e-05, 8.27e-06, 2.39e-06, 6.90e-06, 3.97e-06, 6.64e-06, 2.05e-07, 5.53e-05, 1.28e-07, 1.86e-05, 5.73e-05, 2.97e-04, 4.10e-04, 1.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 4.37e-07] [1.68e-05, 8.27e-06, 2.39e-06, 6.90e-06, 3.97e-06, 6.64e-06, 2.05e-07, 5.53e-05, 1.28e-07, 1.86e-05, 5.73e-05, 2.97e-04, 4.10e-04, 1.39e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-04, 4.37e-07] []
342000 [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10] [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.965287 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
342000 [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10] [6.67e-06, 7.96e-06, 1.68e-06, 4.25e-06, 3.25e-06, 5.35e-06, 1.32e-07, 6.00e-09, 1.19e-09, 6.40e-10, 8.89e-06, 4.67e-05, 3.02e-05, 1.19e-06, 1.03e-09, 2.16e-09, 3.21e-08, 1.93e-08, 5.60e-09, 6.17e-11, 1.15e-07, 3.37e-10] []
342100 [5.24e-06, 6.92e-06, 1.68e-06, 3.83e-06, 3.16e-06, 5.61e-06, 1.17e-07, 2.20e-07, 4.08e-10, 3.39e-10, 8.11e-06, 4.63e-05, 2.73e-05, 3.78e-07, 1.14e-09, 6.47e-09, 2.73e-08, 5.34e-09, 8.06e-10, 3.33e-12, 1.13e-07, 7.94e-11] [5.24e-06, 6.92e-06, 1.68e-06, 3.83e-06, 3.16e-06, 5.61e-06, 1.17e-07, 2.20e-07, 4.08e-10, 3.39e-10, 8.11e-06, 4.63e-05, 2.73e-05, 3.78e-07, 1.14e-09, 6.47e-09, 2.73e-08, 5.34e-09, 8.06e-10, 3.33e-12, 1.13e-07, 7.94e-11] []
342200 [4.45e-06, 6.47e-06, 1.68e-06, 3.51e-06, 3.02e-06, 5.81e-06, 1.37e-07, 1.88e-06, 3.47e-04, 5.68e-08, 9.15e-06, 4.69e-05, 2.65e-05, 5.65e-07, 4.27e-09, 8.09e-09, 2.48e-08, 2.04e-09, 1.28e-07, 0.00e+00, 8.52e-07, 7.14e-04] [4.45e-06, 6.47e-06, 1.68e-06, 3.51e-06, 3.02e-06, 5.81e-06, 1.37e-07, 1.88e-06, 3.47e-04, 5.68e-08, 9.15e-06, 4.69e-05, 2.65e-05, 5.65e-07, 4.27e-09, 8.09e-09, 2.48e-08, 2.04e-09, 1.28e-07, 0.00e+00, 8.52e-07, 7.14e-04] []
342300 [2.30e-05, 1.04e-05, 1.81e-06, 5.24e-06, 5.55e-06, 6.14e-06, 3.70e-07, 5.48e-05, 2.60e-07, 1.51e-05, 3.29e-05, 2.20e-04, 3.02e-04, 1.04e-03, 1.43e-05, 1.31e-05, 2.65e-06, 8.39e-06, 6.77e-06, 4.67e-09, 3.43e-05, 2.72e-08] [2.30e-05, 1.04e-05, 1.81e-06, 5.24e-06, 5.55e-06, 6.14e-06, 3.70e-07, 5.48e-05, 2.60e-07, 1.51e-05, 3.29e-05, 2.20e-04, 3.02e-04, 1.04e-03, 1.43e-05, 1.31e-05, 2.65e-06, 8.39e-06, 6.77e-06, 4.67e-09, 3.43e-05, 2.72e-08] []
342400 [5.13e-06, 6.91e-06, 1.64e-06, 3.77e-06, 3.09e-06, 5.52e-06, 2.12e-07, 4.88e-09, 9.43e-11, 2.85e-10, 7.83e-06, 4.65e-05, 2.77e-05, 4.62e-07, 2.88e-09, 1.02e-08, 1.12e-08, 5.46e-09, 5.12e-11, 0.00e+00, 2.26e-08, 9.20e-10] [5.13e-06, 6.91e-06, 1.64e-06, 3.77e-06, 3.09e-06, 5.52e-06, 2.12e-07, 4.88e-09, 9.43e-11, 2.85e-10, 7.83e-06, 4.65e-05, 2.77e-05, 4.62e-07, 2.88e-09, 1.02e-08, 1.12e-08, 5.46e-09, 5.12e-11, 0.00e+00, 2.26e-08, 9.20e-10] []
342500 [4.44e-06, 6.52e-06, 1.67e-06, 3.59e-06, 3.09e-06, 5.78e-06, 1.91e-07, 6.13e-08, 1.74e-09, 8.43e-10, 7.89e-06, 4.63e-05, 2.65e-05, 2.92e-07, 4.04e-09, 1.19e-08, 1.32e-08, 6.99e-09, 5.79e-09, 1.85e-10, 3.34e-08, 1.07e-09] [4.44e-06, 6.52e-06, 1.67e-06, 3.59e-06, 3.09e-06, 5.78e-06, 1.91e-07, 6.13e-08, 1.74e-09, 8.43e-10, 7.89e-06, 4.63e-05, 2.65e-05, 2.92e-07, 4.04e-09, 1.19e-08, 1.32e-08, 6.99e-09, 5.79e-09, 1.85e-10, 3.34e-08, 1.07e-09] []
342600 [1.35e-05, 8.21e-06, 2.45e-06, 4.73e-06, 3.80e-06, 5.94e-06, 2.13e-07, 7.96e-09, 2.69e-06, 4.38e-07, 6.43e-05, 1.85e-04, 6.06e-05, 3.79e-04, 7.62e-06, 6.75e-06, 3.50e-06, 2.35e-08, 8.42e-09, 0.00e+00, 5.48e-08, 3.15e-06] [1.35e-05, 8.21e-06, 2.45e-06, 4.73e-06, 3.80e-06, 5.94e-06, 2.13e-07, 7.96e-09, 2.69e-06, 4.38e-07, 6.43e-05, 1.85e-04, 6.06e-05, 3.79e-04, 7.62e-06, 6.75e-06, 3.50e-06, 2.35e-08, 8.42e-09, 0.00e+00, 5.48e-08, 3.15e-06] []
342700 [5.28e-06, 7.03e-06, 1.64e-06, 3.84e-06, 3.09e-06, 5.51e-06, 1.37e-07, 9.58e-10, 6.85e-11, 4.14e-09, 7.91e-06, 4.65e-05, 2.78e-05, 4.80e-07, 6.58e-10, 5.25e-09, 9.50e-09, 4.66e-09, 1.40e-10, 0.00e+00, 8.19e-09, 6.07e-10] [5.28e-06, 7.03e-06, 1.64e-06, 3.84e-06, 3.09e-06, 5.51e-06, 1.37e-07, 9.58e-10, 6.85e-11, 4.14e-09, 7.91e-06, 4.65e-05, 2.78e-05, 4.80e-07, 6.58e-10, 5.25e-09, 9.50e-09, 4.66e-09, 1.40e-10, 0.00e+00, 8.19e-09, 6.07e-10] []
342800 [4.34e-06, 6.36e-06, 1.67e-06, 3.47e-06, 2.94e-06, 5.69e-06, 8.60e-08, 2.16e-06, 8.75e-04, 5.32e-08, 1.31e-05, 4.94e-05, 3.03e-05, 2.32e-06, 7.56e-11, 0.00e+00, 6.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.23e-03] [4.34e-06, 6.36e-06, 1.67e-06, 3.47e-06, 2.94e-06, 5.69e-06, 8.60e-08, 2.16e-06, 8.75e-04, 5.32e-08, 1.31e-05, 4.94e-05, 3.03e-05, 2.32e-06, 7.56e-11, 0.00e+00, 6.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.23e-03] []
342900 [7.26e-06, 6.48e-06, 2.17e-06, 3.79e-06, 2.69e-06, 5.80e-06, 2.92e-07, 5.69e-06, 3.47e-07, 1.15e-06, 1.66e-05, 6.24e-05, 4.11e-05, 7.29e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-10, 0.00e+00, 5.48e-08, 7.68e-06, 3.33e-07] [7.26e-06, 6.48e-06, 2.17e-06, 3.79e-06, 2.69e-06, 5.80e-06, 2.92e-07, 5.69e-06, 3.47e-07, 1.15e-06, 1.66e-05, 6.24e-05, 4.11e-05, 7.29e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-10, 0.00e+00, 5.48e-08, 7.68e-06, 3.33e-07] []
343000 [4.71e-06, 6.76e-06, 1.62e-06, 3.68e-06, 3.06e-06, 5.64e-06, 2.25e-07, 3.58e-08, 5.30e-10, 1.48e-09, 7.77e-06, 4.63e-05, 2.72e-05, 4.00e-07, 1.75e-09, 7.37e-09, 1.05e-08, 4.02e-09, 2.17e-09, 2.89e-12, 1.49e-08, 6.80e-10] [4.71e-06, 6.76e-06, 1.62e-06, 3.68e-06, 3.06e-06, 5.64e-06, 2.25e-07, 3.58e-08, 5.30e-10, 1.48e-09, 7.77e-06, 4.63e-05, 2.72e-05, 4.00e-07, 1.75e-09, 7.37e-09, 1.05e-08, 4.02e-09, 2.17e-09, 2.89e-12, 1.49e-08, 6.80e-10] []
343100 [4.06e-05, 1.03e-05, 1.56e-06, 6.10e-06, 8.13e-06, 6.63e-06, 3.26e-07, 3.26e-04, 7.68e-07, 4.31e-05, 1.67e-04, 5.04e-04, 1.01e-03, 3.09e-03, 4.51e-05, 4.65e-05, 3.04e-05, 2.32e-05, 9.66e-05, 2.95e-07, 4.20e-04, 1.51e-06] [4.06e-05, 1.03e-05, 1.56e-06, 6.10e-06, 8.13e-06, 6.63e-06, 3.26e-07, 3.26e-04, 7.68e-07, 4.31e-05, 1.67e-04, 5.04e-04, 1.01e-03, 3.09e-03, 4.51e-05, 4.65e-05, 3.04e-05, 2.32e-05, 9.66e-05, 2.95e-07, 4.20e-04, 1.51e-06] []
343200 [6.29e-06, 7.72e-06, 1.65e-06, 4.11e-06, 3.17e-06, 5.51e-06, 1.55e-07, 1.66e-07, 9.97e-09, 2.78e-09, 8.67e-06, 4.68e-05, 2.97e-05, 6.13e-07, 1.91e-12, 1.27e-09, 5.67e-09, 3.55e-08, 9.54e-10, 6.62e-11, 8.81e-09, 2.39e-10] [6.29e-06, 7.72e-06, 1.65e-06, 4.11e-06, 3.17e-06, 5.51e-06, 1.55e-07, 1.66e-07, 9.97e-09, 2.78e-09, 8.67e-06, 4.68e-05, 2.97e-05, 6.13e-07, 1.91e-12, 1.27e-09, 5.67e-09, 3.55e-08, 9.54e-10, 6.62e-11, 8.81e-09, 2.39e-10] []
343300 [4.95e-06, 6.83e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.71e-06, 1.33e-07, 1.88e-10, 8.02e-12, 2.20e-09, 7.93e-06, 4.62e-05, 2.71e-05, 3.26e-07, 9.41e-10, 7.06e-09, 1.57e-08, 3.79e-09, 3.28e-10, 0.00e+00, 5.79e-09, 4.60e-10] [4.95e-06, 6.83e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.71e-06, 1.33e-07, 1.88e-10, 8.02e-12, 2.20e-09, 7.93e-06, 4.62e-05, 2.71e-05, 3.26e-07, 9.41e-10, 7.06e-09, 1.57e-08, 3.79e-09, 3.28e-10, 0.00e+00, 5.79e-09, 4.60e-10] []
343400 [3.32e-05, 1.06e-05, 2.51e-06, 8.99e-06, 5.51e-06, 7.34e-06, 2.63e-07, 5.66e-05, 9.25e-05, 3.94e-05, 8.25e-05, 5.73e-04, 6.73e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-04, 3.24e-04] [3.32e-05, 1.06e-05, 2.51e-06, 8.99e-06, 5.51e-06, 7.34e-06, 2.63e-07, 5.66e-05, 9.25e-05, 3.94e-05, 8.25e-05, 5.73e-04, 6.73e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-04, 3.24e-04] []
343500 [4.81e-06, 6.82e-06, 1.64e-06, 3.60e-06, 3.10e-06, 5.65e-06, 2.32e-07, 6.03e-09, 1.54e-10, 8.41e-10, 7.67e-06, 4.63e-05, 2.75e-05, 5.54e-07, 6.32e-09, 1.41e-08, 1.34e-08, 9.21e-09, 1.16e-09, 5.29e-12, 9.59e-09, 3.71e-10] [4.81e-06, 6.82e-06, 1.64e-06, 3.60e-06, 3.10e-06, 5.65e-06, 2.32e-07, 6.03e-09, 1.54e-10, 8.41e-10, 7.67e-06, 4.63e-05, 2.75e-05, 5.54e-07, 6.32e-09, 1.41e-08, 1.34e-08, 9.21e-09, 1.16e-09, 5.29e-12, 9.59e-09, 3.71e-10] []
343600 [9.82e-06, 7.40e-06, 2.21e-06, 5.52e-06, 4.78e-06, 6.80e-06, 2.75e-07, 5.56e-07, 1.76e-06, 3.42e-05, 8.75e-05, 2.74e-04, 4.82e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 0.00e+00, 1.29e-06, 2.92e-06] [9.82e-06, 7.40e-06, 2.21e-06, 5.52e-06, 4.78e-06, 6.80e-06, 2.75e-07, 5.56e-07, 1.76e-06, 3.42e-05, 8.75e-05, 2.74e-04, 4.82e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-07, 0.00e+00, 1.29e-06, 2.92e-06] []
343700 [5.17e-06, 7.03e-06, 1.63e-06, 3.80e-06, 3.09e-06, 5.49e-06, 1.52e-07, 6.63e-10, 1.28e-09, 4.05e-10, 7.75e-06, 4.64e-05, 2.78e-05, 4.92e-07, 1.19e-09, 7.16e-09, 1.05e-08, 4.88e-09, 5.68e-10, 0.00e+00, 6.27e-09, 1.67e-09] [5.17e-06, 7.03e-06, 1.63e-06, 3.80e-06, 3.09e-06, 5.49e-06, 1.52e-07, 6.63e-10, 1.28e-09, 4.05e-10, 7.75e-06, 4.64e-05, 2.78e-05, 4.92e-07, 1.19e-09, 7.16e-09, 1.05e-08, 4.88e-09, 5.68e-10, 0.00e+00, 6.27e-09, 1.67e-09] []
343800 [4.44e-06, 6.59e-06, 1.66e-06, 3.57e-06, 3.08e-06, 5.74e-06, 1.42e-07, 1.70e-09, 4.33e-10, 8.93e-10, 7.75e-06, 4.63e-05, 2.65e-05, 3.10e-07, 3.83e-09, 1.17e-08, 1.28e-08, 6.21e-09, 6.14e-10, 0.00e+00, 7.56e-09, 5.41e-10] [4.44e-06, 6.59e-06, 1.66e-06, 3.57e-06, 3.08e-06, 5.74e-06, 1.42e-07, 1.70e-09, 4.33e-10, 8.93e-10, 7.75e-06, 4.63e-05, 2.65e-05, 3.10e-07, 3.83e-09, 1.17e-08, 1.28e-08, 6.21e-09, 6.14e-10, 0.00e+00, 7.56e-09, 5.41e-10] []
343900 [6.40e-06, 7.56e-06, 1.93e-06, 4.17e-06, 3.23e-06, 5.63e-06, 1.94e-07, 6.11e-09, 3.57e-06, 9.16e-08, 9.09e-06, 4.88e-05, 3.53e-05, 1.49e-05, 3.26e-09, 9.88e-08, 2.42e-08, 2.12e-07, 0.00e+00, 0.00e+00, 2.08e-06, 3.37e-06] [6.40e-06, 7.56e-06, 1.93e-06, 4.17e-06, 3.23e-06, 5.63e-06, 1.94e-07, 6.11e-09, 3.57e-06, 9.16e-08, 9.09e-06, 4.88e-05, 3.53e-05, 1.49e-05, 3.26e-09, 9.88e-08, 2.42e-08, 2.12e-07, 0.00e+00, 0.00e+00, 2.08e-06, 3.37e-06] []
344000 [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10] [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.426211 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
344000 [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10] [4.93e-06, 6.90e-06, 1.62e-06, 3.76e-06, 3.10e-06, 5.60e-06, 1.48e-07, 8.43e-10, 2.65e-11, 1.37e-09, 7.75e-06, 4.62e-05, 2.74e-05, 4.32e-07, 1.57e-09, 6.67e-09, 1.22e-08, 3.85e-09, 7.09e-12, 1.23e-11, 1.90e-08, 2.11e-10] []
344100 [4.88e-06, 6.55e-06, 1.65e-06, 3.45e-06, 3.15e-06, 5.80e-06, 1.44e-07, 9.08e-08, 5.31e-09, 1.67e-07, 8.19e-06, 4.73e-05, 2.98e-05, 1.16e-05, 7.78e-08, 1.49e-07, 8.39e-08, 1.00e-07, 1.72e-08, 6.48e-10, 1.10e-07, 4.16e-09] [4.88e-06, 6.55e-06, 1.65e-06, 3.45e-06, 3.15e-06, 5.80e-06, 1.44e-07, 9.08e-08, 5.31e-09, 1.67e-07, 8.19e-06, 4.73e-05, 2.98e-05, 1.16e-05, 7.78e-08, 1.49e-07, 8.39e-08, 1.00e-07, 1.72e-08, 6.48e-10, 1.10e-07, 4.16e-09] []
344200 [5.47e-06, 7.39e-06, 1.68e-06, 3.78e-06, 3.15e-06, 5.44e-06, 1.28e-07, 8.12e-08, 1.05e-07, 4.92e-09, 7.72e-06, 4.63e-05, 2.91e-05, 9.29e-07, 4.06e-09, 1.57e-08, 9.16e-09, 1.16e-08, 3.05e-11, 9.34e-09, 5.07e-08, 5.86e-08] [5.47e-06, 7.39e-06, 1.68e-06, 3.78e-06, 3.15e-06, 5.44e-06, 1.28e-07, 8.12e-08, 1.05e-07, 4.92e-09, 7.72e-06, 4.63e-05, 2.91e-05, 9.29e-07, 4.06e-09, 1.57e-08, 9.16e-09, 1.16e-08, 3.05e-11, 9.34e-09, 5.07e-08, 5.86e-08] []
344300 [4.55e-06, 6.70e-06, 1.65e-06, 3.61e-06, 3.08e-06, 5.70e-06, 1.14e-07, 1.25e-09, 3.79e-08, 8.61e-10, 7.69e-06, 4.62e-05, 2.68e-05, 3.49e-07, 2.61e-09, 9.54e-09, 1.34e-08, 5.01e-09, 1.10e-09, 0.00e+00, 8.62e-09, 3.55e-08] [4.55e-06, 6.70e-06, 1.65e-06, 3.61e-06, 3.08e-06, 5.70e-06, 1.14e-07, 1.25e-09, 3.79e-08, 8.61e-10, 7.69e-06, 4.62e-05, 2.68e-05, 3.49e-07, 2.61e-09, 9.54e-09, 1.34e-08, 5.01e-09, 1.10e-09, 0.00e+00, 8.62e-09, 3.55e-08] []
344400 [5.65e-06, 7.49e-06, 1.74e-06, 3.60e-06, 3.30e-06, 5.82e-06, 4.11e-07, 6.59e-07, 1.31e-06, 1.05e-07, 9.79e-06, 4.72e-05, 3.40e-05, 1.98e-06, 7.10e-08, 1.16e-08, 0.00e+00, 5.07e-08, 5.06e-08, 3.23e-07, 3.40e-07, 1.76e-06] [5.65e-06, 7.49e-06, 1.74e-06, 3.60e-06, 3.30e-06, 5.82e-06, 4.11e-07, 6.59e-07, 1.31e-06, 1.05e-07, 9.79e-06, 4.72e-05, 3.40e-05, 1.98e-06, 7.10e-08, 1.16e-08, 0.00e+00, 5.07e-08, 5.06e-08, 3.23e-07, 3.40e-07, 1.76e-06] []
344500 [4.48e-06, 6.72e-06, 1.58e-06, 3.62e-06, 3.06e-06, 5.60e-06, 2.99e-07, 5.35e-09, 1.65e-11, 2.77e-09, 7.59e-06, 4.63e-05, 2.70e-05, 4.63e-07, 2.28e-09, 5.93e-09, 1.04e-08, 3.41e-09, 0.00e+00, 8.98e-14, 1.77e-08, 3.02e-09] [4.48e-06, 6.72e-06, 1.58e-06, 3.62e-06, 3.06e-06, 5.60e-06, 2.99e-07, 5.35e-09, 1.65e-11, 2.77e-09, 7.59e-06, 4.63e-05, 2.70e-05, 4.63e-07, 2.28e-09, 5.93e-09, 1.04e-08, 3.41e-09, 0.00e+00, 8.98e-14, 1.77e-08, 3.02e-09] []
344600 [1.08e-05, 7.43e-06, 1.93e-06, 3.76e-06, 3.56e-06, 5.92e-06, 3.13e-07, 1.86e-05, 2.64e-06, 2.85e-08, 1.60e-05, 9.01e-05, 5.24e-05, 1.72e-04, 9.17e-07, 1.32e-06, 8.82e-09, 1.34e-06, 6.42e-07, 3.58e-07, 3.66e-06, 1.88e-06] [1.08e-05, 7.43e-06, 1.93e-06, 3.76e-06, 3.56e-06, 5.92e-06, 3.13e-07, 1.86e-05, 2.64e-06, 2.85e-08, 1.60e-05, 9.01e-05, 5.24e-05, 1.72e-04, 9.17e-07, 1.32e-06, 8.82e-09, 1.34e-06, 6.42e-07, 3.58e-07, 3.66e-06, 1.88e-06] []
344700 [4.81e-06, 6.89e-06, 1.61e-06, 3.72e-06, 3.07e-06, 5.62e-06, 2.02e-07, 2.35e-09, 2.59e-11, 6.56e-10, 7.64e-06, 4.62e-05, 2.75e-05, 4.24e-07, 1.79e-09, 7.31e-09, 1.23e-08, 4.30e-09, 2.37e-10, 0.00e+00, 5.09e-09, 6.39e-10] [4.81e-06, 6.89e-06, 1.61e-06, 3.72e-06, 3.07e-06, 5.62e-06, 2.02e-07, 2.35e-09, 2.59e-11, 6.56e-10, 7.64e-06, 4.62e-05, 2.75e-05, 4.24e-07, 1.79e-09, 7.31e-09, 1.23e-08, 4.30e-09, 2.37e-10, 0.00e+00, 5.09e-09, 6.39e-10] []
344800 [3.92e-06, 6.54e-06, 1.69e-06, 3.69e-06, 2.93e-06, 5.87e-06, 1.81e-07, 4.52e-07, 1.21e-11, 2.74e-07, 8.32e-06, 5.01e-05, 3.07e-05, 1.87e-05, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 6.59e-14, 6.69e-07, 1.76e-09] [3.92e-06, 6.54e-06, 1.69e-06, 3.69e-06, 2.93e-06, 5.87e-06, 1.81e-07, 4.52e-07, 1.21e-11, 2.74e-07, 8.32e-06, 5.01e-05, 3.07e-05, 1.87e-05, 0.00e+00, 0.00e+00, 3.33e-09, 0.00e+00, 0.00e+00, 6.59e-14, 6.69e-07, 1.76e-09] []
344900 [5.85e-06, 7.53e-06, 1.67e-06, 3.86e-06, 3.19e-06, 5.41e-06, 1.46e-07, 1.98e-08, 3.74e-09, 1.96e-08, 7.92e-06, 4.66e-05, 2.93e-05, 1.65e-06, 7.73e-09, 2.17e-08, 9.05e-09, 2.66e-08, 1.34e-09, 3.77e-10, 7.61e-09, 2.47e-09] [5.85e-06, 7.53e-06, 1.67e-06, 3.86e-06, 3.19e-06, 5.41e-06, 1.46e-07, 1.98e-08, 3.74e-09, 1.96e-08, 7.92e-06, 4.66e-05, 2.93e-05, 1.65e-06, 7.73e-09, 2.17e-08, 9.05e-09, 2.66e-08, 1.34e-09, 3.77e-10, 7.61e-09, 2.47e-09] []
345000 [4.63e-06, 6.75e-06, 1.64e-06, 3.65e-06, 3.09e-06, 5.66e-06, 1.25e-07, 4.80e-09, 2.26e-10, 1.32e-09, 7.63e-06, 4.62e-05, 2.70e-05, 4.07e-07, 1.97e-09, 7.90e-09, 1.37e-08, 4.06e-09, 0.00e+00, 5.77e-11, 1.45e-08, 3.49e-10] [4.63e-06, 6.75e-06, 1.64e-06, 3.65e-06, 3.09e-06, 5.66e-06, 1.25e-07, 4.80e-09, 2.26e-10, 1.32e-09, 7.63e-06, 4.62e-05, 2.70e-05, 4.07e-07, 1.97e-09, 7.90e-09, 1.37e-08, 4.06e-09, 0.00e+00, 5.77e-11, 1.45e-08, 3.49e-10] []
345100 [5.97e-05, 1.21e-05, 1.47e-06, 8.10e-06, 1.13e-05, 7.25e-06, 2.69e-07, 3.38e-04, 6.44e-06, 7.52e-05, 2.31e-04, 8.10e-04, 1.40e-03, 4.98e-03, 8.13e-05, 8.15e-05, 4.46e-05, 3.55e-05, 1.01e-04, 1.63e-06, 4.37e-04, 7.12e-06] [5.97e-05, 1.21e-05, 1.47e-06, 8.10e-06, 1.13e-05, 7.25e-06, 2.69e-07, 3.38e-04, 6.44e-06, 7.52e-05, 2.31e-04, 8.10e-04, 1.40e-03, 4.98e-03, 8.13e-05, 8.15e-05, 4.46e-05, 3.55e-05, 1.01e-04, 1.63e-06, 4.37e-04, 7.12e-06] []
345200 [5.75e-06, 7.48e-06, 1.66e-06, 3.86e-06, 3.17e-06, 5.46e-06, 1.09e-07, 1.02e-07, 1.27e-08, 2.55e-10, 7.79e-06, 4.62e-05, 2.92e-05, 9.78e-07, 3.18e-09, 1.10e-08, 6.50e-09, 2.34e-08, 1.17e-09, 9.25e-12, 1.30e-08, 2.07e-10] [5.75e-06, 7.48e-06, 1.66e-06, 3.86e-06, 3.17e-06, 5.46e-06, 1.09e-07, 1.02e-07, 1.27e-08, 2.55e-10, 7.79e-06, 4.62e-05, 2.92e-05, 9.78e-07, 3.18e-09, 1.10e-08, 6.50e-09, 2.34e-08, 1.17e-09, 9.25e-12, 1.30e-08, 2.07e-10] []
345300 [4.55e-06, 6.68e-06, 1.67e-06, 3.49e-06, 3.01e-06, 5.68e-06, 5.94e-08, 6.32e-08, 6.80e-04, 1.94e-09, 8.25e-06, 4.66e-05, 2.71e-05, 4.39e-07, 1.26e-10, 1.59e-09, 1.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-07, 8.90e-04] [4.55e-06, 6.68e-06, 1.67e-06, 3.49e-06, 3.01e-06, 5.68e-06, 5.94e-08, 6.32e-08, 6.80e-04, 1.94e-09, 8.25e-06, 4.66e-05, 2.71e-05, 4.39e-07, 1.26e-10, 1.59e-09, 1.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.47e-07, 8.90e-04] []
345400 [3.18e-05, 1.03e-05, 1.84e-06, 5.07e-06, 4.75e-06, 7.29e-06, 5.49e-07, 3.83e-07, 3.19e-07, 6.61e-05, 9.07e-05, 2.61e-04, 4.26e-04, 1.80e-03, 3.04e-05, 1.64e-05, 1.17e-05, 2.18e-06, 6.38e-08, 3.64e-08, 4.32e-07, 2.30e-07] [3.18e-05, 1.03e-05, 1.84e-06, 5.07e-06, 4.75e-06, 7.29e-06, 5.49e-07, 3.83e-07, 3.19e-07, 6.61e-05, 9.07e-05, 2.61e-04, 4.26e-04, 1.80e-03, 3.04e-05, 1.64e-05, 1.17e-05, 2.18e-06, 6.38e-08, 3.64e-08, 4.32e-07, 2.30e-07] []
345500 [5.04e-06, 7.16e-06, 1.62e-06, 3.74e-06, 3.07e-06, 5.47e-06, 2.43e-07, 6.80e-09, 8.37e-10, 1.26e-08, 7.50e-06, 4.62e-05, 2.83e-05, 6.87e-07, 9.35e-10, 2.91e-09, 6.27e-09, 6.26e-09, 5.15e-11, 3.16e-13, 2.59e-08, 4.35e-10] [5.04e-06, 7.16e-06, 1.62e-06, 3.74e-06, 3.07e-06, 5.47e-06, 2.43e-07, 6.80e-09, 8.37e-10, 1.26e-08, 7.50e-06, 4.62e-05, 2.83e-05, 6.87e-07, 9.35e-10, 2.91e-09, 6.27e-09, 6.26e-09, 5.15e-11, 3.16e-13, 2.59e-08, 4.35e-10] []
345600 [4.34e-06, 6.63e-06, 1.63e-06, 3.55e-06, 3.06e-06, 5.71e-06, 1.99e-07, 3.46e-09, 2.45e-11, 5.85e-10, 7.56e-06, 4.61e-05, 2.68e-05, 3.42e-07, 3.17e-09, 8.38e-09, 1.24e-08, 5.14e-09, 2.76e-10, 1.45e-11, 6.92e-09, 3.74e-10] [4.34e-06, 6.63e-06, 1.63e-06, 3.55e-06, 3.06e-06, 5.71e-06, 1.99e-07, 3.46e-09, 2.45e-11, 5.85e-10, 7.56e-06, 4.61e-05, 2.68e-05, 3.42e-07, 3.17e-09, 8.38e-09, 1.24e-08, 5.14e-09, 2.76e-10, 1.45e-11, 6.92e-09, 3.74e-10] []
345700 [2.02e-05, 8.63e-06, 2.25e-06, 7.03e-06, 4.22e-06, 7.51e-06, 2.28e-07, 7.77e-09, 9.15e-08, 2.65e-05, 1.54e-04, 1.48e-04, 8.24e-05, 3.09e-04, 6.51e-06, 2.98e-06, 4.01e-09, 2.12e-06, 1.80e-06, 3.00e-08, 8.71e-06, 1.78e-07] [2.02e-05, 8.63e-06, 2.25e-06, 7.03e-06, 4.22e-06, 7.51e-06, 2.28e-07, 7.77e-09, 9.15e-08, 2.65e-05, 1.54e-04, 1.48e-04, 8.24e-05, 3.09e-04, 6.51e-06, 2.98e-06, 4.01e-09, 2.12e-06, 1.80e-06, 3.00e-08, 8.71e-06, 1.78e-07] []
345800 [5.39e-06, 7.24e-06, 1.63e-06, 3.95e-06, 3.16e-06, 5.58e-06, 1.24e-07, 6.39e-08, 6.93e-10, 1.88e-09, 7.79e-06, 4.60e-05, 2.85e-05, 4.77e-07, 1.33e-09, 4.37e-09, 7.68e-09, 9.93e-09, 0.00e+00, 1.56e-10, 2.23e-07, 9.53e-10] [5.39e-06, 7.24e-06, 1.63e-06, 3.95e-06, 3.16e-06, 5.58e-06, 1.24e-07, 6.39e-08, 6.93e-10, 1.88e-09, 7.79e-06, 4.60e-05, 2.85e-05, 4.77e-07, 1.33e-09, 4.37e-09, 7.68e-09, 9.93e-09, 0.00e+00, 1.56e-10, 2.23e-07, 9.53e-10] []
345900 [4.53e-06, 6.73e-06, 1.68e-06, 3.63e-06, 3.12e-06, 5.77e-06, 1.15e-07, 1.87e-09, 9.71e-09, 1.00e-09, 7.58e-06, 4.59e-05, 2.70e-05, 2.89e-07, 3.28e-09, 8.24e-09, 1.63e-08, 5.01e-09, 2.56e-10, 1.12e-09, 5.35e-09, 7.53e-09] [4.53e-06, 6.73e-06, 1.68e-06, 3.63e-06, 3.12e-06, 5.77e-06, 1.15e-07, 1.87e-09, 9.71e-09, 1.00e-09, 7.58e-06, 4.59e-05, 2.70e-05, 2.89e-07, 3.28e-09, 8.24e-09, 1.63e-08, 5.01e-09, 2.56e-10, 1.12e-09, 5.35e-09, 7.53e-09] []
346000 [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05] [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.167626 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
346000 [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05] [6.12e-06, 7.47e-06, 2.35e-06, 4.18e-06, 3.15e-06, 6.08e-06, 1.91e-07, 1.27e-06, 8.87e-06, 3.49e-07, 1.50e-05, 6.07e-05, 7.35e-05, 1.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-06, 1.11e-05] []
346100 [4.77e-06, 6.95e-06, 1.64e-06, 3.72e-06, 3.09e-06, 5.55e-06, 1.42e-07, 3.53e-09, 2.06e-11, 2.47e-09, 7.45e-06, 4.61e-05, 2.77e-05, 4.13e-07, 2.09e-09, 5.88e-09, 1.24e-08, 3.87e-09, 6.30e-10, 8.43e-12, 5.96e-09, 2.18e-10] [4.77e-06, 6.95e-06, 1.64e-06, 3.72e-06, 3.09e-06, 5.55e-06, 1.42e-07, 3.53e-09, 2.06e-11, 2.47e-09, 7.45e-06, 4.61e-05, 2.77e-05, 4.13e-07, 2.09e-09, 5.88e-09, 1.24e-08, 3.87e-09, 6.30e-10, 8.43e-12, 5.96e-09, 2.18e-10] []
346200 [4.21e-06, 6.58e-06, 1.67e-06, 3.49e-06, 3.08e-06, 5.79e-06, 1.31e-07, 6.26e-09, 1.74e-10, 6.62e-10, 7.51e-06, 4.60e-05, 2.67e-05, 2.77e-07, 4.64e-09, 9.59e-09, 1.32e-08, 6.75e-09, 3.23e-10, 2.20e-11, 8.27e-09, 3.13e-10] [4.21e-06, 6.58e-06, 1.67e-06, 3.49e-06, 3.08e-06, 5.79e-06, 1.31e-07, 6.26e-09, 1.74e-10, 6.62e-10, 7.51e-06, 4.60e-05, 2.67e-05, 2.77e-07, 4.64e-09, 9.59e-09, 1.32e-08, 6.75e-09, 3.23e-10, 2.20e-11, 8.27e-09, 3.13e-10] []
346300 [6.75e-06, 7.87e-06, 2.27e-06, 4.38e-06, 3.18e-06, 5.52e-06, 1.19e-07, 8.27e-10, 4.72e-07, 1.01e-06, 2.12e-05, 4.99e-05, 8.17e-05, 3.48e-05, 6.46e-08, 2.29e-08, 2.54e-07, 3.97e-07, 5.23e-11, 0.00e+00, 1.79e-08, 1.62e-07] [6.75e-06, 7.87e-06, 2.27e-06, 4.38e-06, 3.18e-06, 5.52e-06, 1.19e-07, 8.27e-10, 4.72e-07, 1.01e-06, 2.12e-05, 4.99e-05, 8.17e-05, 3.48e-05, 6.46e-08, 2.29e-08, 2.54e-07, 3.97e-07, 5.23e-11, 0.00e+00, 1.79e-08, 1.62e-07] []
346400 [5.06e-06, 7.11e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.53e-06, 6.82e-08, 1.13e-09, 4.64e-05, 3.04e-09, 7.59e-06, 4.60e-05, 2.79e-05, 4.83e-07, 2.68e-10, 3.56e-09, 1.32e-08, 3.70e-09, 7.19e-10, 0.00e+00, 5.79e-09, 5.70e-05] [5.06e-06, 7.11e-06, 1.68e-06, 3.77e-06, 3.12e-06, 5.53e-06, 6.82e-08, 1.13e-09, 4.64e-05, 3.04e-09, 7.59e-06, 4.60e-05, 2.79e-05, 4.83e-07, 2.68e-10, 3.56e-09, 1.32e-08, 3.70e-09, 7.19e-10, 0.00e+00, 5.79e-09, 5.70e-05] []
346500 [4.27e-06, 6.64e-06, 1.65e-06, 3.51e-06, 3.10e-06, 5.70e-06, 2.86e-07, 1.06e-11, 2.27e-07, 8.87e-10, 7.50e-06, 4.59e-05, 2.68e-05, 3.01e-07, 4.40e-09, 8.40e-09, 1.88e-08, 6.89e-09, 2.22e-09, 1.42e-09, 1.31e-08, 2.55e-09] [4.27e-06, 6.64e-06, 1.65e-06, 3.51e-06, 3.10e-06, 5.70e-06, 2.86e-07, 1.06e-11, 2.27e-07, 8.87e-10, 7.50e-06, 4.59e-05, 2.68e-05, 3.01e-07, 4.40e-09, 8.40e-09, 1.88e-08, 6.89e-09, 2.22e-09, 1.42e-09, 1.31e-08, 2.55e-09] []
346600 [2.73e-05, 7.88e-06, 2.54e-06, 7.86e-06, 7.52e-06, 7.20e-06, 3.76e-07, 1.25e-04, 5.62e-07, 2.53e-05, 8.88e-05, 7.23e-04, 6.87e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-04, 1.24e-06] [2.73e-05, 7.88e-06, 2.54e-06, 7.86e-06, 7.52e-06, 7.20e-06, 3.76e-07, 1.25e-04, 5.62e-07, 2.53e-05, 8.88e-05, 7.23e-04, 6.87e-04, 3.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-04, 1.24e-06] []
346700 [5.02e-06, 7.22e-06, 1.64e-06, 3.74e-06, 3.13e-06, 5.54e-06, 1.72e-07, 5.08e-09, 9.93e-10, 4.74e-09, 7.36e-06, 4.59e-05, 2.87e-05, 5.63e-07, 3.02e-09, 4.80e-09, 5.20e-09, 1.44e-08, 5.61e-10, 6.90e-11, 5.02e-09, 4.21e-10] [5.02e-06, 7.22e-06, 1.64e-06, 3.74e-06, 3.13e-06, 5.54e-06, 1.72e-07, 5.08e-09, 9.93e-10, 4.74e-09, 7.36e-06, 4.59e-05, 2.87e-05, 5.63e-07, 3.02e-09, 4.80e-09, 5.20e-09, 1.44e-08, 5.61e-10, 6.90e-11, 5.02e-09, 4.21e-10] []
346800 [4.29e-06, 6.67e-06, 1.64e-06, 3.54e-06, 3.09e-06, 5.75e-06, 1.43e-07, 1.28e-08, 3.74e-10, 1.45e-09, 7.39e-06, 4.59e-05, 2.70e-05, 3.71e-07, 3.36e-09, 7.05e-09, 1.28e-08, 4.86e-09, 1.18e-09, 2.12e-12, 9.15e-09, 4.50e-10] [4.29e-06, 6.67e-06, 1.64e-06, 3.54e-06, 3.09e-06, 5.75e-06, 1.43e-07, 1.28e-08, 3.74e-10, 1.45e-09, 7.39e-06, 4.59e-05, 2.70e-05, 3.71e-07, 3.36e-09, 7.05e-09, 1.28e-08, 4.86e-09, 1.18e-09, 2.12e-12, 9.15e-09, 4.50e-10] []
346900 [8.51e-06, 9.61e-06, 2.25e-06, 5.71e-06, 4.09e-06, 5.75e-06, 1.70e-07, 4.06e-05, 2.47e-05, 5.10e-07, 9.67e-05, 1.57e-04, 1.48e-04, 5.27e-05, 1.89e-07, 0.00e+00, 0.00e+00, 3.51e-09, 1.15e-05, 1.90e-06, 5.53e-05, 9.01e-06] [8.51e-06, 9.61e-06, 2.25e-06, 5.71e-06, 4.09e-06, 5.75e-06, 1.70e-07, 4.06e-05, 2.47e-05, 5.10e-07, 9.67e-05, 1.57e-04, 1.48e-04, 5.27e-05, 1.89e-07, 0.00e+00, 0.00e+00, 3.51e-09, 1.15e-05, 1.90e-06, 5.53e-05, 9.01e-06] []
347000 [5.43e-06, 7.41e-06, 1.67e-06, 4.01e-06, 3.21e-06, 5.52e-06, 9.18e-08, 5.60e-10, 5.01e-10, 1.34e-08, 7.62e-06, 4.60e-05, 2.91e-05, 6.48e-07, 4.36e-10, 1.50e-09, 3.34e-09, 1.70e-08, 2.27e-09, 7.06e-11, 8.93e-09, 4.10e-10] [5.43e-06, 7.41e-06, 1.67e-06, 4.01e-06, 3.21e-06, 5.52e-06, 9.18e-08, 5.60e-10, 5.01e-10, 1.34e-08, 7.62e-06, 4.60e-05, 2.91e-05, 6.48e-07, 4.36e-10, 1.50e-09, 3.34e-09, 1.70e-08, 2.27e-09, 7.06e-11, 8.93e-09, 4.10e-10] []
347100 [4.27e-06, 6.79e-06, 1.64e-06, 3.58e-06, 3.10e-06, 5.64e-06, 3.31e-07, 1.06e-07, 1.80e-05, 5.43e-08, 9.49e-06, 4.56e-05, 2.94e-05, 3.82e-07, 1.06e-08, 9.72e-09, 2.99e-08, 2.60e-08, 3.17e-09, 9.01e-07, 2.18e-08, 4.61e-06] [4.27e-06, 6.79e-06, 1.64e-06, 3.58e-06, 3.10e-06, 5.64e-06, 3.31e-07, 1.06e-07, 1.80e-05, 5.43e-08, 9.49e-06, 4.56e-05, 2.94e-05, 3.82e-07, 1.06e-08, 9.72e-09, 2.99e-08, 2.60e-08, 3.17e-09, 9.01e-07, 2.18e-08, 4.61e-06] []
347200 [4.04e-06, 6.48e-06, 1.66e-06, 3.41e-06, 3.09e-06, 5.83e-06, 2.60e-07, 4.99e-09, 8.25e-10, 7.41e-11, 7.42e-06, 4.58e-05, 2.65e-05, 2.40e-07, 7.40e-09, 1.06e-08, 1.77e-08, 8.94e-09, 2.72e-11, 0.00e+00, 3.10e-08, 3.36e-09] [4.04e-06, 6.48e-06, 1.66e-06, 3.41e-06, 3.09e-06, 5.83e-06, 2.60e-07, 4.99e-09, 8.25e-10, 7.41e-11, 7.42e-06, 4.58e-05, 2.65e-05, 2.40e-07, 7.40e-09, 1.06e-08, 1.77e-08, 8.94e-09, 2.72e-11, 0.00e+00, 3.10e-08, 3.36e-09] []
347300 [5.16e-06, 8.53e-06, 1.87e-06, 4.29e-06, 3.36e-06, 5.67e-06, 2.04e-07, 8.59e-06, 1.60e-09, 1.18e-08, 7.54e-06, 4.65e-05, 3.18e-05, 1.95e-06, 1.20e-09, 2.83e-09, 2.88e-09, 4.79e-08, 6.91e-06, 1.46e-09, 3.39e-05, 9.78e-09] [5.16e-06, 8.53e-06, 1.87e-06, 4.29e-06, 3.36e-06, 5.67e-06, 2.04e-07, 8.59e-06, 1.60e-09, 1.18e-08, 7.54e-06, 4.65e-05, 3.18e-05, 1.95e-06, 1.20e-09, 2.83e-09, 2.88e-09, 4.79e-08, 6.91e-06, 1.46e-09, 3.39e-05, 9.78e-09] []
347400 [4.62e-06, 6.88e-06, 1.64e-06, 3.69e-06, 3.13e-06, 5.60e-06, 1.43e-07, 1.05e-09, 7.60e-10, 1.63e-09, 7.29e-06, 4.59e-05, 2.76e-05, 4.69e-07, 2.84e-09, 5.67e-09, 1.40e-08, 5.14e-09, 1.83e-10, 1.76e-14, 6.67e-09, 5.12e-10] [4.62e-06, 6.88e-06, 1.64e-06, 3.69e-06, 3.13e-06, 5.60e-06, 1.43e-07, 1.05e-09, 7.60e-10, 1.63e-09, 7.29e-06, 4.59e-05, 2.76e-05, 4.69e-07, 2.84e-09, 5.67e-09, 1.40e-08, 5.14e-09, 1.83e-10, 1.76e-14, 6.67e-09, 5.12e-10] []
347500 [4.13e-06, 6.56e-06, 1.66e-06, 3.46e-06, 3.10e-06, 5.79e-06, 1.29e-07, 2.75e-09, 2.05e-11, 4.67e-10, 7.34e-06, 4.59e-05, 2.67e-05, 3.15e-07, 5.81e-09, 9.38e-09, 1.50e-08, 7.27e-09, 1.52e-11, 5.52e-11, 1.35e-08, 4.60e-10] [4.13e-06, 6.56e-06, 1.66e-06, 3.46e-06, 3.10e-06, 5.79e-06, 1.29e-07, 2.75e-09, 2.05e-11, 4.67e-10, 7.34e-06, 4.59e-05, 2.67e-05, 3.15e-07, 5.81e-09, 9.38e-09, 1.50e-08, 7.27e-09, 1.52e-11, 5.52e-11, 1.35e-08, 4.60e-10] []
347600 [7.99e-06, 7.45e-06, 2.09e-06, 6.47e-06, 4.02e-06, 6.80e-06, 1.31e-07, 5.69e-06, 1.45e-06, 3.13e-06, 9.58e-06, 5.74e-05, 4.22e-05, 8.24e-06, 1.69e-07, 1.38e-07, 0.00e+00, 6.23e-08, 1.24e-05, 0.00e+00, 5.34e-05, 4.45e-06] [7.99e-06, 7.45e-06, 2.09e-06, 6.47e-06, 4.02e-06, 6.80e-06, 1.31e-07, 5.69e-06, 1.45e-06, 3.13e-06, 9.58e-06, 5.74e-05, 4.22e-05, 8.24e-06, 1.69e-07, 1.38e-07, 0.00e+00, 6.23e-08, 1.24e-05, 0.00e+00, 5.34e-05, 4.45e-06] []
347700 [5.10e-06, 7.20e-06, 1.65e-06, 4.01e-06, 3.24e-06, 5.65e-06, 8.37e-08, 3.71e-09, 8.21e-08, 2.74e-09, 7.38e-06, 4.58e-05, 2.88e-05, 5.44e-07, 3.00e-09, 3.13e-09, 4.84e-09, 1.18e-08, 4.09e-10, 1.19e-08, 2.19e-08, 7.27e-08] [5.10e-06, 7.20e-06, 1.65e-06, 4.01e-06, 3.24e-06, 5.65e-06, 8.37e-08, 3.71e-09, 8.21e-08, 2.74e-09, 7.38e-06, 4.58e-05, 2.88e-05, 5.44e-07, 3.00e-09, 3.13e-09, 4.84e-09, 1.18e-08, 4.09e-10, 1.19e-08, 2.19e-08, 7.27e-08] []
347800 [4.27e-06, 6.71e-06, 1.64e-06, 3.59e-06, 3.15e-06, 5.75e-06, 2.48e-07, 1.38e-09, 3.30e-07, 3.02e-09, 7.28e-06, 4.57e-05, 2.71e-05, 3.36e-07, 6.77e-09, 6.34e-09, 1.92e-08, 6.83e-09, 6.50e-11, 1.43e-07, 6.16e-09, 8.11e-07] [4.27e-06, 6.71e-06, 1.64e-06, 3.59e-06, 3.15e-06, 5.75e-06, 2.48e-07, 1.38e-09, 3.30e-07, 3.02e-09, 7.28e-06, 4.57e-05, 2.71e-05, 3.36e-07, 6.77e-09, 6.34e-09, 1.92e-08, 6.83e-09, 6.50e-11, 1.43e-07, 6.16e-09, 8.11e-07] []
347900 [1.53e-05, 7.40e-06, 3.05e-06, 7.06e-06, 5.60e-06, 6.75e-06, 2.53e-07, 9.28e-05, 6.93e-07, 2.89e-05, 8.24e-05, 3.27e-04, 5.42e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-04, 1.36e-06] [1.53e-05, 7.40e-06, 3.05e-06, 7.06e-06, 5.60e-06, 6.75e-06, 2.53e-07, 9.28e-05, 6.93e-07, 2.89e-05, 8.24e-05, 3.27e-04, 5.42e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-04, 1.36e-06] []
348000 [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09] [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.692477 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
348000 [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09] [5.00e-06, 7.18e-06, 1.67e-06, 3.88e-06, 3.20e-06, 5.49e-06, 1.34e-07, 3.85e-09, 1.17e-08, 9.54e-10, 7.17e-06, 4.59e-05, 2.87e-05, 5.89e-07, 4.61e-09, 4.74e-09, 8.53e-09, 9.33e-09, 3.15e-10, 8.11e-10, 2.29e-08, 5.27e-09] []
348100 [4.30e-06, 6.71e-06, 1.65e-06, 3.59e-06, 3.15e-06, 5.69e-06, 1.13e-07, 2.62e-09, 3.30e-09, 8.40e-10, 7.21e-06, 4.58e-05, 2.71e-05, 3.69e-07, 4.92e-09, 6.31e-09, 1.66e-08, 5.83e-09, 0.00e+00, 0.00e+00, 1.13e-08, 2.30e-09] [4.30e-06, 6.71e-06, 1.65e-06, 3.59e-06, 3.15e-06, 5.69e-06, 1.13e-07, 2.62e-09, 3.30e-09, 8.40e-10, 7.21e-06, 4.58e-05, 2.71e-05, 3.69e-07, 4.92e-09, 6.31e-09, 1.66e-08, 5.83e-09, 0.00e+00, 0.00e+00, 1.13e-08, 2.30e-09] []
348200 [2.85e-05, 9.17e-06, 2.19e-06, 9.19e-06, 6.23e-06, 7.44e-06, 3.12e-07, 1.42e-04, 1.77e-04, 1.04e-04, 2.02e-04, 7.31e-04, 9.36e-04, 4.70e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.20e-05, 1.71e-04, 1.26e-04] [2.85e-05, 9.17e-06, 2.19e-06, 9.19e-06, 6.23e-06, 7.44e-06, 3.12e-07, 1.42e-04, 1.77e-04, 1.04e-04, 2.02e-04, 7.31e-04, 9.36e-04, 4.70e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.20e-05, 1.71e-04, 1.26e-04] []
348300 [5.00e-06, 7.26e-06, 1.67e-06, 3.93e-06, 3.23e-06, 5.56e-06, 9.73e-08, 7.92e-09, 5.66e-10, 3.20e-10, 7.11e-06, 4.58e-05, 2.91e-05, 6.12e-07, 3.03e-09, 1.00e-09, 2.57e-09, 1.58e-08, 8.56e-11, 0.00e+00, 3.39e-08, 2.43e-09] [5.00e-06, 7.26e-06, 1.67e-06, 3.93e-06, 3.23e-06, 5.56e-06, 9.73e-08, 7.92e-09, 5.66e-10, 3.20e-10, 7.11e-06, 4.58e-05, 2.91e-05, 6.12e-07, 3.03e-09, 1.00e-09, 2.57e-09, 1.58e-08, 8.56e-11, 0.00e+00, 3.39e-08, 2.43e-09] []
348400 [4.17e-06, 6.65e-06, 1.67e-06, 3.53e-06, 3.07e-06, 5.73e-06, 5.17e-08, 1.52e-07, 5.19e-04, 5.82e-09, 7.93e-06, 4.65e-05, 2.75e-05, 8.40e-07, 8.19e-12, 1.07e-10, 1.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-07, 6.77e-04] [4.17e-06, 6.65e-06, 1.67e-06, 3.53e-06, 3.07e-06, 5.73e-06, 5.17e-08, 1.52e-07, 5.19e-04, 5.82e-09, 7.93e-06, 4.65e-05, 2.75e-05, 8.40e-07, 8.19e-12, 1.07e-10, 1.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-07, 6.77e-04] []
348500 [4.62e-06, 7.66e-06, 1.71e-06, 3.83e-06, 3.42e-06, 5.80e-06, 2.10e-07, 1.99e-09, 5.56e-08, 2.78e-08, 9.39e-06, 4.76e-05, 3.34e-05, 2.00e-05, 1.08e-08, 3.49e-10, 0.00e+00, 2.92e-09, 1.31e-09, 1.43e-07, 7.68e-09, 7.82e-07] [4.62e-06, 7.66e-06, 1.71e-06, 3.83e-06, 3.42e-06, 5.80e-06, 2.10e-07, 1.99e-09, 5.56e-08, 2.78e-08, 9.39e-06, 4.76e-05, 3.34e-05, 2.00e-05, 1.08e-08, 3.49e-10, 0.00e+00, 2.92e-09, 1.31e-09, 1.43e-07, 7.68e-09, 7.82e-07] []
348600 [4.26e-06, 6.78e-06, 1.63e-06, 3.59e-06, 3.14e-06, 5.70e-06, 1.50e-07, 4.19e-09, 3.36e-12, 1.22e-10, 7.06e-06, 4.57e-05, 2.75e-05, 3.87e-07, 7.40e-09, 7.32e-09, 1.53e-08, 7.15e-09, 4.97e-10, 2.49e-12, 6.18e-09, 5.88e-10] [4.26e-06, 6.78e-06, 1.63e-06, 3.59e-06, 3.14e-06, 5.70e-06, 1.50e-07, 4.19e-09, 3.36e-12, 1.22e-10, 7.06e-06, 4.57e-05, 2.75e-05, 3.87e-07, 7.40e-09, 7.32e-09, 1.53e-08, 7.15e-09, 4.97e-10, 2.49e-12, 6.18e-09, 5.88e-10] []
348700 [5.28e-06, 7.60e-06, 1.98e-06, 4.29e-06, 3.29e-06, 5.55e-06, 1.20e-07, 1.82e-07, 3.64e-07, 2.70e-07, 1.65e-05, 4.79e-05, 6.41e-05, 1.67e-05, 4.96e-08, 4.54e-09, 1.89e-07, 1.93e-07, 3.25e-09, 0.00e+00, 2.31e-08, 2.84e-07] [5.28e-06, 7.60e-06, 1.98e-06, 4.29e-06, 3.29e-06, 5.55e-06, 1.20e-07, 1.82e-07, 3.64e-07, 2.70e-07, 1.65e-05, 4.79e-05, 6.41e-05, 1.67e-05, 4.96e-08, 4.54e-09, 1.89e-07, 1.93e-07, 3.25e-09, 0.00e+00, 2.31e-08, 2.84e-07] []
348800 [4.57e-06, 6.98e-06, 1.64e-06, 3.77e-06, 3.20e-06, 5.62e-06, 8.65e-08, 3.58e-09, 1.16e-10, 1.32e-09, 7.05e-06, 4.57e-05, 2.80e-05, 4.66e-07, 4.40e-09, 4.28e-09, 1.27e-08, 5.29e-09, 6.64e-11, 1.51e-10, 1.97e-08, 8.57e-10] [4.57e-06, 6.98e-06, 1.64e-06, 3.77e-06, 3.20e-06, 5.62e-06, 8.65e-08, 3.58e-09, 1.16e-10, 1.32e-09, 7.05e-06, 4.57e-05, 2.80e-05, 4.66e-07, 4.40e-09, 4.28e-09, 1.27e-08, 5.29e-09, 6.64e-11, 1.51e-10, 1.97e-08, 8.57e-10] []
348900 [5.73e-06, 6.59e-06, 1.70e-06, 3.92e-06, 3.13e-06, 6.08e-06, 1.26e-07, 3.27e-07, 2.84e-05, 1.25e-08, 7.57e-06, 4.66e-05, 2.94e-05, 9.83e-07, 3.12e-07, 0.00e+00, 0.00e+00, 7.25e-08, 1.16e-07, 8.93e-06, 7.58e-07, 3.73e-05] [5.73e-06, 6.59e-06, 1.70e-06, 3.92e-06, 3.13e-06, 6.08e-06, 1.26e-07, 3.27e-07, 2.84e-05, 1.25e-08, 7.57e-06, 4.66e-05, 2.94e-05, 9.83e-07, 3.12e-07, 0.00e+00, 0.00e+00, 7.25e-08, 1.16e-07, 8.93e-06, 7.58e-07, 3.73e-05] []
349000 [4.35e-06, 6.79e-06, 1.63e-06, 3.55e-06, 3.18e-06, 5.68e-06, 1.13e-07, 3.45e-09, 3.17e-09, 6.88e-09, 7.04e-06, 4.56e-05, 2.78e-05, 1.14e-06, 1.85e-08, 1.68e-08, 1.92e-08, 1.88e-08, 6.69e-11, 2.85e-10, 7.04e-09, 1.55e-09] [4.35e-06, 6.79e-06, 1.63e-06, 3.55e-06, 3.18e-06, 5.68e-06, 1.13e-07, 3.45e-09, 3.17e-09, 6.88e-09, 7.04e-06, 4.56e-05, 2.78e-05, 1.14e-06, 1.85e-08, 1.68e-08, 1.92e-08, 1.88e-08, 6.69e-11, 2.85e-10, 7.04e-09, 1.55e-09] []
349100 [5.46e-06, 7.66e-06, 1.72e-06, 4.13e-06, 3.42e-06, 5.49e-06, 8.65e-08, 2.30e-08, 5.77e-08, 1.26e-08, 7.12e-06, 4.67e-05, 3.04e-05, 3.77e-06, 1.92e-08, 9.15e-09, 2.17e-09, 3.90e-08, 1.12e-08, 0.00e+00, 6.54e-08, 5.31e-08] [5.46e-06, 7.66e-06, 1.72e-06, 4.13e-06, 3.42e-06, 5.49e-06, 8.65e-08, 2.30e-08, 5.77e-08, 1.26e-08, 7.12e-06, 4.67e-05, 3.04e-05, 3.77e-06, 1.92e-08, 9.15e-09, 2.17e-09, 3.90e-08, 1.12e-08, 0.00e+00, 6.54e-08, 5.31e-08] []
349200 [4.39e-06, 6.89e-06, 1.63e-06, 3.73e-06, 3.21e-06, 5.67e-06, 7.11e-08, 8.62e-10, 1.59e-09, 1.35e-09, 6.98e-06, 4.57e-05, 2.76e-05, 4.51e-07, 5.16e-09, 4.36e-09, 1.55e-08, 5.94e-09, 7.48e-10, 1.24e-11, 5.57e-09, 3.36e-10] [4.39e-06, 6.89e-06, 1.63e-06, 3.73e-06, 3.21e-06, 5.67e-06, 7.11e-08, 8.62e-10, 1.59e-09, 1.35e-09, 6.98e-06, 4.57e-05, 2.76e-05, 4.51e-07, 5.16e-09, 4.36e-09, 1.55e-08, 5.94e-09, 7.48e-10, 1.24e-11, 5.57e-09, 3.36e-10] []
349300 [6.49e-06, 6.87e-06, 2.72e-06, 7.43e-06, 3.33e-06, 5.29e-06, 1.22e-07, 1.00e-04, 5.38e-04, 1.60e-06, 1.71e-04, 1.45e-04, 4.61e-04, 1.27e-04, 4.98e-09, 0.00e+00, 1.86e-07, 2.10e-06, 0.00e+00, 0.00e+00, 1.75e-05, 6.05e-04] [6.49e-06, 6.87e-06, 2.72e-06, 7.43e-06, 3.33e-06, 5.29e-06, 1.22e-07, 1.00e-04, 5.38e-04, 1.60e-06, 1.71e-04, 1.45e-04, 4.61e-04, 1.27e-04, 4.98e-09, 0.00e+00, 1.86e-07, 2.10e-06, 0.00e+00, 0.00e+00, 1.75e-05, 6.05e-04] []
349400 [4.96e-06, 7.29e-06, 1.61e-06, 4.25e-06, 3.37e-06, 5.54e-06, 2.42e-07, 2.38e-08, 4.72e-12, 5.77e-10, 6.87e-06, 4.57e-05, 2.92e-05, 6.16e-07, 6.48e-09, 2.27e-09, 1.41e-09, 1.44e-08, 4.60e-10, 0.00e+00, 2.61e-08, 6.97e-09] [4.96e-06, 7.29e-06, 1.61e-06, 4.25e-06, 3.37e-06, 5.54e-06, 2.42e-07, 2.38e-08, 4.72e-12, 5.77e-10, 6.87e-06, 4.57e-05, 2.92e-05, 6.16e-07, 6.48e-09, 2.27e-09, 1.41e-09, 1.44e-08, 4.60e-10, 0.00e+00, 2.61e-08, 6.97e-09] []
349500 [4.27e-06, 6.80e-06, 1.61e-06, 3.76e-06, 3.24e-06, 5.71e-06, 1.83e-07, 3.50e-09, 2.88e-09, 1.16e-09, 6.94e-06, 4.56e-05, 2.75e-05, 3.79e-07, 7.30e-09, 3.90e-09, 1.66e-08, 6.12e-09, 7.14e-10, 2.69e-10, 5.56e-09, 1.38e-09] [4.27e-06, 6.80e-06, 1.61e-06, 3.76e-06, 3.24e-06, 5.71e-06, 1.83e-07, 3.50e-09, 2.88e-09, 1.16e-09, 6.94e-06, 4.56e-05, 2.75e-05, 3.79e-07, 7.30e-09, 3.90e-09, 1.66e-08, 6.12e-09, 7.14e-10, 2.69e-10, 5.56e-09, 1.38e-09] []
349600 [1.25e-05, 8.43e-06, 2.10e-06, 5.27e-06, 4.78e-06, 6.04e-06, 1.93e-07, 3.73e-05, 2.01e-06, 8.51e-06, 3.87e-05, 1.45e-04, 6.83e-05, 4.18e-04, 5.58e-06, 4.24e-06, 1.56e-06, 4.48e-07, 0.00e+00, 1.14e-07, 2.87e-06, 6.40e-07] [1.25e-05, 8.43e-06, 2.10e-06, 5.27e-06, 4.78e-06, 6.04e-06, 1.93e-07, 3.73e-05, 2.01e-06, 8.51e-06, 3.87e-05, 1.45e-04, 6.83e-05, 4.18e-04, 5.58e-06, 4.24e-06, 1.56e-06, 4.48e-07, 0.00e+00, 1.14e-07, 2.87e-06, 6.40e-07] []
349700 [4.71e-06, 7.12e-06, 1.64e-06, 4.08e-06, 3.33e-06, 5.57e-06, 1.01e-07, 3.01e-10, 1.51e-10, 2.79e-09, 6.78e-06, 4.57e-05, 2.86e-05, 5.55e-07, 5.21e-09, 1.49e-09, 7.11e-09, 5.34e-09, 4.21e-10, 6.35e-11, 3.22e-08, 3.54e-10] [4.71e-06, 7.12e-06, 1.64e-06, 4.08e-06, 3.33e-06, 5.57e-06, 1.01e-07, 3.01e-10, 1.51e-10, 2.79e-09, 6.78e-06, 4.57e-05, 2.86e-05, 5.55e-07, 5.21e-09, 1.49e-09, 7.11e-09, 5.34e-09, 4.21e-10, 6.35e-11, 3.22e-08, 3.54e-10] []
349800 [4.16e-06, 6.74e-06, 1.64e-06, 3.67e-06, 3.24e-06, 5.73e-06, 8.99e-08, 4.18e-11, 7.70e-11, 8.83e-10, 6.89e-06, 4.56e-05, 2.73e-05, 3.63e-07, 7.58e-09, 4.80e-09, 1.89e-08, 7.32e-09, 2.23e-10, 5.53e-11, 4.93e-09, 4.62e-10] [4.16e-06, 6.74e-06, 1.64e-06, 3.67e-06, 3.24e-06, 5.73e-06, 8.99e-08, 4.18e-11, 7.70e-11, 8.83e-10, 6.89e-06, 4.56e-05, 2.73e-05, 3.63e-07, 7.58e-09, 4.80e-09, 1.89e-08, 7.32e-09, 2.23e-10, 5.53e-11, 4.93e-09, 4.62e-10] []
349900 [6.38e-06, 7.24e-06, 2.26e-06, 5.93e-06, 3.69e-06, 6.39e-06, 1.02e-07, 8.92e-06, 3.06e-06, 3.05e-07, 3.36e-05, 6.48e-05, 4.24e-05, 2.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-08, 9.87e-07, 0.00e+00, 5.40e-06, 7.21e-06] [6.38e-06, 7.24e-06, 2.26e-06, 5.93e-06, 3.69e-06, 6.39e-06, 1.02e-07, 8.92e-06, 3.06e-06, 3.05e-07, 3.36e-05, 6.48e-05, 4.24e-05, 2.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-08, 9.87e-07, 0.00e+00, 5.40e-06, 7.21e-06] []
350000 [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10] [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.597244 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
350000 [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10] [4.52e-06, 7.05e-06, 1.65e-06, 4.02e-06, 3.34e-06, 5.73e-06, 7.30e-08, 4.41e-10, 2.21e-10, 2.41e-09, 6.71e-06, 4.55e-05, 2.86e-05, 5.25e-07, 5.40e-09, 1.21e-09, 5.02e-09, 4.45e-09, 9.26e-11, 2.60e-12, 9.63e-09, 2.59e-10] []
350100 [4.45e-06, 6.59e-06, 1.64e-06, 3.59e-06, 3.24e-06, 5.80e-06, 4.01e-07, 1.04e-06, 7.83e-06, 8.06e-08, 8.76e-06, 4.87e-05, 2.78e-05, 1.66e-06, 4.40e-08, 4.50e-08, 1.43e-08, 1.09e-08, 1.41e-08, 5.36e-06, 6.87e-08, 2.44e-05] [4.45e-06, 6.59e-06, 1.64e-06, 3.59e-06, 3.24e-06, 5.80e-06, 4.01e-07, 1.04e-06, 7.83e-06, 8.06e-08, 8.76e-06, 4.87e-05, 2.78e-05, 1.66e-06, 4.40e-08, 4.50e-08, 1.43e-08, 1.09e-08, 1.41e-08, 5.36e-06, 6.87e-08, 2.44e-05] []
350200 [4.31e-06, 7.62e-06, 1.72e-06, 4.15e-06, 3.41e-06, 5.76e-06, 2.87e-07, 3.70e-07, 3.47e-09, 4.78e-08, 7.37e-06, 4.73e-05, 3.46e-05, 1.06e-05, 8.19e-09, 4.98e-10, 0.00e+00, 5.73e-09, 0.00e+00, 1.89e-11, 7.98e-07, 9.87e-09] [4.31e-06, 7.62e-06, 1.72e-06, 4.15e-06, 3.41e-06, 5.76e-06, 2.87e-07, 3.70e-07, 3.47e-09, 4.78e-08, 7.37e-06, 4.73e-05, 3.46e-05, 1.06e-05, 8.19e-09, 4.98e-10, 0.00e+00, 5.73e-09, 0.00e+00, 1.89e-11, 7.98e-07, 9.87e-09] []
350300 [4.07e-06, 6.75e-06, 1.61e-06, 3.69e-06, 3.23e-06, 5.77e-06, 2.04e-07, 9.83e-10, 1.41e-09, 3.86e-10, 6.69e-06, 4.55e-05, 2.77e-05, 3.52e-07, 8.55e-09, 4.10e-09, 1.48e-08, 7.26e-09, 3.80e-10, 2.52e-10, 4.89e-09, 1.24e-09] [4.07e-06, 6.75e-06, 1.61e-06, 3.69e-06, 3.23e-06, 5.77e-06, 2.04e-07, 9.83e-10, 1.41e-09, 3.86e-10, 6.69e-06, 4.55e-05, 2.77e-05, 3.52e-07, 8.55e-09, 4.10e-09, 1.48e-08, 7.26e-09, 3.80e-10, 2.52e-10, 4.89e-09, 1.24e-09] []
350400 [3.85e-06, 8.06e-06, 2.19e-06, 6.25e-06, 4.09e-06, 6.39e-06, 1.69e-07, 2.44e-06, 9.71e-09, 1.99e-08, 2.14e-05, 5.98e-05, 4.03e-05, 5.30e-05, 0.00e+00, 2.58e-12, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 2.26e-06, 2.36e-08] [3.85e-06, 8.06e-06, 2.19e-06, 6.25e-06, 4.09e-06, 6.39e-06, 1.69e-07, 2.44e-06, 9.71e-09, 1.99e-08, 2.14e-05, 5.98e-05, 4.03e-05, 5.30e-05, 0.00e+00, 2.58e-12, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 2.26e-06, 2.36e-08] []
350500 [4.56e-06, 7.09e-06, 1.64e-06, 4.38e-06, 3.53e-06, 5.74e-06, 1.03e-07, 3.46e-10, 5.13e-10, 3.85e-09, 6.49e-06, 4.54e-05, 2.90e-05, 4.57e-07, 8.89e-09, 4.66e-10, 1.50e-09, 7.76e-09, 1.87e-10, 0.00e+00, 1.35e-08, 5.38e-10] [4.56e-06, 7.09e-06, 1.64e-06, 4.38e-06, 3.53e-06, 5.74e-06, 1.03e-07, 3.46e-10, 5.13e-10, 3.85e-09, 6.49e-06, 4.54e-05, 2.90e-05, 4.57e-07, 8.89e-09, 4.66e-10, 1.50e-09, 7.76e-09, 1.87e-10, 0.00e+00, 1.35e-08, 5.38e-10] []
350600 [4.09e-06, 6.75e-06, 1.65e-06, 3.82e-06, 3.36e-06, 5.85e-06, 9.18e-08, 2.63e-09, 1.34e-09, 9.74e-10, 6.61e-06, 4.53e-05, 2.77e-05, 2.96e-07, 9.08e-09, 2.61e-09, 1.27e-08, 6.11e-09, 1.19e-10, 7.50e-11, 5.41e-09, 5.66e-10] [4.09e-06, 6.75e-06, 1.65e-06, 3.82e-06, 3.36e-06, 5.85e-06, 9.18e-08, 2.63e-09, 1.34e-09, 9.74e-10, 6.61e-06, 4.53e-05, 2.77e-05, 2.96e-07, 9.08e-09, 2.61e-09, 1.27e-08, 6.11e-09, 1.19e-10, 7.50e-11, 5.41e-09, 5.66e-10] []
350700 [5.92e-06, 7.71e-06, 2.50e-06, 5.80e-06, 3.93e-06, 5.54e-06, 3.05e-07, 1.00e-06, 1.07e-06, 9.16e-11, 6.34e-06, 5.18e-05, 3.58e-05, 4.89e-06, 6.37e-08, 5.84e-09, 0.00e+00, 3.28e-08, 0.00e+00, 0.00e+00, 2.51e-07, 2.15e-07] [5.92e-06, 7.71e-06, 2.50e-06, 5.80e-06, 3.93e-06, 5.54e-06, 3.05e-07, 1.00e-06, 1.07e-06, 9.16e-11, 6.34e-06, 5.18e-05, 3.58e-05, 4.89e-06, 6.37e-08, 5.84e-09, 0.00e+00, 3.28e-08, 0.00e+00, 0.00e+00, 2.51e-07, 2.15e-07] []
350800 [4.59e-06, 7.13e-06, 1.63e-06, 4.55e-06, 3.63e-06, 5.59e-06, 2.19e-07, 7.59e-11, 3.59e-09, 2.59e-09, 6.30e-06, 4.54e-05, 2.91e-05, 5.42e-07, 1.12e-08, 2.05e-10, 2.68e-09, 5.38e-09, 8.96e-10, 0.00e+00, 1.33e-08, 4.02e-09] [4.59e-06, 7.13e-06, 1.63e-06, 4.55e-06, 3.63e-06, 5.59e-06, 2.19e-07, 7.59e-11, 3.59e-09, 2.59e-09, 6.30e-06, 4.54e-05, 2.91e-05, 5.42e-07, 1.12e-08, 2.05e-10, 2.68e-09, 5.38e-09, 8.96e-10, 0.00e+00, 1.33e-08, 4.02e-09] []
350900 [4.15e-06, 6.77e-06, 1.62e-06, 3.97e-06, 3.44e-06, 5.73e-06, 1.71e-07, 1.78e-10, 8.58e-13, 9.25e-10, 6.49e-06, 4.54e-05, 2.78e-05, 3.62e-07, 1.14e-08, 1.66e-09, 1.15e-08, 5.19e-09, 1.03e-10, 5.05e-12, 5.97e-09, 4.94e-10] [4.15e-06, 6.77e-06, 1.62e-06, 3.97e-06, 3.44e-06, 5.73e-06, 1.71e-07, 1.78e-10, 8.58e-13, 9.25e-10, 6.49e-06, 4.54e-05, 2.78e-05, 3.62e-07, 1.14e-08, 1.66e-09, 1.15e-08, 5.19e-09, 1.03e-10, 5.05e-12, 5.97e-09, 4.94e-10] []
351000 [3.09e-05, 9.37e-06, 1.48e-06, 4.83e-06, 7.25e-06, 6.03e-06, 2.12e-07, 9.33e-06, 5.96e-08, 3.69e-05, 9.62e-05, 3.86e-04, 5.82e-04, 2.27e-03, 3.33e-05, 3.34e-05, 1.53e-05, 1.47e-05, 3.15e-06, 3.34e-08, 1.67e-05, 1.93e-07] [3.09e-05, 9.37e-06, 1.48e-06, 4.83e-06, 7.25e-06, 6.03e-06, 2.12e-07, 9.33e-06, 5.96e-08, 3.69e-05, 9.62e-05, 3.86e-04, 5.82e-04, 2.27e-03, 3.33e-05, 3.34e-05, 1.53e-05, 1.47e-05, 3.15e-06, 3.34e-08, 1.67e-05, 1.93e-07] []
351100 [4.52e-06, 7.16e-06, 1.71e-06, 4.39e-06, 3.64e-06, 5.77e-06, 1.10e-07, 4.01e-08, 3.27e-10, 2.83e-09, 6.01e-06, 4.52e-05, 3.01e-05, 8.69e-07, 2.47e-08, 5.59e-09, 2.04e-09, 1.02e-08, 0.00e+00, 2.32e-11, 3.71e-08, 1.52e-10] [4.52e-06, 7.16e-06, 1.71e-06, 4.39e-06, 3.64e-06, 5.77e-06, 1.10e-07, 4.01e-08, 3.27e-10, 2.83e-09, 6.01e-06, 4.52e-05, 3.01e-05, 8.69e-07, 2.47e-08, 5.59e-09, 2.04e-09, 1.02e-08, 0.00e+00, 2.32e-11, 3.71e-08, 1.52e-10] []
351200 [3.97e-06, 6.74e-06, 1.65e-06, 3.93e-06, 3.43e-06, 5.87e-06, 9.03e-08, 5.69e-10, 2.42e-10, 1.01e-09, 6.27e-06, 4.53e-05, 2.80e-05, 3.56e-07, 9.53e-09, 1.38e-09, 8.06e-09, 4.08e-09, 4.29e-11, 4.68e-12, 4.71e-09, 3.50e-10] [3.97e-06, 6.74e-06, 1.65e-06, 3.93e-06, 3.43e-06, 5.87e-06, 9.03e-08, 5.69e-10, 2.42e-10, 1.01e-09, 6.27e-06, 4.53e-05, 2.80e-05, 3.56e-07, 9.53e-09, 1.38e-09, 8.06e-09, 4.08e-09, 4.29e-11, 4.68e-12, 4.71e-09, 3.50e-10] []
351300 [3.24e-06, 8.10e-06, 2.19e-06, 9.55e-06, 5.15e-06, 6.66e-06, 9.43e-08, 6.21e-05, 7.39e-07, 1.49e-05, 7.58e-05, 7.53e-05, 8.99e-05, 3.41e-04, 0.00e+00, 0.00e+00, 2.11e-09, 0.00e+00, 3.52e-07, 0.00e+00, 3.54e-07, 2.22e-06] [3.24e-06, 8.10e-06, 2.19e-06, 9.55e-06, 5.15e-06, 6.66e-06, 9.43e-08, 6.21e-05, 7.39e-07, 1.49e-05, 7.58e-05, 7.53e-05, 8.99e-05, 3.41e-04, 0.00e+00, 0.00e+00, 2.11e-09, 0.00e+00, 3.52e-07, 0.00e+00, 3.54e-07, 2.22e-06] []
351400 [4.43e-06, 7.20e-06, 1.71e-06, 5.27e-06, 4.05e-06, 5.88e-06, 5.94e-08, 4.63e-10, 6.23e-11, 2.08e-09, 5.57e-06, 4.52e-05, 3.03e-05, 4.90e-07, 1.87e-08, 5.15e-10, 4.22e-10, 1.14e-08, 2.81e-10, 3.39e-13, 3.35e-08, 4.65e-10] [4.43e-06, 7.20e-06, 1.71e-06, 5.27e-06, 4.05e-06, 5.88e-06, 5.94e-08, 4.63e-10, 6.23e-11, 2.08e-09, 5.57e-06, 4.52e-05, 3.03e-05, 4.90e-07, 1.87e-08, 5.15e-10, 4.22e-10, 1.14e-08, 2.81e-10, 3.39e-13, 3.35e-08, 4.65e-10] []
351500 [4.02e-06, 6.87e-06, 1.64e-06, 4.34e-06, 3.65e-06, 5.88e-06, 4.20e-07, 1.80e-10, 8.05e-08, 6.15e-12, 5.98e-06, 4.50e-05, 2.86e-05, 3.04e-07, 2.47e-08, 2.59e-10, 6.47e-09, 6.49e-09, 1.30e-09, 7.97e-07, 1.15e-08, 4.02e-06] [4.02e-06, 6.87e-06, 1.64e-06, 4.34e-06, 3.65e-06, 5.88e-06, 4.20e-07, 1.80e-10, 8.05e-08, 6.15e-12, 5.98e-06, 4.50e-05, 2.86e-05, 3.04e-07, 2.47e-08, 2.59e-10, 6.47e-09, 6.49e-09, 1.30e-09, 7.97e-07, 1.15e-08, 4.02e-06] []
351600 [1.78e-05, 9.21e-06, 2.31e-06, 7.52e-06, 7.99e-06, 9.08e-06, 4.02e-07, 1.05e-05, 1.36e-07, 4.71e-05, 2.29e-04, 8.60e-04, 9.77e-04, 4.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-07, 0.00e+00, 2.87e-06, 1.28e-06] [1.78e-05, 9.21e-06, 2.31e-06, 7.52e-06, 7.99e-06, 9.08e-06, 4.02e-07, 1.05e-05, 1.36e-07, 4.71e-05, 2.29e-04, 8.60e-04, 9.77e-04, 4.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-07, 0.00e+00, 2.87e-06, 1.28e-06] []
351700 [4.14e-06, 7.08e-06, 1.72e-06, 4.99e-06, 3.89e-06, 5.78e-06, 1.96e-07, 3.33e-08, 3.22e-10, 6.16e-10, 5.18e-06, 4.52e-05, 3.02e-05, 4.38e-07, 4.99e-09, 8.11e-11, 2.67e-10, 5.38e-09, 0.00e+00, 1.75e-12, 2.40e-08, 1.79e-10] [4.14e-06, 7.08e-06, 1.72e-06, 4.99e-06, 3.89e-06, 5.78e-06, 1.96e-07, 3.33e-08, 3.22e-10, 6.16e-10, 5.18e-06, 4.52e-05, 3.02e-05, 4.38e-07, 4.99e-09, 8.11e-11, 2.67e-10, 5.38e-09, 0.00e+00, 1.75e-12, 2.40e-08, 1.79e-10] []
351800 [3.76e-06, 6.80e-06, 1.63e-06, 4.39e-06, 3.71e-06, 5.90e-06, 1.50e-07, 5.65e-08, 3.58e-10, 1.66e-09, 5.49e-06, 4.49e-05, 2.88e-05, 3.04e-07, 4.65e-09, 5.29e-12, 3.23e-09, 3.03e-09, 5.58e-09, 2.08e-12, 3.62e-08, 1.92e-10] [3.76e-06, 6.80e-06, 1.63e-06, 4.39e-06, 3.71e-06, 5.90e-06, 1.50e-07, 5.65e-08, 3.58e-10, 1.66e-09, 5.49e-06, 4.49e-05, 2.88e-05, 3.04e-07, 4.65e-09, 5.29e-12, 3.23e-09, 3.03e-09, 5.58e-09, 2.08e-12, 3.62e-08, 1.92e-10] []
351900 [3.25e-06, 6.67e-06, 1.67e-06, 4.17e-06, 3.43e-06, 6.03e-06, 1.29e-07, 1.38e-12, 3.46e-09, 1.86e-07, 5.86e-06, 4.71e-05, 3.01e-05, 1.09e-05, 7.78e-11, 0.00e+00, 3.40e-10, 0.00e+00, 7.50e-15, 0.00e+00, 1.40e-08, 4.47e-09] [3.25e-06, 6.67e-06, 1.67e-06, 4.17e-06, 3.43e-06, 6.03e-06, 1.29e-07, 1.38e-12, 3.46e-09, 1.86e-07, 5.86e-06, 4.71e-05, 3.01e-05, 1.09e-05, 7.78e-11, 0.00e+00, 3.40e-10, 0.00e+00, 7.50e-15, 0.00e+00, 1.40e-08, 4.47e-09] []
352000 [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08] [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.884313 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
352000 [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08] [3.86e-06, 7.25e-06, 1.82e-06, 5.28e-06, 4.08e-06, 5.65e-06, 1.01e-07, 2.23e-06, 2.06e-08, 2.27e-08, 4.97e-06, 4.47e-05, 3.21e-05, 4.53e-07, 1.08e-08, 3.60e-09, 2.28e-09, 9.95e-09, 1.21e-08, 0.00e+00, 5.35e-07, 1.08e-08] []
352100 [3.63e-06, 6.62e-06, 1.71e-06, 4.63e-06, 3.72e-06, 5.78e-06, 2.13e-07, 8.22e-07, 3.71e-05, 4.19e-09, 6.39e-06, 4.63e-05, 2.92e-05, 4.42e-07, 4.50e-09, 2.55e-10, 2.38e-09, 1.95e-09, 2.56e-08, 0.00e+00, 1.49e-07, 3.32e-04] [3.63e-06, 6.62e-06, 1.71e-06, 4.63e-06, 3.72e-06, 5.78e-06, 2.13e-07, 8.22e-07, 3.71e-05, 4.19e-09, 6.39e-06, 4.63e-05, 2.92e-05, 4.42e-07, 4.50e-09, 2.55e-10, 2.38e-09, 1.95e-09, 2.56e-08, 0.00e+00, 1.49e-07, 3.32e-04] []
352200 [3.47e-06, 6.64e-06, 1.61e-06, 4.10e-06, 3.59e-06, 5.91e-06, 2.86e-07, 3.72e-10, 7.45e-10, 1.92e-09, 5.22e-06, 4.47e-05, 2.85e-05, 4.34e-07, 7.78e-09, 7.97e-10, 8.91e-09, 1.01e-08, 1.12e-09, 0.00e+00, 1.52e-08, 4.72e-09] [3.47e-06, 6.64e-06, 1.61e-06, 4.10e-06, 3.59e-06, 5.91e-06, 2.86e-07, 3.72e-10, 7.45e-10, 1.92e-09, 5.22e-06, 4.47e-05, 2.85e-05, 4.34e-07, 7.78e-09, 7.97e-10, 8.91e-09, 1.01e-08, 1.12e-09, 0.00e+00, 1.52e-08, 4.72e-09] []
352300 [3.98e-06, 7.30e-06, 1.90e-06, 5.19e-06, 4.13e-06, 5.46e-06, 2.14e-07, 1.94e-05, 1.25e-08, 1.09e-08, 4.03e-06, 4.45e-05, 3.34e-05, 1.95e-06, 3.32e-08, 1.55e-08, 1.56e-08, 1.31e-08, 0.00e+00, 0.00e+00, 6.73e-06, 2.97e-09] [3.98e-06, 7.30e-06, 1.90e-06, 5.19e-06, 4.13e-06, 5.46e-06, 2.14e-07, 1.94e-05, 1.25e-08, 1.09e-08, 4.03e-06, 4.45e-05, 3.34e-05, 1.95e-06, 3.32e-08, 1.55e-08, 1.56e-08, 1.31e-08, 0.00e+00, 0.00e+00, 6.73e-06, 2.97e-09] []
352400 [3.54e-06, 6.81e-06, 1.64e-06, 4.68e-06, 3.81e-06, 5.71e-06, 1.55e-07, 3.83e-08, 1.07e-10, 4.67e-10, 4.59e-06, 4.47e-05, 2.96e-05, 3.18e-07, 3.67e-09, 1.83e-10, 2.79e-09, 2.55e-09, 0.00e+00, 0.00e+00, 8.64e-08, 5.68e-10] [3.54e-06, 6.81e-06, 1.64e-06, 4.68e-06, 3.81e-06, 5.71e-06, 1.55e-07, 3.83e-08, 1.07e-10, 4.67e-10, 4.59e-06, 4.47e-05, 2.96e-05, 3.18e-07, 3.67e-09, 1.83e-10, 2.79e-09, 2.55e-09, 0.00e+00, 0.00e+00, 8.64e-08, 5.68e-10] []
352500 [3.31e-06, 6.64e-06, 1.65e-06, 4.29e-06, 3.63e-06, 5.86e-06, 1.35e-07, 5.80e-11, 9.50e-10, 8.36e-10, 4.77e-06, 4.46e-05, 2.88e-05, 2.41e-07, 2.36e-09, 3.52e-12, 3.25e-09, 3.05e-09, 0.00e+00, 5.18e-11, 1.79e-08, 2.48e-10] [3.31e-06, 6.64e-06, 1.65e-06, 4.29e-06, 3.63e-06, 5.86e-06, 1.35e-07, 5.80e-11, 9.50e-10, 8.36e-10, 4.77e-06, 4.46e-05, 2.88e-05, 2.41e-07, 2.36e-09, 3.52e-12, 3.25e-09, 3.05e-09, 0.00e+00, 5.18e-11, 1.79e-08, 2.48e-10] []
352600 [3.29e-06, 7.39e-06, 1.95e-06, 5.26e-06, 4.03e-06, 5.54e-06, 1.24e-07, 4.40e-06, 5.82e-08, 6.39e-08, 4.16e-06, 4.65e-05, 3.54e-05, 2.14e-06, 0.00e+00, 1.22e-08, 3.52e-11, 2.96e-10, 0.00e+00, 6.17e-09, 2.14e-05, 3.84e-08] [3.29e-06, 7.39e-06, 1.95e-06, 5.26e-06, 4.03e-06, 5.54e-06, 1.24e-07, 4.40e-06, 5.82e-08, 6.39e-08, 4.16e-06, 4.65e-05, 3.54e-05, 2.14e-06, 0.00e+00, 1.22e-08, 3.52e-11, 2.96e-10, 0.00e+00, 6.17e-09, 2.14e-05, 3.84e-08] []
352700 [3.41e-06, 6.82e-06, 1.67e-06, 4.62e-06, 3.74e-06, 5.66e-06, 9.23e-08, 1.62e-08, 1.53e-09, 1.05e-09, 4.25e-06, 4.45e-05, 2.99e-05, 2.97e-07, 1.83e-09, 3.26e-10, 3.05e-09, 2.70e-09, 8.26e-09, 0.00e+00, 5.11e-08, 2.46e-09] [3.41e-06, 6.82e-06, 1.67e-06, 4.62e-06, 3.74e-06, 5.66e-06, 9.23e-08, 1.62e-08, 1.53e-09, 1.05e-09, 4.25e-06, 4.45e-05, 2.99e-05, 2.97e-07, 1.83e-09, 3.26e-10, 3.05e-09, 2.70e-09, 8.26e-09, 0.00e+00, 5.11e-08, 2.46e-09] []
352800 [3.50e-06, 6.59e-06, 1.64e-06, 4.08e-06, 3.56e-06, 5.76e-06, 2.82e-07, 8.45e-08, 6.84e-07, 9.75e-08, 4.76e-06, 4.49e-05, 3.02e-05, 5.51e-06, 2.67e-08, 2.83e-08, 3.46e-08, 4.41e-08, 6.72e-09, 0.00e+00, 4.34e-08, 1.76e-06] [3.50e-06, 6.59e-06, 1.64e-06, 4.08e-06, 3.56e-06, 5.76e-06, 2.82e-07, 8.45e-08, 6.84e-07, 9.75e-08, 4.76e-06, 4.49e-05, 3.02e-05, 5.51e-06, 2.67e-08, 2.83e-08, 3.46e-08, 4.41e-08, 6.72e-09, 0.00e+00, 4.34e-08, 1.76e-06] []
352900 [3.48e-06, 7.04e-06, 1.77e-06, 4.64e-06, 3.69e-06, 5.44e-06, 2.20e-07, 5.78e-08, 1.03e-09, 8.00e-10, 3.91e-06, 4.43e-05, 3.21e-05, 5.43e-07, 1.97e-09, 3.73e-09, 6.10e-09, 1.19e-08, 1.48e-08, 0.00e+00, 8.76e-08, 3.51e-10] [3.48e-06, 7.04e-06, 1.77e-06, 4.64e-06, 3.69e-06, 5.44e-06, 2.20e-07, 5.78e-08, 1.03e-09, 8.00e-10, 3.91e-06, 4.43e-05, 3.21e-05, 5.43e-07, 1.97e-09, 3.73e-09, 6.10e-09, 1.19e-08, 1.48e-08, 0.00e+00, 8.76e-08, 3.51e-10] []
353000 [3.20e-06, 6.64e-06, 1.66e-06, 4.26e-06, 3.51e-06, 5.67e-06, 1.73e-07, 2.80e-09, 5.49e-10, 6.00e-10, 4.19e-06, 4.44e-05, 2.95e-05, 2.53e-07, 6.31e-10, 1.95e-11, 2.92e-09, 2.92e-09, 6.40e-10, 2.62e-11, 1.39e-08, 1.84e-10] [3.20e-06, 6.64e-06, 1.66e-06, 4.26e-06, 3.51e-06, 5.67e-06, 1.73e-07, 2.80e-09, 5.49e-10, 6.00e-10, 4.19e-06, 4.44e-05, 2.95e-05, 2.53e-07, 6.31e-10, 1.95e-11, 2.92e-09, 2.92e-09, 6.40e-10, 2.62e-11, 1.39e-08, 1.84e-10] []
353100 [3.99e-06, 7.42e-06, 2.96e-06, 7.46e-06, 4.23e-06, 8.86e-06, 2.36e-07, 3.52e-05, 1.16e-06, 9.09e-06, 1.02e-04, 4.33e-04, 1.40e-04, 5.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-07, 4.69e-05, 9.43e-07] [3.99e-06, 7.42e-06, 2.96e-06, 7.46e-06, 4.23e-06, 8.86e-06, 2.36e-07, 3.52e-05, 1.16e-06, 9.09e-06, 1.02e-04, 4.33e-04, 1.40e-04, 5.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.75e-07, 4.69e-05, 9.43e-07] []
353200 [3.47e-06, 6.76e-06, 1.77e-06, 4.48e-06, 3.55e-06, 5.45e-06, 1.19e-07, 3.75e-09, 7.84e-11, 8.46e-10, 3.77e-06, 4.44e-05, 3.06e-05, 3.03e-07, 6.19e-09, 1.99e-09, 4.51e-09, 2.95e-09, 3.76e-09, 6.39e-11, 6.87e-08, 6.08e-10] [3.47e-06, 6.76e-06, 1.77e-06, 4.48e-06, 3.55e-06, 5.45e-06, 1.19e-07, 3.75e-09, 7.84e-11, 8.46e-10, 3.77e-06, 4.44e-05, 3.06e-05, 3.03e-07, 6.19e-09, 1.99e-09, 4.51e-09, 2.95e-09, 3.76e-09, 6.39e-11, 6.87e-08, 6.08e-10] []
353300 [3.15e-06, 6.52e-06, 1.75e-06, 4.09e-06, 3.41e-06, 5.67e-06, 1.09e-07, 1.73e-08, 5.71e-11, 3.84e-10, 4.09e-06, 4.42e-05, 2.95e-05, 2.17e-07, 7.48e-09, 1.90e-09, 4.32e-09, 3.69e-09, 2.03e-09, 9.49e-12, 4.09e-08, 1.04e-09] [3.15e-06, 6.52e-06, 1.75e-06, 4.09e-06, 3.41e-06, 5.67e-06, 1.09e-07, 1.73e-08, 5.71e-11, 3.84e-10, 4.09e-06, 4.42e-05, 2.95e-05, 2.17e-07, 7.48e-09, 1.90e-09, 4.32e-09, 3.69e-09, 2.03e-09, 9.49e-12, 4.09e-08, 1.04e-09] []
353400 [6.25e-06, 6.98e-06, 2.50e-06, 4.45e-06, 3.78e-06, 5.31e-06, 6.88e-07, 1.74e-06, 6.24e-05, 4.96e-06, 2.67e-05, 6.54e-05, 4.45e-05, 9.79e-05, 7.95e-08, 7.30e-07, 2.74e-07, 4.29e-07, 0.00e+00, 2.65e-05, 2.56e-06, 1.12e-04] [6.25e-06, 6.98e-06, 2.50e-06, 4.45e-06, 3.78e-06, 5.31e-06, 6.88e-07, 1.74e-06, 6.24e-05, 4.96e-06, 2.67e-05, 6.54e-05, 4.45e-05, 9.79e-05, 7.95e-08, 7.30e-07, 2.74e-07, 4.29e-07, 0.00e+00, 2.65e-05, 2.56e-06, 1.12e-04] []
353500 [3.40e-06, 6.64e-06, 1.75e-06, 4.18e-06, 3.30e-06, 5.36e-06, 4.59e-07, 5.97e-09, 2.63e-10, 7.82e-10, 3.83e-06, 4.43e-05, 3.02e-05, 3.13e-07, 3.52e-09, 1.16e-09, 3.78e-09, 2.81e-09, 2.43e-08, 0.00e+00, 1.21e-07, 1.58e-09] [3.40e-06, 6.64e-06, 1.75e-06, 4.18e-06, 3.30e-06, 5.36e-06, 4.59e-07, 5.97e-09, 2.63e-10, 7.82e-10, 3.83e-06, 4.43e-05, 3.02e-05, 3.13e-07, 3.52e-09, 1.16e-09, 3.78e-09, 2.81e-09, 2.43e-08, 0.00e+00, 1.21e-07, 1.58e-09] []
353600 [3.11e-06, 6.38e-06, 1.73e-06, 3.88e-06, 3.22e-06, 5.57e-06, 3.68e-07, 6.07e-10, 3.84e-10, 2.20e-10, 4.06e-06, 4.42e-05, 2.93e-05, 2.31e-07, 5.17e-09, 1.69e-09, 3.27e-09, 2.77e-09, 2.07e-09, 6.79e-11, 1.85e-08, 1.10e-09] [3.11e-06, 6.38e-06, 1.73e-06, 3.88e-06, 3.22e-06, 5.57e-06, 3.68e-07, 6.07e-10, 3.84e-10, 2.20e-10, 4.06e-06, 4.42e-05, 2.93e-05, 2.31e-07, 5.17e-09, 1.69e-09, 3.27e-09, 2.77e-09, 2.07e-09, 6.79e-11, 1.85e-08, 1.10e-09] []
353700 [1.93e-05, 7.03e-06, 4.42e-06, 5.81e-06, 2.06e-06, 6.19e-06, 3.03e-07, 1.46e-04, 5.61e-08, 7.67e-06, 4.46e-04, 1.76e-04, 3.46e-04, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-10, 4.01e-04, 8.40e-10] [1.93e-05, 7.03e-06, 4.42e-06, 5.81e-06, 2.06e-06, 6.19e-06, 3.03e-07, 1.46e-04, 5.61e-08, 7.67e-06, 4.46e-04, 1.76e-04, 3.46e-04, 4.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-10, 4.01e-04, 8.40e-10] []
353800 [3.70e-06, 6.67e-06, 1.92e-06, 4.04e-06, 3.21e-06, 5.34e-06, 2.46e-07, 2.47e-08, 5.76e-12, 1.35e-09, 3.72e-06, 4.42e-05, 3.09e-05, 3.23e-07, 0.00e+00, 2.81e-09, 2.28e-09, 4.50e-09, 3.87e-08, 1.88e-11, 2.17e-07, 4.44e-10] [3.70e-06, 6.67e-06, 1.92e-06, 4.04e-06, 3.21e-06, 5.34e-06, 2.46e-07, 2.47e-08, 5.76e-12, 1.35e-09, 3.72e-06, 4.42e-05, 3.09e-05, 3.23e-07, 0.00e+00, 2.81e-09, 2.28e-09, 4.50e-09, 3.87e-08, 1.88e-11, 2.17e-07, 4.44e-10] []
353900 [3.23e-06, 6.36e-06, 1.86e-06, 3.75e-06, 3.14e-06, 5.54e-06, 2.05e-07, 1.12e-09, 4.50e-11, 3.73e-10, 3.90e-06, 4.40e-05, 2.96e-05, 2.35e-07, 1.34e-09, 1.84e-09, 2.68e-09, 1.72e-09, 6.25e-10, 2.64e-11, 2.07e-08, 2.74e-10] [3.23e-06, 6.36e-06, 1.86e-06, 3.75e-06, 3.14e-06, 5.54e-06, 2.05e-07, 1.12e-09, 4.50e-11, 3.73e-10, 3.90e-06, 4.40e-05, 2.96e-05, 2.35e-07, 1.34e-09, 1.84e-09, 2.68e-09, 1.72e-09, 6.25e-10, 2.64e-11, 2.07e-08, 2.74e-10] []
354000 [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10] [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.621597 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
354000 [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10] [3.94e-06, 6.24e-06, 1.82e-06, 3.41e-06, 3.20e-06, 5.60e-06, 1.91e-07, 1.01e-08, 4.76e-11, 4.77e-07, 5.07e-06, 4.72e-05, 3.54e-05, 2.71e-05, 1.41e-07, 2.63e-07, 1.19e-07, 1.54e-07, 3.63e-09, 1.54e-11, 2.05e-08, 2.70e-10] []
354100 [4.22e-06, 6.63e-06, 2.15e-06, 3.73e-06, 3.07e-06, 5.13e-06, 1.55e-07, 4.13e-07, 7.38e-08, 1.41e-08, 3.81e-06, 4.49e-05, 3.15e-05, 1.58e-06, 6.40e-10, 1.43e-08, 5.43e-09, 1.65e-08, 2.25e-09, 0.00e+00, 5.43e-06, 7.47e-08] [4.22e-06, 6.63e-06, 2.15e-06, 3.73e-06, 3.07e-06, 5.13e-06, 1.55e-07, 4.13e-07, 7.38e-08, 1.41e-08, 3.81e-06, 4.49e-05, 3.15e-05, 1.58e-06, 6.40e-10, 1.43e-08, 5.43e-09, 1.65e-08, 2.25e-09, 0.00e+00, 5.43e-06, 7.47e-08] []
354200 [3.33e-06, 6.35e-06, 1.94e-06, 3.58e-06, 3.09e-06, 5.45e-06, 1.30e-07, 2.56e-10, 6.64e-10, 4.51e-10, 3.84e-06, 4.39e-05, 2.97e-05, 2.31e-07, 5.80e-10, 3.00e-09, 2.67e-09, 1.32e-09, 6.59e-10, 1.30e-11, 1.57e-08, 2.33e-10] [3.33e-06, 6.35e-06, 1.94e-06, 3.58e-06, 3.09e-06, 5.45e-06, 1.30e-07, 2.56e-10, 6.64e-10, 4.51e-10, 3.84e-06, 4.39e-05, 2.97e-05, 2.31e-07, 5.80e-10, 3.00e-09, 2.67e-09, 1.32e-09, 6.59e-10, 1.30e-11, 1.57e-08, 2.33e-10] []
354300 [3.08e-06, 6.20e-06, 1.91e-06, 3.39e-06, 3.06e-06, 5.60e-06, 1.28e-07, 2.55e-10, 9.23e-12, 1.46e-10, 3.97e-06, 4.38e-05, 2.91e-05, 1.76e-07, 1.47e-09, 4.55e-09, 2.94e-09, 1.66e-09, 1.34e-10, 2.49e-12, 1.33e-08, 1.78e-10] [3.08e-06, 6.20e-06, 1.91e-06, 3.39e-06, 3.06e-06, 5.60e-06, 1.28e-07, 2.55e-10, 9.23e-12, 1.46e-10, 3.97e-06, 4.38e-05, 2.91e-05, 1.76e-07, 1.47e-09, 4.55e-09, 2.94e-09, 1.66e-09, 1.34e-10, 2.49e-12, 1.33e-08, 1.78e-10] []
354400 [1.28e-05, 8.03e-06, 2.41e-06, 4.51e-06, 4.76e-06, 5.46e-06, 1.90e-07, 1.24e-07, 1.50e-06, 8.07e-07, 1.03e-05, 1.50e-04, 6.72e-05, 1.37e-04, 3.05e-06, 6.60e-06, 4.47e-07, 4.05e-07, 3.83e-06, 2.90e-07, 1.93e-05, 1.45e-06] [1.28e-05, 8.03e-06, 2.41e-06, 4.51e-06, 4.76e-06, 5.46e-06, 1.90e-07, 1.24e-07, 1.50e-06, 8.07e-07, 1.03e-05, 1.50e-04, 6.72e-05, 1.37e-04, 3.05e-06, 6.60e-06, 4.47e-07, 4.05e-07, 3.83e-06, 2.90e-07, 1.93e-05, 1.45e-06] []
354500 [3.57e-06, 6.48e-06, 2.07e-06, 3.54e-06, 3.04e-06, 5.35e-06, 1.25e-07, 1.80e-10, 3.89e-07, 7.21e-09, 3.71e-06, 4.39e-05, 3.04e-05, 2.64e-07, 2.20e-10, 4.79e-09, 1.87e-09, 9.14e-10, 1.30e-09, 3.18e-08, 2.05e-08, 1.87e-07] [3.57e-06, 6.48e-06, 2.07e-06, 3.54e-06, 3.04e-06, 5.35e-06, 1.25e-07, 1.80e-10, 3.89e-07, 7.21e-09, 3.71e-06, 4.39e-05, 3.04e-05, 2.64e-07, 2.20e-10, 4.79e-09, 1.87e-09, 9.14e-10, 1.30e-09, 3.18e-08, 2.05e-08, 1.87e-07] []
354600 [3.16e-06, 6.24e-06, 1.98e-06, 3.34e-06, 3.06e-06, 5.55e-06, 1.15e-07, 1.52e-12, 3.40e-10, 2.74e-10, 3.85e-06, 4.37e-05, 2.93e-05, 1.93e-07, 6.52e-10, 4.93e-09, 2.91e-09, 1.22e-09, 1.29e-10, 2.62e-13, 1.34e-08, 1.84e-10] [3.16e-06, 6.24e-06, 1.98e-06, 3.34e-06, 3.06e-06, 5.55e-06, 1.15e-07, 1.52e-12, 3.40e-10, 2.74e-10, 3.85e-06, 4.37e-05, 2.93e-05, 1.93e-07, 6.52e-10, 4.93e-09, 2.91e-09, 1.22e-09, 1.29e-10, 2.62e-13, 1.34e-08, 1.84e-10] []
354700 [3.65e-06, 6.82e-06, 2.09e-06, 3.18e-06, 3.10e-06, 5.73e-06, 4.65e-07, 6.78e-05, 3.81e-06, 3.58e-07, 5.85e-06, 4.45e-05, 3.88e-05, 1.34e-06, 0.00e+00, 5.86e-10, 7.95e-08, 7.23e-08, 8.00e-06, 9.09e-07, 4.19e-05, 4.66e-06] [3.65e-06, 6.82e-06, 2.09e-06, 3.18e-06, 3.10e-06, 5.73e-06, 4.65e-07, 6.78e-05, 3.81e-06, 3.58e-07, 5.85e-06, 4.45e-05, 3.88e-05, 1.34e-06, 0.00e+00, 5.86e-10, 7.95e-08, 7.23e-08, 8.00e-06, 9.09e-07, 4.19e-05, 4.66e-06] []
354800 [3.10e-06, 6.23e-06, 1.91e-06, 3.26e-06, 3.00e-06, 5.48e-06, 3.62e-07, 1.87e-07, 7.67e-11, 2.85e-10, 3.72e-06, 4.35e-05, 2.97e-05, 1.86e-07, 3.81e-10, 5.94e-09, 2.68e-09, 1.43e-09, 1.37e-08, 6.55e-16, 7.68e-08, 6.06e-10] [3.10e-06, 6.23e-06, 1.91e-06, 3.26e-06, 3.00e-06, 5.48e-06, 3.62e-07, 1.87e-07, 7.67e-11, 2.85e-10, 3.72e-06, 4.35e-05, 2.97e-05, 1.86e-07, 3.81e-10, 5.94e-09, 2.68e-09, 1.43e-09, 1.37e-08, 6.55e-16, 7.68e-08, 6.06e-10] []
354900 [1.44e-05, 9.11e-06, 2.87e-06, 4.10e-06, 4.25e-06, 5.51e-06, 4.33e-07, 1.31e-04, 1.03e-08, 3.79e-06, 1.57e-05, 9.91e-05, 8.07e-05, 2.38e-04, 3.64e-06, 5.70e-06, 2.01e-06, 1.41e-06, 1.39e-05, 1.89e-09, 6.74e-05, 1.17e-08] [1.44e-05, 9.11e-06, 2.87e-06, 4.10e-06, 4.25e-06, 5.51e-06, 4.33e-07, 1.31e-04, 1.03e-08, 3.79e-06, 1.57e-05, 9.91e-05, 8.07e-05, 2.38e-04, 3.64e-06, 5.70e-06, 2.01e-06, 1.41e-06, 1.39e-05, 1.89e-09, 6.74e-05, 1.17e-08] []
355000 [3.73e-06, 6.53e-06, 2.07e-06, 3.40e-06, 3.06e-06, 5.13e-06, 2.31e-07, 1.09e-07, 7.89e-11, 1.01e-09, 3.70e-06, 4.36e-05, 3.02e-05, 3.13e-07, 6.71e-10, 6.91e-09, 1.82e-09, 2.03e-09, 8.03e-09, 3.86e-11, 3.79e-08, 3.70e-10] [3.73e-06, 6.53e-06, 2.07e-06, 3.40e-06, 3.06e-06, 5.13e-06, 2.31e-07, 1.09e-07, 7.89e-11, 1.01e-09, 3.70e-06, 4.36e-05, 3.02e-05, 3.13e-07, 6.71e-10, 6.91e-09, 1.82e-09, 2.03e-09, 8.03e-09, 3.86e-11, 3.79e-08, 3.70e-10] []
355100 [3.24e-06, 6.23e-06, 1.98e-06, 3.24e-06, 3.08e-06, 5.35e-06, 1.96e-07, 1.24e-10, 8.15e-11, 3.78e-10, 3.81e-06, 4.34e-05, 2.91e-05, 2.31e-07, 9.65e-10, 7.27e-09, 3.16e-09, 1.17e-09, 7.34e-10, 0.00e+00, 1.64e-08, 5.14e-10] [3.24e-06, 6.23e-06, 1.98e-06, 3.24e-06, 3.08e-06, 5.35e-06, 1.96e-07, 1.24e-10, 8.15e-11, 3.78e-10, 3.81e-06, 4.34e-05, 2.91e-05, 2.31e-07, 9.65e-10, 7.27e-09, 3.16e-09, 1.17e-09, 7.34e-10, 0.00e+00, 1.64e-08, 5.14e-10] []
355200 [5.51e-05, 1.21e-05, 1.74e-06, 7.24e-06, 1.02e-05, 6.89e-06, 3.32e-07, 1.41e-05, 1.36e-07, 9.92e-05, 2.20e-04, 8.17e-04, 1.17e-03, 5.21e-03, 8.64e-05, 7.94e-05, 3.21e-05, 2.54e-05, 4.14e-06, 4.91e-08, 2.21e-05, 2.80e-07] [5.51e-05, 1.21e-05, 1.74e-06, 7.24e-06, 1.02e-05, 6.89e-06, 3.32e-07, 1.41e-05, 1.36e-07, 9.92e-05, 2.20e-04, 8.17e-04, 1.17e-03, 5.21e-03, 8.64e-05, 7.94e-05, 3.21e-05, 2.54e-05, 4.14e-06, 4.91e-08, 2.21e-05, 2.80e-07] []
355300 [3.22e-06, 6.27e-06, 2.00e-06, 3.15e-06, 3.00e-06, 5.43e-06, 1.60e-07, 1.31e-10, 8.21e-14, 1.82e-08, 3.57e-06, 4.34e-05, 2.98e-05, 5.67e-07, 4.86e-11, 3.58e-09, 1.83e-09, 6.57e-11, 8.68e-11, 3.57e-12, 2.04e-08, 4.09e-10] [3.22e-06, 6.27e-06, 2.00e-06, 3.15e-06, 3.00e-06, 5.43e-06, 1.60e-07, 1.31e-10, 8.21e-14, 1.82e-08, 3.57e-06, 4.34e-05, 2.98e-05, 5.67e-07, 4.86e-11, 3.58e-09, 1.83e-09, 6.57e-11, 8.68e-11, 3.57e-12, 2.04e-08, 4.09e-10] []
355400 [7.92e-06, 7.30e-06, 2.75e-06, 4.10e-06, 3.82e-06, 5.38e-06, 2.10e-07, 3.74e-06, 4.77e-07, 1.80e-06, 5.69e-05, 1.76e-04, 3.35e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-06, 6.38e-07] [7.92e-06, 7.30e-06, 2.75e-06, 4.10e-06, 3.82e-06, 5.38e-06, 2.10e-07, 3.74e-06, 4.77e-07, 1.80e-06, 5.69e-05, 1.76e-04, 3.35e-04, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-06, 6.38e-07] []
355500 [3.53e-06, 6.47e-06, 2.08e-06, 3.27e-06, 3.06e-06, 5.23e-06, 1.16e-07, 1.31e-09, 8.85e-10, 1.80e-09, 3.65e-06, 4.32e-05, 3.00e-05, 3.07e-07, 5.43e-10, 6.56e-09, 1.99e-09, 1.17e-09, 3.73e-10, 1.19e-11, 3.15e-08, 1.90e-09] [3.53e-06, 6.47e-06, 2.08e-06, 3.27e-06, 3.06e-06, 5.23e-06, 1.16e-07, 1.31e-09, 8.85e-10, 1.80e-09, 3.65e-06, 4.32e-05, 3.00e-05, 3.07e-07, 5.43e-10, 6.56e-09, 1.99e-09, 1.17e-09, 3.73e-10, 1.19e-11, 3.15e-08, 1.90e-09] []
355600 [3.04e-06, 6.20e-06, 1.98e-06, 3.10e-06, 3.08e-06, 5.41e-06, 2.68e-07, 4.01e-09, 3.32e-07, 1.15e-09, 3.78e-06, 4.30e-05, 2.89e-05, 2.20e-07, 1.08e-09, 8.89e-09, 4.14e-09, 1.33e-09, 6.53e-10, 9.81e-09, 1.33e-08, 6.19e-08] [3.04e-06, 6.20e-06, 1.98e-06, 3.10e-06, 3.08e-06, 5.41e-06, 2.68e-07, 4.01e-09, 3.32e-07, 1.15e-09, 3.78e-06, 4.30e-05, 2.89e-05, 2.20e-07, 1.08e-09, 8.89e-09, 4.14e-09, 1.33e-09, 6.53e-10, 9.81e-09, 1.33e-08, 6.19e-08] []
355700 [3.94e-06, 8.32e-06, 2.62e-06, 3.37e-06, 3.07e-06, 4.84e-06, 2.52e-07, 6.96e-06, 1.06e-08, 6.77e-06, 2.74e-05, 5.74e-05, 4.59e-05, 5.56e-05, 0.00e+00, 4.66e-09, 0.00e+00, 7.59e-09, 9.53e-06, 2.12e-09, 4.62e-05, 8.51e-09] [3.94e-06, 8.32e-06, 2.62e-06, 3.37e-06, 3.07e-06, 4.84e-06, 2.52e-07, 6.96e-06, 1.06e-08, 6.77e-06, 2.74e-05, 5.74e-05, 4.59e-05, 5.56e-05, 0.00e+00, 4.66e-09, 0.00e+00, 7.59e-09, 9.53e-06, 2.12e-09, 4.62e-05, 8.51e-09] []
355800 [3.51e-06, 6.47e-06, 2.07e-06, 3.25e-06, 3.11e-06, 5.14e-06, 1.71e-07, 3.40e-08, 5.01e-09, 1.54e-09, 3.64e-06, 4.31e-05, 2.96e-05, 2.98e-07, 8.71e-10, 1.05e-08, 2.66e-09, 9.52e-10, 4.84e-09, 4.39e-10, 2.71e-08, 2.09e-09] [3.51e-06, 6.47e-06, 2.07e-06, 3.25e-06, 3.11e-06, 5.14e-06, 1.71e-07, 3.40e-08, 5.01e-09, 1.54e-09, 3.64e-06, 4.31e-05, 2.96e-05, 2.98e-07, 8.71e-10, 1.05e-08, 2.66e-09, 9.52e-10, 4.84e-09, 4.39e-10, 2.71e-08, 2.09e-09] []
355900 [3.15e-06, 6.23e-06, 2.00e-06, 3.08e-06, 3.12e-06, 5.34e-06, 1.53e-07, 1.86e-11, 1.90e-10, 2.20e-10, 3.70e-06, 4.29e-05, 2.89e-05, 2.23e-07, 8.71e-10, 1.00e-08, 3.72e-09, 1.25e-09, 4.95e-10, 6.56e-11, 1.41e-08, 5.86e-10] [3.15e-06, 6.23e-06, 2.00e-06, 3.08e-06, 3.12e-06, 5.34e-06, 1.53e-07, 1.86e-11, 1.90e-10, 2.20e-10, 3.70e-06, 4.29e-05, 2.89e-05, 2.23e-07, 8.71e-10, 1.00e-08, 3.72e-09, 1.25e-09, 4.95e-10, 6.56e-11, 1.41e-08, 5.86e-10] []
356000 [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06] [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.411703 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
356000 [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06] [4.47e-05, 1.03e-05, 3.73e-06, 7.99e-06, 1.02e-05, 7.75e-06, 4.52e-07, 1.16e-05, 6.48e-06, 1.46e-04, 3.14e-04, 1.31e-03, 2.47e-03, 9.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.18e-07, 1.61e-05, 4.12e-06] []
356100 [3.76e-06, 6.71e-06, 2.22e-06, 3.18e-06, 3.11e-06, 5.10e-06, 1.12e-07, 2.08e-06, 3.45e-10, 5.46e-09, 3.68e-06, 4.27e-05, 3.06e-05, 2.97e-07, 1.78e-10, 1.40e-08, 2.11e-09, 3.98e-09, 1.72e-07, 1.38e-10, 1.10e-06, 2.48e-09] [3.76e-06, 6.71e-06, 2.22e-06, 3.18e-06, 3.11e-06, 5.10e-06, 1.12e-07, 2.08e-06, 3.45e-10, 5.46e-09, 3.68e-06, 4.27e-05, 3.06e-05, 2.97e-07, 1.78e-10, 1.40e-08, 2.11e-09, 3.98e-09, 1.72e-07, 1.38e-10, 1.10e-06, 2.48e-09] []
356200 [3.43e-06, 6.33e-06, 2.03e-06, 3.17e-06, 3.20e-06, 5.27e-06, 6.05e-07, 2.71e-08, 3.32e-04, 2.70e-09, 4.00e-06, 4.60e-05, 3.07e-05, 2.87e-07, 1.28e-08, 3.23e-08, 1.16e-08, 0.00e+00, 3.94e-11, 1.47e-04, 2.83e-08, 5.62e-04] [3.43e-06, 6.33e-06, 2.03e-06, 3.17e-06, 3.20e-06, 5.27e-06, 6.05e-07, 2.71e-08, 3.32e-04, 2.70e-09, 4.00e-06, 4.60e-05, 3.07e-05, 2.87e-07, 1.28e-08, 3.23e-08, 1.16e-08, 0.00e+00, 3.94e-11, 1.47e-04, 2.83e-08, 5.62e-04] []
356300 [2.88e-06, 6.09e-06, 1.92e-06, 2.93e-06, 3.11e-06, 5.43e-06, 4.97e-07, 3.15e-09, 1.10e-08, 2.31e-12, 3.67e-06, 4.25e-05, 2.86e-05, 1.71e-07, 1.15e-09, 9.97e-09, 4.47e-09, 1.38e-09, 0.00e+00, 0.00e+00, 1.01e-08, 6.50e-09] [2.88e-06, 6.09e-06, 1.92e-06, 2.93e-06, 3.11e-06, 5.43e-06, 4.97e-07, 3.15e-09, 1.10e-08, 2.31e-12, 3.67e-06, 4.25e-05, 2.86e-05, 1.71e-07, 1.15e-09, 9.97e-09, 4.47e-09, 1.38e-09, 0.00e+00, 0.00e+00, 1.01e-08, 6.50e-09] []
356400 [4.18e-06, 7.55e-06, 2.42e-06, 2.99e-06, 3.28e-06, 4.61e-06, 4.26e-07, 1.51e-05, 1.33e-08, 4.10e-08, 3.79e-06, 4.46e-05, 3.62e-05, 7.50e-07, 3.58e-10, 1.43e-07, 1.39e-11, 1.87e-08, 8.61e-08, 1.94e-10, 7.40e-08, 1.18e-09] [4.18e-06, 7.55e-06, 2.42e-06, 2.99e-06, 3.28e-06, 4.61e-06, 4.26e-07, 1.51e-05, 1.33e-08, 4.10e-08, 3.79e-06, 4.46e-05, 3.62e-05, 7.50e-07, 3.58e-10, 1.43e-07, 1.39e-11, 1.87e-08, 8.61e-08, 1.94e-10, 7.40e-08, 1.18e-09] []
356500 [3.32e-06, 6.39e-06, 2.05e-06, 3.10e-06, 3.15e-06, 5.15e-06, 3.03e-07, 6.31e-08, 2.91e-11, 2.70e-10, 3.49e-06, 4.25e-05, 2.94e-05, 2.44e-07, 4.28e-10, 1.03e-08, 2.23e-09, 4.31e-10, 0.00e+00, 1.08e-11, 9.97e-09, 2.53e-10] [3.32e-06, 6.39e-06, 2.05e-06, 3.10e-06, 3.15e-06, 5.15e-06, 3.03e-07, 6.31e-08, 2.91e-11, 2.70e-10, 3.49e-06, 4.25e-05, 2.94e-05, 2.44e-07, 4.28e-10, 1.03e-08, 2.23e-09, 4.31e-10, 0.00e+00, 1.08e-11, 9.97e-09, 2.53e-10] []
356600 [3.03e-06, 6.21e-06, 1.99e-06, 2.95e-06, 3.16e-06, 5.33e-06, 2.57e-07, 5.11e-10, 2.11e-12, 1.13e-10, 3.58e-06, 4.23e-05, 2.88e-05, 1.89e-07, 4.26e-10, 1.08e-08, 2.95e-09, 7.29e-10, 7.24e-13, 2.77e-11, 8.49e-09, 3.11e-10] [3.03e-06, 6.21e-06, 1.99e-06, 2.95e-06, 3.16e-06, 5.33e-06, 2.57e-07, 5.11e-10, 2.11e-12, 1.13e-10, 3.58e-06, 4.23e-05, 2.88e-05, 1.89e-07, 4.26e-10, 1.08e-08, 2.95e-09, 7.29e-10, 7.24e-13, 2.77e-11, 8.49e-09, 3.11e-10] []
356700 [4.07e-06, 7.91e-06, 2.53e-06, 3.47e-06, 3.07e-06, 4.93e-06, 2.25e-07, 3.96e-06, 1.49e-08, 1.15e-06, 4.72e-06, 5.05e-05, 4.29e-05, 4.11e-05, 0.00e+00, 4.16e-09, 0.00e+00, 5.44e-09, 2.60e-06, 0.00e+00, 1.40e-05, 7.23e-09] [4.07e-06, 7.91e-06, 2.53e-06, 3.47e-06, 3.07e-06, 4.93e-06, 2.25e-07, 3.96e-06, 1.49e-08, 1.15e-06, 4.72e-06, 5.05e-05, 4.29e-05, 4.11e-05, 0.00e+00, 4.16e-09, 0.00e+00, 5.44e-09, 2.60e-06, 0.00e+00, 1.40e-05, 7.23e-09] []
356800 [3.35e-06, 6.44e-06, 2.05e-06, 3.08e-06, 3.17e-06, 5.13e-06, 1.66e-07, 5.41e-09, 3.18e-11, 8.46e-10, 3.47e-06, 4.23e-05, 2.93e-05, 2.72e-07, 5.37e-10, 1.17e-08, 2.75e-09, 3.96e-10, 2.27e-10, 1.44e-11, 4.28e-09, 1.67e-10] [3.35e-06, 6.44e-06, 2.05e-06, 3.08e-06, 3.17e-06, 5.13e-06, 1.66e-07, 5.41e-09, 3.18e-11, 8.46e-10, 3.47e-06, 4.23e-05, 2.93e-05, 2.72e-07, 5.37e-10, 1.17e-08, 2.75e-09, 3.96e-10, 2.27e-10, 1.44e-11, 4.28e-09, 1.67e-10] []
356900 [3.06e-06, 6.26e-06, 1.98e-06, 2.93e-06, 3.18e-06, 5.31e-06, 1.51e-07, 1.77e-09, 7.00e-12, 1.66e-11, 3.55e-06, 4.21e-05, 2.86e-05, 2.11e-07, 5.77e-10, 1.31e-08, 3.38e-09, 1.02e-09, 3.62e-10, 9.55e-12, 6.11e-09, 1.76e-10] [3.06e-06, 6.26e-06, 1.98e-06, 2.93e-06, 3.18e-06, 5.31e-06, 1.51e-07, 1.77e-09, 7.00e-12, 1.66e-11, 3.55e-06, 4.21e-05, 2.86e-05, 2.11e-07, 5.77e-10, 1.31e-08, 3.38e-09, 1.02e-09, 3.62e-10, 9.55e-12, 6.11e-09, 1.76e-10] []
357000 [4.92e-06, 6.95e-06, 2.38e-06, 3.01e-06, 3.02e-06, 5.03e-06, 1.45e-07, 5.08e-06, 6.90e-10, 9.64e-09, 5.68e-06, 4.37e-05, 5.37e-05, 2.33e-05, 8.85e-09, 1.87e-08, 1.61e-07, 2.33e-07, 5.61e-07, 9.13e-10, 3.39e-06, 6.03e-09] [4.92e-06, 6.95e-06, 2.38e-06, 3.01e-06, 3.02e-06, 5.03e-06, 1.45e-07, 5.08e-06, 6.90e-10, 9.64e-09, 5.68e-06, 4.37e-05, 5.37e-05, 2.33e-05, 8.85e-09, 1.87e-08, 1.61e-07, 2.33e-07, 5.61e-07, 9.13e-10, 3.39e-06, 6.03e-09] []
357100 [3.33e-06, 6.28e-06, 2.07e-06, 2.91e-06, 3.11e-06, 5.20e-06, 1.99e-07, 2.17e-08, 1.99e-04, 2.51e-08, 3.95e-06, 4.24e-05, 2.89e-05, 8.67e-07, 9.35e-10, 2.17e-08, 6.17e-09, 2.81e-09, 1.18e-10, 0.00e+00, 8.09e-08, 2.13e-04] [3.33e-06, 6.28e-06, 2.07e-06, 2.91e-06, 3.11e-06, 5.20e-06, 1.99e-07, 2.17e-08, 1.99e-04, 2.51e-08, 3.95e-06, 4.24e-05, 2.89e-05, 8.67e-07, 9.35e-10, 2.17e-08, 6.17e-09, 2.81e-09, 1.18e-10, 0.00e+00, 8.09e-08, 2.13e-04] []
357200 [1.01e-05, 7.35e-06, 2.49e-06, 5.21e-06, 3.83e-06, 5.90e-06, 2.44e-07, 4.87e-05, 3.75e-08, 1.16e-05, 3.77e-05, 2.11e-04, 2.73e-04, 9.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.89e-05, 1.21e-07] [1.01e-05, 7.35e-06, 2.49e-06, 5.21e-06, 3.83e-06, 5.90e-06, 2.44e-07, 4.87e-05, 3.75e-08, 1.16e-05, 3.77e-05, 2.11e-04, 2.73e-04, 9.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.89e-05, 1.21e-07] []
357300 [3.82e-06, 6.85e-06, 2.14e-06, 3.12e-06, 3.19e-06, 4.97e-06, 1.90e-07, 3.52e-10, 1.07e-11, 1.44e-09, 3.39e-06, 4.19e-05, 3.02e-05, 3.43e-07, 4.49e-10, 1.11e-08, 1.70e-09, 2.52e-09, 4.67e-10, 2.10e-11, 2.30e-08, 2.73e-10] [3.82e-06, 6.85e-06, 2.14e-06, 3.12e-06, 3.19e-06, 4.97e-06, 1.90e-07, 3.52e-10, 1.07e-11, 1.44e-09, 3.39e-06, 4.19e-05, 3.02e-05, 3.43e-07, 4.49e-10, 1.11e-08, 1.70e-09, 2.52e-09, 4.67e-10, 2.10e-11, 2.30e-08, 2.73e-10] []
357400 [3.16e-06, 6.44e-06, 2.00e-06, 3.00e-06, 3.20e-06, 5.22e-06, 1.53e-07, 3.01e-09, 1.28e-10, 4.29e-10, 3.40e-06, 4.17e-05, 2.88e-05, 2.46e-07, 7.75e-10, 1.23e-08, 3.82e-09, 3.92e-10, 0.00e+00, 2.54e-11, 8.25e-09, 2.07e-10] [3.16e-06, 6.44e-06, 2.00e-06, 3.00e-06, 3.20e-06, 5.22e-06, 1.53e-07, 3.01e-09, 1.28e-10, 4.29e-10, 3.40e-06, 4.17e-05, 2.88e-05, 2.46e-07, 7.75e-10, 1.23e-08, 3.82e-09, 3.92e-10, 0.00e+00, 2.54e-11, 8.25e-09, 2.07e-10] []
357500 [2.13e-05, 9.65e-06, 2.13e-06, 4.15e-06, 5.00e-06, 6.67e-06, 2.35e-07, 4.19e-05, 2.08e-06, 1.38e-06, 3.76e-05, 3.72e-04, 1.84e-04, 3.95e-04, 4.43e-06, 1.02e-06, 3.63e-07, 5.13e-07, 4.61e-05, 4.54e-07, 2.02e-04, 2.15e-06] [2.13e-05, 9.65e-06, 2.13e-06, 4.15e-06, 5.00e-06, 6.67e-06, 2.35e-07, 4.19e-05, 2.08e-06, 1.38e-06, 3.76e-05, 3.72e-04, 1.84e-04, 3.95e-04, 4.43e-06, 1.02e-06, 3.63e-07, 5.13e-07, 4.61e-05, 4.54e-07, 2.02e-04, 2.15e-06] []
357600 [3.87e-06, 6.83e-06, 2.18e-06, 3.14e-06, 3.21e-06, 4.85e-06, 1.04e-07, 1.44e-08, 1.39e-11, 1.12e-09, 3.37e-06, 4.17e-05, 2.98e-05, 4.21e-07, 4.78e-10, 2.28e-08, 1.95e-09, 1.20e-09, 8.09e-10, 4.20e-11, 1.24e-08, 2.37e-10] [3.87e-06, 6.83e-06, 2.18e-06, 3.14e-06, 3.21e-06, 4.85e-06, 1.04e-07, 1.44e-08, 1.39e-11, 1.12e-09, 3.37e-06, 4.17e-05, 2.98e-05, 4.21e-07, 4.78e-10, 2.28e-08, 1.95e-09, 1.20e-09, 8.09e-10, 4.20e-11, 1.24e-08, 2.37e-10] []
357700 [3.21e-06, 6.45e-06, 2.00e-06, 2.99e-06, 3.22e-06, 5.10e-06, 2.33e-07, 1.13e-08, 1.91e-06, 1.77e-09, 3.45e-06, 4.17e-05, 2.84e-05, 2.63e-07, 9.83e-10, 1.41e-08, 4.66e-09, 7.79e-10, 1.46e-12, 0.00e+00, 6.12e-09, 5.66e-06] [3.21e-06, 6.45e-06, 2.00e-06, 2.99e-06, 3.22e-06, 5.10e-06, 2.33e-07, 1.13e-08, 1.91e-06, 1.77e-09, 3.45e-06, 4.17e-05, 2.84e-05, 2.63e-07, 9.83e-10, 1.41e-08, 4.66e-09, 7.79e-10, 1.46e-12, 0.00e+00, 6.12e-09, 5.66e-06] []
357800 [3.02e-06, 6.35e-06, 1.93e-06, 2.86e-06, 3.23e-06, 5.26e-06, 2.06e-07, 8.36e-11, 8.63e-11, 7.31e-10, 3.44e-06, 4.12e-05, 2.82e-05, 2.43e-07, 4.73e-10, 1.70e-08, 4.43e-09, 1.65e-09, 8.13e-10, 0.00e+00, 7.47e-09, 6.17e-10] [3.02e-06, 6.35e-06, 1.93e-06, 2.86e-06, 3.23e-06, 5.26e-06, 2.06e-07, 8.36e-11, 8.63e-11, 7.31e-10, 3.44e-06, 4.12e-05, 2.82e-05, 2.43e-07, 4.73e-10, 1.70e-08, 4.43e-09, 1.65e-09, 8.13e-10, 0.00e+00, 7.47e-09, 6.17e-10] []
357900 [3.94e-06, 7.27e-06, 2.30e-06, 3.04e-06, 3.15e-06, 4.86e-06, 1.75e-07, 2.69e-07, 2.69e-08, 1.09e-07, 3.82e-06, 4.12e-05, 3.20e-05, 4.89e-07, 1.81e-09, 9.03e-09, 3.63e-10, 1.26e-08, 4.75e-11, 0.00e+00, 5.00e-08, 2.45e-08] [3.94e-06, 7.27e-06, 2.30e-06, 3.04e-06, 3.15e-06, 4.86e-06, 1.75e-07, 2.69e-07, 2.69e-08, 1.09e-07, 3.82e-06, 4.12e-05, 3.20e-05, 4.89e-07, 1.81e-09, 9.03e-09, 3.63e-10, 1.26e-08, 4.75e-11, 0.00e+00, 5.00e-08, 2.45e-08] []
358000 [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10] [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.645794 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
358000 [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10] [3.23e-06, 6.56e-06, 1.99e-06, 2.96e-06, 3.22e-06, 5.16e-06, 1.33e-07, 4.54e-09, 1.19e-09, 5.10e-10, 3.28e-06, 4.09e-05, 2.87e-05, 2.51e-07, 4.85e-10, 1.44e-08, 2.82e-09, 3.68e-10, 4.85e-10, 1.31e-10, 5.26e-09, 7.84e-10] []
358100 [4.19e-06, 6.49e-06, 1.88e-06, 2.73e-06, 3.37e-06, 5.24e-06, 1.25e-07, 1.22e-06, 2.78e-08, 6.88e-07, 5.37e-06, 4.61e-05, 4.19e-05, 4.56e-05, 1.89e-07, 5.40e-07, 2.57e-07, 2.41e-07, 2.22e-07, 4.39e-09, 1.45e-06, 2.86e-08] [4.19e-06, 6.49e-06, 1.88e-06, 2.73e-06, 3.37e-06, 5.24e-06, 1.25e-07, 1.22e-06, 2.78e-08, 6.88e-07, 5.37e-06, 4.61e-05, 4.19e-05, 4.56e-05, 1.89e-07, 5.40e-07, 2.57e-07, 2.41e-07, 2.22e-07, 4.39e-09, 1.45e-06, 2.86e-08] []
358200 [3.81e-06, 7.19e-06, 2.15e-06, 3.10e-06, 3.25e-06, 4.88e-06, 1.30e-07, 2.60e-08, 4.25e-08, 6.02e-08, 3.42e-06, 4.08e-05, 3.02e-05, 1.07e-06, 1.98e-10, 8.47e-09, 1.94e-10, 3.72e-09, 9.33e-10, 0.00e+00, 1.85e-08, 3.58e-08] [3.81e-06, 7.19e-06, 2.15e-06, 3.10e-06, 3.25e-06, 4.88e-06, 1.30e-07, 2.60e-08, 4.25e-08, 6.02e-08, 3.42e-06, 4.08e-05, 3.02e-05, 1.07e-06, 1.98e-10, 8.47e-09, 1.94e-10, 3.72e-09, 9.33e-10, 0.00e+00, 1.85e-08, 3.58e-08] []
358300 [3.21e-06, 6.61e-06, 1.98e-06, 2.96e-06, 3.25e-06, 5.15e-06, 1.05e-07, 6.52e-10, 5.91e-10, 2.30e-10, 3.24e-06, 4.05e-05, 2.85e-05, 2.37e-07, 6.28e-10, 1.51e-08, 3.33e-09, 4.37e-10, 1.35e-10, 0.00e+00, 4.03e-09, 1.96e-09] [3.21e-06, 6.61e-06, 1.98e-06, 2.96e-06, 3.25e-06, 5.15e-06, 1.05e-07, 6.52e-10, 5.91e-10, 2.30e-10, 3.24e-06, 4.05e-05, 2.85e-05, 2.37e-07, 6.28e-10, 1.51e-08, 3.33e-09, 4.37e-10, 1.35e-10, 0.00e+00, 4.03e-09, 1.96e-09] []
358400 [7.70e-06, 7.24e-06, 2.59e-06, 3.62e-06, 3.21e-06, 4.96e-06, 2.38e-07, 5.19e-05, 8.78e-06, 4.71e-06, 4.16e-05, 7.09e-05, 1.09e-04, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.37e-05, 9.00e-07] [7.70e-06, 7.24e-06, 2.59e-06, 3.62e-06, 3.21e-06, 4.96e-06, 2.38e-07, 5.19e-05, 8.78e-06, 4.71e-06, 4.16e-05, 7.09e-05, 1.09e-04, 7.96e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.37e-05, 9.00e-07] []
358500 [3.49e-06, 6.82e-06, 2.00e-06, 3.04e-06, 3.22e-06, 4.98e-06, 1.80e-07, 3.28e-09, 3.71e-09, 2.86e-09, 3.17e-06, 4.02e-05, 2.91e-05, 3.57e-07, 2.52e-10, 1.12e-08, 2.16e-09, 8.75e-11, 0.00e+00, 2.02e-11, 1.65e-08, 2.71e-09] [3.49e-06, 6.82e-06, 2.00e-06, 3.04e-06, 3.22e-06, 4.98e-06, 1.80e-07, 3.28e-09, 3.71e-09, 2.86e-09, 3.17e-06, 4.02e-05, 2.91e-05, 3.57e-07, 2.52e-10, 1.12e-08, 2.16e-09, 8.75e-11, 0.00e+00, 2.02e-11, 1.65e-08, 2.71e-09] []
358600 [3.12e-06, 6.56e-06, 1.91e-06, 2.89e-06, 3.25e-06, 5.19e-06, 1.50e-07, 3.90e-09, 7.52e-10, 3.26e-10, 3.21e-06, 3.99e-05, 2.82e-05, 2.56e-07, 4.97e-10, 1.69e-08, 3.62e-09, 1.21e-09, 6.46e-11, 0.00e+00, 4.98e-09, 4.76e-10] [3.12e-06, 6.56e-06, 1.91e-06, 2.89e-06, 3.25e-06, 5.19e-06, 1.50e-07, 3.90e-09, 7.52e-10, 3.26e-10, 3.21e-06, 3.99e-05, 2.82e-05, 2.56e-07, 4.97e-10, 1.69e-08, 3.62e-09, 1.21e-09, 6.46e-11, 0.00e+00, 4.98e-09, 4.76e-10] []
358700 [4.11e-06, 7.81e-06, 2.24e-06, 3.15e-06, 3.33e-06, 4.76e-06, 1.29e-07, 1.36e-07, 1.63e-08, 2.10e-08, 5.18e-06, 4.17e-05, 3.39e-05, 5.02e-06, 6.08e-10, 8.42e-09, 0.00e+00, 1.26e-08, 7.41e-10, 0.00e+00, 2.36e-06, 3.42e-08] [4.11e-06, 7.81e-06, 2.24e-06, 3.15e-06, 3.33e-06, 4.76e-06, 1.29e-07, 1.36e-07, 1.63e-08, 2.10e-08, 5.18e-06, 4.17e-05, 3.39e-05, 5.02e-06, 6.08e-10, 8.42e-09, 0.00e+00, 1.26e-08, 7.41e-10, 0.00e+00, 2.36e-06, 3.42e-08] []
358800 [3.36e-06, 6.78e-06, 1.97e-06, 3.01e-06, 3.27e-06, 5.03e-06, 9.66e-08, 1.82e-09, 7.26e-11, 5.79e-10, 3.16e-06, 3.98e-05, 2.84e-05, 2.83e-07, 6.08e-10, 1.60e-08, 3.36e-09, 3.48e-10, 1.14e-09, 1.69e-11, 8.52e-09, 1.41e-10] [3.36e-06, 6.78e-06, 1.97e-06, 3.01e-06, 3.27e-06, 5.03e-06, 9.66e-08, 1.82e-09, 7.26e-11, 5.79e-10, 3.16e-06, 3.98e-05, 2.84e-05, 2.83e-07, 6.08e-10, 1.60e-08, 3.36e-09, 3.48e-10, 1.14e-09, 1.69e-11, 8.52e-09, 1.41e-10] []
358900 [3.03e-06, 6.28e-06, 2.03e-06, 2.96e-06, 3.03e-06, 5.23e-06, 7.35e-08, 1.51e-05, 3.55e-04, 4.67e-07, 9.90e-06, 5.12e-05, 4.50e-05, 3.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-05, 5.46e-04] [3.03e-06, 6.28e-06, 2.03e-06, 2.96e-06, 3.03e-06, 5.23e-06, 7.35e-08, 1.51e-05, 3.55e-04, 4.67e-07, 9.90e-06, 5.12e-05, 4.50e-05, 3.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-05, 5.46e-04] []
359000 [3.94e-06, 7.31e-06, 2.18e-06, 3.13e-06, 3.30e-06, 4.83e-06, 2.23e-07, 1.27e-09, 4.16e-08, 2.19e-08, 3.29e-06, 3.94e-05, 3.05e-05, 4.20e-07, 4.74e-10, 3.25e-09, 1.14e-09, 3.37e-09, 1.27e-09, 1.24e-09, 1.11e-08, 7.66e-09] [3.94e-06, 7.31e-06, 2.18e-06, 3.13e-06, 3.30e-06, 4.83e-06, 2.23e-07, 1.27e-09, 4.16e-08, 2.19e-08, 3.29e-06, 3.94e-05, 3.05e-05, 4.20e-07, 4.74e-10, 3.25e-09, 1.14e-09, 3.37e-09, 1.27e-09, 1.24e-09, 1.11e-08, 7.66e-09] []
359100 [3.26e-06, 6.78e-06, 1.95e-06, 3.00e-06, 3.30e-06, 5.08e-06, 1.68e-07, 4.64e-09, 9.66e-11, 4.14e-10, 3.12e-06, 3.93e-05, 2.83e-05, 2.53e-07, 5.49e-10, 1.49e-08, 3.20e-09, 3.03e-10, 4.20e-10, 7.56e-12, 5.07e-09, 1.45e-10] [3.26e-06, 6.78e-06, 1.95e-06, 3.00e-06, 3.30e-06, 5.08e-06, 1.68e-07, 4.64e-09, 9.66e-11, 4.14e-10, 3.12e-06, 3.93e-05, 2.83e-05, 2.53e-07, 5.49e-10, 1.49e-08, 3.20e-09, 3.03e-10, 4.20e-10, 7.56e-12, 5.07e-09, 1.45e-10] []
359200 [1.47e-05, 9.31e-06, 2.13e-06, 4.93e-06, 6.44e-06, 6.07e-06, 2.93e-07, 3.64e-04, 2.31e-07, 6.77e-05, 1.52e-04, 4.95e-04, 6.44e-04, 3.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-05, 7.24e-08, 1.28e-04, 4.08e-07] [1.47e-05, 9.31e-06, 2.13e-06, 4.93e-06, 6.44e-06, 6.07e-06, 2.93e-07, 3.64e-04, 2.31e-07, 6.77e-05, 1.52e-04, 4.95e-04, 6.44e-04, 3.26e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-05, 7.24e-08, 1.28e-04, 4.08e-07] []
359300 [3.91e-06, 7.14e-06, 2.07e-06, 3.05e-06, 3.29e-06, 4.81e-06, 1.14e-07, 1.17e-09, 8.09e-11, 1.37e-09, 3.18e-06, 3.86e-05, 2.92e-05, 3.51e-07, 2.45e-10, 2.16e-08, 2.03e-09, 2.50e-09, 4.59e-10, 4.22e-11, 1.69e-08, 2.62e-10] [3.91e-06, 7.14e-06, 2.07e-06, 3.05e-06, 3.29e-06, 4.81e-06, 1.14e-07, 1.17e-09, 8.09e-11, 1.37e-09, 3.18e-06, 3.86e-05, 2.92e-05, 3.51e-07, 2.45e-10, 2.16e-08, 2.03e-09, 2.50e-09, 4.59e-10, 4.22e-11, 1.69e-08, 2.62e-10] []
359400 [3.29e-06, 6.81e-06, 1.93e-06, 2.93e-06, 3.31e-06, 5.05e-06, 9.61e-08, 4.43e-10, 9.56e-12, 2.57e-10, 3.13e-06, 3.85e-05, 2.80e-05, 1.90e-07, 4.68e-10, 1.58e-08, 3.19e-09, 4.08e-10, 8.63e-11, 1.12e-12, 4.23e-09, 1.05e-10] [3.29e-06, 6.81e-06, 1.93e-06, 2.93e-06, 3.31e-06, 5.05e-06, 9.61e-08, 4.43e-10, 9.56e-12, 2.57e-10, 3.13e-06, 3.85e-05, 2.80e-05, 1.90e-07, 4.68e-10, 1.58e-08, 3.19e-09, 4.08e-10, 8.63e-11, 1.12e-12, 4.23e-09, 1.05e-10] []
359500 [6.15e-06, 7.67e-06, 2.77e-06, 3.56e-06, 3.96e-06, 6.40e-06, 2.50e-07, 8.24e-06, 3.15e-06, 9.82e-06, 5.61e-05, 1.96e-04, 1.08e-04, 7.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-05, 2.76e-05, 4.51e-05] [6.15e-06, 7.67e-06, 2.77e-06, 3.56e-06, 3.96e-06, 6.40e-06, 2.50e-07, 8.24e-06, 3.15e-06, 9.82e-06, 5.61e-05, 1.96e-04, 1.08e-04, 7.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-05, 2.76e-05, 4.51e-05] []
359600 [3.56e-06, 7.00e-06, 1.97e-06, 2.98e-06, 3.30e-06, 4.95e-06, 1.66e-07, 4.35e-09, 4.29e-09, 3.29e-09, 3.12e-06, 3.78e-05, 2.84e-05, 2.87e-07, 0.00e+00, 1.31e-08, 1.03e-09, 1.26e-10, 2.00e-09, 0.00e+00, 1.30e-08, 1.66e-09] [3.56e-06, 7.00e-06, 1.97e-06, 2.98e-06, 3.30e-06, 4.95e-06, 1.66e-07, 4.35e-09, 4.29e-09, 3.29e-09, 3.12e-06, 3.78e-05, 2.84e-05, 2.87e-07, 0.00e+00, 1.31e-08, 1.03e-09, 1.26e-10, 2.00e-09, 0.00e+00, 1.30e-08, 1.66e-09] []
359700 [3.20e-06, 6.76e-06, 1.89e-06, 2.83e-06, 3.33e-06, 5.15e-06, 1.39e-07, 3.93e-09, 7.34e-11, 4.55e-11, 3.11e-06, 3.76e-05, 2.76e-05, 1.99e-07, 0.00e+00, 1.63e-08, 9.99e-10, 5.60e-10, 5.48e-10, 0.00e+00, 6.36e-09, 3.43e-10] [3.20e-06, 6.76e-06, 1.89e-06, 2.83e-06, 3.33e-06, 5.15e-06, 1.39e-07, 3.93e-09, 7.34e-11, 4.55e-11, 3.11e-06, 3.76e-05, 2.76e-05, 1.99e-07, 0.00e+00, 1.63e-08, 9.99e-10, 5.60e-10, 5.48e-10, 0.00e+00, 6.36e-09, 3.43e-10] []
359800 [5.29e-06, 7.69e-06, 2.33e-06, 3.24e-06, 3.29e-06, 4.66e-06, 1.23e-07, 8.90e-06, 1.72e-07, 4.70e-07, 4.56e-06, 3.94e-05, 3.61e-05, 1.44e-05, 2.84e-09, 8.80e-09, 0.00e+00, 4.75e-09, 0.00e+00, 3.55e-09, 3.91e-05, 2.07e-08] [5.29e-06, 7.69e-06, 2.33e-06, 3.24e-06, 3.29e-06, 4.66e-06, 1.23e-07, 8.90e-06, 1.72e-07, 4.70e-07, 4.56e-06, 3.94e-05, 3.61e-05, 1.44e-05, 2.84e-09, 8.80e-09, 0.00e+00, 4.75e-09, 0.00e+00, 3.55e-09, 3.91e-05, 2.07e-08] []
359900 [3.57e-06, 7.05e-06, 1.96e-06, 3.01e-06, 3.37e-06, 4.93e-06, 8.94e-08, 4.22e-08, 5.76e-10, 1.73e-09, 3.12e-06, 3.73e-05, 2.78e-05, 2.72e-07, 1.13e-09, 1.73e-08, 3.93e-09, 3.27e-10, 3.83e-09, 0.00e+00, 2.25e-08, 4.65e-10] [3.57e-06, 7.05e-06, 1.96e-06, 3.01e-06, 3.37e-06, 4.93e-06, 8.94e-08, 4.22e-08, 5.76e-10, 1.73e-09, 3.12e-06, 3.73e-05, 2.78e-05, 2.72e-07, 1.13e-09, 1.73e-08, 3.93e-09, 3.27e-10, 3.83e-09, 0.00e+00, 2.25e-08, 4.65e-10] []
360000 [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09] [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.533821 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
360000 [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09] [2.91e-06, 6.93e-06, 1.93e-06, 3.06e-06, 3.29e-06, 5.14e-06, 8.15e-08, 3.92e-08, 9.38e-10, 3.89e-07, 3.78e-06, 4.16e-05, 3.19e-05, 2.44e-05, 0.00e+00, 0.00e+00, 4.50e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-07, 2.55e-09] []
360100 [4.39e-06, 7.49e-06, 2.11e-06, 3.04e-06, 3.44e-06, 4.71e-06, 8.62e-08, 2.19e-08, 7.96e-08, 1.64e-09, 3.46e-06, 3.62e-05, 2.88e-05, 6.72e-07, 3.66e-10, 3.13e-08, 1.97e-09, 2.09e-09, 6.64e-09, 0.00e+00, 3.11e-08, 8.18e-08] [4.39e-06, 7.49e-06, 2.11e-06, 3.04e-06, 3.44e-06, 4.71e-06, 8.62e-08, 2.19e-08, 7.96e-08, 1.64e-09, 3.46e-06, 3.62e-05, 2.88e-05, 6.72e-07, 3.66e-10, 3.13e-08, 1.97e-09, 2.09e-09, 6.64e-09, 0.00e+00, 3.11e-08, 8.18e-08] []
360200 [3.47e-06, 7.08e-06, 1.91e-06, 2.99e-06, 3.48e-06, 4.97e-06, 1.29e-07, 1.36e-07, 5.43e-04, 4.81e-09, 3.42e-06, 3.60e-05, 2.76e-05, 3.12e-07, 7.05e-10, 3.45e-08, 5.02e-09, 1.98e-09, 3.56e-08, 1.25e-04, 2.41e-07, 4.36e-04] [3.47e-06, 7.08e-06, 1.91e-06, 2.99e-06, 3.48e-06, 4.97e-06, 1.29e-07, 1.36e-07, 5.43e-04, 4.81e-09, 3.42e-06, 3.60e-05, 2.76e-05, 3.12e-07, 7.05e-10, 3.45e-08, 5.02e-09, 1.98e-09, 3.56e-08, 1.25e-04, 2.41e-07, 4.36e-04] []
360300 [1.13e-05, 8.25e-06, 2.54e-06, 4.49e-06, 4.75e-06, 4.68e-06, 3.46e-07, 8.02e-06, 1.27e-07, 6.40e-05, 5.62e-05, 1.52e-04, 3.86e-04, 1.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-06, 3.15e-08, 8.09e-06, 1.89e-07] [1.13e-05, 8.25e-06, 2.54e-06, 4.49e-06, 4.75e-06, 4.68e-06, 3.46e-07, 8.02e-06, 1.27e-07, 6.40e-05, 5.62e-05, 1.52e-04, 3.86e-04, 1.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-06, 3.15e-08, 8.09e-06, 1.89e-07] []
360400 [3.93e-06, 7.23e-06, 1.96e-06, 3.02e-06, 3.40e-06, 4.79e-06, 2.04e-07, 6.43e-09, 1.19e-12, 6.96e-11, 3.22e-06, 3.53e-05, 2.78e-05, 3.03e-07, 6.82e-11, 1.62e-08, 2.14e-09, 1.09e-09, 2.35e-10, 2.30e-13, 6.89e-09, 2.52e-10] [3.93e-06, 7.23e-06, 1.96e-06, 3.02e-06, 3.40e-06, 4.79e-06, 2.04e-07, 6.43e-09, 1.19e-12, 6.96e-11, 3.22e-06, 3.53e-05, 2.78e-05, 3.03e-07, 6.82e-11, 1.62e-08, 2.14e-09, 1.09e-09, 2.35e-10, 2.30e-13, 6.89e-09, 2.52e-10] []
360500 [3.45e-06, 6.97e-06, 1.87e-06, 2.85e-06, 3.44e-06, 5.00e-06, 1.66e-07, 6.93e-09, 1.13e-10, 7.51e-10, 3.11e-06, 3.51e-05, 2.70e-05, 3.29e-07, 3.41e-10, 2.24e-08, 3.87e-09, 1.69e-09, 9.26e-10, 0.00e+00, 7.68e-09, 2.21e-10] [3.45e-06, 6.97e-06, 1.87e-06, 2.85e-06, 3.44e-06, 5.00e-06, 1.66e-07, 6.93e-09, 1.13e-10, 7.51e-10, 3.11e-06, 3.51e-05, 2.70e-05, 3.29e-07, 3.41e-10, 2.24e-08, 3.87e-09, 1.69e-09, 9.26e-10, 0.00e+00, 7.68e-09, 2.21e-10] []
360600 [5.36e-06, 7.87e-06, 2.25e-06, 3.08e-06, 3.55e-06, 4.49e-06, 1.32e-07, 3.45e-08, 8.46e-09, 1.77e-07, 4.96e-06, 3.49e-05, 3.03e-05, 6.70e-06, 1.07e-08, 8.56e-08, 9.39e-09, 2.20e-08, 0.00e+00, 5.69e-10, 6.72e-07, 3.67e-09] [5.36e-06, 7.87e-06, 2.25e-06, 3.08e-06, 3.55e-06, 4.49e-06, 1.32e-07, 3.45e-08, 8.46e-09, 1.77e-07, 4.96e-06, 3.49e-05, 3.03e-05, 6.70e-06, 1.07e-08, 8.56e-08, 9.39e-09, 2.20e-08, 0.00e+00, 5.69e-10, 6.72e-07, 3.67e-09] []
360700 [3.76e-06, 7.16e-06, 1.93e-06, 2.98e-06, 3.49e-06, 4.80e-06, 9.78e-08, 8.60e-10, 3.82e-10, 4.03e-10, 3.17e-06, 3.46e-05, 2.67e-05, 3.08e-07, 5.26e-10, 1.71e-08, 2.96e-09, 2.59e-10, 3.43e-11, 0.00e+00, 5.28e-09, 5.26e-10] [3.76e-06, 7.16e-06, 1.93e-06, 2.98e-06, 3.49e-06, 4.80e-06, 9.78e-08, 8.60e-10, 3.82e-10, 4.03e-10, 3.17e-06, 3.46e-05, 2.67e-05, 3.08e-07, 5.26e-10, 1.71e-08, 2.96e-09, 2.59e-10, 3.43e-11, 0.00e+00, 5.28e-09, 5.26e-10] []
360800 [3.28e-06, 7.03e-06, 1.88e-06, 2.88e-06, 3.46e-06, 4.98e-06, 9.02e-08, 3.79e-09, 2.14e-08, 6.00e-08, 3.24e-06, 3.48e-05, 2.68e-05, 3.81e-06, 0.00e+00, 2.68e-11, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-08, 2.14e-08] [3.28e-06, 7.03e-06, 1.88e-06, 2.88e-06, 3.46e-06, 4.98e-06, 9.02e-08, 3.79e-09, 2.14e-08, 6.00e-08, 3.24e-06, 3.48e-05, 2.68e-05, 3.81e-06, 0.00e+00, 2.68e-11, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.31e-08, 2.14e-08] []
360900 [4.95e-06, 7.50e-06, 2.25e-06, 3.06e-06, 3.52e-06, 4.35e-06, 4.46e-07, 1.05e-05, 8.24e-07, 1.03e-07, 3.96e-06, 3.36e-05, 2.80e-05, 2.47e-06, 1.06e-10, 6.50e-08, 1.26e-08, 1.22e-08, 0.00e+00, 0.00e+00, 1.64e-05, 8.74e-07] [4.95e-06, 7.50e-06, 2.25e-06, 3.06e-06, 3.52e-06, 4.35e-06, 4.46e-07, 1.05e-05, 8.24e-07, 1.03e-07, 3.96e-06, 3.36e-05, 2.80e-05, 2.47e-06, 1.06e-10, 6.50e-08, 1.26e-08, 1.22e-08, 0.00e+00, 0.00e+00, 1.64e-05, 8.74e-07] []
361000 [3.80e-06, 7.15e-06, 1.89e-06, 2.98e-06, 3.52e-06, 4.71e-06, 3.38e-07, 1.40e-08, 2.11e-11, 1.78e-10, 3.22e-06, 3.33e-05, 2.61e-05, 3.35e-07, 1.70e-10, 1.37e-08, 1.72e-09, 2.11e-10, 0.00e+00, 0.00e+00, 9.08e-08, 1.12e-09] [3.80e-06, 7.15e-06, 1.89e-06, 2.98e-06, 3.52e-06, 4.71e-06, 3.38e-07, 1.40e-08, 2.11e-11, 1.78e-10, 3.22e-06, 3.33e-05, 2.61e-05, 3.35e-07, 1.70e-10, 1.37e-08, 1.72e-09, 2.11e-10, 0.00e+00, 0.00e+00, 9.08e-08, 1.12e-09] []
361100 [3.52e-06, 7.04e-06, 1.85e-06, 2.84e-06, 3.55e-06, 4.88e-06, 2.82e-07, 2.45e-09, 1.18e-10, 1.36e-09, 3.25e-06, 3.25e-05, 2.56e-05, 3.24e-07, 0.00e+00, 1.20e-08, 1.47e-09, 4.93e-11, 5.23e-10, 1.75e-11, 6.63e-09, 2.50e-10] [3.52e-06, 7.04e-06, 1.85e-06, 2.84e-06, 3.55e-06, 4.88e-06, 2.82e-07, 2.45e-09, 1.18e-10, 1.36e-09, 3.25e-06, 3.25e-05, 2.56e-05, 3.24e-07, 0.00e+00, 1.20e-08, 1.47e-09, 4.93e-11, 5.23e-10, 1.75e-11, 6.63e-09, 2.50e-10] []
361200 [5.39e-06, 8.31e-06, 2.49e-06, 3.36e-06, 3.62e-06, 4.21e-06, 2.37e-07, 8.06e-07, 5.85e-09, 5.38e-10, 6.86e-06, 3.37e-05, 3.17e-05, 5.50e-06, 3.34e-09, 6.84e-09, 0.00e+00, 8.96e-09, 0.00e+00, 0.00e+00, 3.61e-06, 3.41e-08] [5.39e-06, 8.31e-06, 2.49e-06, 3.36e-06, 3.62e-06, 4.21e-06, 2.37e-07, 8.06e-07, 5.85e-09, 5.38e-10, 6.86e-06, 3.37e-05, 3.17e-05, 5.50e-06, 3.34e-09, 6.84e-09, 0.00e+00, 8.96e-09, 0.00e+00, 0.00e+00, 3.61e-06, 3.41e-08] []
361300 [4.09e-06, 7.34e-06, 2.01e-06, 3.04e-06, 3.63e-06, 4.65e-06, 1.71e-07, 1.16e-09, 9.27e-10, 5.69e-10, 3.38e-06, 3.18e-05, 2.57e-05, 3.50e-07, 1.10e-09, 1.71e-08, 3.27e-09, 2.92e-10, 1.25e-10, 0.00e+00, 5.72e-09, 1.02e-09] [4.09e-06, 7.34e-06, 2.01e-06, 3.04e-06, 3.63e-06, 4.65e-06, 1.71e-07, 1.16e-09, 9.27e-10, 5.69e-10, 3.38e-06, 3.18e-05, 2.57e-05, 3.50e-07, 1.10e-09, 1.71e-08, 3.27e-09, 2.92e-10, 1.25e-10, 0.00e+00, 5.72e-09, 1.02e-09] []
361400 [3.74e-06, 7.17e-06, 1.94e-06, 2.86e-06, 3.66e-06, 4.82e-06, 1.48e-07, 4.53e-09, 3.67e-11, 1.48e-10, 3.31e-06, 3.10e-05, 2.52e-05, 2.81e-07, 4.08e-10, 1.64e-08, 4.20e-09, 3.61e-10, 6.83e-10, 0.00e+00, 6.89e-09, 9.34e-10] [3.74e-06, 7.17e-06, 1.94e-06, 2.86e-06, 3.66e-06, 4.82e-06, 1.48e-07, 4.53e-09, 3.67e-11, 1.48e-10, 3.31e-06, 3.10e-05, 2.52e-05, 2.81e-07, 4.08e-10, 1.64e-08, 4.20e-09, 3.61e-10, 6.83e-10, 0.00e+00, 6.89e-09, 9.34e-10] []
361500 [9.55e-06, 8.01e-06, 2.90e-06, 3.44e-06, 3.42e-06, 4.71e-06, 1.45e-07, 3.24e-06, 1.46e-06, 1.53e-06, 8.21e-06, 3.81e-05, 4.10e-05, 6.64e-06, 1.20e-08, 0.00e+00, 2.53e-09, 2.00e-08, 1.77e-08, 8.43e-08, 9.94e-07, 4.48e-07] [9.55e-06, 8.01e-06, 2.90e-06, 3.44e-06, 3.42e-06, 4.71e-06, 1.45e-07, 3.24e-06, 1.46e-06, 1.53e-06, 8.21e-06, 3.81e-05, 4.10e-05, 6.64e-06, 1.20e-08, 0.00e+00, 2.53e-09, 2.00e-08, 1.77e-08, 8.43e-08, 9.94e-07, 4.48e-07] []
361600 [4.52e-06, 7.55e-06, 2.05e-06, 3.05e-06, 3.71e-06, 4.44e-06, 1.01e-07, 1.11e-09, 1.21e-11, 1.58e-09, 3.74e-06, 2.95e-05, 2.50e-05, 3.30e-07, 7.39e-10, 1.68e-08, 2.41e-09, 1.18e-10, 9.66e-11, 1.62e-12, 1.13e-08, 8.71e-11] [4.52e-06, 7.55e-06, 2.05e-06, 3.05e-06, 3.71e-06, 4.44e-06, 1.01e-07, 1.11e-09, 1.21e-11, 1.58e-09, 3.74e-06, 2.95e-05, 2.50e-05, 3.30e-07, 7.39e-10, 1.68e-08, 2.41e-09, 1.18e-10, 9.66e-11, 1.62e-12, 1.13e-08, 8.71e-11] []
361700 [4.00e-06, 7.34e-06, 1.97e-06, 2.87e-06, 3.76e-06, 4.65e-06, 9.22e-08, 6.76e-09, 1.44e-11, 4.18e-10, 3.56e-06, 2.87e-05, 2.43e-05, 2.47e-07, 3.51e-10, 1.70e-08, 3.39e-09, 2.94e-10, 1.13e-09, 0.00e+00, 8.79e-09, 3.16e-10] [4.00e-06, 7.34e-06, 1.97e-06, 2.87e-06, 3.76e-06, 4.65e-06, 9.22e-08, 6.76e-09, 1.44e-11, 4.18e-10, 3.56e-06, 2.87e-05, 2.43e-05, 2.47e-07, 3.51e-10, 1.70e-08, 3.39e-09, 2.94e-10, 1.13e-09, 0.00e+00, 8.79e-09, 3.16e-10] []
361800 [1.58e-05, 9.49e-06, 5.02e-06, 8.68e-06, 6.26e-06, 9.02e-06, 2.40e-07, 5.99e-05, 4.59e-06, 2.01e-05, 4.76e-05, 6.14e-04, 1.58e-04, 5.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.45e-09, 3.26e-07, 3.53e-06, 6.42e-05, 1.49e-05] [1.58e-05, 9.49e-06, 5.02e-06, 8.68e-06, 6.26e-06, 9.02e-06, 2.40e-07, 5.99e-05, 4.59e-06, 2.01e-05, 4.76e-05, 6.14e-04, 1.58e-04, 5.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.45e-09, 3.26e-07, 3.53e-06, 6.42e-05, 1.49e-05] []
361900 [5.13e-06, 7.52e-06, 2.38e-06, 3.19e-06, 3.77e-06, 4.61e-06, 1.11e-07, 5.09e-08, 4.70e-10, 3.93e-08, 4.22e-06, 2.99e-05, 2.54e-05, 3.88e-07, 1.95e-09, 1.57e-08, 3.61e-10, 3.94e-09, 3.17e-09, 2.56e-12, 1.56e-08, 8.14e-09] [5.13e-06, 7.52e-06, 2.38e-06, 3.19e-06, 3.77e-06, 4.61e-06, 1.11e-07, 5.09e-08, 4.70e-10, 3.93e-08, 4.22e-06, 2.99e-05, 2.54e-05, 3.88e-07, 1.95e-09, 1.57e-08, 3.61e-10, 3.94e-09, 3.17e-09, 2.56e-12, 1.56e-08, 8.14e-09] []
362000 [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10] [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.335880 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
362000 [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10] [4.16e-06, 7.47e-06, 2.14e-06, 2.98e-06, 3.94e-06, 4.61e-06, 9.34e-08, 5.95e-10, 2.99e-11, 3.80e-10, 3.55e-06, 2.82e-05, 2.39e-05, 2.62e-07, 7.26e-10, 1.53e-08, 2.80e-09, 2.76e-10, 0.00e+00, 5.85e-11, 1.09e-08, 3.50e-10] []
362100 [3.97e-06, 7.39e-06, 2.10e-06, 2.82e-06, 3.97e-06, 4.68e-06, 9.00e-08, 5.27e-09, 2.48e-10, 3.35e-10, 3.61e-06, 2.67e-05, 2.33e-05, 2.25e-07, 1.78e-10, 1.32e-08, 3.93e-09, 1.92e-10, 0.00e+00, 9.23e-12, 1.40e-08, 9.22e-11] [3.97e-06, 7.39e-06, 2.10e-06, 2.82e-06, 3.97e-06, 4.68e-06, 9.00e-08, 5.27e-09, 2.48e-10, 3.35e-10, 3.61e-06, 2.67e-05, 2.33e-05, 2.25e-07, 1.78e-10, 1.32e-08, 3.93e-09, 1.92e-10, 0.00e+00, 9.23e-12, 1.40e-08, 9.22e-11] []
362200 [8.15e-06, 8.55e-06, 2.51e-06, 3.23e-06, 4.47e-06, 3.82e-06, 4.02e-07, 1.94e-06, 8.68e-06, 2.23e-07, 8.39e-06, 3.53e-05, 3.01e-05, 4.59e-05, 5.17e-08, 4.04e-07, 1.86e-07, 9.95e-08, 4.49e-07, 0.00e+00, 2.75e-06, 3.92e-06] [8.15e-06, 8.55e-06, 2.51e-06, 3.23e-06, 4.47e-06, 3.82e-06, 4.02e-07, 1.94e-06, 8.68e-06, 2.23e-07, 8.39e-06, 3.53e-05, 3.01e-05, 4.59e-05, 5.17e-08, 4.04e-07, 1.86e-07, 9.95e-08, 4.49e-07, 0.00e+00, 2.75e-06, 3.92e-06] []
362300 [4.67e-06, 7.63e-06, 2.12e-06, 3.07e-06, 4.04e-06, 4.22e-06, 2.85e-07, 4.75e-10, 4.55e-10, 7.79e-10, 4.13e-06, 2.48e-05, 2.22e-05, 3.89e-07, 9.04e-10, 1.44e-08, 2.04e-09, 1.34e-10, 1.10e-10, 2.68e-11, 5.50e-09, 2.70e-10] [4.67e-06, 7.63e-06, 2.12e-06, 3.07e-06, 4.04e-06, 4.22e-06, 2.85e-07, 4.75e-10, 4.55e-10, 7.79e-10, 4.13e-06, 2.48e-05, 2.22e-05, 3.89e-07, 9.04e-10, 1.44e-08, 2.04e-09, 1.34e-10, 1.10e-10, 2.68e-11, 5.50e-09, 2.70e-10] []
362400 [4.27e-06, 7.48e-06, 2.11e-06, 2.90e-06, 4.11e-06, 4.38e-06, 2.41e-07, 2.54e-09, 2.07e-12, 3.79e-11, 4.05e-06, 2.34e-05, 2.15e-05, 2.88e-07, 2.89e-10, 1.52e-08, 3.26e-09, 5.30e-10, 4.61e-10, 8.65e-12, 6.50e-09, 1.63e-10] [4.27e-06, 7.48e-06, 2.11e-06, 2.90e-06, 4.11e-06, 4.38e-06, 2.41e-07, 2.54e-09, 2.07e-12, 3.79e-11, 4.05e-06, 2.34e-05, 2.15e-05, 2.88e-07, 2.89e-10, 1.52e-08, 3.26e-09, 5.30e-10, 4.61e-10, 8.65e-12, 6.50e-09, 1.63e-10] []
362500 [6.96e-06, 8.84e-06, 2.54e-06, 3.53e-06, 4.45e-06, 3.87e-06, 2.10e-07, 4.72e-07, 4.25e-11, 7.75e-06, 2.71e-05, 4.41e-05, 3.14e-05, 6.24e-05, 0.00e+00, 1.04e-09, 0.00e+00, 1.93e-08, 2.34e-07, 0.00e+00, 1.46e-06, 1.68e-09] [6.96e-06, 8.84e-06, 2.54e-06, 3.53e-06, 4.45e-06, 3.87e-06, 2.10e-07, 4.72e-07, 4.25e-11, 7.75e-06, 2.71e-05, 4.41e-05, 3.14e-05, 6.24e-05, 0.00e+00, 1.04e-09, 0.00e+00, 1.93e-08, 2.34e-07, 0.00e+00, 1.46e-06, 1.68e-09] []
362600 [4.95e-06, 7.71e-06, 2.26e-06, 3.12e-06, 4.22e-06, 4.07e-06, 1.55e-07, 7.20e-09, 1.01e-10, 9.26e-11, 4.49e-06, 2.15e-05, 2.02e-05, 4.14e-07, 1.05e-09, 1.46e-08, 2.14e-09, 4.31e-10, 1.83e-10, 3.33e-11, 6.16e-09, 2.39e-10] [4.95e-06, 7.71e-06, 2.26e-06, 3.12e-06, 4.22e-06, 4.07e-06, 1.55e-07, 7.20e-09, 1.01e-10, 9.26e-11, 4.49e-06, 2.15e-05, 2.02e-05, 4.14e-07, 1.05e-09, 1.46e-08, 2.14e-09, 4.31e-10, 1.83e-10, 3.33e-11, 6.16e-09, 2.39e-10] []
362700 [4.44e-06, 7.60e-06, 2.25e-06, 2.95e-06, 4.33e-06, 4.21e-06, 1.41e-07, 1.63e-08, 1.05e-11, 2.40e-09, 4.34e-06, 2.01e-05, 1.92e-05, 4.25e-07, 2.90e-10, 9.70e-09, 3.05e-09, 2.08e-11, 3.32e-11, 0.00e+00, 7.09e-09, 1.39e-09] [4.44e-06, 7.60e-06, 2.25e-06, 2.95e-06, 4.33e-06, 4.21e-06, 1.41e-07, 1.63e-08, 1.05e-11, 2.40e-09, 4.34e-06, 2.01e-05, 1.92e-05, 4.25e-07, 2.90e-10, 9.70e-09, 3.05e-09, 2.08e-11, 3.32e-11, 0.00e+00, 7.09e-09, 1.39e-09] []
362800 [6.83e-06, 8.45e-06, 2.59e-06, 3.55e-06, 4.59e-06, 3.66e-06, 1.21e-07, 2.00e-07, 8.69e-09, 1.59e-08, 6.92e-06, 2.12e-05, 2.07e-05, 1.44e-06, 3.19e-09, 8.99e-08, 1.46e-09, 7.37e-09, 3.59e-08, 0.00e+00, 2.27e-07, 1.41e-08] [6.83e-06, 8.45e-06, 2.59e-06, 3.55e-06, 4.59e-06, 3.66e-06, 1.21e-07, 2.00e-07, 8.69e-09, 1.59e-08, 6.92e-06, 2.12e-05, 2.07e-05, 1.44e-06, 3.19e-09, 8.99e-08, 1.46e-09, 7.37e-09, 3.59e-08, 0.00e+00, 2.27e-07, 1.41e-08] []
362900 [4.92e-06, 7.77e-06, 2.40e-06, 3.12e-06, 4.48e-06, 3.94e-06, 1.00e-07, 3.24e-10, 5.97e-10, 3.47e-10, 4.52e-06, 1.84e-05, 1.79e-05, 3.52e-07, 1.02e-09, 1.46e-08, 2.44e-09, 5.11e-10, 1.37e-12, 1.04e-10, 1.05e-08, 6.33e-10] [4.92e-06, 7.77e-06, 2.40e-06, 3.12e-06, 4.48e-06, 3.94e-06, 1.00e-07, 3.24e-10, 5.97e-10, 3.47e-10, 4.52e-06, 1.84e-05, 1.79e-05, 3.52e-07, 1.02e-09, 1.46e-08, 2.44e-09, 5.11e-10, 1.37e-12, 1.04e-10, 1.05e-08, 6.33e-10] []
363000 [6.31e-05, 1.66e-05, 5.40e-06, 1.35e-05, 1.11e-05, 6.37e-06, 2.46e-07, 6.00e-05, 5.70e-06, 6.95e-05, 1.28e-04, 1.05e-03, 9.01e-04, 4.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-04, 1.55e-05] [6.31e-05, 1.66e-05, 5.40e-06, 1.35e-05, 1.11e-05, 6.37e-06, 2.46e-07, 6.00e-05, 5.70e-06, 6.95e-05, 1.28e-04, 1.05e-03, 9.01e-04, 4.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-04, 1.55e-05] []
363100 [5.70e-06, 7.98e-06, 2.60e-06, 3.26e-06, 4.68e-06, 3.55e-06, 3.24e-07, 9.66e-10, 5.39e-08, 3.32e-09, 5.07e-06, 1.55e-05, 1.61e-05, 5.80e-07, 1.22e-10, 3.04e-08, 1.44e-09, 1.58e-09, 4.45e-10, 0.00e+00, 6.49e-09, 6.81e-08] [5.70e-06, 7.98e-06, 2.60e-06, 3.26e-06, 4.68e-06, 3.55e-06, 3.24e-07, 9.66e-10, 5.39e-08, 3.32e-09, 5.07e-06, 1.55e-05, 1.61e-05, 5.80e-07, 1.22e-10, 3.04e-08, 1.44e-09, 1.58e-09, 4.45e-10, 0.00e+00, 6.49e-09, 6.81e-08] []
363200 [4.66e-06, 7.68e-06, 2.54e-06, 3.10e-06, 4.72e-06, 3.78e-06, 2.73e-07, 5.03e-09, 3.18e-10, 8.17e-11, 4.40e-06, 1.44e-05, 1.50e-05, 2.34e-07, 3.48e-12, 1.18e-08, 1.09e-09, 8.81e-10, 0.00e+00, 0.00e+00, 2.04e-08, 8.93e-10] [4.66e-06, 7.68e-06, 2.54e-06, 3.10e-06, 4.72e-06, 3.78e-06, 2.73e-07, 5.03e-09, 3.18e-10, 8.17e-11, 4.40e-06, 1.44e-05, 1.50e-05, 2.34e-07, 3.48e-12, 1.18e-08, 1.09e-09, 8.81e-10, 0.00e+00, 0.00e+00, 2.04e-08, 8.93e-10] []
363300 [1.04e-05, 1.02e-05, 3.06e-06, 3.82e-06, 6.94e-06, 3.45e-06, 3.21e-07, 5.57e-06, 4.43e-07, 3.09e-05, 6.35e-05, 4.96e-05, 1.40e-04, 3.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 2.23e-08, 2.17e-05, 1.47e-07] [1.04e-05, 1.02e-05, 3.06e-06, 3.82e-06, 6.94e-06, 3.45e-06, 3.21e-07, 5.57e-06, 4.43e-07, 3.09e-05, 6.35e-05, 4.96e-05, 1.40e-04, 3.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-06, 2.23e-08, 2.17e-05, 1.47e-07] []
363400 [5.40e-06, 8.23e-06, 2.78e-06, 3.54e-06, 5.01e-06, 3.77e-06, 2.17e-07, 1.18e-05, 9.03e-07, 2.10e-08, 4.94e-06, 1.52e-05, 1.50e-05, 1.55e-07, 3.32e-09, 3.89e-08, 1.44e-09, 4.98e-12, 2.17e-06, 0.00e+00, 1.23e-05, 7.76e-07] [5.40e-06, 8.23e-06, 2.78e-06, 3.54e-06, 5.01e-06, 3.77e-06, 2.17e-07, 1.18e-05, 9.03e-07, 2.10e-08, 4.94e-06, 1.52e-05, 1.50e-05, 1.55e-07, 3.32e-09, 3.89e-08, 1.44e-09, 4.98e-12, 2.17e-06, 0.00e+00, 1.23e-05, 7.76e-07] []
363500 [5.64e-06, 7.81e-06, 2.77e-06, 3.12e-06, 5.07e-06, 3.74e-06, 2.02e-07, 2.61e-12, 6.71e-10, 4.52e-07, 5.03e-06, 1.72e-05, 1.89e-05, 2.48e-05, 7.08e-08, 3.09e-07, 1.12e-07, 1.21e-07, 8.24e-10, 3.66e-10, 7.80e-09, 2.25e-09] [5.64e-06, 7.81e-06, 2.77e-06, 3.12e-06, 5.07e-06, 3.74e-06, 2.02e-07, 2.61e-12, 6.71e-10, 4.52e-07, 5.03e-06, 1.72e-05, 1.89e-05, 2.48e-05, 7.08e-08, 3.09e-07, 1.12e-07, 1.21e-07, 8.24e-10, 3.66e-10, 7.80e-09, 2.25e-09] []
363600 [6.13e-06, 8.19e-06, 3.15e-06, 3.63e-06, 5.15e-06, 3.28e-06, 1.62e-07, 3.43e-10, 1.65e-07, 1.25e-08, 4.76e-06, 1.33e-05, 1.37e-05, 4.00e-07, 8.49e-10, 6.69e-09, 7.42e-10, 4.69e-10, 8.22e-10, 0.00e+00, 1.11e-08, 7.18e-08] [6.13e-06, 8.19e-06, 3.15e-06, 3.63e-06, 5.15e-06, 3.28e-06, 1.62e-07, 3.43e-10, 1.65e-07, 1.25e-08, 4.76e-06, 1.33e-05, 1.37e-05, 4.00e-07, 8.49e-10, 6.69e-09, 7.42e-10, 4.69e-10, 8.22e-10, 0.00e+00, 1.11e-08, 7.18e-08] []
363700 [4.87e-06, 7.75e-06, 2.97e-06, 3.26e-06, 5.18e-06, 3.54e-06, 1.42e-07, 4.15e-10, 1.41e-10, 1.70e-10, 3.83e-06, 1.20e-05, 1.22e-05, 1.19e-07, 1.03e-09, 1.28e-08, 2.52e-09, 1.14e-09, 8.81e-11, 0.00e+00, 7.00e-09, 2.72e-10] [4.87e-06, 7.75e-06, 2.97e-06, 3.26e-06, 5.18e-06, 3.54e-06, 1.42e-07, 4.15e-10, 1.41e-10, 1.70e-10, 3.83e-06, 1.20e-05, 1.22e-05, 1.19e-07, 1.03e-09, 1.28e-08, 2.52e-09, 1.14e-09, 8.81e-11, 0.00e+00, 7.00e-09, 2.72e-10] []
363800 [4.51e-06, 7.65e-06, 3.00e-06, 3.17e-06, 5.30e-06, 3.60e-06, 1.43e-07, 1.22e-13, 4.92e-10, 1.31e-10, 3.63e-06, 1.07e-05, 1.11e-05, 8.79e-08, 3.61e-10, 1.16e-08, 4.14e-09, 1.72e-09, 9.74e-11, 3.81e-12, 6.83e-09, 1.64e-10] [4.51e-06, 7.65e-06, 3.00e-06, 3.17e-06, 5.30e-06, 3.60e-06, 1.43e-07, 1.22e-13, 4.92e-10, 1.31e-10, 3.63e-06, 1.07e-05, 1.11e-05, 8.79e-08, 3.61e-10, 1.16e-08, 4.14e-09, 1.72e-09, 9.74e-11, 3.81e-12, 6.83e-09, 1.64e-10] []
363900 [3.14e-05, 1.23e-05, 3.52e-06, 5.48e-06, 8.73e-06, 3.16e-06, 2.55e-07, 2.30e-05, 2.48e-05, 3.40e-05, 4.26e-05, 1.75e-04, 2.24e-04, 8.30e-04, 1.00e-05, 8.98e-06, 3.25e-06, 3.60e-06, 2.43e-06, 7.03e-06, 1.31e-05, 2.86e-05] [3.14e-05, 1.23e-05, 3.52e-06, 5.48e-06, 8.73e-06, 3.16e-06, 2.55e-07, 2.30e-05, 2.48e-05, 3.40e-05, 4.26e-05, 1.75e-04, 2.24e-04, 8.30e-04, 1.00e-05, 8.98e-06, 3.25e-06, 3.60e-06, 2.43e-06, 7.03e-06, 1.31e-05, 2.86e-05] []
364000 [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09] [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.137515 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
364000 [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09] [5.24e-06, 7.70e-06, 3.15e-06, 3.47e-06, 5.31e-06, 3.20e-06, 1.30e-07, 1.78e-08, 1.88e-12, 4.09e-09, 3.64e-06, 9.76e-06, 9.72e-06, 2.48e-07, 7.32e-10, 1.59e-08, 1.80e-09, 7.46e-10, 2.58e-09, 1.74e-10, 1.60e-08, 1.02e-09] []
364100 [4.53e-06, 7.53e-06, 3.16e-06, 3.30e-06, 5.45e-06, 3.37e-06, 1.31e-07, 7.62e-09, 2.12e-10, 1.20e-10, 3.18e-06, 8.83e-06, 8.86e-06, 1.29e-07, 4.56e-10, 1.10e-08, 3.83e-09, 2.08e-09, 4.05e-11, 0.00e+00, 7.88e-09, 7.91e-10] [4.53e-06, 7.53e-06, 3.16e-06, 3.30e-06, 5.45e-06, 3.37e-06, 1.31e-07, 7.62e-09, 2.12e-10, 1.20e-10, 3.18e-06, 8.83e-06, 8.86e-06, 1.29e-07, 4.56e-10, 1.10e-08, 3.83e-09, 2.08e-09, 4.05e-11, 0.00e+00, 7.88e-09, 7.91e-10] []
364200 [7.27e-06, 7.19e-06, 3.14e-06, 3.31e-06, 5.04e-06, 2.87e-06, 2.35e-07, 3.17e-06, 1.94e-05, 3.99e-07, 4.71e-06, 1.19e-05, 1.94e-05, 2.04e-05, 6.95e-09, 3.72e-08, 1.15e-07, 1.70e-07, 0.00e+00, 0.00e+00, 5.07e-06, 1.31e-05] [7.27e-06, 7.19e-06, 3.14e-06, 3.31e-06, 5.04e-06, 2.87e-06, 2.35e-07, 3.17e-06, 1.94e-05, 3.99e-07, 4.71e-06, 1.19e-05, 1.94e-05, 2.04e-05, 6.95e-09, 3.72e-08, 1.15e-07, 1.70e-07, 0.00e+00, 0.00e+00, 5.07e-06, 1.31e-05] []
364300 [4.56e-06, 7.42e-06, 3.25e-06, 3.43e-06, 5.41e-06, 3.25e-06, 2.20e-07, 1.18e-09, 1.12e-10, 7.32e-11, 2.87e-06, 8.20e-06, 8.07e-06, 1.07e-07, 6.81e-10, 1.35e-08, 4.63e-09, 2.64e-09, 0.00e+00, 3.05e-12, 3.27e-08, 2.69e-10] [4.56e-06, 7.42e-06, 3.25e-06, 3.43e-06, 5.41e-06, 3.25e-06, 2.20e-07, 1.18e-09, 1.12e-10, 7.32e-11, 2.87e-06, 8.20e-06, 8.07e-06, 1.07e-07, 6.81e-10, 1.35e-08, 4.63e-09, 2.64e-09, 0.00e+00, 3.05e-12, 3.27e-08, 2.69e-10] []
364400 [1.23e-05, 8.29e-06, 3.80e-06, 3.73e-06, 7.16e-06, 3.78e-06, 3.34e-07, 7.74e-05, 2.09e-07, 8.07e-06, 2.64e-05, 2.50e-04, 1.27e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-10, 5.25e-06, 0.00e+00, 2.74e-05, 3.02e-06] [1.23e-05, 8.29e-06, 3.80e-06, 3.73e-06, 7.16e-06, 3.78e-06, 3.34e-07, 7.74e-05, 2.09e-07, 8.07e-06, 2.64e-05, 2.50e-04, 1.27e-04, 2.55e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-10, 5.25e-06, 0.00e+00, 2.74e-05, 3.02e-06] []
364500 [5.17e-06, 7.50e-06, 3.41e-06, 3.64e-06, 5.46e-06, 3.05e-06, 1.86e-07, 9.07e-10, 1.98e-10, 1.33e-10, 2.92e-06, 8.59e-06, 7.89e-06, 1.51e-07, 6.66e-10, 1.64e-08, 2.30e-09, 1.91e-09, 3.14e-10, 0.00e+00, 6.70e-09, 9.37e-10] [5.17e-06, 7.50e-06, 3.41e-06, 3.64e-06, 5.46e-06, 3.05e-06, 1.86e-07, 9.07e-10, 1.98e-10, 1.33e-10, 2.92e-06, 8.59e-06, 7.89e-06, 1.51e-07, 6.66e-10, 1.64e-08, 2.30e-09, 1.91e-09, 3.14e-10, 0.00e+00, 6.70e-09, 9.37e-10] []
364600 [4.46e-06, 7.37e-06, 3.41e-06, 3.44e-06, 5.65e-06, 3.17e-06, 1.83e-07, 4.42e-10, 3.53e-12, 8.85e-11, 2.56e-06, 7.69e-06, 7.16e-06, 8.68e-08, 3.08e-10, 1.21e-08, 3.84e-09, 2.96e-09, 1.83e-10, 1.92e-14, 6.38e-09, 4.69e-10] [4.46e-06, 7.37e-06, 3.41e-06, 3.44e-06, 5.65e-06, 3.17e-06, 1.83e-07, 4.42e-10, 3.53e-12, 8.85e-11, 2.56e-06, 7.69e-06, 7.16e-06, 8.68e-08, 3.08e-10, 1.21e-08, 3.84e-09, 2.96e-09, 1.83e-10, 1.92e-14, 6.38e-09, 4.69e-10] []
364700 [8.45e-06, 7.62e-06, 3.81e-06, 3.78e-06, 6.10e-06, 3.07e-06, 2.14e-07, 3.86e-06, 6.63e-09, 6.93e-06, 2.89e-05, 8.59e-05, 2.60e-05, 2.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 4.41e-09, 1.06e-05, 2.87e-08] [8.45e-06, 7.62e-06, 3.81e-06, 3.78e-06, 6.10e-06, 3.07e-06, 2.14e-07, 3.86e-06, 6.63e-09, 6.93e-06, 2.89e-05, 8.59e-05, 2.60e-05, 2.31e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 4.41e-09, 1.06e-05, 2.87e-08] []
364800 [4.73e-06, 7.26e-06, 3.54e-06, 3.56e-06, 5.46e-06, 3.11e-06, 1.67e-07, 9.51e-09, 4.21e-09, 5.57e-10, 2.46e-06, 7.37e-06, 6.94e-06, 6.74e-08, 3.57e-10, 1.35e-08, 4.75e-09, 3.25e-09, 3.96e-12, 3.06e-10, 8.76e-09, 1.87e-09] [4.73e-06, 7.26e-06, 3.54e-06, 3.56e-06, 5.46e-06, 3.11e-06, 1.67e-07, 9.51e-09, 4.21e-09, 5.57e-10, 2.46e-06, 7.37e-06, 6.94e-06, 6.74e-08, 3.57e-10, 1.35e-08, 4.75e-09, 3.25e-09, 3.96e-12, 3.06e-10, 8.76e-09, 1.87e-09] []
364900 [4.02e-06, 7.15e-06, 3.56e-06, 3.44e-06, 5.71e-06, 3.26e-06, 2.61e-07, 2.92e-08, 1.12e-05, 1.65e-08, 2.20e-06, 6.94e-06, 6.45e-06, 6.15e-07, 2.84e-09, 1.69e-08, 2.68e-09, 3.31e-12, 1.28e-09, 3.47e-06, 1.25e-08, 1.60e-05] [4.02e-06, 7.15e-06, 3.56e-06, 3.44e-06, 5.71e-06, 3.26e-06, 2.61e-07, 2.92e-08, 1.12e-05, 1.65e-08, 2.20e-06, 6.94e-06, 6.45e-06, 6.15e-07, 2.84e-09, 1.69e-08, 2.68e-09, 3.31e-12, 1.28e-09, 3.47e-06, 1.25e-08, 1.60e-05] []
365000 [5.36e-06, 7.40e-06, 3.54e-06, 3.83e-06, 5.43e-06, 2.66e-06, 2.32e-07, 9.39e-07, 3.94e-08, 4.98e-07, 3.20e-06, 1.05e-05, 9.62e-06, 1.12e-05, 0.00e+00, 2.31e-09, 1.05e-09, 7.53e-09, 0.00e+00, 0.00e+00, 8.28e-07, 3.20e-08] [5.36e-06, 7.40e-06, 3.54e-06, 3.83e-06, 5.43e-06, 2.66e-06, 2.32e-07, 9.39e-07, 3.94e-08, 4.98e-07, 3.20e-06, 1.05e-05, 9.62e-06, 1.12e-05, 0.00e+00, 2.31e-09, 1.05e-09, 7.53e-09, 0.00e+00, 0.00e+00, 8.28e-07, 3.20e-08] []
365100 [4.35e-06, 7.10e-06, 3.55e-06, 3.52e-06, 5.57e-06, 3.03e-06, 2.27e-07, 5.20e-09, 7.29e-11, 1.17e-10, 2.17e-06, 6.33e-06, 5.81e-06, 7.02e-08, 2.34e-10, 1.27e-08, 5.52e-09, 4.15e-09, 0.00e+00, 1.70e-11, 2.69e-08, 3.27e-10] [4.35e-06, 7.10e-06, 3.55e-06, 3.52e-06, 5.57e-06, 3.03e-06, 2.27e-07, 5.20e-09, 7.29e-11, 1.17e-10, 2.17e-06, 6.33e-06, 5.81e-06, 7.02e-08, 2.34e-10, 1.27e-08, 5.52e-09, 4.15e-09, 0.00e+00, 1.70e-11, 2.69e-08, 3.27e-10] []
365200 [1.14e-05, 8.00e-06, 4.03e-06, 3.99e-06, 7.01e-06, 2.31e-06, 2.22e-07, 6.94e-06, 1.95e-06, 3.39e-08, 7.71e-05, 5.95e-05, 1.56e-04, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.02e-09, 0.00e+00, 1.79e-07, 7.51e-05, 9.89e-07] [1.14e-05, 8.00e-06, 4.03e-06, 3.99e-06, 7.01e-06, 2.31e-06, 2.22e-07, 6.94e-06, 1.95e-06, 3.39e-08, 7.71e-05, 5.95e-05, 1.56e-04, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.02e-09, 0.00e+00, 1.79e-07, 7.51e-05, 9.89e-07] []
365300 [5.04e-06, 7.19e-06, 3.67e-06, 3.74e-06, 5.46e-06, 2.89e-06, 2.04e-07, 2.30e-08, 2.91e-11, 1.31e-12, 2.42e-06, 7.13e-06, 6.19e-06, 1.41e-07, 6.66e-11, 1.51e-08, 3.85e-09, 2.63e-09, 0.00e+00, 6.24e-12, 6.20e-08, 2.07e-10] [5.04e-06, 7.19e-06, 3.67e-06, 3.74e-06, 5.46e-06, 2.89e-06, 2.04e-07, 2.30e-08, 2.91e-11, 1.31e-12, 2.42e-06, 7.13e-06, 6.19e-06, 1.41e-07, 6.66e-11, 1.51e-08, 3.85e-09, 2.63e-09, 0.00e+00, 6.24e-12, 6.20e-08, 2.07e-10] []
365400 [4.32e-06, 7.08e-06, 3.65e-06, 3.50e-06, 5.70e-06, 3.00e-06, 2.08e-07, 2.42e-09, 8.91e-10, 1.71e-10, 2.12e-06, 6.32e-06, 5.56e-06, 7.61e-08, 2.56e-10, 1.04e-08, 4.47e-09, 3.61e-09, 1.32e-11, 0.00e+00, 2.67e-08, 5.30e-10] [4.32e-06, 7.08e-06, 3.65e-06, 3.50e-06, 5.70e-06, 3.00e-06, 2.08e-07, 2.42e-09, 8.91e-10, 1.71e-10, 2.12e-06, 6.32e-06, 5.56e-06, 7.61e-08, 2.56e-10, 1.04e-08, 4.47e-09, 3.61e-09, 1.32e-11, 0.00e+00, 2.67e-08, 5.30e-10] []
365500 [8.90e-06, 6.83e-06, 4.17e-06, 3.29e-06, 5.62e-06, 2.40e-06, 2.44e-07, 4.52e-05, 5.47e-06, 5.58e-06, 1.67e-05, 7.57e-05, 2.41e-05, 7.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-08, 5.52e-06, 0.00e+00, 2.87e-05, 5.78e-07] [8.90e-06, 6.83e-06, 4.17e-06, 3.29e-06, 5.62e-06, 2.40e-06, 2.44e-07, 4.52e-05, 5.47e-06, 5.58e-06, 1.67e-05, 7.57e-05, 2.41e-05, 7.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-08, 5.52e-06, 0.00e+00, 2.87e-05, 5.78e-07] []
365600 [4.53e-06, 7.06e-06, 3.76e-06, 3.64e-06, 5.54e-06, 2.81e-06, 2.23e-07, 1.54e-09, 3.98e-10, 1.64e-10, 2.04e-06, 6.12e-06, 5.37e-06, 7.35e-08, 2.30e-10, 1.47e-08, 3.77e-09, 2.49e-09, 3.86e-11, 2.17e-12, 6.41e-09, 5.32e-10] [4.53e-06, 7.06e-06, 3.76e-06, 3.64e-06, 5.54e-06, 2.81e-06, 2.23e-07, 1.54e-09, 3.98e-10, 1.64e-10, 2.04e-06, 6.12e-06, 5.37e-06, 7.35e-08, 2.30e-10, 1.47e-08, 3.77e-09, 2.49e-09, 3.86e-11, 2.17e-12, 6.41e-09, 5.32e-10] []
365700 [4.05e-06, 6.94e-06, 3.72e-06, 3.45e-06, 5.73e-06, 2.95e-06, 2.29e-07, 4.08e-10, 1.50e-09, 9.78e-11, 1.93e-06, 5.46e-06, 4.82e-06, 5.51e-08, 1.43e-10, 1.12e-08, 6.11e-09, 5.01e-09, 0.00e+00, 1.09e-10, 2.80e-08, 7.61e-10] [4.05e-06, 6.94e-06, 3.72e-06, 3.45e-06, 5.73e-06, 2.95e-06, 2.29e-07, 4.08e-10, 1.50e-09, 9.78e-11, 1.93e-06, 5.46e-06, 4.82e-06, 5.51e-08, 1.43e-10, 1.12e-08, 6.11e-09, 5.01e-09, 0.00e+00, 1.09e-10, 2.80e-08, 7.61e-10] []
365800 [9.12e-06, 7.18e-06, 4.03e-06, 3.21e-06, 5.92e-06, 2.32e-06, 2.09e-07, 1.46e-05, 4.68e-07, 9.14e-07, 4.49e-05, 9.41e-05, 1.41e-04, 1.09e-05, 5.43e-08, 2.81e-08, 2.85e-07, 5.22e-07, 1.67e-07, 5.31e-08, 7.92e-07, 3.08e-07] [9.12e-06, 7.18e-06, 4.03e-06, 3.21e-06, 5.92e-06, 2.32e-06, 2.09e-07, 1.46e-05, 4.68e-07, 9.14e-07, 4.49e-05, 9.41e-05, 1.41e-04, 1.09e-05, 5.43e-08, 2.81e-08, 2.85e-07, 5.22e-07, 1.67e-07, 5.31e-08, 7.92e-07, 3.08e-07] []
365900 [4.81e-06, 7.10e-06, 3.88e-06, 3.77e-06, 5.51e-06, 2.57e-06, 1.98e-07, 9.03e-10, 5.21e-10, 5.62e-10, 2.09e-06, 5.70e-06, 4.89e-06, 6.84e-08, 6.20e-11, 1.40e-08, 5.84e-09, 3.36e-09, 8.08e-10, 3.65e-11, 7.19e-09, 3.45e-10] [4.81e-06, 7.10e-06, 3.88e-06, 3.77e-06, 5.51e-06, 2.57e-06, 1.98e-07, 9.03e-10, 5.21e-10, 5.62e-10, 2.09e-06, 5.70e-06, 4.89e-06, 6.84e-08, 6.20e-11, 1.40e-08, 5.84e-09, 3.36e-09, 8.08e-10, 3.65e-11, 7.19e-09, 3.45e-10] []
366000 [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10] [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.469253 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
366000 [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10] [4.23e-06, 6.97e-06, 3.82e-06, 3.55e-06, 5.73e-06, 2.72e-06, 2.11e-07, 1.02e-09, 7.63e-10, 1.21e-10, 1.90e-06, 5.10e-06, 4.34e-06, 6.05e-08, 1.75e-10, 1.02e-08, 5.99e-09, 4.68e-09, 9.67e-10, 1.10e-10, 9.00e-09, 7.36e-10] []
366100 [1.30e-05, 6.83e-06, 3.89e-06, 3.04e-06, 5.43e-06, 2.55e-06, 1.99e-07, 8.93e-06, 3.05e-06, 4.30e-07, 2.72e-05, 3.76e-05, 2.69e-05, 3.14e-05, 2.90e-07, 3.42e-08, 8.26e-08, 1.41e-10, 9.27e-07, 0.00e+00, 5.76e-06, 7.45e-06] [1.30e-05, 6.83e-06, 3.89e-06, 3.04e-06, 5.43e-06, 2.55e-06, 1.99e-07, 8.93e-06, 3.05e-06, 4.30e-07, 2.72e-05, 3.76e-05, 2.69e-05, 3.14e-05, 2.90e-07, 3.42e-08, 8.26e-08, 1.41e-10, 9.27e-07, 0.00e+00, 5.76e-06, 7.45e-06] []
366200 [4.57e-06, 6.93e-06, 3.90e-06, 3.80e-06, 5.43e-06, 2.62e-06, 2.86e-07, 7.39e-09, 4.81e-09, 2.78e-10, 1.94e-06, 5.52e-06, 4.56e-06, 1.11e-07, 1.83e-11, 1.31e-08, 4.07e-09, 1.36e-09, 2.79e-11, 0.00e+00, 5.75e-09, 2.30e-09] [4.57e-06, 6.93e-06, 3.90e-06, 3.80e-06, 5.43e-06, 2.62e-06, 2.86e-07, 7.39e-09, 4.81e-09, 2.78e-10, 1.94e-06, 5.52e-06, 4.56e-06, 1.11e-07, 1.83e-11, 1.31e-08, 4.07e-09, 1.36e-09, 2.79e-11, 0.00e+00, 5.75e-09, 2.30e-09] []
366300 [4.03e-06, 6.85e-06, 3.84e-06, 3.56e-06, 5.69e-06, 2.74e-06, 2.86e-07, 2.42e-08, 6.09e-11, 6.51e-10, 1.78e-06, 4.83e-06, 4.04e-06, 7.90e-08, 1.94e-10, 8.47e-09, 5.46e-09, 4.05e-09, 3.62e-09, 2.52e-11, 2.24e-08, 4.89e-10] [4.03e-06, 6.85e-06, 3.84e-06, 3.56e-06, 5.69e-06, 2.74e-06, 2.86e-07, 2.42e-08, 6.09e-11, 6.51e-10, 1.78e-06, 4.83e-06, 4.04e-06, 7.90e-08, 1.94e-10, 8.47e-09, 5.46e-09, 4.05e-09, 3.62e-09, 2.52e-11, 2.24e-08, 4.89e-10] []
366400 [5.63e-06, 7.75e-06, 4.40e-06, 3.67e-06, 6.15e-06, 2.06e-06, 2.08e-07, 3.16e-06, 7.89e-08, 3.68e-08, 4.18e-06, 1.05e-05, 1.21e-05, 5.74e-06, 0.00e+00, 1.54e-09, 0.00e+00, 1.08e-08, 0.00e+00, 0.00e+00, 1.97e-06, 2.69e-08] [5.63e-06, 7.75e-06, 4.40e-06, 3.67e-06, 6.15e-06, 2.06e-06, 2.08e-07, 3.16e-06, 7.89e-08, 3.68e-08, 4.18e-06, 1.05e-05, 1.21e-05, 5.74e-06, 0.00e+00, 1.54e-09, 0.00e+00, 1.08e-08, 0.00e+00, 0.00e+00, 1.97e-06, 2.69e-08] []
366500 [4.55e-06, 6.89e-06, 4.04e-06, 3.89e-06, 5.45e-06, 2.31e-06, 2.36e-07, 3.31e-08, 5.02e-09, 7.91e-10, 1.82e-06, 4.78e-06, 3.87e-06, 6.90e-08, 1.48e-10, 1.27e-08, 6.99e-09, 4.20e-09, 1.21e-09, 3.47e-10, 9.45e-09, 2.05e-09] [4.55e-06, 6.89e-06, 4.04e-06, 3.89e-06, 5.45e-06, 2.31e-06, 2.36e-07, 3.31e-08, 5.02e-09, 7.91e-10, 1.82e-06, 4.78e-06, 3.87e-06, 6.90e-08, 1.48e-10, 1.27e-08, 6.99e-09, 4.20e-09, 1.21e-09, 3.47e-10, 9.45e-09, 2.05e-09] []
366600 [4.04e-06, 6.79e-06, 3.95e-06, 3.62e-06, 5.67e-06, 2.46e-06, 2.51e-07, 2.32e-08, 4.43e-10, 9.07e-12, 1.71e-06, 4.22e-06, 3.44e-06, 5.71e-08, 2.02e-10, 9.06e-09, 7.20e-09, 6.14e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.62e-09] [4.04e-06, 6.79e-06, 3.95e-06, 3.62e-06, 5.67e-06, 2.46e-06, 2.51e-07, 2.32e-08, 4.43e-10, 9.07e-12, 1.71e-06, 4.22e-06, 3.44e-06, 5.71e-08, 2.02e-10, 9.06e-09, 7.20e-09, 6.14e-09, 0.00e+00, 0.00e+00, 1.01e-07, 1.62e-09] []
366700 [2.79e-05, 9.06e-06, 3.93e-06, 7.20e-06, 1.23e-05, 3.78e-06, 4.14e-07, 2.21e-05, 2.15e-06, 4.72e-05, 5.09e-05, 6.48e-04, 7.97e-05, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-05, 3.23e-06] [2.79e-05, 9.06e-06, 3.93e-06, 7.20e-06, 1.23e-05, 3.78e-06, 4.14e-07, 2.21e-05, 2.15e-06, 4.72e-05, 5.09e-05, 6.48e-04, 7.97e-05, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-05, 3.23e-06] []
366800 [4.71e-06, 6.94e-06, 4.04e-06, 3.84e-06, 5.49e-06, 2.29e-06, 2.22e-07, 2.91e-09, 7.50e-10, 2.53e-10, 1.87e-06, 4.32e-06, 3.38e-06, 8.04e-08, 0.00e+00, 7.32e-09, 5.92e-09, 4.36e-09, 1.07e-10, 2.06e-10, 4.77e-09, 1.24e-09] [4.71e-06, 6.94e-06, 4.04e-06, 3.84e-06, 5.49e-06, 2.29e-06, 2.22e-07, 2.91e-09, 7.50e-10, 2.53e-10, 1.87e-06, 4.32e-06, 3.38e-06, 8.04e-08, 0.00e+00, 7.32e-09, 5.92e-09, 4.36e-09, 1.07e-10, 2.06e-10, 4.77e-09, 1.24e-09] []
366900 [4.06e-06, 6.80e-06, 3.97e-06, 3.64e-06, 5.69e-06, 2.48e-06, 2.40e-07, 6.04e-10, 7.91e-12, 5.37e-11, 1.69e-06, 3.81e-06, 3.00e-06, 5.67e-08, 1.30e-10, 9.46e-09, 6.87e-09, 5.58e-09, 0.00e+00, 0.00e+00, 1.72e-08, 2.21e-09] [4.06e-06, 6.80e-06, 3.97e-06, 3.64e-06, 5.69e-06, 2.48e-06, 2.40e-07, 6.04e-10, 7.91e-12, 5.37e-11, 1.69e-06, 3.81e-06, 3.00e-06, 5.67e-08, 1.30e-10, 9.46e-09, 6.87e-09, 5.58e-09, 0.00e+00, 0.00e+00, 1.72e-08, 2.21e-09] []
367000 [9.87e-06, 7.02e-06, 4.99e-06, 2.84e-06, 5.02e-06, 2.43e-06, 2.02e-07, 4.42e-05, 2.03e-06, 2.07e-05, 1.01e-04, 2.48e-05, 3.30e-05, 7.75e-05, 0.00e+00, 0.00e+00, 8.01e-07, 9.19e-07, 0.00e+00, 2.96e-07, 1.07e-05, 1.62e-06] [9.87e-06, 7.02e-06, 4.99e-06, 2.84e-06, 5.02e-06, 2.43e-06, 2.02e-07, 4.42e-05, 2.03e-06, 2.07e-05, 1.01e-04, 2.48e-05, 3.30e-05, 7.75e-05, 0.00e+00, 0.00e+00, 8.01e-07, 9.19e-07, 0.00e+00, 2.96e-07, 1.07e-05, 1.62e-06] []
367100 [4.75e-06, 7.00e-06, 3.99e-06, 3.82e-06, 5.57e-06, 2.37e-06, 2.32e-07, 1.26e-08, 2.31e-11, 3.41e-10, 1.95e-06, 4.10e-06, 3.15e-06, 7.40e-08, 0.00e+00, 8.53e-09, 5.31e-09, 4.62e-09, 5.85e-12, 1.26e-13, 5.75e-09, 4.84e-10] [4.75e-06, 7.00e-06, 3.99e-06, 3.82e-06, 5.57e-06, 2.37e-06, 2.32e-07, 1.26e-08, 2.31e-11, 3.41e-10, 1.95e-06, 4.10e-06, 3.15e-06, 7.40e-08, 0.00e+00, 8.53e-09, 5.31e-09, 4.62e-09, 5.85e-12, 1.26e-13, 5.75e-09, 4.84e-10] []
367200 [4.16e-06, 6.84e-06, 3.95e-06, 3.65e-06, 5.70e-06, 2.48e-06, 2.47e-07, 2.25e-10, 1.20e-08, 5.85e-11, 1.70e-06, 3.70e-06, 2.89e-06, 5.73e-08, 2.78e-10, 8.93e-09, 6.49e-09, 5.32e-09, 0.00e+00, 3.68e-10, 1.07e-08, 2.08e-09] [4.16e-06, 6.84e-06, 3.95e-06, 3.65e-06, 5.70e-06, 2.48e-06, 2.47e-07, 2.25e-10, 1.20e-08, 5.85e-11, 1.70e-06, 3.70e-06, 2.89e-06, 5.73e-08, 2.78e-10, 8.93e-09, 6.49e-09, 5.32e-09, 0.00e+00, 3.68e-10, 1.07e-08, 2.08e-09] []
367300 [7.62e-06, 7.89e-06, 4.70e-06, 3.48e-06, 6.83e-06, 2.44e-06, 1.16e-07, 3.98e-05, 8.77e-07, 2.32e-09, 1.81e-05, 3.03e-05, 1.11e-04, 6.63e-05, 0.00e+00, 1.08e-09, 0.00e+00, 0.00e+00, 4.39e-06, 0.00e+00, 2.34e-05, 6.72e-05] [7.62e-06, 7.89e-06, 4.70e-06, 3.48e-06, 6.83e-06, 2.44e-06, 1.16e-07, 3.98e-05, 8.77e-07, 2.32e-09, 1.81e-05, 3.03e-05, 1.11e-04, 6.63e-05, 0.00e+00, 1.08e-09, 0.00e+00, 0.00e+00, 4.39e-06, 0.00e+00, 2.34e-05, 6.72e-05] []
367400 [4.65e-06, 6.91e-06, 4.15e-06, 3.88e-06, 5.56e-06, 2.19e-06, 1.64e-07, 1.51e-09, 2.33e-09, 1.84e-11, 1.69e-06, 4.04e-06, 3.25e-06, 6.36e-08, 1.27e-10, 1.19e-08, 7.53e-09, 4.82e-09, 5.74e-10, 1.27e-11, 5.97e-09, 5.97e-10] [4.65e-06, 6.91e-06, 4.15e-06, 3.88e-06, 5.56e-06, 2.19e-06, 1.64e-07, 1.51e-09, 2.33e-09, 1.84e-11, 1.69e-06, 4.04e-06, 3.25e-06, 6.36e-08, 1.27e-10, 1.19e-08, 7.53e-09, 4.82e-09, 5.74e-10, 1.27e-11, 5.97e-09, 5.97e-10] []
367500 [4.06e-06, 6.80e-06, 4.02e-06, 3.76e-06, 5.61e-06, 2.35e-06, 2.02e-07, 1.52e-08, 4.06e-10, 4.14e-10, 1.59e-06, 3.45e-06, 2.66e-06, 5.92e-08, 3.19e-10, 1.15e-08, 8.64e-09, 6.10e-09, 5.49e-09, 2.08e-11, 3.22e-08, 4.43e-10] [4.06e-06, 6.80e-06, 4.02e-06, 3.76e-06, 5.61e-06, 2.35e-06, 2.02e-07, 1.52e-08, 4.06e-10, 4.14e-10, 1.59e-06, 3.45e-06, 2.66e-06, 5.92e-08, 3.19e-10, 1.15e-08, 8.64e-09, 6.10e-09, 5.49e-09, 2.08e-11, 3.22e-08, 4.43e-10] []
367600 [7.15e-06, 6.59e-06, 4.32e-06, 2.91e-06, 5.18e-06, 2.42e-06, 1.99e-07, 6.39e-05, 2.16e-07, 6.25e-06, 5.73e-05, 3.23e-05, 3.58e-05, 4.07e-05, 0.00e+00, 0.00e+00, 3.66e-08, 3.90e-08, 0.00e+00, 5.52e-08, 1.63e-05, 3.21e-07] [7.15e-06, 6.59e-06, 4.32e-06, 2.91e-06, 5.18e-06, 2.42e-06, 1.99e-07, 6.39e-05, 2.16e-07, 6.25e-06, 5.73e-05, 3.23e-05, 3.58e-05, 4.07e-05, 0.00e+00, 0.00e+00, 3.66e-08, 3.90e-08, 0.00e+00, 5.52e-08, 1.63e-05, 3.21e-07] []
367700 [4.66e-06, 7.11e-06, 4.07e-06, 3.95e-06, 5.58e-06, 2.38e-06, 1.93e-07, 4.88e-07, 4.74e-09, 9.99e-09, 1.80e-06, 3.94e-06, 3.09e-06, 1.48e-07, 0.00e+00, 1.09e-08, 6.64e-09, 3.32e-09, 6.53e-07, 0.00e+00, 3.87e-06, 1.04e-08] [4.66e-06, 7.11e-06, 4.07e-06, 3.95e-06, 5.58e-06, 2.38e-06, 1.93e-07, 4.88e-07, 4.74e-09, 9.99e-09, 1.80e-06, 3.94e-06, 3.09e-06, 1.48e-07, 0.00e+00, 1.09e-08, 6.64e-09, 3.32e-09, 6.53e-07, 0.00e+00, 3.87e-06, 1.04e-08] []
367800 [4.05e-06, 6.85e-06, 3.96e-06, 3.72e-06, 5.62e-06, 2.49e-06, 2.27e-07, 9.48e-08, 2.29e-08, 8.44e-12, 1.62e-06, 3.49e-06, 2.66e-06, 5.60e-08, 1.30e-10, 8.57e-09, 6.55e-09, 5.33e-09, 0.00e+00, 0.00e+00, 7.74e-08, 2.94e-08] [4.05e-06, 6.85e-06, 3.96e-06, 3.72e-06, 5.62e-06, 2.49e-06, 2.27e-07, 9.48e-08, 2.29e-08, 8.44e-12, 1.62e-06, 3.49e-06, 2.66e-06, 5.60e-08, 1.30e-10, 8.57e-09, 6.55e-09, 5.33e-09, 0.00e+00, 0.00e+00, 7.74e-08, 2.94e-08] []
367900 [4.30e-06, 7.13e-06, 4.10e-06, 3.60e-06, 5.93e-06, 2.36e-06, 2.07e-07, 3.36e-07, 1.20e-05, 2.02e-07, 1.87e-06, 5.25e-06, 4.18e-06, 5.97e-06, 2.67e-10, 0.00e+00, 9.06e-11, 3.57e-10, 0.00e+00, 8.68e-08, 4.43e-07, 2.47e-07] [4.30e-06, 7.13e-06, 4.10e-06, 3.60e-06, 5.93e-06, 2.36e-06, 2.07e-07, 3.36e-07, 1.20e-05, 2.02e-07, 1.87e-06, 5.25e-06, 4.18e-06, 5.97e-06, 2.67e-10, 0.00e+00, 9.06e-11, 3.57e-10, 0.00e+00, 8.68e-08, 4.43e-07, 2.47e-07] []
368000 [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07] [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.491469 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
368000 [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07] [6.48e-06, 7.65e-06, 4.20e-06, 4.86e-06, 6.13e-06, 2.61e-06, 3.18e-07, 1.48e-05, 7.87e-08, 6.57e-06, 1.43e-05, 8.18e-05, 1.06e-04, 4.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-05, 2.51e-07] []
368100 [4.85e-06, 7.21e-06, 4.07e-06, 3.87e-06, 5.60e-06, 2.22e-06, 1.85e-07, 8.62e-07, 7.23e-08, 3.81e-09, 1.80e-06, 4.31e-06, 3.54e-06, 3.15e-07, 0.00e+00, 2.83e-09, 1.34e-09, 1.91e-09, 5.13e-10, 0.00e+00, 1.11e-08, 8.88e-08] [4.85e-06, 7.21e-06, 4.07e-06, 3.87e-06, 5.60e-06, 2.22e-06, 1.85e-07, 8.62e-07, 7.23e-08, 3.81e-09, 1.80e-06, 4.31e-06, 3.54e-06, 3.15e-07, 0.00e+00, 2.83e-09, 1.34e-09, 1.91e-09, 5.13e-10, 0.00e+00, 1.11e-08, 8.88e-08] []
368200 [4.15e-06, 6.88e-06, 3.94e-06, 3.85e-06, 5.53e-06, 2.29e-06, 2.25e-07, 1.04e-08, 1.59e-09, 6.41e-12, 1.57e-06, 3.24e-06, 2.46e-06, 5.96e-08, 7.26e-12, 8.22e-09, 8.32e-09, 6.20e-09, 0.00e+00, 0.00e+00, 8.58e-09, 5.82e-09] [4.15e-06, 6.88e-06, 3.94e-06, 3.85e-06, 5.53e-06, 2.29e-06, 2.25e-07, 1.04e-08, 1.59e-09, 6.41e-12, 1.57e-06, 3.24e-06, 2.46e-06, 5.96e-08, 7.26e-12, 8.22e-09, 8.32e-09, 6.20e-09, 0.00e+00, 0.00e+00, 8.58e-09, 5.82e-09] []
368300 [1.95e-05, 8.78e-06, 3.55e-06, 5.49e-06, 8.16e-06, 3.48e-06, 1.54e-06, 2.60e-04, 2.57e-04, 2.02e-05, 2.94e-04, 4.47e-04, 1.25e-04, 1.22e-03, 2.15e-05, 2.88e-05, 5.57e-08, 1.13e-06, 2.57e-05, 4.10e-05, 1.25e-04, 1.69e-04] [1.95e-05, 8.78e-06, 3.55e-06, 5.49e-06, 8.16e-06, 3.48e-06, 1.54e-06, 2.60e-04, 2.57e-04, 2.02e-05, 2.94e-04, 4.47e-04, 1.25e-04, 1.22e-03, 2.15e-05, 2.88e-05, 5.57e-08, 1.13e-06, 2.57e-05, 4.10e-05, 1.25e-04, 1.69e-04] []
368400 [4.80e-06, 7.09e-06, 3.96e-06, 3.91e-06, 5.47e-06, 2.23e-06, 1.63e-07, 3.26e-09, 2.76e-11, 1.02e-09, 1.79e-06, 3.55e-06, 2.86e-06, 6.27e-08, 0.00e+00, 5.38e-09, 7.91e-09, 6.93e-09, 4.47e-10, 2.55e-09, 4.76e-09, 1.67e-08] [4.80e-06, 7.09e-06, 3.96e-06, 3.91e-06, 5.47e-06, 2.23e-06, 1.63e-07, 3.26e-09, 2.76e-11, 1.02e-09, 1.79e-06, 3.55e-06, 2.86e-06, 6.27e-08, 0.00e+00, 5.38e-09, 7.91e-09, 6.93e-09, 4.47e-10, 2.55e-09, 4.76e-09, 1.67e-08] []
368500 [4.10e-06, 6.89e-06, 3.87e-06, 3.80e-06, 5.54e-06, 2.34e-06, 2.01e-07, 4.15e-09, 1.56e-10, 3.05e-10, 1.57e-06, 3.08e-06, 2.31e-06, 6.60e-08, 2.91e-13, 7.37e-09, 7.54e-09, 5.93e-09, 2.26e-11, 0.00e+00, 1.05e-08, 2.03e-09] [4.10e-06, 6.89e-06, 3.87e-06, 3.80e-06, 5.54e-06, 2.34e-06, 2.01e-07, 4.15e-09, 1.56e-10, 3.05e-10, 1.57e-06, 3.08e-06, 2.31e-06, 6.60e-08, 2.91e-13, 7.37e-09, 7.54e-09, 5.93e-09, 2.26e-11, 0.00e+00, 1.05e-08, 2.03e-09] []
368600 [1.19e-05, 8.25e-06, 4.86e-06, 4.58e-06, 6.76e-06, 2.53e-06, 1.55e-07, 4.90e-05, 1.01e-06, 4.32e-07, 1.85e-04, 1.61e-04, 7.29e-04, 4.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.52e-09, 1.66e-04, 2.72e-06] [1.19e-05, 8.25e-06, 4.86e-06, 4.58e-06, 6.76e-06, 2.53e-06, 1.55e-07, 4.90e-05, 1.01e-06, 4.32e-07, 1.85e-04, 1.61e-04, 7.29e-04, 4.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.52e-09, 1.66e-04, 2.72e-06] []
368700 [4.65e-06, 7.08e-06, 3.92e-06, 3.90e-06, 5.47e-06, 2.27e-06, 1.74e-07, 2.23e-07, 3.17e-10, 3.67e-10, 1.68e-06, 3.91e-06, 3.12e-06, 7.16e-08, 0.00e+00, 5.70e-09, 4.85e-09, 4.92e-09, 2.11e-09, 1.19e-10, 9.80e-09, 7.96e-10] [4.65e-06, 7.08e-06, 3.92e-06, 3.90e-06, 5.47e-06, 2.27e-06, 1.74e-07, 2.23e-07, 3.17e-10, 3.67e-10, 1.68e-06, 3.91e-06, 3.12e-06, 7.16e-08, 0.00e+00, 5.70e-09, 4.85e-09, 4.92e-09, 2.11e-09, 1.19e-10, 9.80e-09, 7.96e-10] []
368800 [4.03e-06, 6.89e-06, 3.81e-06, 3.82e-06, 5.51e-06, 2.34e-06, 2.17e-07, 8.55e-10, 1.43e-09, 1.12e-10, 1.53e-06, 3.15e-06, 2.40e-06, 6.16e-08, 3.59e-11, 7.63e-09, 8.52e-09, 6.45e-09, 8.55e-10, 7.78e-12, 7.13e-09, 4.17e-09] [4.03e-06, 6.89e-06, 3.81e-06, 3.82e-06, 5.51e-06, 2.34e-06, 2.17e-07, 8.55e-10, 1.43e-09, 1.12e-10, 1.53e-06, 3.15e-06, 2.40e-06, 6.16e-08, 3.59e-11, 7.63e-09, 8.52e-09, 6.45e-09, 8.55e-10, 7.78e-12, 7.13e-09, 4.17e-09] []
368900 [3.53e-05, 1.39e-05, 5.13e-06, 9.86e-06, 1.31e-05, 5.44e-06, 1.80e-06, 5.81e-05, 2.99e-05, 1.36e-04, 9.32e-05, 7.90e-04, 2.67e-04, 1.71e-03, 5.26e-05, 2.35e-05, 1.10e-05, 1.32e-05, 7.37e-05, 0.00e+00, 3.14e-04, 8.82e-05] [3.53e-05, 1.39e-05, 5.13e-06, 9.86e-06, 1.31e-05, 5.44e-06, 1.80e-06, 5.81e-05, 2.99e-05, 1.36e-04, 9.32e-05, 7.90e-04, 2.67e-04, 1.71e-03, 5.26e-05, 2.35e-05, 1.10e-05, 1.32e-05, 7.37e-05, 0.00e+00, 3.14e-04, 8.82e-05] []
369000 [4.68e-06, 7.10e-06, 3.75e-06, 3.84e-06, 5.37e-06, 2.29e-06, 2.58e-07, 1.06e-08, 5.98e-12, 4.00e-12, 1.77e-06, 3.40e-06, 2.73e-06, 8.55e-08, 0.00e+00, 6.48e-09, 9.39e-09, 7.27e-09, 0.00e+00, 2.27e-12, 2.05e-08, 4.57e-10] [4.68e-06, 7.10e-06, 3.75e-06, 3.84e-06, 5.37e-06, 2.29e-06, 2.58e-07, 1.06e-08, 5.98e-12, 4.00e-12, 1.77e-06, 3.40e-06, 2.73e-06, 8.55e-08, 0.00e+00, 6.48e-09, 9.39e-09, 7.27e-09, 0.00e+00, 2.27e-12, 2.05e-08, 4.57e-10] []
369100 [4.00e-06, 6.90e-06, 3.70e-06, 3.76e-06, 5.50e-06, 2.40e-06, 2.81e-07, 6.15e-09, 9.86e-11, 3.61e-10, 1.55e-06, 2.96e-06, 2.25e-06, 6.20e-08, 3.22e-12, 6.85e-09, 8.08e-09, 6.45e-09, 5.10e-10, 3.74e-11, 5.91e-09, 6.21e-10] [4.00e-06, 6.90e-06, 3.70e-06, 3.76e-06, 5.50e-06, 2.40e-06, 2.81e-07, 6.15e-09, 9.86e-11, 3.61e-10, 1.55e-06, 2.96e-06, 2.25e-06, 6.20e-08, 3.22e-12, 6.85e-09, 8.08e-09, 6.45e-09, 5.10e-10, 3.74e-11, 5.91e-09, 6.21e-10] []
369200 [3.53e-06, 6.80e-06, 3.66e-06, 3.67e-06, 5.56e-06, 2.48e-06, 3.01e-07, 9.94e-09, 2.76e-09, 3.16e-08, 1.52e-06, 3.14e-06, 2.32e-06, 1.89e-06, 0.00e+00, 2.50e-10, 6.50e-10, 2.05e-11, 0.00e+00, 0.00e+00, 2.25e-08, 4.78e-09] [3.53e-06, 6.80e-06, 3.66e-06, 3.67e-06, 5.56e-06, 2.48e-06, 3.01e-07, 9.94e-09, 2.76e-09, 3.16e-08, 1.52e-06, 3.14e-06, 2.32e-06, 1.89e-06, 0.00e+00, 2.50e-10, 6.50e-10, 2.05e-11, 0.00e+00, 0.00e+00, 2.25e-08, 4.78e-09] []
369300 [4.54e-06, 7.35e-06, 3.76e-06, 3.82e-06, 5.59e-06, 2.29e-06, 2.22e-07, 4.68e-06, 1.57e-08, 1.33e-07, 1.79e-06, 3.89e-06, 4.35e-06, 2.87e-06, 0.00e+00, 6.77e-09, 0.00e+00, 5.94e-10, 1.09e-07, 3.49e-12, 6.63e-07, 6.37e-10] [4.54e-06, 7.35e-06, 3.76e-06, 3.82e-06, 5.59e-06, 2.29e-06, 2.22e-07, 4.68e-06, 1.57e-08, 1.33e-07, 1.79e-06, 3.89e-06, 4.35e-06, 2.87e-06, 0.00e+00, 6.77e-09, 0.00e+00, 5.94e-10, 1.09e-07, 3.49e-12, 6.63e-07, 6.37e-10] []
369400 [3.92e-06, 6.87e-06, 3.68e-06, 3.76e-06, 5.46e-06, 2.35e-06, 2.50e-07, 5.71e-08, 2.31e-10, 3.07e-10, 1.47e-06, 2.97e-06, 2.31e-06, 6.23e-08, 2.76e-11, 7.07e-09, 9.44e-09, 7.35e-09, 2.69e-09, 1.24e-10, 1.57e-08, 9.58e-10] [3.92e-06, 6.87e-06, 3.68e-06, 3.76e-06, 5.46e-06, 2.35e-06, 2.50e-07, 5.71e-08, 2.31e-10, 3.07e-10, 1.47e-06, 2.97e-06, 2.31e-06, 6.23e-08, 2.76e-11, 7.07e-09, 9.44e-09, 7.35e-09, 2.69e-09, 1.24e-10, 1.57e-08, 9.58e-10] []
369500 [1.15e-04, 2.21e-05, 9.90e-06, 1.37e-05, 1.62e-05, 6.52e-06, 2.21e-06, 2.08e-04, 4.84e-06, 1.25e-04, 2.34e-04, 1.95e-03, 1.56e-03, 9.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.34e-04, 1.10e-05] [1.15e-04, 2.21e-05, 9.90e-06, 1.37e-05, 1.62e-05, 6.52e-06, 2.21e-06, 2.08e-04, 4.84e-06, 1.25e-04, 2.34e-04, 1.95e-03, 1.56e-03, 9.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.34e-04, 1.10e-05] []
369600 [4.42e-06, 7.06e-06, 3.66e-06, 3.80e-06, 5.38e-06, 2.30e-06, 2.30e-07, 2.20e-09, 2.52e-08, 3.78e-09, 1.61e-06, 3.56e-06, 2.82e-06, 6.15e-08, 0.00e+00, 8.83e-09, 8.36e-09, 9.19e-09, 7.67e-12, 1.31e-09, 4.20e-09, 8.29e-09] [4.42e-06, 7.06e-06, 3.66e-06, 3.80e-06, 5.38e-06, 2.30e-06, 2.30e-07, 2.20e-09, 2.52e-08, 3.78e-09, 1.61e-06, 3.56e-06, 2.82e-06, 6.15e-08, 0.00e+00, 8.83e-09, 8.36e-09, 9.19e-09, 7.67e-12, 1.31e-09, 4.20e-09, 8.29e-09] []
369700 [3.78e-06, 6.86e-06, 3.59e-06, 3.75e-06, 5.45e-06, 2.38e-06, 2.66e-07, 1.88e-08, 6.84e-10, 5.79e-10, 1.44e-06, 2.86e-06, 2.16e-06, 8.24e-08, 3.30e-11, 5.98e-09, 7.80e-09, 5.89e-09, 4.24e-10, 3.73e-12, 6.18e-09, 1.79e-09] [3.78e-06, 6.86e-06, 3.59e-06, 3.75e-06, 5.45e-06, 2.38e-06, 2.66e-07, 1.88e-08, 6.84e-10, 5.79e-10, 1.44e-06, 2.86e-06, 2.16e-06, 8.24e-08, 3.30e-11, 5.98e-09, 7.80e-09, 5.89e-09, 4.24e-10, 3.73e-12, 6.18e-09, 1.79e-09] []
369800 [5.03e-06, 7.26e-06, 3.62e-06, 3.58e-06, 5.07e-06, 2.23e-06, 1.95e-07, 2.22e-09, 1.28e-07, 1.64e-08, 3.84e-06, 7.46e-06, 7.51e-06, 1.54e-06, 2.90e-11, 1.26e-08, 4.47e-08, 1.91e-08, 2.47e-09, 0.00e+00, 1.50e-08, 9.02e-08] [5.03e-06, 7.26e-06, 3.62e-06, 3.58e-06, 5.07e-06, 2.23e-06, 1.95e-07, 2.22e-09, 1.28e-07, 1.64e-08, 3.84e-06, 7.46e-06, 7.51e-06, 1.54e-06, 2.90e-11, 1.26e-08, 4.47e-08, 1.91e-08, 2.47e-09, 0.00e+00, 1.50e-08, 9.02e-08] []
369900 [4.09e-06, 6.95e-06, 3.59e-06, 3.81e-06, 5.42e-06, 2.24e-06, 2.08e-07, 3.60e-09, 1.41e-11, 3.04e-11, 1.49e-06, 3.16e-06, 2.45e-06, 6.00e-08, 0.00e+00, 6.73e-09, 8.36e-09, 7.26e-09, 0.00e+00, 0.00e+00, 2.29e-08, 2.84e-09] [4.09e-06, 6.95e-06, 3.59e-06, 3.81e-06, 5.42e-06, 2.24e-06, 2.08e-07, 3.60e-09, 1.41e-11, 3.04e-11, 1.49e-06, 3.16e-06, 2.45e-06, 6.00e-08, 0.00e+00, 6.73e-09, 8.36e-09, 7.26e-09, 0.00e+00, 0.00e+00, 2.29e-08, 2.84e-09] []
370000 [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09] [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.791843 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
370000 [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09] [3.37e-06, 6.86e-06, 3.54e-06, 3.79e-06, 5.49e-06, 2.33e-06, 2.47e-07, 6.12e-09, 1.36e-08, 1.43e-07, 1.64e-06, 4.27e-06, 4.19e-06, 8.92e-06, 0.00e+00, 0.00e+00, 3.61e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-07, 6.62e-09] []
370100 [5.15e-06, 7.59e-06, 3.50e-06, 4.08e-06, 5.34e-06, 2.22e-06, 2.47e-07, 9.95e-07, 2.29e-07, 1.64e-07, 2.34e-06, 3.92e-06, 2.80e-06, 1.23e-06, 0.00e+00, 3.46e-09, 2.46e-11, 7.95e-09, 3.82e-08, 1.17e-07, 2.50e-07, 6.68e-07] [5.15e-06, 7.59e-06, 3.50e-06, 4.08e-06, 5.34e-06, 2.22e-06, 2.47e-07, 9.95e-07, 2.29e-07, 1.64e-07, 2.34e-06, 3.92e-06, 2.80e-06, 1.23e-06, 0.00e+00, 3.46e-09, 2.46e-11, 7.95e-09, 3.82e-08, 1.17e-07, 2.50e-07, 6.68e-07] []
370200 [4.25e-06, 7.02e-06, 3.50e-06, 3.77e-06, 5.43e-06, 2.33e-06, 2.59e-07, 8.18e-09, 1.74e-09, 5.85e-10, 1.58e-06, 2.83e-06, 2.11e-06, 6.45e-08, 0.00e+00, 5.53e-09, 6.30e-09, 5.43e-09, 7.51e-10, 0.00e+00, 6.05e-09, 2.13e-09] [4.25e-06, 7.02e-06, 3.50e-06, 3.77e-06, 5.43e-06, 2.33e-06, 2.59e-07, 8.18e-09, 1.74e-09, 5.85e-10, 1.58e-06, 2.83e-06, 2.11e-06, 6.45e-08, 0.00e+00, 5.53e-09, 6.30e-09, 5.43e-09, 7.51e-10, 0.00e+00, 6.05e-09, 2.13e-09] []
370300 [3.76e-06, 6.84e-06, 3.45e-06, 3.63e-06, 5.47e-06, 2.40e-06, 2.77e-07, 7.87e-10, 9.28e-06, 9.38e-10, 1.41e-06, 2.59e-06, 1.90e-06, 1.45e-07, 0.00e+00, 4.14e-09, 4.52e-09, 3.40e-09, 3.82e-11, 0.00e+00, 4.85e-09, 1.06e-05] [3.76e-06, 6.84e-06, 3.45e-06, 3.63e-06, 5.47e-06, 2.40e-06, 2.77e-07, 7.87e-10, 9.28e-06, 9.38e-10, 1.41e-06, 2.59e-06, 1.90e-06, 1.45e-07, 0.00e+00, 4.14e-09, 4.52e-09, 3.40e-09, 3.82e-11, 0.00e+00, 4.85e-09, 1.06e-05] []
370400 [3.87e-06, 6.87e-06, 3.46e-06, 3.71e-06, 5.31e-06, 2.19e-06, 2.46e-07, 7.05e-08, 1.43e-08, 8.77e-10, 1.33e-06, 3.17e-06, 2.66e-06, 1.27e-07, 0.00e+00, 8.86e-09, 1.72e-08, 1.52e-08, 1.02e-08, 7.78e-11, 6.54e-08, 7.23e-08] [3.87e-06, 6.87e-06, 3.46e-06, 3.71e-06, 5.31e-06, 2.19e-06, 2.46e-07, 7.05e-08, 1.43e-08, 8.77e-10, 1.33e-06, 3.17e-06, 2.66e-06, 1.27e-07, 0.00e+00, 8.86e-09, 1.72e-08, 1.52e-08, 1.02e-08, 7.78e-11, 6.54e-08, 7.23e-08] []
370500 [2.46e-05, 9.47e-06, 2.83e-06, 8.21e-06, 9.29e-06, 3.19e-06, 9.97e-07, 1.34e-04, 2.01e-07, 8.98e-05, 1.39e-04, 6.03e-04, 6.97e-04, 2.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-04, 1.69e-06] [2.46e-05, 9.47e-06, 2.83e-06, 8.21e-06, 9.29e-06, 3.19e-06, 9.97e-07, 1.34e-04, 2.01e-07, 8.98e-05, 1.39e-04, 6.03e-04, 6.97e-04, 2.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.21e-04, 1.69e-06] []
370600 [4.30e-06, 7.08e-06, 3.41e-06, 3.82e-06, 5.24e-06, 2.05e-06, 2.43e-07, 1.43e-06, 1.18e-07, 2.33e-09, 1.67e-06, 3.88e-06, 3.51e-06, 6.58e-08, 0.00e+00, 3.80e-09, 1.27e-08, 9.26e-09, 0.00e+00, 0.00e+00, 6.67e-08, 6.95e-08] [4.30e-06, 7.08e-06, 3.41e-06, 3.82e-06, 5.24e-06, 2.05e-06, 2.43e-07, 1.43e-06, 1.18e-07, 2.33e-09, 1.67e-06, 3.88e-06, 3.51e-06, 6.58e-08, 0.00e+00, 3.80e-09, 1.27e-08, 9.26e-09, 0.00e+00, 0.00e+00, 6.67e-08, 6.95e-08] []
370700 [3.75e-06, 6.90e-06, 3.39e-06, 3.77e-06, 5.37e-06, 2.14e-06, 2.71e-07, 6.19e-09, 3.16e-09, 2.05e-10, 1.35e-06, 2.88e-06, 2.23e-06, 6.27e-08, 4.19e-11, 5.92e-09, 8.65e-09, 6.90e-09, 6.71e-10, 9.96e-11, 5.58e-09, 8.86e-10] [3.75e-06, 6.90e-06, 3.39e-06, 3.77e-06, 5.37e-06, 2.14e-06, 2.71e-07, 6.19e-09, 3.16e-09, 2.05e-10, 1.35e-06, 2.88e-06, 2.23e-06, 6.27e-08, 4.19e-11, 5.92e-09, 8.65e-09, 6.90e-09, 6.71e-10, 9.96e-11, 5.58e-09, 8.86e-10] []
370800 [2.07e-05, 8.72e-06, 4.30e-06, 3.16e-06, 4.42e-06, 2.76e-06, 1.27e-06, 5.91e-06, 9.80e-07, 2.25e-05, 1.18e-04, 2.74e-04, 4.36e-05, 4.91e-04, 1.19e-05, 6.60e-06, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-07, 6.18e-07] [2.07e-05, 8.72e-06, 4.30e-06, 3.16e-06, 4.42e-06, 2.76e-06, 1.27e-06, 5.91e-06, 9.80e-07, 2.25e-05, 1.18e-04, 2.74e-04, 4.36e-05, 4.91e-04, 1.19e-05, 6.60e-06, 1.74e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.47e-07, 6.18e-07] []
370900 [4.24e-06, 7.11e-06, 3.36e-06, 3.87e-06, 5.29e-06, 1.98e-06, 2.31e-07, 1.62e-08, 2.38e-11, 9.73e-12, 1.50e-06, 3.60e-06, 2.80e-06, 5.90e-08, 0.00e+00, 5.99e-09, 5.06e-09, 6.40e-09, 0.00e+00, 1.30e-13, 2.84e-08, 1.94e-09] [4.24e-06, 7.11e-06, 3.36e-06, 3.87e-06, 5.29e-06, 1.98e-06, 2.31e-07, 1.62e-08, 2.38e-11, 9.73e-12, 1.50e-06, 3.60e-06, 2.80e-06, 5.90e-08, 0.00e+00, 5.99e-09, 5.06e-09, 6.40e-09, 0.00e+00, 1.30e-13, 2.84e-08, 1.94e-09] []
371000 [3.70e-06, 6.88e-06, 3.33e-06, 3.76e-06, 5.35e-06, 2.10e-06, 2.65e-07, 1.35e-08, 6.07e-10, 2.57e-13, 1.32e-06, 2.78e-06, 2.12e-06, 5.90e-08, 8.67e-11, 6.53e-09, 8.44e-09, 6.98e-09, 0.00e+00, 5.39e-11, 1.85e-08, 6.70e-10] [3.70e-06, 6.88e-06, 3.33e-06, 3.76e-06, 5.35e-06, 2.10e-06, 2.65e-07, 1.35e-08, 6.07e-10, 2.57e-13, 1.32e-06, 2.78e-06, 2.12e-06, 5.90e-08, 8.67e-11, 6.53e-09, 8.44e-09, 6.98e-09, 0.00e+00, 5.39e-11, 1.85e-08, 6.70e-10] []
371100 [7.73e-05, 1.43e-05, 5.26e-06, 8.69e-06, 1.71e-05, 4.13e-06, 1.48e-06, 3.21e-04, 8.13e-04, 8.94e-05, 1.34e-04, 1.42e-03, 1.59e-03, 7.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-04, 1.17e-03] [7.73e-05, 1.43e-05, 5.26e-06, 8.69e-06, 1.71e-05, 4.13e-06, 1.48e-06, 3.21e-04, 8.13e-04, 8.94e-05, 1.34e-04, 1.42e-03, 1.59e-03, 7.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-04, 1.17e-03] []
371200 [4.76e-06, 7.37e-06, 3.30e-06, 3.89e-06, 5.24e-06, 2.09e-06, 2.28e-07, 3.97e-09, 2.37e-08, 1.68e-08, 1.97e-06, 3.73e-06, 3.19e-06, 3.09e-07, 0.00e+00, 1.25e-08, 1.05e-08, 1.41e-08, 2.16e-11, 1.44e-10, 6.79e-08, 6.97e-10] [4.76e-06, 7.37e-06, 3.30e-06, 3.89e-06, 5.24e-06, 2.09e-06, 2.28e-07, 3.97e-09, 2.37e-08, 1.68e-08, 1.97e-06, 3.73e-06, 3.19e-06, 3.09e-07, 0.00e+00, 1.25e-08, 1.05e-08, 1.41e-08, 2.16e-11, 1.44e-10, 6.79e-08, 6.97e-10] []
371300 [3.95e-06, 6.96e-06, 3.29e-06, 3.73e-06, 5.32e-06, 2.21e-06, 2.45e-07, 3.25e-10, 1.75e-09, 4.70e-10, 1.41e-06, 2.87e-06, 2.18e-06, 6.23e-08, 0.00e+00, 5.91e-09, 6.43e-09, 5.65e-09, 0.00e+00, 5.10e-11, 5.73e-09, 5.16e-10] [3.95e-06, 6.96e-06, 3.29e-06, 3.73e-06, 5.32e-06, 2.21e-06, 2.45e-07, 3.25e-10, 1.75e-09, 4.70e-10, 1.41e-06, 2.87e-06, 2.18e-06, 6.23e-08, 0.00e+00, 5.91e-09, 6.43e-09, 5.65e-09, 0.00e+00, 5.10e-11, 5.73e-09, 5.16e-10] []
371400 [3.56e-06, 6.77e-06, 3.28e-06, 3.60e-06, 5.36e-06, 2.30e-06, 2.67e-07, 2.69e-10, 4.75e-10, 1.59e-10, 1.27e-06, 2.45e-06, 1.88e-06, 6.03e-08, 9.09e-11, 7.20e-09, 7.80e-09, 6.16e-09, 0.00e+00, 0.00e+00, 1.65e-08, 4.32e-09] [3.56e-06, 6.77e-06, 3.28e-06, 3.60e-06, 5.36e-06, 2.30e-06, 2.67e-07, 2.69e-10, 4.75e-10, 1.59e-10, 1.27e-06, 2.45e-06, 1.88e-06, 6.03e-08, 9.09e-11, 7.20e-09, 7.80e-09, 6.16e-09, 0.00e+00, 0.00e+00, 1.65e-08, 4.32e-09] []
371500 [5.85e-06, 5.97e-06, 3.08e-06, 3.24e-06, 4.23e-06, 3.08e-06, 7.96e-07, 3.31e-05, 1.00e-05, 1.32e-07, 1.06e-05, 3.87e-05, 4.35e-05, 1.51e-05, 3.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.29e-05, 1.35e-05] [5.85e-06, 5.97e-06, 3.08e-06, 3.24e-06, 4.23e-06, 3.08e-06, 7.96e-07, 3.31e-05, 1.00e-05, 1.32e-07, 1.06e-05, 3.87e-05, 4.35e-05, 1.51e-05, 3.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.29e-05, 1.35e-05] []
371600 [4.12e-06, 7.06e-06, 3.23e-06, 3.80e-06, 5.17e-06, 1.94e-06, 2.10e-07, 1.41e-07, 2.99e-09, 3.28e-09, 1.38e-06, 3.21e-06, 2.71e-06, 2.29e-07, 1.44e-11, 8.28e-09, 1.29e-08, 1.20e-08, 1.27e-08, 0.00e+00, 8.34e-08, 2.85e-09] [4.12e-06, 7.06e-06, 3.23e-06, 3.80e-06, 5.17e-06, 1.94e-06, 2.10e-07, 1.41e-07, 2.99e-09, 3.28e-09, 1.38e-06, 3.21e-06, 2.71e-06, 2.29e-07, 1.44e-11, 8.28e-09, 1.29e-08, 1.20e-08, 1.27e-08, 0.00e+00, 8.34e-08, 2.85e-09] []
371700 [3.52e-06, 6.81e-06, 3.21e-06, 3.69e-06, 5.26e-06, 2.10e-06, 2.50e-07, 5.21e-10, 8.83e-11, 1.99e-10, 1.23e-06, 2.49e-06, 1.92e-06, 6.04e-08, 8.50e-11, 6.61e-09, 8.22e-09, 6.93e-09, 6.92e-12, 4.23e-11, 4.78e-09, 4.90e-10] [3.52e-06, 6.81e-06, 3.21e-06, 3.69e-06, 5.26e-06, 2.10e-06, 2.50e-07, 5.21e-10, 8.83e-11, 1.99e-10, 1.23e-06, 2.49e-06, 1.92e-06, 6.04e-08, 8.50e-11, 6.61e-09, 8.22e-09, 6.93e-09, 6.92e-12, 4.23e-11, 4.78e-09, 4.90e-10] []
371800 [8.02e-06, 6.67e-06, 3.73e-06, 4.41e-06, 3.98e-06, 3.45e-06, 3.49e-07, 4.88e-05, 3.61e-06, 7.39e-06, 2.14e-04, 2.28e-04, 2.75e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.97e-08, 5.63e-05, 1.21e-06] [8.02e-06, 6.67e-06, 3.73e-06, 4.41e-06, 3.98e-06, 3.45e-06, 3.49e-07, 4.88e-05, 3.61e-06, 7.39e-06, 2.14e-04, 2.28e-04, 2.75e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.97e-08, 5.63e-05, 1.21e-06] []
371900 [4.67e-06, 7.31e-06, 3.17e-06, 3.90e-06, 5.16e-06, 1.97e-06, 2.28e-07, 2.43e-09, 2.97e-10, 6.63e-09, 1.77e-06, 3.26e-06, 2.41e-06, 1.10e-07, 0.00e+00, 4.32e-09, 2.79e-09, 6.44e-09, 0.00e+00, 0.00e+00, 2.12e-08, 3.05e-09] [4.67e-06, 7.31e-06, 3.17e-06, 3.90e-06, 5.16e-06, 1.97e-06, 2.28e-07, 2.43e-09, 2.97e-10, 6.63e-09, 1.77e-06, 3.26e-06, 2.41e-06, 1.10e-07, 0.00e+00, 4.32e-09, 2.79e-09, 6.44e-09, 0.00e+00, 0.00e+00, 2.12e-08, 3.05e-09] []
372000 [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10] [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.821529 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
372000 [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10] [3.90e-06, 6.92e-06, 3.19e-06, 3.75e-06, 5.20e-06, 2.10e-06, 2.37e-07, 2.55e-09, 6.88e-10, 5.07e-10, 1.31e-06, 2.60e-06, 1.98e-06, 6.24e-08, 1.14e-11, 6.41e-09, 6.45e-09, 5.22e-09, 2.45e-10, 1.03e-15, 3.61e-09, 5.31e-10] []
372100 [3.49e-06, 6.71e-06, 3.18e-06, 3.65e-06, 5.18e-06, 2.20e-06, 2.52e-07, 1.00e-08, 3.46e-12, 1.32e-10, 1.16e-06, 2.25e-06, 1.74e-06, 6.12e-08, 1.20e-10, 7.85e-09, 7.71e-09, 5.93e-09, 2.68e-11, 1.21e-10, 4.77e-09, 8.02e-10] [3.49e-06, 6.71e-06, 3.18e-06, 3.65e-06, 5.18e-06, 2.20e-06, 2.52e-07, 1.00e-08, 3.46e-12, 1.32e-10, 1.16e-06, 2.25e-06, 1.74e-06, 6.12e-08, 1.20e-10, 7.85e-09, 7.71e-09, 5.93e-09, 2.68e-11, 1.21e-10, 4.77e-09, 8.02e-10] []
372200 [5.75e-06, 8.03e-06, 4.17e-06, 4.37e-06, 4.53e-06, 2.72e-06, 2.30e-07, 9.16e-05, 2.87e-06, 6.17e-06, 7.31e-05, 8.92e-05, 1.01e-04, 2.29e-05, 0.00e+00, 2.02e-09, 3.73e-07, 5.66e-07, 0.00e+00, 1.10e-06, 1.99e-04, 5.42e-06] [5.75e-06, 8.03e-06, 4.17e-06, 4.37e-06, 4.53e-06, 2.72e-06, 2.30e-07, 9.16e-05, 2.87e-06, 6.17e-06, 7.31e-05, 8.92e-05, 1.01e-04, 2.29e-05, 0.00e+00, 2.02e-09, 3.73e-07, 5.66e-07, 0.00e+00, 1.10e-06, 1.99e-04, 5.42e-06] []
372300 [3.87e-06, 7.07e-06, 3.08e-06, 3.86e-06, 5.08e-06, 1.85e-06, 2.05e-07, 2.84e-10, 9.16e-10, 1.62e-11, 1.30e-06, 3.41e-06, 2.67e-06, 6.88e-08, 0.00e+00, 4.44e-09, 3.61e-09, 4.68e-09, 1.55e-12, 0.00e+00, 2.00e-08, 1.38e-09] [3.87e-06, 7.07e-06, 3.08e-06, 3.86e-06, 5.08e-06, 1.85e-06, 2.05e-07, 2.84e-10, 9.16e-10, 1.62e-11, 1.30e-06, 3.41e-06, 2.67e-06, 6.88e-08, 0.00e+00, 4.44e-09, 3.61e-09, 4.68e-09, 1.55e-12, 0.00e+00, 2.00e-08, 1.38e-09] []
372400 [3.41e-06, 6.80e-06, 3.09e-06, 3.72e-06, 5.11e-06, 2.04e-06, 2.45e-07, 7.47e-10, 2.51e-09, 1.69e-10, 1.15e-06, 2.50e-06, 1.94e-06, 5.76e-08, 7.23e-11, 6.78e-09, 7.37e-09, 6.10e-09, 4.01e-11, 0.00e+00, 3.77e-09, 3.02e-09] [3.41e-06, 6.80e-06, 3.09e-06, 3.72e-06, 5.11e-06, 2.04e-06, 2.45e-07, 7.47e-10, 2.51e-09, 1.69e-10, 1.15e-06, 2.50e-06, 1.94e-06, 5.76e-08, 7.23e-11, 6.78e-09, 7.37e-09, 6.10e-09, 4.01e-11, 0.00e+00, 3.77e-09, 3.02e-09] []
372500 [8.54e-06, 6.87e-06, 3.19e-06, 3.79e-06, 4.37e-06, 1.85e-06, 2.24e-07, 1.56e-05, 7.40e-09, 1.02e-05, 1.71e-04, 1.19e-04, 5.58e-04, 3.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-07, 3.19e-07, 3.94e-06, 1.73e-06] [8.54e-06, 6.87e-06, 3.19e-06, 3.79e-06, 4.37e-06, 1.85e-06, 2.24e-07, 1.56e-05, 7.40e-09, 1.02e-05, 1.71e-04, 1.19e-04, 5.58e-04, 3.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.51e-07, 3.19e-07, 3.94e-06, 1.73e-06] []
372600 [3.75e-06, 7.05e-06, 3.01e-06, 3.81e-06, 5.03e-06, 1.99e-06, 2.40e-07, 2.51e-09, 2.69e-09, 4.20e-11, 1.36e-06, 3.35e-06, 2.67e-06, 5.91e-08, 0.00e+00, 3.84e-09, 4.96e-09, 6.88e-09, 0.00e+00, 0.00e+00, 3.07e-08, 7.75e-09] [3.75e-06, 7.05e-06, 3.01e-06, 3.81e-06, 5.03e-06, 1.99e-06, 2.40e-07, 2.51e-09, 2.69e-09, 4.20e-11, 1.36e-06, 3.35e-06, 2.67e-06, 5.91e-08, 0.00e+00, 3.84e-09, 4.96e-09, 6.88e-09, 0.00e+00, 0.00e+00, 3.07e-08, 7.75e-09] []
372700 [3.31e-06, 6.74e-06, 3.03e-06, 3.71e-06, 5.02e-06, 2.16e-06, 2.67e-07, 2.27e-08, 1.37e-10, 1.22e-10, 1.12e-06, 2.53e-06, 1.97e-06, 5.56e-08, 8.90e-12, 6.36e-09, 5.85e-09, 4.97e-09, 0.00e+00, 1.65e-13, 3.35e-08, 5.67e-10] [3.31e-06, 6.74e-06, 3.03e-06, 3.71e-06, 5.02e-06, 2.16e-06, 2.67e-07, 2.27e-08, 1.37e-10, 1.22e-10, 1.12e-06, 2.53e-06, 1.97e-06, 5.56e-08, 8.90e-12, 6.36e-09, 5.85e-09, 4.97e-09, 0.00e+00, 1.65e-13, 3.35e-08, 5.67e-10] []
372800 [7.49e-06, 7.94e-06, 4.04e-06, 4.11e-06, 5.10e-06, 2.11e-06, 2.67e-07, 5.51e-06, 3.36e-06, 2.99e-06, 4.94e-06, 3.75e-05, 6.58e-06, 5.93e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 3.93e-07, 4.55e-06, 2.15e-06] [7.49e-06, 7.94e-06, 4.04e-06, 4.11e-06, 5.10e-06, 2.11e-06, 2.67e-07, 5.51e-06, 3.36e-06, 2.99e-06, 4.94e-06, 3.75e-05, 6.58e-06, 5.93e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-09, 0.00e+00, 3.93e-07, 4.55e-06, 2.15e-06] []
372900 [3.71e-06, 7.03e-06, 2.98e-06, 3.85e-06, 4.96e-06, 1.82e-06, 2.10e-07, 7.10e-11, 6.74e-10, 1.48e-10, 1.29e-06, 3.11e-06, 2.45e-06, 6.48e-08, 0.00e+00, 6.01e-09, 5.50e-09, 7.04e-09, 0.00e+00, 0.00e+00, 1.61e-08, 7.47e-10] [3.71e-06, 7.03e-06, 2.98e-06, 3.85e-06, 4.96e-06, 1.82e-06, 2.10e-07, 7.10e-11, 6.74e-10, 1.48e-10, 1.29e-06, 3.11e-06, 2.45e-06, 6.48e-08, 0.00e+00, 6.01e-09, 5.50e-09, 7.04e-09, 0.00e+00, 0.00e+00, 1.61e-08, 7.47e-10] []
373000 [3.26e-06, 6.72e-06, 3.00e-06, 3.77e-06, 4.91e-06, 2.02e-06, 2.45e-07, 1.86e-09, 9.44e-10, 4.65e-10, 1.11e-06, 2.31e-06, 1.78e-06, 6.04e-08, 7.66e-11, 6.87e-09, 6.78e-09, 5.51e-09, 2.29e-10, 1.00e-10, 3.62e-09, 6.98e-10] [3.26e-06, 6.72e-06, 3.00e-06, 3.77e-06, 4.91e-06, 2.02e-06, 2.45e-07, 1.86e-09, 9.44e-10, 4.65e-10, 1.11e-06, 2.31e-06, 1.78e-06, 6.04e-08, 7.66e-11, 6.87e-09, 6.78e-09, 5.51e-09, 2.29e-10, 1.00e-10, 3.62e-09, 6.98e-10] []
373100 [8.33e-06, 7.32e-06, 3.70e-06, 2.85e-06, 4.09e-06, 2.22e-06, 3.92e-07, 6.12e-06, 2.14e-06, 1.88e-05, 6.25e-05, 2.77e-05, 3.99e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.70e-05, 4.21e-06] [8.33e-06, 7.32e-06, 3.70e-06, 2.85e-06, 4.09e-06, 2.22e-06, 3.92e-07, 6.12e-06, 2.14e-06, 1.88e-05, 6.25e-05, 2.77e-05, 3.99e-05, 1.71e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.70e-05, 4.21e-06] []
373200 [3.63e-06, 6.92e-06, 2.93e-06, 3.82e-06, 4.84e-06, 1.96e-06, 2.39e-07, 1.92e-09, 8.26e-10, 2.93e-11, 1.28e-06, 2.67e-06, 2.09e-06, 5.45e-08, 0.00e+00, 5.66e-09, 6.01e-09, 7.36e-09, 1.37e-10, 4.52e-11, 3.01e-09, 5.00e-10] [3.63e-06, 6.92e-06, 2.93e-06, 3.82e-06, 4.84e-06, 1.96e-06, 2.39e-07, 1.92e-09, 8.26e-10, 2.93e-11, 1.28e-06, 2.67e-06, 2.09e-06, 5.45e-08, 0.00e+00, 5.66e-09, 6.01e-09, 7.36e-09, 1.37e-10, 4.52e-11, 3.01e-09, 5.00e-10] []
373300 [3.17e-06, 6.60e-06, 2.95e-06, 3.76e-06, 4.74e-06, 2.14e-06, 2.61e-07, 7.96e-10, 4.38e-11, 7.06e-10, 1.06e-06, 2.13e-06, 1.64e-06, 7.01e-08, 1.71e-11, 6.11e-09, 5.80e-09, 4.53e-09, 0.00e+00, 2.39e-13, 7.77e-09, 2.32e-09] [3.17e-06, 6.60e-06, 2.95e-06, 3.76e-06, 4.74e-06, 2.14e-06, 2.61e-07, 7.96e-10, 4.38e-11, 7.06e-10, 1.06e-06, 2.13e-06, 1.64e-06, 7.01e-08, 1.71e-11, 6.11e-09, 5.80e-09, 4.53e-09, 0.00e+00, 2.39e-13, 7.77e-09, 2.32e-09] []
373400 [4.29e-06, 7.13e-06, 2.76e-06, 3.51e-06, 4.46e-06, 1.68e-06, 1.64e-07, 1.77e-06, 8.55e-08, 4.58e-07, 8.07e-06, 1.21e-05, 1.19e-05, 2.41e-06, 0.00e+00, 1.21e-09, 3.28e-08, 2.64e-08, 0.00e+00, 0.00e+00, 4.11e-07, 8.84e-08] [4.29e-06, 7.13e-06, 2.76e-06, 3.51e-06, 4.46e-06, 1.68e-06, 1.64e-07, 1.77e-06, 8.55e-08, 4.58e-07, 8.07e-06, 1.21e-05, 1.19e-05, 2.41e-06, 0.00e+00, 1.21e-09, 3.28e-08, 2.64e-08, 0.00e+00, 0.00e+00, 4.11e-07, 8.84e-08] []
373500 [3.59e-06, 6.94e-06, 2.93e-06, 3.85e-06, 4.81e-06, 1.87e-06, 1.80e-07, 4.29e-09, 1.28e-09, 3.80e-10, 1.24e-06, 2.79e-06, 2.17e-06, 5.77e-08, 0.00e+00, 5.71e-09, 4.87e-09, 5.47e-09, 0.00e+00, 0.00e+00, 1.17e-08, 8.76e-10] [3.59e-06, 6.94e-06, 2.93e-06, 3.85e-06, 4.81e-06, 1.87e-06, 1.80e-07, 4.29e-09, 1.28e-09, 3.80e-10, 1.24e-06, 2.79e-06, 2.17e-06, 5.77e-08, 0.00e+00, 5.71e-09, 4.87e-09, 5.47e-09, 0.00e+00, 0.00e+00, 1.17e-08, 8.76e-10] []
373600 [2.95e-06, 6.63e-06, 2.94e-06, 3.84e-06, 4.66e-06, 2.09e-06, 2.05e-07, 1.31e-08, 5.98e-10, 6.03e-08, 1.12e-06, 2.81e-06, 2.21e-06, 3.19e-06, 0.00e+00, 0.00e+00, 5.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.51e-08, 2.40e-09] [2.95e-06, 6.63e-06, 2.94e-06, 3.84e-06, 4.66e-06, 2.09e-06, 2.05e-07, 1.31e-08, 5.98e-10, 6.03e-08, 1.12e-06, 2.81e-06, 2.21e-06, 3.19e-06, 0.00e+00, 0.00e+00, 5.91e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.51e-08, 2.40e-09] []
373700 [4.22e-06, 7.39e-06, 2.82e-06, 4.01e-06, 4.87e-06, 1.60e-06, 1.77e-07, 3.52e-08, 3.87e-08, 1.43e-07, 1.75e-06, 4.21e-06, 3.30e-06, 1.83e-06, 0.00e+00, 1.17e-08, 1.86e-08, 2.81e-08, 2.59e-08, 7.01e-09, 1.73e-07, 4.69e-08] [4.22e-06, 7.39e-06, 2.82e-06, 4.01e-06, 4.87e-06, 1.60e-06, 1.77e-07, 3.52e-08, 3.87e-08, 1.43e-07, 1.75e-06, 4.21e-06, 3.30e-06, 1.83e-06, 0.00e+00, 1.17e-08, 1.86e-08, 2.81e-08, 2.59e-08, 7.01e-09, 1.73e-07, 4.69e-08] []
373800 [3.36e-06, 6.81e-06, 2.89e-06, 3.87e-06, 4.67e-06, 1.89e-06, 1.96e-07, 2.60e-09, 8.24e-10, 5.10e-10, 1.14e-06, 2.50e-06, 1.95e-06, 5.66e-08, 3.69e-12, 6.34e-09, 5.80e-09, 5.31e-09, 7.85e-10, 4.97e-11, 6.33e-09, 4.65e-10] [3.36e-06, 6.81e-06, 2.89e-06, 3.87e-06, 4.67e-06, 1.89e-06, 1.96e-07, 2.60e-09, 8.24e-10, 5.10e-10, 1.14e-06, 2.50e-06, 1.95e-06, 5.66e-08, 3.69e-12, 6.34e-09, 5.80e-09, 5.31e-09, 7.85e-10, 4.97e-11, 6.33e-09, 4.65e-10] []
373900 [6.88e-06, 6.64e-06, 2.67e-06, 3.76e-06, 4.28e-06, 2.73e-06, 2.93e-07, 4.23e-05, 2.51e-05, 1.10e-05, 4.24e-05, 1.23e-04, 8.12e-05, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-07, 5.21e-05, 1.87e-06] [6.88e-06, 6.64e-06, 2.67e-06, 3.76e-06, 4.28e-06, 2.73e-06, 2.93e-07, 4.23e-05, 2.51e-05, 1.10e-05, 4.24e-05, 1.23e-04, 8.12e-05, 6.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-07, 5.21e-05, 1.87e-06] []
374000 [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10] [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.502122 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
374000 [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10] [3.16e-06, 6.75e-06, 2.85e-06, 3.86e-06, 4.59e-06, 1.85e-06, 2.15e-07, 1.21e-08, 1.16e-10, 2.44e-09, 1.06e-06, 2.41e-06, 1.85e-06, 9.84e-08, 0.00e+00, 4.03e-09, 3.02e-09, 3.47e-09, 0.00e+00, 6.34e-13, 4.93e-08, 9.43e-10] []
374100 [5.14e-06, 6.69e-06, 2.51e-06, 3.67e-06, 3.90e-06, 1.65e-06, 2.09e-07, 1.59e-08, 3.48e-08, 9.96e-06, 1.24e-05, 2.60e-05, 6.78e-05, 1.16e-04, 0.00e+00, 9.53e-09, 0.00e+00, 0.00e+00, 3.05e-09, 3.39e-10, 1.89e-08, 1.45e-09] [5.14e-06, 6.69e-06, 2.51e-06, 3.67e-06, 3.90e-06, 1.65e-06, 2.09e-07, 1.59e-08, 3.48e-08, 9.96e-06, 1.24e-05, 2.60e-05, 6.78e-05, 1.16e-04, 0.00e+00, 9.53e-09, 0.00e+00, 0.00e+00, 3.05e-09, 3.39e-10, 1.89e-08, 1.45e-09] []
374200 [3.57e-06, 7.00e-06, 2.81e-06, 3.94e-06, 4.59e-06, 1.82e-06, 2.18e-07, 4.89e-09, 3.25e-11, 5.51e-10, 1.31e-06, 2.94e-06, 2.26e-06, 6.85e-08, 0.00e+00, 3.63e-09, 2.70e-09, 5.08e-09, 1.35e-10, 5.16e-13, 3.74e-09, 4.20e-10] [3.57e-06, 7.00e-06, 2.81e-06, 3.94e-06, 4.59e-06, 1.82e-06, 2.18e-07, 4.89e-09, 3.25e-11, 5.51e-10, 1.31e-06, 2.94e-06, 2.26e-06, 6.85e-08, 0.00e+00, 3.63e-09, 2.70e-09, 5.08e-09, 1.35e-10, 5.16e-13, 3.74e-09, 4.20e-10] []
374300 [3.01e-06, 6.55e-06, 2.84e-06, 3.92e-06, 4.35e-06, 2.06e-06, 2.40e-07, 3.48e-09, 4.30e-10, 2.87e-09, 1.05e-06, 2.15e-06, 1.64e-06, 1.50e-07, 4.69e-11, 4.67e-09, 3.89e-09, 2.55e-09, 0.00e+00, 0.00e+00, 1.54e-08, 1.12e-09] [3.01e-06, 6.55e-06, 2.84e-06, 3.92e-06, 4.35e-06, 2.06e-06, 2.40e-07, 3.48e-09, 4.30e-10, 2.87e-09, 1.05e-06, 2.15e-06, 1.64e-06, 1.50e-07, 4.69e-11, 4.67e-09, 3.89e-09, 2.55e-09, 0.00e+00, 0.00e+00, 1.54e-08, 1.12e-09] []
374400 [3.78e-06, 7.37e-06, 2.63e-06, 3.77e-06, 4.51e-06, 1.63e-06, 1.97e-07, 3.50e-09, 7.44e-09, 2.83e-07, 8.60e-06, 9.41e-06, 1.49e-05, 2.81e-07, 0.00e+00, 1.72e-09, 6.90e-08, 4.14e-08, 1.90e-08, 1.85e-08, 1.24e-07, 1.16e-07] [3.78e-06, 7.37e-06, 2.63e-06, 3.77e-06, 4.51e-06, 1.63e-06, 1.97e-07, 3.50e-09, 7.44e-09, 2.83e-07, 8.60e-06, 9.41e-06, 1.49e-05, 2.81e-07, 0.00e+00, 1.72e-09, 6.90e-08, 4.14e-08, 1.90e-08, 1.85e-08, 1.24e-07, 1.16e-07] []
374500 [3.22e-06, 6.73e-06, 2.81e-06, 3.93e-06, 4.39e-06, 1.85e-06, 2.08e-07, 1.35e-09, 9.98e-10, 9.28e-10, 1.13e-06, 2.42e-06, 1.88e-06, 6.16e-08, 1.59e-11, 5.73e-09, 4.68e-09, 4.49e-09, 0.00e+00, 0.00e+00, 1.40e-08, 1.57e-09] [3.22e-06, 6.73e-06, 2.81e-06, 3.93e-06, 4.39e-06, 1.85e-06, 2.08e-07, 1.35e-09, 9.98e-10, 9.28e-10, 1.13e-06, 2.42e-06, 1.88e-06, 6.16e-08, 1.59e-11, 5.73e-09, 4.68e-09, 4.49e-09, 0.00e+00, 0.00e+00, 1.40e-08, 1.57e-09] []
374600 [9.16e-06, 6.71e-06, 2.78e-06, 4.28e-06, 4.09e-06, 2.26e-06, 6.62e-07, 4.21e-06, 7.10e-06, 1.40e-08, 2.82e-05, 2.82e-05, 1.29e-04, 2.61e-04, 1.16e-06, 1.53e-06, 6.83e-07, 1.55e-06, 9.68e-07, 6.96e-06, 5.67e-06, 3.05e-05] [9.16e-06, 6.71e-06, 2.78e-06, 4.28e-06, 4.09e-06, 2.26e-06, 6.62e-07, 4.21e-06, 7.10e-06, 1.40e-08, 2.82e-05, 2.82e-05, 1.29e-04, 2.61e-04, 1.16e-06, 1.53e-06, 6.83e-07, 1.55e-06, 9.68e-07, 6.96e-06, 5.67e-06, 3.05e-05] []
374700 [3.04e-06, 6.65e-06, 2.78e-06, 3.89e-06, 4.33e-06, 1.82e-06, 2.32e-07, 1.55e-08, 4.33e-09, 1.99e-10, 1.04e-06, 2.18e-06, 1.77e-06, 7.26e-08, 3.10e-11, 8.17e-09, 5.58e-09, 6.39e-09, 4.24e-10, 0.00e+00, 3.71e-09, 1.50e-09] [3.04e-06, 6.65e-06, 2.78e-06, 3.89e-06, 4.33e-06, 1.82e-06, 2.32e-07, 1.55e-08, 4.33e-09, 1.99e-10, 1.04e-06, 2.18e-06, 1.77e-06, 7.26e-08, 3.10e-11, 8.17e-09, 5.58e-09, 6.39e-09, 4.24e-10, 0.00e+00, 3.71e-09, 1.50e-09] []
374800 [1.03e-05, 6.81e-06, 2.61e-06, 3.86e-06, 4.56e-06, 1.71e-06, 3.44e-07, 1.13e-05, 2.52e-07, 1.09e-06, 8.77e-05, 1.46e-04, 9.43e-05, 1.03e-04, 1.78e-06, 3.57e-06, 9.86e-08, 2.61e-07, 6.16e-08, 5.81e-09, 3.36e-07, 3.60e-08] [1.03e-05, 6.81e-06, 2.61e-06, 3.86e-06, 4.56e-06, 1.71e-06, 3.44e-07, 1.13e-05, 2.52e-07, 1.09e-06, 8.77e-05, 1.46e-04, 9.43e-05, 1.03e-04, 1.78e-06, 3.57e-06, 9.86e-08, 2.61e-07, 6.16e-08, 5.81e-09, 3.36e-07, 3.60e-08] []
374900 [3.38e-06, 6.86e-06, 2.75e-06, 3.94e-06, 4.33e-06, 1.82e-06, 2.29e-07, 2.13e-11, 1.23e-09, 1.87e-10, 1.28e-06, 2.73e-06, 2.10e-06, 5.59e-08, 0.00e+00, 5.38e-09, 2.84e-09, 6.08e-09, 0.00e+00, 3.40e-10, 3.34e-08, 2.11e-09] [3.38e-06, 6.86e-06, 2.75e-06, 3.94e-06, 4.33e-06, 1.82e-06, 2.29e-07, 2.13e-11, 1.23e-09, 1.87e-10, 1.28e-06, 2.73e-06, 2.10e-06, 5.59e-08, 0.00e+00, 5.38e-09, 2.84e-09, 6.08e-09, 0.00e+00, 3.40e-10, 3.34e-08, 2.11e-09] []
375000 [2.84e-06, 6.41e-06, 2.78e-06, 3.98e-06, 4.06e-06, 2.06e-06, 2.52e-07, 4.55e-08, 4.26e-11, 5.17e-10, 1.02e-06, 1.91e-06, 1.50e-06, 5.17e-08, 1.81e-10, 7.44e-09, 5.90e-09, 4.64e-09, 3.15e-09, 9.62e-12, 2.00e-08, 2.91e-10] [2.84e-06, 6.41e-06, 2.78e-06, 3.98e-06, 4.06e-06, 2.06e-06, 2.52e-07, 4.55e-08, 4.26e-11, 5.17e-10, 1.02e-06, 1.91e-06, 1.50e-06, 5.17e-08, 1.81e-10, 7.44e-09, 5.90e-09, 4.64e-09, 3.15e-09, 9.62e-12, 2.00e-08, 2.91e-10] []
375100 [5.46e-06, 7.51e-06, 2.73e-06, 3.86e-06, 4.55e-06, 1.55e-06, 2.39e-07, 7.21e-07, 4.59e-07, 4.86e-07, 3.40e-06, 6.46e-06, 1.53e-05, 3.23e-05, 3.19e-08, 1.76e-07, 2.85e-07, 4.40e-07, 3.06e-07, 0.00e+00, 1.91e-06, 5.34e-07] [5.46e-06, 7.51e-06, 2.73e-06, 3.86e-06, 4.55e-06, 1.55e-06, 2.39e-07, 7.21e-07, 4.59e-07, 4.86e-07, 3.40e-06, 6.46e-06, 1.53e-05, 3.23e-05, 3.19e-08, 1.76e-07, 2.85e-07, 4.40e-07, 3.06e-07, 0.00e+00, 1.91e-06, 5.34e-07] []
375200 [3.34e-06, 6.72e-06, 2.76e-06, 4.00e-06, 4.13e-06, 1.79e-06, 2.05e-07, 5.54e-10, 6.73e-10, 4.27e-10, 1.20e-06, 2.30e-06, 1.77e-06, 5.69e-08, 4.85e-11, 5.80e-09, 3.89e-09, 4.85e-09, 0.00e+00, 5.21e-11, 1.83e-08, 5.12e-10] [3.34e-06, 6.72e-06, 2.76e-06, 4.00e-06, 4.13e-06, 1.79e-06, 2.05e-07, 5.54e-10, 6.73e-10, 4.27e-10, 1.20e-06, 2.30e-06, 1.77e-06, 5.69e-08, 4.85e-11, 5.80e-09, 3.89e-09, 4.85e-09, 0.00e+00, 5.21e-11, 1.83e-08, 5.12e-10] []
375300 [2.87e-06, 6.33e-06, 2.79e-06, 4.02e-06, 3.91e-06, 2.01e-06, 2.33e-07, 1.40e-09, 9.98e-08, 3.01e-10, 9.97e-07, 1.69e-06, 1.33e-06, 4.93e-08, 3.98e-10, 8.69e-09, 6.69e-09, 5.22e-09, 6.29e-11, 1.08e-08, 3.36e-09, 7.22e-08] [2.87e-06, 6.33e-06, 2.79e-06, 4.02e-06, 3.91e-06, 2.01e-06, 2.33e-07, 1.40e-09, 9.98e-08, 3.01e-10, 9.97e-07, 1.69e-06, 1.33e-06, 4.93e-08, 3.98e-10, 8.69e-09, 6.69e-09, 5.22e-09, 6.29e-11, 1.08e-08, 3.36e-09, 7.22e-08] []
375400 [1.36e-05, 8.31e-06, 3.56e-06, 5.83e-06, 4.59e-06, 3.18e-06, 5.06e-07, 5.55e-06, 2.27e-07, 1.54e-05, 3.17e-05, 1.87e-04, 2.52e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-08, 1.59e-05, 8.32e-08] [1.36e-05, 8.31e-06, 3.56e-06, 5.83e-06, 4.59e-06, 3.18e-06, 5.06e-07, 5.55e-06, 2.27e-07, 1.54e-05, 3.17e-05, 1.87e-04, 2.52e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.27e-08, 1.59e-05, 8.32e-08] []
375500 [3.43e-06, 7.04e-06, 2.66e-06, 3.92e-06, 4.41e-06, 1.59e-06, 2.39e-07, 1.36e-08, 2.54e-07, 4.22e-08, 3.30e-06, 5.85e-06, 6.16e-06, 1.02e-07, 0.00e+00, 1.47e-09, 0.00e+00, 5.15e-09, 7.41e-11, 0.00e+00, 6.63e-08, 3.08e-07] [3.43e-06, 7.04e-06, 2.66e-06, 3.92e-06, 4.41e-06, 1.59e-06, 2.39e-07, 1.36e-08, 2.54e-07, 4.22e-08, 3.30e-06, 5.85e-06, 6.16e-06, 1.02e-07, 0.00e+00, 1.47e-09, 0.00e+00, 5.15e-09, 7.41e-11, 0.00e+00, 6.63e-08, 3.08e-07] []
375600 [2.74e-06, 6.38e-06, 2.73e-06, 3.89e-06, 3.95e-06, 1.92e-06, 2.55e-07, 3.30e-09, 2.09e-09, 4.01e-10, 1.01e-06, 1.91e-06, 1.50e-06, 5.18e-08, 1.25e-11, 5.93e-09, 4.31e-09, 4.71e-09, 0.00e+00, 0.00e+00, 1.07e-08, 3.06e-09] [2.74e-06, 6.38e-06, 2.73e-06, 3.89e-06, 3.95e-06, 1.92e-06, 2.55e-07, 3.30e-09, 2.09e-09, 4.01e-10, 1.01e-06, 1.91e-06, 1.50e-06, 5.18e-08, 1.25e-11, 5.93e-09, 4.31e-09, 4.71e-09, 0.00e+00, 0.00e+00, 1.07e-08, 3.06e-09] []
375700 [1.38e-05, 8.18e-06, 2.94e-06, 5.08e-06, 5.85e-06, 3.35e-06, 6.09e-07, 3.72e-07, 7.00e-07, 7.93e-05, 3.99e-05, 2.07e-04, 1.21e-04, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-08, 0.00e+00, 3.14e-07, 6.10e-07] [1.38e-05, 8.18e-06, 2.94e-06, 5.08e-06, 5.85e-06, 3.35e-06, 6.09e-07, 3.72e-07, 7.00e-07, 7.93e-05, 3.99e-05, 2.07e-04, 1.21e-04, 9.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.40e-08, 0.00e+00, 3.14e-07, 6.10e-07] []
375800 [3.03e-06, 6.66e-06, 2.69e-06, 3.85e-06, 4.04e-06, 1.70e-06, 2.18e-07, 1.89e-09, 4.84e-10, 3.47e-09, 1.18e-06, 2.31e-06, 1.79e-06, 7.47e-08, 0.00e+00, 4.09e-09, 2.32e-09, 5.99e-09, 1.73e-13, 2.76e-11, 1.07e-08, 3.61e-10] [3.03e-06, 6.66e-06, 2.69e-06, 3.85e-06, 4.04e-06, 1.70e-06, 2.18e-07, 1.89e-09, 4.84e-10, 3.47e-09, 1.18e-06, 2.31e-06, 1.79e-06, 7.47e-08, 0.00e+00, 4.09e-09, 2.32e-09, 5.99e-09, 1.73e-13, 2.76e-11, 1.07e-08, 3.61e-10] []
375900 [2.54e-06, 6.20e-06, 2.75e-06, 3.94e-06, 3.75e-06, 1.94e-06, 2.44e-07, 4.63e-09, 4.13e-10, 2.62e-09, 9.47e-07, 1.65e-06, 1.25e-06, 1.53e-07, 1.41e-10, 4.38e-09, 2.96e-09, 2.16e-09, 0.00e+00, 2.88e-14, 1.56e-08, 4.72e-10] [2.54e-06, 6.20e-06, 2.75e-06, 3.94e-06, 3.75e-06, 1.94e-06, 2.44e-07, 4.63e-09, 4.13e-10, 2.62e-09, 9.47e-07, 1.65e-06, 1.25e-06, 1.53e-07, 1.41e-10, 4.38e-09, 2.96e-09, 2.16e-09, 0.00e+00, 2.88e-14, 1.56e-08, 4.72e-10] []
376000 [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07] [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.331803 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
376000 [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07] [3.60e-06, 7.12e-06, 2.47e-06, 3.32e-06, 4.47e-06, 1.79e-06, 2.51e-07, 2.08e-06, 1.96e-07, 4.72e-06, 1.72e-05, 1.59e-05, 1.08e-05, 2.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.42e-09, 0.00e+00, 1.35e-07, 7.85e-07, 7.43e-07] []
376100 [2.81e-06, 6.38e-06, 2.71e-06, 3.87e-06, 3.81e-06, 1.87e-06, 2.25e-07, 6.06e-09, 9.23e-12, 3.57e-10, 1.09e-06, 2.04e-06, 1.60e-06, 4.79e-08, 8.94e-11, 5.96e-09, 3.37e-09, 4.43e-09, 3.67e-12, 5.03e-14, 6.21e-09, 6.59e-10] [2.81e-06, 6.38e-06, 2.71e-06, 3.87e-06, 3.81e-06, 1.87e-06, 2.25e-07, 6.06e-09, 9.23e-12, 3.57e-10, 1.09e-06, 2.04e-06, 1.60e-06, 4.79e-08, 8.94e-11, 5.96e-09, 3.37e-09, 4.43e-09, 3.67e-12, 5.03e-14, 6.21e-09, 6.59e-10] []
376200 [3.35e-05, 1.06e-05, 2.48e-06, 8.37e-06, 6.78e-06, 3.98e-06, 6.51e-07, 3.66e-04, 2.20e-04, 8.36e-05, 1.78e-04, 6.48e-04, 8.02e-04, 3.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-04, 4.52e-04] [3.35e-05, 1.06e-05, 2.48e-06, 8.37e-06, 6.78e-06, 3.98e-06, 6.51e-07, 3.66e-04, 2.20e-04, 8.36e-05, 1.78e-04, 6.48e-04, 8.02e-04, 3.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-04, 4.52e-04] []
376300 [3.15e-06, 6.72e-06, 2.70e-06, 3.80e-06, 3.94e-06, 1.56e-06, 1.58e-07, 2.46e-07, 4.34e-08, 1.04e-08, 1.34e-06, 2.50e-06, 1.95e-06, 1.06e-07, 0.00e+00, 2.86e-09, 1.22e-09, 6.70e-09, 1.34e-09, 3.46e-09, 2.99e-07, 2.32e-08] [3.15e-06, 6.72e-06, 2.70e-06, 3.80e-06, 3.94e-06, 1.56e-06, 1.58e-07, 2.46e-07, 4.34e-08, 1.04e-08, 1.34e-06, 2.50e-06, 1.95e-06, 1.06e-07, 0.00e+00, 2.86e-09, 1.22e-09, 6.70e-09, 1.34e-09, 3.46e-09, 2.99e-07, 2.32e-08] []
376400 [2.60e-06, 6.15e-06, 2.76e-06, 3.93e-06, 3.60e-06, 1.81e-06, 1.84e-07, 3.95e-10, 3.57e-10, 2.60e-10, 9.91e-07, 1.63e-06, 1.29e-06, 4.35e-08, 3.71e-10, 7.99e-09, 5.52e-09, 4.99e-09, 1.35e-10, 2.19e-11, 3.42e-09, 2.49e-10] [2.60e-06, 6.15e-06, 2.76e-06, 3.93e-06, 3.60e-06, 1.81e-06, 1.84e-07, 3.95e-10, 3.57e-10, 2.60e-10, 9.91e-07, 1.63e-06, 1.29e-06, 4.35e-08, 3.71e-10, 7.99e-09, 5.52e-09, 4.99e-09, 1.35e-10, 2.19e-11, 3.42e-09, 2.49e-10] []
376500 [6.82e-06, 6.03e-06, 2.41e-06, 5.29e-06, 2.41e-06, 2.58e-06, 1.08e-06, 5.03e-05, 1.30e-06, 1.72e-05, 9.69e-05, 1.89e-04, 1.85e-04, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.07e-07, 2.98e-05, 5.92e-07] [6.82e-06, 6.03e-06, 2.41e-06, 5.29e-06, 2.41e-06, 2.58e-06, 1.08e-06, 5.03e-05, 1.30e-06, 1.72e-05, 9.69e-05, 1.89e-04, 1.85e-04, 1.39e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-06, 1.07e-07, 2.98e-05, 5.92e-07] []
376600 [2.97e-06, 6.23e-06, 2.75e-06, 3.78e-06, 3.70e-06, 1.91e-06, 2.31e-07, 1.20e-10, 1.00e-09, 2.34e-10, 1.24e-06, 1.86e-06, 1.46e-06, 1.19e-07, 0.00e+00, 4.63e-09, 3.24e-09, 7.64e-09, 5.15e-10, 2.26e-10, 6.27e-09, 1.37e-09] [2.97e-06, 6.23e-06, 2.75e-06, 3.78e-06, 3.70e-06, 1.91e-06, 2.31e-07, 1.20e-10, 1.00e-09, 2.34e-10, 1.24e-06, 1.86e-06, 1.46e-06, 1.19e-07, 0.00e+00, 4.63e-09, 3.24e-09, 7.64e-09, 5.15e-10, 2.26e-10, 6.27e-09, 1.37e-09] []
376700 [2.38e-06, 5.89e-06, 2.66e-06, 3.85e-06, 3.46e-06, 2.05e-06, 2.29e-07, 3.58e-08, 1.00e-04, 9.47e-11, 1.03e-06, 1.57e-06, 1.20e-06, 1.37e-07, 2.83e-10, 2.92e-09, 6.43e-10, 8.23e-10, 0.00e+00, 0.00e+00, 1.21e-07, 1.27e-04] [2.38e-06, 5.89e-06, 2.66e-06, 3.85e-06, 3.46e-06, 2.05e-06, 2.29e-07, 3.58e-08, 1.00e-04, 9.47e-11, 1.03e-06, 1.57e-06, 1.20e-06, 1.37e-07, 2.83e-10, 2.92e-09, 6.43e-10, 8.23e-10, 0.00e+00, 0.00e+00, 1.21e-07, 1.27e-04] []
376800 [3.07e-06, 6.65e-06, 2.54e-06, 3.36e-06, 3.84e-06, 1.64e-06, 2.53e-07, 4.10e-06, 2.27e-07, 1.39e-06, 3.47e-06, 1.26e-05, 1.37e-05, 5.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-08, 6.17e-06, 1.25e-07] [3.07e-06, 6.65e-06, 2.54e-06, 3.36e-06, 3.84e-06, 1.64e-06, 2.53e-07, 4.10e-06, 2.27e-07, 1.39e-06, 3.47e-06, 1.26e-05, 1.37e-05, 5.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.95e-08, 6.17e-06, 1.25e-07] []
376900 [2.29e-06, 5.97e-06, 2.69e-06, 3.67e-06, 3.55e-06, 1.74e-06, 2.67e-07, 7.47e-09, 6.76e-10, 1.44e-09, 9.07e-07, 1.64e-06, 1.28e-06, 8.31e-08, 0.00e+00, 3.35e-09, 2.05e-09, 3.14e-09, 0.00e+00, 0.00e+00, 1.69e-08, 1.22e-09] [2.29e-06, 5.97e-06, 2.69e-06, 3.67e-06, 3.55e-06, 1.74e-06, 2.67e-07, 7.47e-09, 6.76e-10, 1.44e-09, 9.07e-07, 1.64e-06, 1.28e-06, 8.31e-08, 0.00e+00, 3.35e-09, 2.05e-09, 3.14e-09, 0.00e+00, 0.00e+00, 1.69e-08, 1.22e-09] []
377000 [3.71e-06, 7.07e-06, 2.49e-06, 3.04e-06, 4.90e-06, 1.65e-06, 3.46e-07, 6.82e-07, 6.20e-08, 9.33e-07, 2.35e-05, 1.47e-05, 2.73e-05, 1.52e-06, 0.00e+00, 8.89e-08, 7.66e-08, 1.05e-07, 3.41e-07, 0.00e+00, 2.14e-06, 8.28e-08] [3.71e-06, 7.07e-06, 2.49e-06, 3.04e-06, 4.90e-06, 1.65e-06, 3.46e-07, 6.82e-07, 6.20e-08, 9.33e-07, 2.35e-05, 1.47e-05, 2.73e-05, 1.52e-06, 0.00e+00, 8.89e-08, 7.66e-08, 1.05e-07, 3.41e-07, 0.00e+00, 2.14e-06, 8.28e-08] []
377100 [2.56e-06, 6.07e-06, 2.68e-06, 3.72e-06, 3.49e-06, 1.78e-06, 2.63e-07, 7.76e-09, 4.40e-11, 2.25e-10, 1.13e-06, 1.95e-06, 1.53e-06, 4.22e-08, 1.13e-10, 4.76e-09, 2.65e-09, 4.79e-09, 0.00e+00, 1.17e-11, 3.08e-08, 2.62e-10] [2.56e-06, 6.07e-06, 2.68e-06, 3.72e-06, 3.49e-06, 1.78e-06, 2.63e-07, 7.76e-09, 4.40e-11, 2.25e-10, 1.13e-06, 1.95e-06, 1.53e-06, 4.22e-08, 1.13e-10, 4.76e-09, 2.65e-09, 4.79e-09, 0.00e+00, 1.17e-11, 3.08e-08, 2.62e-10] []
377200 [3.07e-06, 6.32e-06, 2.88e-06, 4.14e-06, 3.30e-06, 2.26e-06, 2.74e-07, 2.98e-06, 5.74e-09, 3.07e-06, 5.41e-06, 3.14e-05, 3.37e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-06, 3.03e-08] [3.07e-06, 6.32e-06, 2.88e-06, 4.14e-06, 3.30e-06, 2.26e-06, 2.74e-07, 2.98e-06, 5.74e-09, 3.07e-06, 5.41e-06, 3.14e-05, 3.37e-05, 1.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-06, 3.03e-08] []
377300 [2.79e-06, 6.37e-06, 2.61e-06, 3.47e-06, 3.73e-06, 1.50e-06, 2.25e-07, 1.06e-08, 4.01e-11, 9.89e-09, 1.86e-06, 2.71e-06, 3.25e-06, 3.81e-07, 0.00e+00, 5.82e-09, 1.25e-08, 2.86e-08, 7.24e-11, 4.36e-11, 5.11e-09, 3.66e-10] [2.79e-06, 6.37e-06, 2.61e-06, 3.47e-06, 3.73e-06, 1.50e-06, 2.25e-07, 1.06e-08, 4.01e-11, 9.89e-09, 1.86e-06, 2.71e-06, 3.25e-06, 3.81e-07, 0.00e+00, 5.82e-09, 1.25e-08, 2.86e-08, 7.24e-11, 4.36e-11, 5.11e-09, 3.66e-10] []
377400 [2.23e-06, 5.71e-06, 2.72e-06, 3.70e-06, 3.30e-06, 1.70e-06, 2.43e-07, 7.92e-09, 5.69e-10, 3.53e-10, 9.69e-07, 1.65e-06, 1.31e-06, 4.13e-08, 4.26e-10, 5.69e-09, 3.38e-09, 3.40e-09, 0.00e+00, 0.00e+00, 3.78e-08, 1.30e-09] [2.23e-06, 5.71e-06, 2.72e-06, 3.70e-06, 3.30e-06, 1.70e-06, 2.43e-07, 7.92e-09, 5.69e-10, 3.53e-10, 9.69e-07, 1.65e-06, 1.31e-06, 4.13e-08, 4.26e-10, 5.69e-09, 3.38e-09, 3.40e-09, 0.00e+00, 0.00e+00, 3.78e-08, 1.30e-09] []
377500 [1.97e-05, 8.53e-06, 4.25e-06, 6.46e-06, 3.95e-06, 7.07e-06, 2.21e-06, 2.05e-04, 3.58e-05, 2.82e-05, 1.30e-04, 4.19e-04, 1.90e-04, 1.49e-03, 1.13e-05, 1.45e-05, 1.49e-06, 2.41e-06, 1.55e-05, 0.00e+00, 7.85e-05, 2.89e-05] [1.97e-05, 8.53e-06, 4.25e-06, 6.46e-06, 3.95e-06, 7.07e-06, 2.21e-06, 2.05e-04, 3.58e-05, 2.82e-05, 1.30e-04, 4.19e-04, 1.90e-04, 1.49e-03, 1.13e-05, 1.45e-05, 1.49e-06, 2.41e-06, 1.55e-05, 0.00e+00, 7.85e-05, 2.89e-05] []
377600 [2.85e-06, 6.13e-06, 2.65e-06, 3.53e-06, 3.47e-06, 1.46e-06, 2.21e-07, 2.24e-08, 7.88e-10, 8.14e-10, 1.36e-06, 2.36e-06, 1.87e-06, 8.35e-08, 0.00e+00, 6.11e-09, 3.20e-09, 8.99e-09, 1.11e-09, 3.67e-11, 1.02e-08, 3.61e-10] [2.85e-06, 6.13e-06, 2.65e-06, 3.53e-06, 3.47e-06, 1.46e-06, 2.21e-07, 2.24e-08, 7.88e-10, 8.14e-10, 1.36e-06, 2.36e-06, 1.87e-06, 8.35e-08, 0.00e+00, 6.11e-09, 3.20e-09, 8.99e-09, 1.11e-09, 3.67e-11, 1.02e-08, 3.61e-10] []
377700 [2.19e-06, 5.54e-06, 2.74e-06, 3.74e-06, 3.15e-06, 1.63e-06, 2.43e-07, 5.49e-09, 2.47e-10, 2.53e-10, 9.74e-07, 1.54e-06, 1.23e-06, 3.59e-08, 7.54e-10, 6.89e-09, 4.48e-09, 4.04e-09, 1.27e-09, 8.91e-11, 1.09e-08, 6.14e-10] [2.19e-06, 5.54e-06, 2.74e-06, 3.74e-06, 3.15e-06, 1.63e-06, 2.43e-07, 5.49e-09, 2.47e-10, 2.53e-10, 9.74e-07, 1.54e-06, 1.23e-06, 3.59e-08, 7.54e-10, 6.89e-09, 4.48e-09, 4.04e-09, 1.27e-09, 8.91e-11, 1.09e-08, 6.14e-10] []
377800 [1.89e-06, 5.25e-06, 2.78e-06, 3.75e-06, 3.05e-06, 1.70e-06, 2.71e-07, 2.50e-09, 8.96e-09, 8.44e-12, 8.64e-07, 1.22e-06, 9.84e-07, 3.54e-08, 1.36e-09, 8.55e-09, 5.03e-09, 4.45e-09, 0.00e+00, 1.06e-09, 1.89e-08, 7.13e-09] [1.89e-06, 5.25e-06, 2.78e-06, 3.75e-06, 3.05e-06, 1.70e-06, 2.71e-07, 2.50e-09, 8.96e-09, 8.44e-12, 8.64e-07, 1.22e-06, 9.84e-07, 3.54e-08, 1.36e-09, 8.55e-09, 5.03e-09, 4.45e-09, 0.00e+00, 1.06e-09, 1.89e-08, 7.13e-09] []
377900 [2.98e-06, 5.63e-06, 2.74e-06, 3.21e-06, 3.57e-06, 1.57e-06, 3.16e-07, 1.54e-06, 1.07e-07, 9.85e-07, 2.52e-06, 3.07e-06, 4.47e-06, 2.94e-06, 0.00e+00, 6.19e-08, 3.03e-08, 5.24e-08, 0.00e+00, 3.43e-08, 1.90e-06, 2.08e-07] [2.98e-06, 5.63e-06, 2.74e-06, 3.21e-06, 3.57e-06, 1.57e-06, 3.16e-07, 1.54e-06, 1.07e-07, 9.85e-07, 2.52e-06, 3.07e-06, 4.47e-06, 2.94e-06, 0.00e+00, 6.19e-08, 3.03e-08, 5.24e-08, 0.00e+00, 3.43e-08, 1.90e-06, 2.08e-07] []
378000 [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10] [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.849507 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
378000 [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10] [2.12e-06, 5.29e-06, 2.78e-06, 3.62e-06, 3.11e-06, 1.70e-06, 2.95e-07, 4.94e-09, 1.16e-10, 2.22e-10, 9.96e-07, 1.50e-06, 1.21e-06, 3.47e-08, 2.57e-10, 4.80e-09, 2.83e-09, 4.23e-09, 0.00e+00, 6.37e-12, 1.64e-08, 1.55e-10] []
378100 [1.79e-06, 5.05e-06, 2.80e-06, 3.65e-06, 2.98e-06, 1.72e-06, 3.04e-07, 1.17e-08, 2.14e-11, 1.11e-09, 8.56e-07, 1.27e-06, 1.01e-06, 7.86e-08, 5.12e-10, 4.23e-09, 2.27e-09, 1.93e-09, 0.00e+00, 1.07e-11, 2.44e-08, 1.88e-10] [1.79e-06, 5.05e-06, 2.80e-06, 3.65e-06, 2.98e-06, 1.72e-06, 3.04e-07, 1.17e-08, 2.14e-11, 1.11e-09, 8.56e-07, 1.27e-06, 1.01e-06, 7.86e-08, 5.12e-10, 4.23e-09, 2.27e-09, 1.93e-09, 0.00e+00, 1.07e-11, 2.44e-08, 1.88e-10] []
378200 [2.90e-06, 5.74e-06, 2.55e-06, 3.07e-06, 3.60e-06, 1.27e-06, 2.64e-07, 2.51e-07, 4.84e-08, 7.66e-08, 3.17e-06, 3.99e-06, 3.07e-06, 1.50e-07, 3.04e-10, 2.22e-08, 7.19e-09, 1.08e-08, 8.10e-09, 0.00e+00, 5.78e-08, 5.72e-08] [2.90e-06, 5.74e-06, 2.55e-06, 3.07e-06, 3.60e-06, 1.27e-06, 2.64e-07, 2.51e-07, 4.84e-08, 7.66e-08, 3.17e-06, 3.99e-06, 3.07e-06, 1.50e-07, 3.04e-10, 2.22e-08, 7.19e-09, 1.08e-08, 8.10e-09, 0.00e+00, 5.78e-08, 5.72e-08] []
378300 [1.95e-06, 5.12e-06, 2.71e-06, 3.33e-06, 3.08e-06, 1.50e-06, 2.76e-07, 4.34e-10, 1.88e-10, 8.06e-10, 9.93e-07, 1.65e-06, 1.36e-06, 3.48e-08, 8.15e-11, 3.56e-09, 2.40e-09, 4.13e-09, 1.50e-10, 0.00e+00, 4.60e-09, 1.08e-09] [1.95e-06, 5.12e-06, 2.71e-06, 3.33e-06, 3.08e-06, 1.50e-06, 2.76e-07, 4.34e-10, 1.88e-10, 8.06e-10, 9.93e-07, 1.65e-06, 1.36e-06, 3.48e-08, 8.15e-11, 3.56e-09, 2.40e-09, 4.13e-09, 1.50e-10, 0.00e+00, 4.60e-09, 1.08e-09] []
378400 [8.35e-06, 6.52e-06, 3.48e-06, 2.50e-06, 4.31e-06, 1.36e-06, 3.47e-07, 4.97e-09, 2.03e-08, 1.59e-05, 1.37e-05, 1.87e-05, 1.15e-04, 2.44e-04, 7.81e-07, 3.19e-07, 3.15e-06, 2.89e-06, 8.27e-08, 1.11e-10, 5.41e-07, 7.08e-07] [8.35e-06, 6.52e-06, 3.48e-06, 2.50e-06, 4.31e-06, 1.36e-06, 3.47e-07, 4.97e-09, 2.03e-08, 1.59e-05, 1.37e-05, 1.87e-05, 1.15e-04, 2.44e-04, 7.81e-07, 3.19e-07, 3.15e-06, 2.89e-06, 8.27e-08, 1.11e-10, 5.41e-07, 7.08e-07] []
378500 [2.02e-06, 5.05e-06, 2.68e-06, 3.24e-06, 2.99e-06, 1.38e-06, 2.61e-07, 1.21e-08, 1.91e-09, 1.76e-09, 1.08e-06, 1.81e-06, 1.46e-06, 3.78e-08, 8.23e-11, 3.32e-09, 1.88e-09, 4.11e-09, 1.89e-11, 5.45e-11, 1.09e-08, 4.07e-10] [2.02e-06, 5.05e-06, 2.68e-06, 3.24e-06, 2.99e-06, 1.38e-06, 2.61e-07, 1.21e-08, 1.91e-09, 1.76e-09, 1.08e-06, 1.81e-06, 1.46e-06, 3.78e-08, 8.23e-11, 3.32e-09, 1.88e-09, 4.11e-09, 1.89e-11, 5.45e-11, 1.09e-08, 4.07e-10] []
378600 [1.49e-06, 4.73e-06, 2.77e-06, 3.40e-06, 2.76e-06, 1.47e-06, 2.79e-07, 1.79e-07, 2.38e-07, 1.51e-07, 1.10e-06, 3.00e-06, 3.35e-06, 9.05e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 3.07e-07] [1.49e-06, 4.73e-06, 2.77e-06, 3.40e-06, 2.76e-06, 1.47e-06, 2.79e-07, 1.79e-07, 2.38e-07, 1.51e-07, 1.10e-06, 3.00e-06, 3.35e-06, 9.05e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 3.07e-07] []
378700 [2.38e-06, 5.01e-06, 2.80e-06, 3.17e-06, 3.08e-06, 1.38e-06, 3.20e-07, 4.25e-07, 6.18e-08, 1.99e-08, 1.76e-06, 2.07e-06, 1.86e-06, 5.27e-07, 0.00e+00, 7.79e-10, 1.81e-09, 8.02e-09, 2.79e-08, 3.00e-08, 1.80e-07, 1.82e-07] [2.38e-06, 5.01e-06, 2.80e-06, 3.17e-06, 3.08e-06, 1.38e-06, 3.20e-07, 4.25e-07, 6.18e-08, 1.99e-08, 1.76e-06, 2.07e-06, 1.86e-06, 5.27e-07, 0.00e+00, 7.79e-10, 1.81e-09, 8.02e-09, 2.79e-08, 3.00e-08, 1.80e-07, 1.82e-07] []
378800 [1.76e-06, 4.55e-06, 2.78e-06, 3.39e-06, 2.76e-06, 1.43e-06, 3.17e-07, 1.97e-08, 2.25e-12, 4.84e-10, 9.74e-07, 1.38e-06, 1.13e-06, 2.83e-08, 6.22e-10, 4.25e-09, 3.12e-09, 3.36e-09, 2.87e-09, 0.00e+00, 2.05e-08, 2.98e-10] [1.76e-06, 4.55e-06, 2.78e-06, 3.39e-06, 2.76e-06, 1.43e-06, 3.17e-07, 1.97e-08, 2.25e-12, 4.84e-10, 9.74e-07, 1.38e-06, 1.13e-06, 2.83e-08, 6.22e-10, 4.25e-09, 3.12e-09, 3.36e-09, 2.87e-09, 0.00e+00, 2.05e-08, 2.98e-10] []
378900 [1.36e-04, 2.20e-05, 6.79e-06, 2.14e-05, 1.62e-05, 1.62e-05, 3.63e-06, 3.59e-04, 1.25e-06, 2.06e-04, 3.97e-04, 1.62e-03, 2.23e-03, 1.04e-02, 1.88e-04, 1.82e-04, 8.11e-05, 6.77e-05, 1.05e-04, 5.35e-07, 4.66e-04, 2.63e-06] [1.36e-04, 2.20e-05, 6.79e-06, 2.14e-05, 1.62e-05, 1.62e-05, 3.63e-06, 3.59e-04, 1.25e-06, 2.06e-04, 3.97e-04, 1.62e-03, 2.23e-03, 1.04e-02, 1.88e-04, 1.82e-04, 8.11e-05, 6.77e-05, 1.05e-04, 5.35e-07, 4.66e-04, 2.63e-06] []
379000 [2.15e-06, 4.87e-06, 2.59e-06, 2.79e-06, 2.98e-06, 1.30e-06, 2.79e-07, 1.71e-08, 8.82e-10, 9.06e-08, 2.03e-06, 2.98e-06, 2.60e-06, 4.48e-07, 0.00e+00, 5.18e-10, 1.83e-09, 8.45e-09, 1.53e-14, 0.00e+00, 3.38e-08, 7.08e-10] [2.15e-06, 4.87e-06, 2.59e-06, 2.79e-06, 2.98e-06, 1.30e-06, 2.79e-07, 1.71e-08, 8.82e-10, 9.06e-08, 2.03e-06, 2.98e-06, 2.60e-06, 4.48e-07, 0.00e+00, 5.18e-10, 1.83e-09, 8.45e-09, 1.53e-14, 0.00e+00, 3.38e-08, 7.08e-10] []
379100 [2.00e-06, 3.98e-06, 3.00e-06, 3.12e-06, 3.20e-06, 1.87e-06, 5.74e-07, 4.45e-10, 1.41e-08, 4.02e-07, 3.39e-06, 3.55e-06, 3.10e-06, 3.14e-07, 0.00e+00, 0.00e+00, 1.59e-09, 3.26e-09, 2.43e-12, 9.95e-11, 3.34e-07, 8.70e-10] [2.00e-06, 3.98e-06, 3.00e-06, 3.12e-06, 3.20e-06, 1.87e-06, 5.74e-07, 4.45e-10, 1.41e-08, 4.02e-07, 3.39e-06, 3.55e-06, 3.10e-06, 3.14e-07, 0.00e+00, 0.00e+00, 1.59e-09, 3.26e-09, 2.43e-12, 9.95e-11, 3.34e-07, 8.70e-10] []
379200 [1.42e-05, 8.34e-06, 3.85e-06, 5.14e-06, 3.41e-06, 4.13e-06, 5.90e-07, 1.27e-05, 4.03e-07, 1.82e-05, 2.77e-05, 1.81e-04, 1.84e-04, 9.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 6.55e-07] [1.42e-05, 8.34e-06, 3.85e-06, 5.14e-06, 3.41e-06, 4.13e-06, 5.90e-07, 1.27e-05, 4.03e-07, 1.82e-05, 2.77e-05, 1.81e-04, 1.84e-04, 9.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 6.55e-07] []
379300 [2.46e-06, 4.87e-06, 2.58e-06, 2.79e-06, 2.99e-06, 1.35e-06, 3.90e-07, 9.41e-08, 3.16e-10, 2.92e-09, 1.61e-06, 3.28e-06, 2.81e-06, 1.22e-06, 1.09e-08, 9.99e-09, 6.38e-09, 1.25e-08, 6.18e-09, 7.59e-12, 3.54e-08, 2.73e-10] [2.46e-06, 4.87e-06, 2.58e-06, 2.79e-06, 2.99e-06, 1.35e-06, 3.90e-07, 9.41e-08, 3.16e-10, 2.92e-09, 1.61e-06, 3.28e-06, 2.81e-06, 1.22e-06, 1.09e-08, 9.99e-09, 6.38e-09, 1.25e-08, 6.18e-09, 7.59e-12, 3.54e-08, 2.73e-10] []
379400 [1.66e-06, 4.12e-06, 2.70e-06, 3.02e-06, 2.68e-06, 1.35e-06, 3.85e-07, 3.20e-09, 2.47e-11, 4.14e-10, 1.01e-06, 2.01e-06, 1.77e-06, 2.38e-08, 1.57e-09, 4.16e-09, 3.67e-09, 3.05e-09, 2.70e-09, 1.35e-13, 1.98e-08, 1.98e-10] [1.66e-06, 4.12e-06, 2.70e-06, 3.02e-06, 2.68e-06, 1.35e-06, 3.85e-07, 3.20e-09, 2.47e-11, 4.14e-10, 1.01e-06, 2.01e-06, 1.77e-06, 2.38e-08, 1.57e-09, 4.16e-09, 3.67e-09, 3.05e-09, 2.70e-09, 1.35e-13, 1.98e-08, 1.98e-10] []
379500 [1.40e-06, 3.72e-06, 2.75e-06, 3.14e-06, 2.54e-06, 1.32e-06, 4.00e-07, 7.18e-09, 9.29e-08, 3.94e-10, 8.96e-07, 1.51e-06, 1.38e-06, 7.19e-08, 4.50e-09, 8.53e-09, 6.51e-09, 5.72e-09, 1.66e-09, 1.08e-08, 1.35e-08, 7.05e-08] [1.40e-06, 3.72e-06, 2.75e-06, 3.14e-06, 2.54e-06, 1.32e-06, 4.00e-07, 7.18e-09, 9.29e-08, 3.94e-10, 8.96e-07, 1.51e-06, 1.38e-06, 7.19e-08, 4.50e-09, 8.53e-09, 6.51e-09, 5.72e-09, 1.66e-09, 1.08e-08, 1.35e-08, 7.05e-08] []
379600 [1.55e-06, 3.97e-06, 2.58e-06, 2.81e-06, 2.48e-06, 1.15e-06, 3.93e-07, 2.07e-07, 3.44e-06, 8.23e-08, 1.16e-06, 2.65e-06, 2.36e-06, 2.53e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-09, 0.00e+00, 0.00e+00, 2.49e-07, 3.31e-06] [1.55e-06, 3.97e-06, 2.58e-06, 2.81e-06, 2.48e-06, 1.15e-06, 3.93e-07, 2.07e-07, 3.44e-06, 8.23e-08, 1.16e-06, 2.65e-06, 2.36e-06, 2.53e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-09, 0.00e+00, 0.00e+00, 2.49e-07, 3.31e-06] []
379700 [1.25e-05, 7.56e-06, 2.10e-06, 5.18e-06, 3.59e-06, 3.58e-06, 4.67e-07, 1.10e-04, 9.14e-08, 2.79e-05, 7.39e-05, 2.30e-04, 2.74e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-04, 2.31e-07] [1.25e-05, 7.56e-06, 2.10e-06, 5.18e-06, 3.59e-06, 3.58e-06, 4.67e-07, 1.10e-04, 9.14e-08, 2.79e-05, 7.39e-05, 2.30e-04, 2.74e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-04, 2.31e-07] []
379800 [1.75e-06, 3.78e-06, 2.56e-06, 2.83e-06, 2.49e-06, 1.15e-06, 3.65e-07, 6.69e-08, 1.64e-08, 1.31e-08, 1.26e-06, 2.10e-06, 1.64e-06, 4.58e-07, 1.27e-08, 1.95e-09, 1.88e-09, 7.88e-09, 1.09e-08, 0.00e+00, 6.57e-08, 2.02e-08] [1.75e-06, 3.78e-06, 2.56e-06, 2.83e-06, 2.49e-06, 1.15e-06, 3.65e-07, 6.69e-08, 1.64e-08, 1.31e-08, 1.26e-06, 2.10e-06, 1.64e-06, 4.58e-07, 1.27e-08, 1.95e-09, 1.88e-09, 7.88e-09, 1.09e-08, 0.00e+00, 6.57e-08, 2.02e-08] []
379900 [1.34e-06, 3.24e-06, 2.65e-06, 2.96e-06, 2.29e-06, 1.13e-06, 3.87e-07, 2.41e-08, 1.18e-12, 9.67e-09, 9.88e-07, 1.43e-06, 1.42e-06, 7.46e-07, 1.03e-08, 1.52e-08, 1.28e-08, 1.40e-08, 3.16e-09, 1.09e-11, 2.30e-08, 1.68e-10] [1.34e-06, 3.24e-06, 2.65e-06, 2.96e-06, 2.29e-06, 1.13e-06, 3.87e-07, 2.41e-08, 1.18e-12, 9.67e-09, 9.88e-07, 1.43e-06, 1.42e-06, 7.46e-07, 1.03e-08, 1.52e-08, 1.28e-08, 1.40e-08, 3.16e-09, 1.09e-11, 2.30e-08, 1.68e-10] []
380000 [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10] [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.562497 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
380000 [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10] [3.20e-06, 3.72e-06, 2.60e-06, 2.68e-06, 2.59e-06, 1.22e-06, 3.68e-07, 6.19e-09, 5.57e-10, 3.37e-06, 4.93e-06, 5.23e-06, 3.70e-06, 2.15e-05, 1.12e-07, 2.70e-07, 1.76e-07, 2.92e-07, 1.84e-09, 4.58e-12, 1.50e-08, 1.14e-10] []
380100 [1.30e-06, 3.14e-06, 2.62e-06, 2.88e-06, 2.20e-06, 1.12e-06, 3.63e-07, 5.70e-09, 1.34e-10, 3.07e-10, 9.97e-07, 1.48e-06, 1.24e-06, 2.06e-08, 1.23e-09, 3.40e-09, 3.07e-09, 3.08e-09, 1.15e-09, 1.73e-11, 1.24e-08, 1.85e-10] [1.30e-06, 3.14e-06, 2.62e-06, 2.88e-06, 2.20e-06, 1.12e-06, 3.63e-07, 5.70e-09, 1.34e-10, 3.07e-10, 9.97e-07, 1.48e-06, 1.24e-06, 2.06e-08, 1.23e-09, 3.40e-09, 3.07e-09, 3.08e-09, 1.15e-09, 1.73e-11, 1.24e-08, 1.85e-10] []
380200 [2.94e-06, 4.24e-06, 2.48e-06, 2.69e-06, 2.31e-06, 1.75e-06, 3.16e-07, 2.44e-06, 2.74e-07, 3.72e-06, 6.76e-06, 2.77e-05, 6.04e-05, 1.47e-04, 0.00e+00, 2.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.94e-08, 1.19e-06, 2.85e-07] [2.94e-06, 4.24e-06, 2.48e-06, 2.69e-06, 2.31e-06, 1.75e-06, 3.16e-07, 2.44e-06, 2.74e-07, 3.72e-06, 6.76e-06, 2.77e-05, 6.04e-05, 1.47e-04, 0.00e+00, 2.20e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.94e-08, 1.19e-06, 2.85e-07] []
380300 [1.37e-06, 3.04e-06, 2.56e-06, 2.77e-06, 2.13e-06, 1.10e-06, 3.47e-07, 1.69e-09, 1.46e-10, 8.18e-10, 1.08e-06, 1.64e-06, 1.35e-06, 6.04e-08, 1.60e-09, 3.47e-09, 2.76e-09, 3.55e-09, 2.25e-09, 0.00e+00, 1.83e-08, 5.25e-10] [1.37e-06, 3.04e-06, 2.56e-06, 2.77e-06, 2.13e-06, 1.10e-06, 3.47e-07, 1.69e-09, 1.46e-10, 8.18e-10, 1.08e-06, 1.64e-06, 1.35e-06, 6.04e-08, 1.60e-09, 3.47e-09, 2.76e-09, 3.55e-09, 2.25e-09, 0.00e+00, 1.83e-08, 5.25e-10] []
380400 [3.41e-06, 4.08e-06, 2.47e-06, 3.24e-06, 2.06e-06, 1.51e-06, 3.68e-07, 1.10e-05, 4.30e-06, 3.02e-06, 7.40e-06, 2.93e-05, 4.80e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 1.05e-06] [3.41e-06, 4.08e-06, 2.47e-06, 3.24e-06, 2.06e-06, 1.51e-06, 3.68e-07, 1.10e-05, 4.30e-06, 3.02e-06, 7.40e-06, 2.93e-05, 4.80e-05, 1.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 1.05e-06] []
380500 [6.42e-06, 3.88e-06, 2.97e-06, 2.39e-06, 3.03e-06, 1.57e-06, 5.01e-07, 3.21e-08, 1.79e-08, 2.76e-06, 1.53e-05, 2.84e-05, 7.45e-05, 2.39e-04, 1.65e-06, 1.73e-06, 2.06e-06, 1.79e-06, 1.81e-07, 1.07e-08, 1.17e-06, 6.80e-08] [6.42e-06, 3.88e-06, 2.97e-06, 2.39e-06, 3.03e-06, 1.57e-06, 5.01e-07, 3.21e-08, 1.79e-08, 2.76e-06, 1.53e-05, 2.84e-05, 7.45e-05, 2.39e-04, 1.65e-06, 1.73e-06, 2.06e-06, 1.79e-06, 1.81e-07, 1.07e-08, 1.17e-06, 6.80e-08] []
380600 [1.21e-06, 2.65e-06, 2.48e-06, 2.68e-06, 1.94e-06, 1.04e-06, 3.87e-07, 3.96e-08, 4.77e-10, 4.78e-12, 1.05e-06, 1.52e-06, 1.23e-06, 1.68e-08, 6.79e-10, 1.98e-09, 2.07e-09, 2.64e-09, 1.83e-11, 0.00e+00, 2.32e-08, 2.88e-10] [1.21e-06, 2.65e-06, 2.48e-06, 2.68e-06, 1.94e-06, 1.04e-06, 3.87e-07, 3.96e-08, 4.77e-10, 4.78e-12, 1.05e-06, 1.52e-06, 1.23e-06, 1.68e-08, 6.79e-10, 1.98e-09, 2.07e-09, 2.64e-09, 1.83e-11, 0.00e+00, 2.32e-08, 2.88e-10] []
380700 [8.80e-06, 3.69e-06, 2.27e-06, 2.41e-06, 2.52e-06, 2.52e-06, 4.40e-07, 5.75e-07, 4.79e-07, 1.42e-05, 2.66e-05, 2.76e-05, 1.63e-05, 1.28e-04, 1.77e-06, 5.40e-07, 9.87e-07, 8.46e-07, 1.09e-06, 3.97e-08, 6.48e-06, 2.32e-07] [8.80e-06, 3.69e-06, 2.27e-06, 2.41e-06, 2.52e-06, 2.52e-06, 4.40e-07, 5.75e-07, 4.79e-07, 1.42e-05, 2.66e-05, 2.76e-05, 1.63e-05, 1.28e-04, 1.77e-06, 5.40e-07, 9.87e-07, 8.46e-07, 1.09e-06, 3.97e-08, 6.48e-06, 2.32e-07] []
380800 [1.31e-06, 2.64e-06, 2.52e-06, 2.63e-06, 2.02e-06, 1.20e-06, 3.91e-07, 1.26e-08, 1.71e-10, 1.85e-09, 1.20e-06, 1.83e-06, 1.51e-06, 2.82e-08, 5.23e-10, 5.72e-10, 1.24e-09, 1.75e-09, 8.42e-11, 0.00e+00, 2.60e-08, 6.05e-10] [1.31e-06, 2.64e-06, 2.52e-06, 2.63e-06, 2.02e-06, 1.20e-06, 3.91e-07, 1.26e-08, 1.71e-10, 1.85e-09, 1.20e-06, 1.83e-06, 1.51e-06, 2.82e-08, 5.23e-10, 5.72e-10, 1.24e-09, 1.75e-09, 8.42e-11, 0.00e+00, 2.60e-08, 6.05e-10] []
380900 [1.44e-06, 2.74e-06, 2.58e-06, 2.81e-06, 1.79e-06, 1.25e-06, 3.97e-07, 6.74e-06, 1.96e-07, 8.89e-07, 2.16e-06, 1.06e-05, 1.17e-05, 5.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-05, 2.81e-07] [1.44e-06, 2.74e-06, 2.58e-06, 2.81e-06, 1.79e-06, 1.25e-06, 3.97e-07, 6.74e-06, 1.96e-07, 8.89e-07, 2.16e-06, 1.06e-05, 1.17e-05, 5.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-05, 2.81e-07] []
381000 [1.42e-06, 2.80e-06, 2.34e-06, 2.43e-06, 1.95e-06, 1.13e-06, 3.71e-07, 8.28e-08, 1.26e-08, 7.08e-08, 1.32e-06, 2.25e-06, 2.04e-06, 8.91e-07, 0.00e+00, 6.86e-11, 2.05e-11, 2.27e-09, 1.68e-08, 1.39e-09, 1.01e-07, 9.43e-09] [1.42e-06, 2.80e-06, 2.34e-06, 2.43e-06, 1.95e-06, 1.13e-06, 3.71e-07, 8.28e-08, 1.26e-08, 7.08e-08, 1.32e-06, 2.25e-06, 2.04e-06, 8.91e-07, 0.00e+00, 6.86e-11, 2.05e-11, 2.27e-09, 1.68e-08, 1.39e-09, 1.01e-07, 9.43e-09] []
381100 [1.01e-06, 2.21e-06, 2.45e-06, 2.67e-06, 1.77e-06, 1.04e-06, 4.03e-07, 2.52e-09, 5.52e-11, 4.86e-10, 9.43e-07, 1.40e-06, 1.19e-06, 1.55e-08, 1.50e-09, 2.54e-09, 3.29e-09, 1.97e-09, 1.21e-10, 3.79e-12, 7.71e-09, 1.05e-10] [1.01e-06, 2.21e-06, 2.45e-06, 2.67e-06, 1.77e-06, 1.04e-06, 4.03e-07, 2.52e-09, 5.52e-11, 4.86e-10, 9.43e-07, 1.40e-06, 1.19e-06, 1.55e-08, 1.50e-09, 2.54e-09, 3.29e-09, 1.97e-09, 1.21e-10, 3.79e-12, 7.71e-09, 1.05e-10] []
381200 [8.42e-06, 6.18e-06, 2.84e-06, 4.92e-06, 2.57e-06, 2.90e-06, 4.88e-07, 4.21e-05, 4.69e-05, 5.43e-06, 1.89e-04, 2.03e-04, 4.85e-04, 3.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-05, 3.40e-05, 4.36e-05] [8.42e-06, 6.18e-06, 2.84e-06, 4.92e-06, 2.57e-06, 2.90e-06, 4.88e-07, 4.21e-05, 4.69e-05, 5.43e-06, 1.89e-04, 2.03e-04, 4.85e-04, 3.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-05, 3.40e-05, 4.36e-05] []
381300 [1.34e-06, 2.45e-06, 2.29e-06, 2.46e-06, 1.87e-06, 1.12e-06, 3.97e-07, 5.07e-07, 2.49e-06, 6.89e-10, 1.31e-06, 1.95e-06, 1.61e-06, 4.36e-08, 2.68e-09, 1.05e-09, 1.35e-09, 3.13e-09, 0.00e+00, 1.36e-08, 5.24e-07, 1.06e-05] [1.34e-06, 2.45e-06, 2.29e-06, 2.46e-06, 1.87e-06, 1.12e-06, 3.97e-07, 5.07e-07, 2.49e-06, 6.89e-10, 1.31e-06, 1.95e-06, 1.61e-06, 4.36e-08, 2.68e-09, 1.05e-09, 1.35e-09, 3.13e-09, 0.00e+00, 1.36e-08, 5.24e-07, 1.06e-05] []
381400 [9.54e-07, 2.04e-06, 2.42e-06, 2.68e-06, 1.71e-06, 1.02e-06, 4.27e-07, 2.45e-09, 3.43e-10, 1.34e-10, 9.54e-07, 1.31e-06, 1.12e-06, 1.17e-08, 2.51e-09, 3.27e-09, 4.09e-09, 2.91e-09, 1.33e-11, 0.00e+00, 4.13e-08, 9.07e-10] [9.54e-07, 2.04e-06, 2.42e-06, 2.68e-06, 1.71e-06, 1.02e-06, 4.27e-07, 2.45e-09, 3.43e-10, 1.34e-10, 9.54e-07, 1.31e-06, 1.12e-06, 1.17e-08, 2.51e-09, 3.27e-09, 4.09e-09, 2.91e-09, 1.33e-11, 0.00e+00, 4.13e-08, 9.07e-10] []
381500 [4.19e-05, 2.13e-05, 2.53e-06, 1.98e-05, 7.12e-06, 1.13e-05, 7.39e-07, 6.13e-05, 1.90e-06, 6.40e-05, 1.35e-04, 7.46e-04, 3.40e-04, 3.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 1.77e-06] [4.19e-05, 2.13e-05, 2.53e-06, 1.98e-05, 7.12e-06, 1.13e-05, 7.39e-07, 6.13e-05, 1.90e-06, 6.40e-05, 1.35e-04, 7.46e-04, 3.40e-04, 3.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-04, 1.77e-06] []
381600 [1.29e-06, 2.32e-06, 2.25e-06, 2.31e-06, 1.78e-06, 1.12e-06, 4.02e-07, 5.22e-08, 7.03e-11, 7.08e-09, 1.38e-06, 1.99e-06, 1.65e-06, 6.21e-08, 2.05e-12, 2.16e-10, 1.04e-09, 3.14e-09, 9.98e-10, 3.48e-11, 1.41e-08, 2.57e-10] [1.29e-06, 2.32e-06, 2.25e-06, 2.31e-06, 1.78e-06, 1.12e-06, 4.02e-07, 5.22e-08, 7.03e-11, 7.08e-09, 1.38e-06, 1.99e-06, 1.65e-06, 6.21e-08, 2.05e-12, 2.16e-10, 1.04e-09, 3.14e-09, 9.98e-10, 3.48e-11, 1.41e-08, 2.57e-10] []
381700 [9.06e-07, 1.87e-06, 2.34e-06, 2.59e-06, 1.63e-06, 1.00e-06, 4.34e-07, 2.02e-08, 2.19e-10, 6.35e-10, 9.51e-07, 1.30e-06, 1.10e-06, 1.19e-08, 2.12e-09, 2.50e-09, 3.92e-09, 2.33e-09, 3.12e-09, 2.60e-11, 2.48e-08, 2.16e-10] [9.06e-07, 1.87e-06, 2.34e-06, 2.59e-06, 1.63e-06, 1.00e-06, 4.34e-07, 2.02e-08, 2.19e-10, 6.35e-10, 9.51e-07, 1.30e-06, 1.10e-06, 1.19e-08, 2.12e-09, 2.50e-09, 3.92e-09, 2.33e-09, 3.12e-09, 2.60e-11, 2.48e-08, 2.16e-10] []
381800 [3.29e-06, 3.70e-06, 1.86e-06, 2.80e-06, 1.34e-06, 1.76e-06, 4.98e-07, 1.84e-05, 1.68e-05, 6.50e-07, 1.35e-04, 9.37e-05, 3.45e-04, 2.26e-04, 0.00e+00, 1.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-07, 1.01e-04, 1.76e-06] [3.29e-06, 3.70e-06, 1.86e-06, 2.80e-06, 1.34e-06, 1.76e-06, 4.98e-07, 1.84e-05, 1.68e-05, 6.50e-07, 1.35e-04, 9.37e-05, 3.45e-04, 2.26e-04, 0.00e+00, 1.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.56e-07, 1.01e-04, 1.76e-06] []
381900 [1.08e-06, 1.93e-06, 2.19e-06, 2.31e-06, 1.69e-06, 1.06e-06, 4.73e-07, 4.30e-09, 2.33e-10, 6.48e-09, 1.13e-06, 1.73e-06, 1.45e-06, 8.52e-08, 3.28e-09, 2.68e-09, 2.98e-09, 4.46e-09, 5.37e-11, 2.84e-12, 1.62e-08, 1.33e-10] [1.08e-06, 1.93e-06, 2.19e-06, 2.31e-06, 1.69e-06, 1.06e-06, 4.73e-07, 4.30e-09, 2.33e-10, 6.48e-09, 1.13e-06, 1.73e-06, 1.45e-06, 8.52e-08, 3.28e-09, 2.68e-09, 2.98e-09, 4.46e-09, 5.37e-11, 2.84e-12, 1.62e-08, 1.33e-10] []
382000 [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10] [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.080761 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
382000 [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10] [7.94e-07, 1.62e-06, 2.25e-06, 2.53e-06, 1.55e-06, 9.75e-07, 4.95e-07, 4.63e-09, 3.48e-12, 3.22e-11, 8.78e-07, 1.20e-06, 1.04e-06, 1.62e-08, 3.10e-09, 3.11e-09, 3.94e-09, 2.71e-09, 9.74e-11, 2.78e-12, 7.84e-09, 1.75e-10] []
382100 [2.14e-06, 2.65e-06, 2.12e-06, 2.14e-06, 1.81e-06, 1.44e-06, 4.35e-07, 9.58e-08, 7.22e-07, 6.01e-08, 2.96e-06, 4.05e-06, 5.68e-06, 3.69e-06, 0.00e+00, 8.79e-09, 0.00e+00, 1.14e-08, 0.00e+00, 2.52e-07, 9.90e-07, 1.28e-06] [2.14e-06, 2.65e-06, 2.12e-06, 2.14e-06, 1.81e-06, 1.44e-06, 4.35e-07, 9.58e-08, 7.22e-07, 6.01e-08, 2.96e-06, 4.05e-06, 5.68e-06, 3.69e-06, 0.00e+00, 8.79e-09, 0.00e+00, 1.14e-08, 0.00e+00, 2.52e-07, 9.90e-07, 1.28e-06] []
382200 [1.06e-06, 1.98e-06, 2.19e-06, 2.46e-06, 1.60e-06, 1.04e-06, 4.50e-07, 9.61e-09, 1.71e-11, 9.45e-10, 1.11e-06, 1.58e-06, 1.31e-06, 1.14e-08, 2.59e-09, 1.97e-09, 4.75e-09, 2.01e-09, 1.23e-09, 0.00e+00, 1.65e-08, 4.79e-10] [1.06e-06, 1.98e-06, 2.19e-06, 2.46e-06, 1.60e-06, 1.04e-06, 4.50e-07, 9.61e-09, 1.71e-11, 9.45e-10, 1.11e-06, 1.58e-06, 1.31e-06, 1.14e-08, 2.59e-09, 1.97e-09, 4.75e-09, 2.01e-09, 1.23e-09, 0.00e+00, 1.65e-08, 4.79e-10] []
382300 [8.03e-07, 1.62e-06, 2.24e-06, 2.58e-06, 1.52e-06, 9.54e-07, 4.78e-07, 3.90e-09, 7.61e-12, 2.94e-10, 9.23e-07, 1.18e-06, 9.94e-07, 2.01e-08, 2.82e-09, 2.59e-09, 4.10e-09, 2.12e-09, 0.00e+00, 4.32e-12, 1.61e-08, 1.33e-10] [8.03e-07, 1.62e-06, 2.24e-06, 2.58e-06, 1.52e-06, 9.54e-07, 4.78e-07, 3.90e-09, 7.61e-12, 2.94e-10, 9.23e-07, 1.18e-06, 9.94e-07, 2.01e-08, 2.82e-09, 2.59e-09, 4.10e-09, 2.12e-09, 0.00e+00, 4.32e-12, 1.61e-08, 1.33e-10] []
382400 [4.48e-05, 2.52e-05, 6.54e-06, 1.90e-05, 6.67e-06, 1.87e-05, 3.51e-06, 6.02e-05, 3.32e-04, 8.59e-05, 2.29e-04, 8.67e-04, 1.25e-03, 5.49e-03, 1.67e-04, 8.75e-05, 2.55e-05, 2.05e-05, 0.00e+00, 3.36e-05, 6.06e-06, 1.29e-04] [4.48e-05, 2.52e-05, 6.54e-06, 1.90e-05, 6.67e-06, 1.87e-05, 3.51e-06, 6.02e-05, 3.32e-04, 8.59e-05, 2.29e-04, 8.67e-04, 1.25e-03, 5.49e-03, 1.67e-04, 8.75e-05, 2.55e-05, 2.05e-05, 0.00e+00, 3.36e-05, 6.06e-06, 1.29e-04] []
382500 [1.28e-06, 1.99e-06, 2.11e-06, 2.22e-06, 1.71e-06, 1.10e-06, 4.65e-07, 3.54e-09, 4.49e-08, 2.11e-09, 1.34e-06, 1.80e-06, 1.53e-06, 4.95e-08, 3.42e-09, 3.03e-09, 1.92e-09, 6.34e-09, 8.66e-09, 0.00e+00, 5.15e-08, 1.42e-08] [1.28e-06, 1.99e-06, 2.11e-06, 2.22e-06, 1.71e-06, 1.10e-06, 4.65e-07, 3.54e-09, 4.49e-08, 2.11e-09, 1.34e-06, 1.80e-06, 1.53e-06, 4.95e-08, 3.42e-09, 3.03e-09, 1.92e-09, 6.34e-09, 8.66e-09, 0.00e+00, 5.15e-08, 1.42e-08] []
382600 [8.49e-07, 1.62e-06, 2.19e-06, 2.47e-06, 1.54e-06, 9.54e-07, 4.83e-07, 6.69e-10, 7.34e-10, 4.11e-10, 9.64e-07, 1.22e-06, 1.03e-06, 1.15e-08, 2.45e-09, 2.05e-09, 3.57e-09, 2.13e-09, 4.36e-13, 1.35e-11, 2.28e-08, 1.48e-10] [8.49e-07, 1.62e-06, 2.19e-06, 2.47e-06, 1.54e-06, 9.54e-07, 4.83e-07, 6.69e-10, 7.34e-10, 4.11e-10, 9.64e-07, 1.22e-06, 1.03e-06, 1.15e-08, 2.45e-09, 2.05e-09, 3.57e-09, 2.13e-09, 4.36e-13, 1.35e-11, 2.28e-08, 1.48e-10] []
382700 [9.36e-07, 1.36e-06, 2.19e-06, 2.52e-06, 1.52e-06, 9.20e-07, 5.18e-07, 3.59e-07, 2.09e-09, 1.20e-07, 1.35e-06, 2.01e-06, 3.48e-06, 8.02e-06, 1.06e-07, 6.69e-08, 7.92e-08, 7.45e-08, 7.71e-08, 4.38e-10, 5.24e-07, 2.88e-09] [9.36e-07, 1.36e-06, 2.19e-06, 2.52e-06, 1.52e-06, 9.20e-07, 5.18e-07, 3.59e-07, 2.09e-09, 1.20e-07, 1.35e-06, 2.01e-06, 3.48e-06, 8.02e-06, 1.06e-07, 6.69e-08, 7.92e-08, 7.45e-08, 7.71e-08, 4.38e-10, 5.24e-07, 2.88e-09] []
382800 [1.52e-06, 2.03e-06, 2.02e-06, 2.01e-06, 1.75e-06, 1.23e-06, 4.74e-07, 1.21e-05, 6.11e-09, 4.50e-08, 1.99e-06, 3.27e-06, 3.07e-06, 4.73e-08, 4.08e-09, 3.85e-09, 1.40e-13, 7.26e-09, 2.56e-07, 7.69e-10, 1.54e-06, 5.23e-09] [1.52e-06, 2.03e-06, 2.02e-06, 2.01e-06, 1.75e-06, 1.23e-06, 4.74e-07, 1.21e-05, 6.11e-09, 4.50e-08, 1.99e-06, 3.27e-06, 3.07e-06, 4.73e-08, 4.08e-09, 3.85e-09, 1.40e-13, 7.26e-09, 2.56e-07, 7.69e-10, 1.54e-06, 5.23e-09] []
382900 [8.72e-07, 1.57e-06, 2.07e-06, 2.31e-06, 1.52e-06, 9.71e-07, 4.88e-07, 5.68e-08, 1.07e-09, 1.93e-11, 1.01e-06, 1.36e-06, 1.15e-06, 2.04e-08, 4.40e-09, 2.70e-09, 4.46e-09, 2.82e-09, 5.92e-12, 3.12e-11, 2.91e-08, 2.39e-10] [8.72e-07, 1.57e-06, 2.07e-06, 2.31e-06, 1.52e-06, 9.71e-07, 4.88e-07, 5.68e-08, 1.07e-09, 1.93e-11, 1.01e-06, 1.36e-06, 1.15e-06, 2.04e-08, 4.40e-09, 2.70e-09, 4.46e-09, 2.82e-09, 5.92e-12, 3.12e-11, 2.91e-08, 2.39e-10] []
383000 [2.41e-05, 1.63e-05, 2.33e-06, 1.54e-05, 3.55e-06, 9.06e-06, 1.17e-06, 1.18e-05, 3.66e-04, 2.51e-05, 5.85e-05, 3.81e-04, 4.35e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-05, 5.36e-04] [2.41e-05, 1.63e-05, 2.33e-06, 1.54e-05, 3.55e-06, 9.06e-06, 1.17e-06, 1.18e-05, 3.66e-04, 2.51e-05, 5.85e-05, 3.81e-04, 4.35e-04, 2.00e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-05, 5.36e-04] []
383100 [1.15e-06, 1.78e-06, 1.92e-06, 2.07e-06, 1.57e-06, 1.07e-06, 4.84e-07, 1.30e-08, 3.37e-08, 4.41e-11, 1.36e-06, 2.07e-06, 1.71e-06, 3.64e-08, 1.20e-08, 1.61e-10, 7.35e-10, 3.60e-09, 9.63e-11, 0.00e+00, 2.79e-08, 4.05e-08] [1.15e-06, 1.78e-06, 1.92e-06, 2.07e-06, 1.57e-06, 1.07e-06, 4.84e-07, 1.30e-08, 3.37e-08, 4.41e-11, 1.36e-06, 2.07e-06, 1.71e-06, 3.64e-08, 1.20e-08, 1.61e-10, 7.35e-10, 3.60e-09, 9.63e-11, 0.00e+00, 2.79e-08, 4.05e-08] []
383200 [7.64e-07, 1.39e-06, 2.02e-06, 2.31e-06, 1.44e-06, 9.24e-07, 5.11e-07, 3.78e-09, 1.15e-12, 2.58e-10, 9.42e-07, 1.22e-06, 1.04e-06, 5.94e-09, 3.38e-09, 2.38e-09, 4.87e-09, 2.70e-09, 2.73e-10, 9.97e-13, 9.19e-09, 9.28e-11] [7.64e-07, 1.39e-06, 2.02e-06, 2.31e-06, 1.44e-06, 9.24e-07, 5.11e-07, 3.78e-09, 1.15e-12, 2.58e-10, 9.42e-07, 1.22e-06, 1.04e-06, 5.94e-09, 3.38e-09, 2.38e-09, 4.87e-09, 2.70e-09, 2.73e-10, 9.97e-13, 9.19e-09, 9.28e-11] []
383300 [4.31e-06, 3.46e-06, 1.64e-06, 1.98e-06, 2.03e-06, 2.33e-06, 4.92e-07, 1.10e-06, 5.89e-08, 1.03e-06, 2.78e-05, 2.57e-05, 5.17e-05, 8.67e-06, 0.00e+00, 9.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.76e-05, 9.66e-08] [4.31e-06, 3.46e-06, 1.64e-06, 1.98e-06, 2.03e-06, 2.33e-06, 4.92e-07, 1.10e-06, 5.89e-08, 1.03e-06, 2.78e-05, 2.57e-05, 5.17e-05, 8.67e-06, 0.00e+00, 9.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.76e-05, 9.66e-08] []
383400 [1.02e-06, 1.65e-06, 2.01e-06, 2.20e-06, 1.55e-06, 1.03e-06, 5.06e-07, 1.23e-08, 5.22e-12, 7.28e-11, 1.20e-06, 1.55e-06, 1.26e-06, 1.07e-08, 3.05e-09, 7.50e-10, 2.74e-09, 2.32e-09, 0.00e+00, 1.51e-10, 3.80e-07, 8.84e-10] [1.02e-06, 1.65e-06, 2.01e-06, 2.20e-06, 1.55e-06, 1.03e-06, 5.06e-07, 1.23e-08, 5.22e-12, 7.28e-11, 1.20e-06, 1.55e-06, 1.26e-06, 1.07e-08, 3.05e-09, 7.50e-10, 2.74e-09, 2.32e-09, 0.00e+00, 1.51e-10, 3.80e-07, 8.84e-10] []
383500 [7.46e-07, 1.37e-06, 2.02e-06, 2.37e-06, 1.45e-06, 9.17e-07, 5.25e-07, 6.71e-11, 2.48e-10, 2.56e-14, 9.31e-07, 1.12e-06, 9.60e-07, 1.41e-08, 5.53e-09, 3.19e-09, 5.32e-09, 3.38e-09, 3.66e-13, 2.20e-11, 2.73e-08, 1.80e-10] [7.46e-07, 1.37e-06, 2.02e-06, 2.37e-06, 1.45e-06, 9.17e-07, 5.25e-07, 6.71e-11, 2.48e-10, 2.56e-14, 9.31e-07, 1.12e-06, 9.60e-07, 1.41e-08, 5.53e-09, 3.19e-09, 5.32e-09, 3.38e-09, 3.66e-13, 2.20e-11, 2.73e-08, 1.80e-10] []
383600 [1.43e-05, 5.27e-06, 3.51e-06, 3.60e-06, 2.71e-06, 2.97e-06, 7.36e-07, 4.76e-05, 1.06e-06, 2.26e-05, 3.82e-05, 8.37e-05, 3.95e-05, 3.43e-04, 3.23e-06, 4.95e-06, 1.62e-06, 1.50e-06, 0.00e+00, 5.78e-09, 2.02e-05, 1.22e-05] [1.43e-05, 5.27e-06, 3.51e-06, 3.60e-06, 2.71e-06, 2.97e-06, 7.36e-07, 4.76e-05, 1.06e-06, 2.26e-05, 3.82e-05, 8.37e-05, 3.95e-05, 3.43e-04, 3.23e-06, 4.95e-06, 1.62e-06, 1.50e-06, 0.00e+00, 5.78e-09, 2.02e-05, 1.22e-05] []
383700 [1.02e-06, 1.67e-06, 1.84e-06, 2.03e-06, 1.55e-06, 1.05e-06, 5.34e-07, 4.03e-08, 1.88e-11, 4.98e-10, 1.21e-06, 1.83e-06, 1.52e-06, 1.85e-08, 3.83e-09, 5.26e-10, 1.52e-09, 1.51e-09, 2.96e-10, 6.57e-11, 1.48e-08, 4.29e-10] [1.02e-06, 1.67e-06, 1.84e-06, 2.03e-06, 1.55e-06, 1.05e-06, 5.34e-07, 4.03e-08, 1.88e-11, 4.98e-10, 1.21e-06, 1.83e-06, 1.52e-06, 1.85e-08, 3.83e-09, 5.26e-10, 1.52e-09, 1.51e-09, 2.96e-10, 6.57e-11, 1.48e-08, 4.29e-10] []
383800 [7.24e-07, 1.32e-06, 1.92e-06, 2.27e-06, 1.42e-06, 9.19e-07, 5.54e-07, 3.83e-09, 7.04e-11, 1.11e-10, 9.28e-07, 1.20e-06, 1.04e-06, 5.28e-09, 4.60e-09, 2.49e-09, 4.97e-09, 2.63e-09, 2.87e-10, 0.00e+00, 9.83e-09, 8.13e-10] [7.24e-07, 1.32e-06, 1.92e-06, 2.27e-06, 1.42e-06, 9.19e-07, 5.54e-07, 3.83e-09, 7.04e-11, 1.11e-10, 9.28e-07, 1.20e-06, 1.04e-06, 5.28e-09, 4.60e-09, 2.49e-09, 4.97e-09, 2.63e-09, 2.87e-10, 0.00e+00, 9.83e-09, 8.13e-10] []
383900 [2.26e-06, 2.01e-06, 1.52e-06, 1.72e-06, 1.46e-06, 1.41e-06, 5.17e-07, 8.04e-07, 8.01e-09, 3.53e-07, 6.70e-06, 1.03e-05, 1.45e-05, 7.14e-06, 0.00e+00, 3.62e-09, 0.00e+00, 2.89e-09, 1.65e-07, 8.37e-10, 1.11e-06, 5.71e-09] [2.26e-06, 2.01e-06, 1.52e-06, 1.72e-06, 1.46e-06, 1.41e-06, 5.17e-07, 8.04e-07, 8.01e-09, 3.53e-07, 6.70e-06, 1.03e-05, 1.45e-05, 7.14e-06, 0.00e+00, 3.62e-09, 0.00e+00, 2.89e-09, 1.65e-07, 8.37e-10, 1.11e-06, 5.71e-09] []
384000 [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10] [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.480724 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
384000 [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10] [8.28e-07, 1.39e-06, 1.82e-06, 2.11e-06, 1.40e-06, 9.42e-07, 5.42e-07, 2.38e-09, 3.45e-10, 1.56e-10, 1.03e-06, 1.43e-06, 1.19e-06, 8.02e-09, 3.07e-09, 1.06e-09, 3.75e-09, 1.81e-09, 2.08e-11, 0.00e+00, 2.11e-08, 3.89e-10] []
384100 [2.05e-05, 6.93e-06, 4.67e-06, 3.87e-06, 3.83e-06, 5.07e-06, 8.38e-07, 4.11e-06, 6.61e-06, 2.11e-05, 5.98e-05, 7.68e-05, 8.89e-05, 5.91e-04, 1.46e-05, 3.88e-06, 3.33e-06, 3.62e-06, 0.00e+00, 0.00e+00, 1.33e-05, 9.57e-06] [2.05e-05, 6.93e-06, 4.67e-06, 3.87e-06, 3.83e-06, 5.07e-06, 8.38e-07, 4.11e-06, 6.61e-06, 2.11e-05, 5.98e-05, 7.68e-05, 8.89e-05, 5.91e-04, 1.46e-05, 3.88e-06, 3.33e-06, 3.62e-06, 0.00e+00, 0.00e+00, 1.33e-05, 9.57e-06] []
384200 [9.04e-07, 1.45e-06, 1.76e-06, 2.05e-06, 1.39e-06, 9.75e-07, 5.39e-07, 2.58e-08, 9.07e-12, 6.81e-09, 1.12e-06, 1.59e-06, 1.30e-06, 4.99e-08, 1.41e-09, 3.44e-10, 2.55e-09, 1.28e-09, 1.48e-10, 1.01e-11, 1.44e-08, 1.14e-10] [9.04e-07, 1.45e-06, 1.76e-06, 2.05e-06, 1.39e-06, 9.75e-07, 5.39e-07, 2.58e-08, 9.07e-12, 6.81e-09, 1.12e-06, 1.59e-06, 1.30e-06, 4.99e-08, 1.41e-09, 3.44e-10, 2.55e-09, 1.28e-09, 1.48e-10, 1.01e-11, 1.44e-08, 1.14e-10] []
384300 [7.95e-06, 3.27e-06, 3.20e-06, 2.88e-06, 2.19e-06, 2.83e-06, 9.24e-07, 8.96e-06, 1.07e-04, 9.62e-06, 1.06e-05, 6.72e-05, 6.77e-05, 3.64e-04, 5.67e-06, 4.24e-06, 2.19e-06, 2.34e-06, 7.98e-07, 0.00e+00, 5.07e-06, 6.42e-05] [7.95e-06, 3.27e-06, 3.20e-06, 2.88e-06, 2.19e-06, 2.83e-06, 9.24e-07, 8.96e-06, 1.07e-04, 9.62e-06, 1.06e-05, 6.72e-05, 6.77e-05, 3.64e-04, 5.67e-06, 4.24e-06, 2.19e-06, 2.34e-06, 7.98e-07, 0.00e+00, 5.07e-06, 6.42e-05] []
384400 [7.37e-07, 1.26e-06, 1.73e-06, 2.09e-06, 1.32e-06, 8.99e-07, 6.00e-07, 1.15e-08, 1.91e-10, 9.30e-09, 9.80e-07, 1.38e-06, 1.15e-06, 3.56e-07, 1.42e-10, 0.00e+00, 1.71e-09, 7.16e-11, 1.62e-09, 1.58e-10, 1.59e-08, 9.59e-10] [7.37e-07, 1.26e-06, 1.73e-06, 2.09e-06, 1.32e-06, 8.99e-07, 6.00e-07, 1.15e-08, 1.91e-10, 9.30e-09, 9.80e-07, 1.38e-06, 1.15e-06, 3.56e-07, 1.42e-10, 0.00e+00, 1.71e-09, 7.16e-11, 1.62e-09, 1.58e-10, 1.59e-08, 9.59e-10] []
384500 [1.63e-06, 1.60e-06, 1.47e-06, 1.60e-06, 1.70e-06, 1.24e-06, 6.29e-07, 5.89e-07, 2.88e-08, 6.97e-07, 3.98e-06, 6.84e-06, 1.23e-05, 9.15e-06, 1.56e-08, 2.48e-08, 9.11e-09, 2.77e-08, 2.96e-08, 1.26e-09, 1.83e-07, 8.35e-09] [1.63e-06, 1.60e-06, 1.47e-06, 1.60e-06, 1.70e-06, 1.24e-06, 6.29e-07, 5.89e-07, 2.88e-08, 6.97e-07, 3.98e-06, 6.84e-06, 1.23e-05, 9.15e-06, 1.56e-08, 2.48e-08, 9.11e-09, 2.77e-08, 2.96e-08, 1.26e-09, 1.83e-07, 8.35e-09] []
384600 [7.34e-07, 1.23e-06, 1.74e-06, 2.14e-06, 1.30e-06, 8.99e-07, 5.81e-07, 1.08e-07, 7.49e-10, 3.86e-09, 9.84e-07, 1.28e-06, 1.06e-06, 8.20e-08, 1.27e-09, 6.46e-10, 4.09e-09, 9.49e-10, 5.58e-09, 4.96e-11, 3.84e-08, 3.48e-10] [7.34e-07, 1.23e-06, 1.74e-06, 2.14e-06, 1.30e-06, 8.99e-07, 5.81e-07, 1.08e-07, 7.49e-10, 3.86e-09, 9.84e-07, 1.28e-06, 1.06e-06, 8.20e-08, 1.27e-09, 6.46e-10, 4.09e-09, 9.49e-10, 5.58e-09, 4.96e-11, 3.84e-08, 3.48e-10] []
384700 [2.26e-06, 1.55e-06, 2.16e-06, 2.49e-06, 1.70e-06, 1.70e-06, 6.50e-07, 1.27e-05, 5.91e-07, 2.34e-06, 1.76e-04, 6.92e-05, 2.43e-04, 6.23e-05, 8.04e-08, 9.46e-08, 2.99e-06, 2.69e-06, 0.00e+00, 0.00e+00, 7.39e-08, 1.56e-07] [2.26e-06, 1.55e-06, 2.16e-06, 2.49e-06, 1.70e-06, 1.70e-06, 6.50e-07, 1.27e-05, 5.91e-07, 2.34e-06, 1.76e-04, 6.92e-05, 2.43e-04, 6.23e-05, 8.04e-08, 9.46e-08, 2.99e-06, 2.69e-06, 0.00e+00, 0.00e+00, 7.39e-08, 1.56e-07] []
384800 [8.40e-07, 1.31e-06, 1.80e-06, 2.10e-06, 1.43e-06, 9.78e-07, 5.75e-07, 7.07e-09, 2.78e-10, 1.52e-10, 1.08e-06, 1.39e-06, 1.15e-06, 1.22e-08, 4.88e-09, 1.40e-09, 3.07e-09, 2.11e-09, 6.07e-11, 0.00e+00, 2.22e-08, 4.66e-10] [8.40e-07, 1.31e-06, 1.80e-06, 2.10e-06, 1.43e-06, 9.78e-07, 5.75e-07, 7.07e-09, 2.78e-10, 1.52e-10, 1.08e-06, 1.39e-06, 1.15e-06, 1.22e-08, 4.88e-09, 1.40e-09, 3.07e-09, 2.11e-09, 6.07e-11, 0.00e+00, 2.22e-08, 4.66e-10] []
384900 [4.47e-05, 1.75e-05, 6.43e-06, 1.35e-05, 6.50e-06, 1.38e-05, 2.22e-06, 1.63e-04, 5.28e-05, 6.10e-05, 1.02e-04, 5.10e-04, 8.00e-04, 3.40e-03, 1.17e-04, 4.47e-05, 2.28e-05, 2.21e-05, 2.52e-05, 0.00e+00, 1.27e-04, 6.28e-05] [4.47e-05, 1.75e-05, 6.43e-06, 1.35e-05, 6.50e-06, 1.38e-05, 2.22e-06, 1.63e-04, 5.28e-05, 6.10e-05, 1.02e-04, 5.10e-04, 8.00e-04, 3.40e-03, 1.17e-04, 4.47e-05, 2.28e-05, 2.21e-05, 2.52e-05, 0.00e+00, 1.27e-04, 6.28e-05] []
385000 [9.21e-07, 1.48e-06, 1.62e-06, 1.93e-06, 1.38e-06, 9.90e-07, 5.71e-07, 1.69e-08, 1.72e-08, 2.26e-08, 1.15e-06, 1.74e-06, 1.43e-06, 9.60e-08, 1.35e-09, 2.60e-11, 1.64e-09, 8.72e-10, 6.02e-10, 0.00e+00, 1.30e-08, 1.17e-08] [9.21e-07, 1.48e-06, 1.62e-06, 1.93e-06, 1.38e-06, 9.90e-07, 5.71e-07, 1.69e-08, 1.72e-08, 2.26e-08, 1.15e-06, 1.74e-06, 1.43e-06, 9.60e-08, 1.35e-09, 2.60e-11, 1.64e-09, 8.72e-10, 6.02e-10, 0.00e+00, 1.30e-08, 1.17e-08] []
385100 [6.51e-07, 1.13e-06, 1.71e-06, 2.13e-06, 1.30e-06, 8.59e-07, 5.92e-07, 1.84e-08, 1.39e-10, 6.92e-10, 9.02e-07, 1.13e-06, 9.67e-07, 5.48e-09, 4.00e-09, 2.00e-09, 5.21e-09, 2.51e-09, 4.23e-10, 7.55e-13, 9.28e-09, 5.75e-10] [6.51e-07, 1.13e-06, 1.71e-06, 2.13e-06, 1.30e-06, 8.59e-07, 5.92e-07, 1.84e-08, 1.39e-10, 6.92e-10, 9.02e-07, 1.13e-06, 9.67e-07, 5.48e-09, 4.00e-09, 2.00e-09, 5.21e-09, 2.51e-09, 4.23e-10, 7.55e-13, 9.28e-09, 5.75e-10] []
385200 [2.37e-06, 2.09e-06, 1.70e-06, 1.87e-06, 1.82e-06, 1.60e-06, 6.22e-07, 7.97e-07, 1.22e-07, 1.81e-07, 5.56e-06, 5.16e-06, 5.78e-06, 3.32e-06, 5.39e-11, 9.74e-08, 1.88e-08, 8.86e-08, 4.34e-09, 6.66e-10, 1.58e-06, 5.41e-07] [2.37e-06, 2.09e-06, 1.70e-06, 1.87e-06, 1.82e-06, 1.60e-06, 6.22e-07, 7.97e-07, 1.22e-07, 1.81e-07, 5.56e-06, 5.16e-06, 5.78e-06, 3.32e-06, 5.39e-11, 9.74e-08, 1.88e-08, 8.86e-08, 4.34e-09, 6.66e-10, 1.58e-06, 5.41e-07] []
385300 [9.05e-07, 1.48e-06, 1.68e-06, 2.07e-06, 1.40e-06, 9.93e-07, 5.74e-07, 1.25e-08, 1.54e-09, 9.15e-10, 1.12e-06, 1.51e-06, 1.26e-06, 8.05e-09, 6.90e-09, 1.65e-09, 5.14e-09, 2.10e-09, 2.17e-11, 0.00e+00, 3.40e-08, 5.15e-09] [9.05e-07, 1.48e-06, 1.68e-06, 2.07e-06, 1.40e-06, 9.93e-07, 5.74e-07, 1.25e-08, 1.54e-09, 9.15e-10, 1.12e-06, 1.51e-06, 1.26e-06, 8.05e-09, 6.90e-09, 1.65e-09, 5.14e-09, 2.10e-09, 2.17e-11, 0.00e+00, 3.40e-08, 5.15e-09] []
385400 [5.81e-07, 1.19e-06, 1.66e-06, 2.30e-06, 1.27e-06, 8.39e-07, 6.49e-07, 8.33e-07, 2.84e-05, 1.38e-08, 9.11e-07, 1.26e-06, 1.44e-06, 3.93e-07, 6.49e-09, 6.36e-10, 8.09e-09, 2.52e-10, 1.99e-08, 0.00e+00, 1.13e-07, 1.01e-06] [5.81e-07, 1.19e-06, 1.66e-06, 2.30e-06, 1.27e-06, 8.39e-07, 6.49e-07, 8.33e-07, 2.84e-05, 1.38e-08, 9.11e-07, 1.26e-06, 1.44e-06, 3.93e-07, 6.49e-09, 6.36e-10, 8.09e-09, 2.52e-10, 1.99e-08, 0.00e+00, 1.13e-07, 1.01e-06] []
385500 [4.90e-06, 3.61e-06, 1.25e-06, 2.55e-06, 2.27e-06, 2.39e-06, 1.09e-06, 6.08e-05, 1.43e-07, 1.58e-06, 1.53e-05, 8.79e-05, 4.17e-05, 2.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.48e-09, 8.00e-05, 3.51e-08] [4.90e-06, 3.61e-06, 1.25e-06, 2.55e-06, 2.27e-06, 2.39e-06, 1.09e-06, 6.08e-05, 1.43e-07, 1.58e-06, 1.53e-05, 8.79e-05, 4.17e-05, 2.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.48e-09, 8.00e-05, 3.51e-08] []
385600 [7.54e-07, 1.24e-06, 1.55e-06, 1.95e-06, 1.31e-06, 8.93e-07, 6.35e-07, 9.36e-09, 2.40e-10, 3.39e-10, 1.01e-06, 1.38e-06, 1.16e-06, 8.74e-09, 3.01e-09, 1.02e-09, 3.60e-09, 2.33e-09, 3.77e-09, 2.42e-13, 2.77e-08, 2.41e-10] [7.54e-07, 1.24e-06, 1.55e-06, 1.95e-06, 1.31e-06, 8.93e-07, 6.35e-07, 9.36e-09, 2.40e-10, 3.39e-10, 1.01e-06, 1.38e-06, 1.16e-06, 8.74e-09, 3.01e-09, 1.02e-09, 3.60e-09, 2.33e-09, 3.77e-09, 2.42e-13, 2.77e-08, 2.41e-10] []
385700 [6.41e-06, 4.36e-06, 4.07e-06, 8.91e-06, 2.97e-06, 2.73e-06, 2.94e-06, 1.04e-06, 4.21e-09, 1.79e-06, 5.90e-05, 3.60e-04, 2.05e-04, 6.29e-04, 5.03e-06, 7.21e-06, 6.63e-07, 9.80e-08, 3.40e-06, 2.87e-08, 1.87e-05, 1.63e-07] [6.41e-06, 4.36e-06, 4.07e-06, 8.91e-06, 2.97e-06, 2.73e-06, 2.94e-06, 1.04e-06, 4.21e-09, 1.79e-06, 5.90e-05, 3.60e-04, 2.05e-04, 6.29e-04, 5.03e-06, 7.21e-06, 6.63e-07, 9.80e-08, 3.40e-06, 2.87e-08, 1.87e-05, 1.63e-07] []
385800 [9.47e-07, 1.42e-06, 1.57e-06, 1.84e-06, 1.46e-06, 1.03e-06, 6.18e-07, 6.05e-09, 2.01e-12, 8.46e-11, 1.24e-06, 1.79e-06, 1.50e-06, 4.17e-08, 7.39e-09, 3.98e-10, 2.71e-09, 3.60e-09, 9.44e-10, 1.31e-12, 1.41e-08, 8.69e-11] [9.47e-07, 1.42e-06, 1.57e-06, 1.84e-06, 1.46e-06, 1.03e-06, 6.18e-07, 6.05e-09, 2.01e-12, 8.46e-11, 1.24e-06, 1.79e-06, 1.50e-06, 4.17e-08, 7.39e-09, 3.98e-10, 2.71e-09, 3.60e-09, 9.44e-10, 1.31e-12, 1.41e-08, 8.69e-11] []
385900 [6.83e-07, 1.12e-06, 1.63e-06, 2.10e-06, 1.32e-06, 8.84e-07, 6.35e-07, 2.27e-08, 1.55e-10, 7.13e-09, 9.43e-07, 1.23e-06, 1.16e-06, 5.22e-07, 2.25e-08, 9.30e-09, 1.21e-08, 9.80e-09, 5.25e-09, 2.39e-11, 3.64e-08, 1.74e-10] [6.83e-07, 1.12e-06, 1.63e-06, 2.10e-06, 1.32e-06, 8.84e-07, 6.35e-07, 2.27e-08, 1.55e-10, 7.13e-09, 9.43e-07, 1.23e-06, 1.16e-06, 5.22e-07, 2.25e-08, 9.30e-09, 1.21e-08, 9.80e-09, 5.25e-09, 2.39e-11, 3.64e-08, 1.74e-10] []
386000 [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08] [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.179039 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
386000 [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08] [1.43e-06, 1.58e-06, 1.48e-06, 1.80e-06, 1.48e-06, 1.15e-06, 6.34e-07, 3.38e-07, 3.00e-08, 5.33e-07, 1.77e-06, 4.54e-06, 3.32e-06, 9.63e-06, 1.88e-07, 3.88e-08, 1.57e-08, 1.33e-08, 0.00e+00, 0.00e+00, 8.71e-07, 3.46e-08] []
386100 [7.00e-07, 1.17e-06, 1.56e-06, 2.02e-06, 1.28e-06, 8.75e-07, 6.18e-07, 1.03e-11, 3.16e-11, 1.02e-09, 9.45e-07, 1.30e-06, 1.09e-06, 1.03e-08, 3.98e-09, 1.49e-09, 4.60e-09, 1.68e-09, 2.39e-10, 5.34e-13, 8.75e-09, 8.82e-11] [7.00e-07, 1.17e-06, 1.56e-06, 2.02e-06, 1.28e-06, 8.75e-07, 6.18e-07, 1.03e-11, 3.16e-11, 1.02e-09, 9.45e-07, 1.30e-06, 1.09e-06, 1.03e-08, 3.98e-09, 1.49e-09, 4.60e-09, 1.68e-09, 2.39e-10, 5.34e-13, 8.75e-09, 8.82e-11] []
386200 [2.68e-06, 2.29e-06, 1.41e-06, 2.88e-06, 1.14e-06, 2.29e-06, 7.64e-07, 7.29e-06, 1.11e-05, 1.76e-06, 7.41e-05, 8.06e-05, 3.29e-04, 2.12e-04, 4.33e-08, 2.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 2.60e-05, 7.03e-06] [2.68e-06, 2.29e-06, 1.41e-06, 2.88e-06, 1.14e-06, 2.29e-06, 7.64e-07, 7.29e-06, 1.11e-05, 1.76e-06, 7.41e-05, 8.06e-05, 3.29e-04, 2.12e-04, 4.33e-08, 2.53e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-06, 2.60e-05, 7.03e-06] []
386300 [7.84e-07, 1.28e-06, 1.48e-06, 1.88e-06, 1.36e-06, 9.48e-07, 6.99e-07, 8.85e-08, 1.08e-09, 2.79e-10, 1.05e-06, 1.58e-06, 1.35e-06, 1.20e-08, 3.70e-09, 6.29e-10, 3.40e-09, 1.51e-09, 0.00e+00, 3.25e-11, 7.18e-08, 2.79e-10] [7.84e-07, 1.28e-06, 1.48e-06, 1.88e-06, 1.36e-06, 9.48e-07, 6.99e-07, 8.85e-08, 1.08e-09, 2.79e-10, 1.05e-06, 1.58e-06, 1.35e-06, 1.20e-08, 3.70e-09, 6.29e-10, 3.40e-09, 1.51e-09, 0.00e+00, 3.25e-11, 7.18e-08, 2.79e-10] []
386400 [9.82e-07, 1.05e-06, 1.59e-06, 2.13e-06, 1.34e-06, 8.75e-07, 7.41e-07, 9.00e-07, 6.28e-10, 3.02e-07, 1.54e-06, 3.49e-06, 4.94e-06, 1.69e-05, 2.33e-07, 1.14e-07, 1.31e-07, 1.15e-07, 1.93e-07, 3.61e-10, 1.31e-06, 2.22e-09] [9.82e-07, 1.05e-06, 1.59e-06, 2.13e-06, 1.34e-06, 8.75e-07, 7.41e-07, 9.00e-07, 6.28e-10, 3.02e-07, 1.54e-06, 3.49e-06, 4.94e-06, 1.69e-05, 2.33e-07, 1.14e-07, 1.31e-07, 1.15e-07, 1.93e-07, 3.61e-10, 1.31e-06, 2.22e-09] []
386500 [1.19e-06, 1.56e-06, 1.37e-06, 1.68e-06, 1.46e-06, 1.12e-06, 6.65e-07, 1.82e-08, 1.71e-09, 4.62e-11, 1.50e-06, 2.30e-06, 2.47e-06, 1.10e-06, 1.63e-08, 6.46e-09, 1.22e-08, 2.15e-08, 1.58e-10, 1.06e-10, 1.44e-08, 6.83e-10] [1.19e-06, 1.56e-06, 1.37e-06, 1.68e-06, 1.46e-06, 1.12e-06, 6.65e-07, 1.82e-08, 1.71e-09, 4.62e-11, 1.50e-06, 2.30e-06, 2.47e-06, 1.10e-06, 1.63e-08, 6.46e-09, 1.22e-08, 2.15e-08, 1.58e-10, 1.06e-10, 1.44e-08, 6.83e-10] []
386600 [6.88e-07, 1.16e-06, 1.51e-06, 2.01e-06, 1.27e-06, 8.66e-07, 6.60e-07, 2.08e-09, 1.71e-10, 1.01e-09, 9.60e-07, 1.32e-06, 1.12e-06, 1.40e-08, 4.52e-09, 1.49e-09, 5.15e-09, 1.89e-09, 4.28e-10, 0.00e+00, 1.18e-08, 8.96e-10] [6.88e-07, 1.16e-06, 1.51e-06, 2.01e-06, 1.27e-06, 8.66e-07, 6.60e-07, 2.08e-09, 1.71e-10, 1.01e-09, 9.60e-07, 1.32e-06, 1.12e-06, 1.40e-08, 4.52e-09, 1.49e-09, 5.15e-09, 1.89e-09, 4.28e-10, 0.00e+00, 1.18e-08, 8.96e-10] []
386700 [1.89e-05, 4.93e-06, 2.32e-06, 6.99e-06, 2.54e-06, 3.19e-06, 9.54e-07, 1.44e-06, 3.81e-07, 1.64e-05, 6.84e-05, 2.05e-04, 6.13e-04, 1.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-09, 0.00e+00, 9.89e-07, 7.21e-07] [1.89e-05, 4.93e-06, 2.32e-06, 6.99e-06, 2.54e-06, 3.19e-06, 9.54e-07, 1.44e-06, 3.81e-07, 1.64e-05, 6.84e-05, 2.05e-04, 6.13e-04, 1.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.84e-09, 0.00e+00, 9.89e-07, 7.21e-07] []
386800 [9.36e-07, 1.36e-06, 1.44e-06, 1.81e-06, 1.36e-06, 9.90e-07, 6.42e-07, 7.43e-08, 6.79e-10, 1.27e-09, 1.21e-06, 1.85e-06, 1.53e-06, 2.48e-08, 1.26e-08, 3.88e-10, 2.02e-09, 3.00e-09, 1.04e-08, 8.59e-11, 6.36e-08, 5.47e-10] [9.36e-07, 1.36e-06, 1.44e-06, 1.81e-06, 1.36e-06, 9.90e-07, 6.42e-07, 7.43e-08, 6.79e-10, 1.27e-09, 1.21e-06, 1.85e-06, 1.53e-06, 2.48e-08, 1.26e-08, 3.88e-10, 2.02e-09, 3.00e-09, 1.04e-08, 8.59e-11, 6.36e-08, 5.47e-10] []
386900 [6.19e-07, 1.08e-06, 1.51e-06, 2.04e-06, 1.22e-06, 8.45e-07, 6.50e-07, 3.35e-08, 3.40e-10, 3.07e-08, 9.05e-07, 1.50e-06, 1.33e-06, 1.47e-06, 4.13e-10, 0.00e+00, 2.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.87e-08, 1.92e-09] [6.19e-07, 1.08e-06, 1.51e-06, 2.04e-06, 1.22e-06, 8.45e-07, 6.50e-07, 3.35e-08, 3.40e-10, 3.07e-08, 9.05e-07, 1.50e-06, 1.33e-06, 1.47e-06, 4.13e-10, 0.00e+00, 2.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.87e-08, 1.92e-09] []
387000 [1.30e-06, 1.58e-06, 1.33e-06, 1.79e-06, 1.28e-06, 1.08e-06, 6.30e-07, 1.11e-08, 6.18e-12, 1.51e-07, 1.89e-06, 4.11e-06, 2.62e-06, 7.88e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-09, 6.16e-10, 3.37e-14, 1.11e-08, 3.44e-09] [1.30e-06, 1.58e-06, 1.33e-06, 1.79e-06, 1.28e-06, 1.08e-06, 6.30e-07, 1.11e-08, 6.18e-12, 1.51e-07, 1.89e-06, 4.11e-06, 2.62e-06, 7.88e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-09, 6.16e-10, 3.37e-14, 1.11e-08, 3.44e-09] []
387100 [6.62e-07, 1.07e-06, 1.47e-06, 2.02e-06, 1.21e-06, 8.33e-07, 6.55e-07, 1.32e-09, 1.02e-10, 2.20e-10, 9.33e-07, 1.23e-06, 1.03e-06, 4.30e-09, 5.12e-09, 1.96e-09, 5.25e-09, 2.26e-09, 0.00e+00, 1.80e-11, 4.94e-08, 1.35e-10] [6.62e-07, 1.07e-06, 1.47e-06, 2.02e-06, 1.21e-06, 8.33e-07, 6.55e-07, 1.32e-09, 1.02e-10, 2.20e-10, 9.33e-07, 1.23e-06, 1.03e-06, 4.30e-09, 5.12e-09, 1.96e-09, 5.25e-09, 2.26e-09, 0.00e+00, 1.80e-11, 4.94e-08, 1.35e-10] []
387200 [6.89e-06, 3.18e-06, 1.35e-06, 3.25e-06, 1.93e-06, 2.94e-06, 7.10e-07, 1.29e-04, 9.40e-06, 7.77e-06, 1.61e-05, 3.86e-05, 7.93e-06, 7.40e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-09, 0.00e+00, 0.00e+00, 3.66e-05, 1.14e-05] [6.89e-06, 3.18e-06, 1.35e-06, 3.25e-06, 1.93e-06, 2.94e-06, 7.10e-07, 1.29e-04, 9.40e-06, 7.77e-06, 1.61e-05, 3.86e-05, 7.93e-06, 7.40e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-09, 0.00e+00, 0.00e+00, 3.66e-05, 1.14e-05] []
387300 [8.42e-07, 1.31e-06, 1.51e-06, 1.93e-06, 1.41e-06, 9.48e-07, 7.13e-07, 2.01e-08, 6.74e-10, 5.61e-11, 1.13e-06, 1.54e-06, 1.30e-06, 1.49e-08, 5.83e-09, 1.69e-09, 3.68e-09, 2.41e-09, 2.61e-11, 0.00e+00, 3.73e-08, 1.17e-09] [8.42e-07, 1.31e-06, 1.51e-06, 1.93e-06, 1.41e-06, 9.48e-07, 7.13e-07, 2.01e-08, 6.74e-10, 5.61e-11, 1.13e-06, 1.54e-06, 1.30e-06, 1.49e-08, 5.83e-09, 1.69e-09, 3.68e-09, 2.41e-09, 2.61e-11, 0.00e+00, 3.73e-08, 1.17e-09] []
387400 [6.21e-07, 1.09e-06, 1.53e-06, 2.10e-06, 1.29e-06, 8.31e-07, 7.06e-07, 1.77e-08, 1.77e-10, 2.84e-11, 9.03e-07, 1.13e-06, 9.73e-07, 5.85e-09, 8.19e-09, 2.42e-09, 5.06e-09, 2.85e-09, 0.00e+00, 9.67e-13, 5.71e-08, 4.19e-10] [6.21e-07, 1.09e-06, 1.53e-06, 2.10e-06, 1.29e-06, 8.31e-07, 7.06e-07, 1.77e-08, 1.77e-10, 2.84e-11, 9.03e-07, 1.13e-06, 9.73e-07, 5.85e-09, 8.19e-09, 2.42e-09, 5.06e-09, 2.85e-09, 0.00e+00, 9.67e-13, 5.71e-08, 4.19e-10] []
387500 [4.29e-06, 2.38e-06, 1.43e-06, 1.78e-06, 1.66e-06, 1.46e-06, 8.68e-07, 2.09e-06, 1.29e-08, 1.07e-05, 1.12e-05, 2.63e-05, 5.31e-06, 8.45e-05, 1.88e-06, 1.23e-06, 1.16e-07, 2.20e-07, 2.40e-07, 6.26e-10, 1.60e-06, 4.14e-09] [4.29e-06, 2.38e-06, 1.43e-06, 1.78e-06, 1.66e-06, 1.46e-06, 8.68e-07, 2.09e-06, 1.29e-08, 1.07e-05, 1.12e-05, 2.63e-05, 5.31e-06, 8.45e-05, 1.88e-06, 1.23e-06, 1.16e-07, 2.20e-07, 2.40e-07, 6.26e-10, 1.60e-06, 4.14e-09] []
387600 [7.32e-07, 1.17e-06, 1.40e-06, 1.89e-06, 1.26e-06, 8.62e-07, 6.81e-07, 1.05e-08, 7.76e-12, 1.01e-10, 1.01e-06, 1.38e-06, 1.17e-06, 8.83e-09, 7.35e-09, 1.86e-09, 4.70e-09, 2.65e-09, 2.22e-09, 1.44e-11, 2.02e-08, 1.32e-10] [7.32e-07, 1.17e-06, 1.40e-06, 1.89e-06, 1.26e-06, 8.62e-07, 6.81e-07, 1.05e-08, 7.76e-12, 1.01e-10, 1.01e-06, 1.38e-06, 1.17e-06, 8.83e-09, 7.35e-09, 1.86e-09, 4.70e-09, 2.65e-09, 2.22e-09, 1.44e-11, 2.02e-08, 1.32e-10] []
387700 [6.55e-06, 3.22e-06, 2.64e-06, 2.30e-06, 2.48e-06, 1.48e-06, 8.41e-07, 1.13e-05, 5.37e-09, 1.88e-08, 2.27e-05, 2.91e-05, 1.27e-04, 2.05e-04, 9.65e-07, 1.76e-06, 1.47e-06, 7.00e-07, 0.00e+00, 1.76e-11, 6.10e-06, 1.73e-10] [6.55e-06, 3.22e-06, 2.64e-06, 2.30e-06, 2.48e-06, 1.48e-06, 8.41e-07, 1.13e-05, 5.37e-09, 1.88e-08, 2.27e-05, 2.91e-05, 1.27e-04, 2.05e-04, 9.65e-07, 1.76e-06, 1.47e-06, 7.00e-07, 0.00e+00, 1.76e-11, 6.10e-06, 1.73e-10] []
387800 [7.72e-07, 1.19e-06, 1.36e-06, 1.86e-06, 1.25e-06, 8.77e-07, 6.71e-07, 4.50e-09, 5.83e-11, 2.50e-10, 1.06e-06, 1.44e-06, 1.21e-06, 1.15e-08, 5.98e-09, 1.73e-09, 4.77e-09, 2.84e-09, 4.34e-10, 0.00e+00, 1.10e-08, 2.00e-10] [7.72e-07, 1.19e-06, 1.36e-06, 1.86e-06, 1.25e-06, 8.77e-07, 6.71e-07, 4.50e-09, 5.83e-11, 2.50e-10, 1.06e-06, 1.44e-06, 1.21e-06, 1.15e-08, 5.98e-09, 1.73e-09, 4.77e-09, 2.84e-09, 4.34e-10, 0.00e+00, 1.10e-08, 2.00e-10] []
387900 [3.41e-06, 2.91e-06, 1.86e-06, 4.12e-06, 1.17e-06, 1.88e-06, 8.94e-07, 9.80e-06, 1.55e-06, 5.66e-07, 4.90e-05, 6.46e-05, 1.66e-04, 5.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 2.17e-06] [3.41e-06, 2.91e-06, 1.86e-06, 4.12e-06, 1.17e-06, 1.88e-06, 8.94e-07, 9.80e-06, 1.55e-06, 5.66e-07, 4.90e-05, 6.46e-05, 1.66e-04, 5.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-05, 2.17e-06] []
388000 [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11] [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.833906 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
388000 [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11] [7.75e-07, 1.19e-06, 1.34e-06, 1.85e-06, 1.23e-06, 8.81e-07, 6.65e-07, 1.23e-09, 4.59e-11, 2.11e-09, 1.07e-06, 1.48e-06, 1.22e-06, 1.86e-08, 3.31e-09, 8.85e-10, 3.88e-09, 1.59e-09, 4.43e-10, 5.43e-12, 1.14e-08, 7.85e-11] []
388100 [3.88e-06, 9.99e-06, 1.30e-06, 2.60e-05, 5.86e-06, 1.30e-05, 7.28e-06, 4.68e-06, 2.68e-06, 4.46e-05, 2.18e-04, 3.14e-04, 1.45e-03, 1.06e-03, 0.00e+00, 6.29e-09, 0.00e+00, 0.00e+00, 1.65e-07, 2.81e-06, 1.08e-06, 1.25e-05] [3.88e-06, 9.99e-06, 1.30e-06, 2.60e-05, 5.86e-06, 1.30e-05, 7.28e-06, 4.68e-06, 2.68e-06, 4.46e-05, 2.18e-04, 3.14e-04, 1.45e-03, 1.06e-03, 0.00e+00, 6.29e-09, 0.00e+00, 0.00e+00, 1.65e-07, 2.81e-06, 1.08e-06, 1.25e-05] []
388200 [9.74e-07, 1.43e-06, 1.56e-06, 2.11e-06, 1.46e-06, 1.02e-06, 7.26e-07, 2.59e-10, 4.03e-07, 6.05e-09, 1.32e-06, 1.32e-06, 1.07e-06, 1.15e-07, 2.65e-09, 3.74e-10, 2.45e-09, 4.84e-09, 4.00e-09, 5.37e-08, 2.73e-08, 3.15e-07] [9.74e-07, 1.43e-06, 1.56e-06, 2.11e-06, 1.46e-06, 1.02e-06, 7.26e-07, 2.59e-10, 4.03e-07, 6.05e-09, 1.32e-06, 1.32e-06, 1.07e-06, 1.15e-07, 2.65e-09, 3.74e-10, 2.45e-09, 4.84e-09, 4.00e-09, 5.37e-08, 2.73e-08, 3.15e-07] []
388300 [6.57e-07, 1.21e-06, 1.51e-06, 2.17e-06, 1.33e-06, 8.59e-07, 7.12e-07, 6.14e-08, 1.25e-11, 1.19e-09, 9.38e-07, 9.98e-07, 8.35e-07, 9.08e-09, 7.70e-09, 1.45e-09, 4.68e-09, 2.36e-09, 1.28e-08, 2.02e-12, 7.90e-08, 1.48e-10] [6.57e-07, 1.21e-06, 1.51e-06, 2.17e-06, 1.33e-06, 8.59e-07, 7.12e-07, 6.14e-08, 1.25e-11, 1.19e-09, 9.38e-07, 9.98e-07, 8.35e-07, 9.08e-09, 7.70e-09, 1.45e-09, 4.68e-09, 2.36e-09, 1.28e-08, 2.02e-12, 7.90e-08, 1.48e-10] []
388400 [2.70e-06, 2.35e-06, 1.47e-06, 1.77e-06, 1.60e-06, 1.32e-06, 7.54e-07, 3.44e-06, 3.25e-09, 1.79e-06, 5.71e-06, 7.93e-06, 2.88e-05, 1.22e-05, 4.95e-09, 7.64e-10, 0.00e+00, 0.00e+00, 2.15e-07, 0.00e+00, 1.43e-06, 8.74e-09] [2.70e-06, 2.35e-06, 1.47e-06, 1.77e-06, 1.60e-06, 1.32e-06, 7.54e-07, 3.44e-06, 3.25e-09, 1.79e-06, 5.71e-06, 7.93e-06, 2.88e-05, 1.22e-05, 4.95e-09, 7.64e-10, 0.00e+00, 0.00e+00, 2.15e-07, 0.00e+00, 1.43e-06, 8.74e-09] []
388500 [7.60e-07, 1.24e-06, 1.32e-06, 1.82e-06, 1.30e-06, 8.78e-07, 6.90e-07, 7.64e-11, 6.57e-11, 1.51e-09, 1.02e-06, 1.41e-06, 1.16e-06, 2.07e-08, 6.77e-09, 5.47e-10, 3.07e-09, 1.22e-09, 7.60e-12, 3.58e-13, 2.40e-08, 2.39e-10] [7.60e-07, 1.24e-06, 1.32e-06, 1.82e-06, 1.30e-06, 8.78e-07, 6.90e-07, 7.64e-11, 6.57e-11, 1.51e-09, 1.02e-06, 1.41e-06, 1.16e-06, 2.07e-08, 6.77e-09, 5.47e-10, 3.07e-09, 1.22e-09, 7.60e-12, 3.58e-13, 2.40e-08, 2.39e-10] []
388600 [3.24e-06, 2.59e-06, 2.85e-06, 1.82e-06, 3.25e-06, 1.80e-06, 8.54e-07, 2.77e-06, 5.41e-11, 5.03e-06, 2.36e-05, 2.24e-05, 4.65e-05, 1.15e-05, 3.10e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.82e-07, 4.14e-09, 6.02e-06, 2.57e-08] [3.24e-06, 2.59e-06, 2.85e-06, 1.82e-06, 3.25e-06, 1.80e-06, 8.54e-07, 2.77e-06, 5.41e-11, 5.03e-06, 2.36e-05, 2.24e-05, 4.65e-05, 1.15e-05, 3.10e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.82e-07, 4.14e-09, 6.02e-06, 2.57e-08] []
388700 [7.80e-07, 1.21e-06, 1.29e-06, 1.79e-06, 1.26e-06, 8.79e-07, 6.81e-07, 1.66e-09, 3.24e-11, 2.23e-12, 1.07e-06, 1.44e-06, 1.22e-06, 3.13e-08, 1.02e-08, 1.40e-09, 5.08e-09, 2.85e-09, 7.66e-10, 1.56e-12, 1.26e-08, 6.11e-11] [7.80e-07, 1.21e-06, 1.29e-06, 1.79e-06, 1.26e-06, 8.79e-07, 6.81e-07, 1.66e-09, 3.24e-11, 2.23e-12, 1.07e-06, 1.44e-06, 1.22e-06, 3.13e-08, 1.02e-08, 1.40e-09, 5.08e-09, 2.85e-09, 7.66e-10, 1.56e-12, 1.26e-08, 6.11e-11] []
388800 [2.94e-06, 3.54e-06, 1.85e-06, 2.30e-06, 2.42e-06, 1.81e-06, 8.23e-07, 1.08e-05, 3.49e-07, 7.25e-07, 1.54e-05, 6.45e-05, 8.97e-05, 3.93e-06, 4.88e-08, 3.95e-09, 3.76e-07, 3.35e-08, 2.38e-06, 0.00e+00, 1.39e-05, 2.03e-07] [2.94e-06, 3.54e-06, 1.85e-06, 2.30e-06, 2.42e-06, 1.81e-06, 8.23e-07, 1.08e-05, 3.49e-07, 7.25e-07, 1.54e-05, 6.45e-05, 8.97e-05, 3.93e-06, 4.88e-08, 3.95e-09, 3.76e-07, 3.35e-08, 2.38e-06, 0.00e+00, 1.39e-05, 2.03e-07] []
388900 [7.56e-07, 1.17e-06, 1.29e-06, 1.80e-06, 1.24e-06, 8.66e-07, 6.78e-07, 1.56e-08, 2.90e-09, 4.27e-10, 1.05e-06, 1.41e-06, 1.17e-06, 7.20e-09, 8.07e-09, 1.33e-09, 4.64e-09, 2.27e-09, 4.14e-09, 0.00e+00, 2.99e-08, 3.62e-09] [7.56e-07, 1.17e-06, 1.29e-06, 1.80e-06, 1.24e-06, 8.66e-07, 6.78e-07, 1.56e-08, 2.90e-09, 4.27e-10, 1.05e-06, 1.41e-06, 1.17e-06, 7.20e-09, 8.07e-09, 1.33e-09, 4.64e-09, 2.27e-09, 4.14e-09, 0.00e+00, 2.99e-08, 3.62e-09] []
389000 [1.75e-06, 1.73e-06, 1.31e-06, 1.96e-06, 1.11e-06, 1.27e-06, 6.75e-07, 2.37e-06, 2.56e-07, 1.26e-06, 2.24e-06, 1.09e-05, 2.05e-05, 5.05e-05, 0.00e+00, 2.62e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-07, 3.36e-06, 3.91e-06] [1.75e-06, 1.73e-06, 1.31e-06, 1.96e-06, 1.11e-06, 1.27e-06, 6.75e-07, 2.37e-06, 2.56e-07, 1.26e-06, 2.24e-06, 1.09e-05, 2.05e-05, 5.05e-05, 0.00e+00, 2.62e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-07, 3.36e-06, 3.91e-06] []
389100 [4.17e-05, 8.40e-06, 4.04e-06, 6.81e-06, 5.40e-06, 5.92e-06, 2.42e-06, 2.12e-04, 2.15e-07, 4.57e-05, 1.20e-04, 3.89e-04, 7.78e-04, 2.67e-03, 4.77e-05, 3.92e-05, 2.28e-05, 1.83e-05, 5.89e-05, 1.03e-07, 2.80e-04, 5.55e-07] [4.17e-05, 8.40e-06, 4.04e-06, 6.81e-06, 5.40e-06, 5.92e-06, 2.42e-06, 2.12e-04, 2.15e-07, 4.57e-05, 1.20e-04, 3.89e-04, 7.78e-04, 2.67e-03, 4.77e-05, 3.92e-05, 2.28e-05, 1.83e-05, 5.89e-05, 1.03e-07, 2.80e-04, 5.55e-07] []
389200 [8.79e-07, 1.29e-06, 1.19e-06, 1.66e-06, 1.27e-06, 9.46e-07, 6.93e-07, 5.03e-08, 1.17e-09, 6.60e-09, 1.20e-06, 1.87e-06, 1.53e-06, 3.22e-07, 5.87e-10, 0.00e+00, 1.20e-09, 7.94e-10, 0.00e+00, 0.00e+00, 6.85e-08, 2.13e-09] [8.79e-07, 1.29e-06, 1.19e-06, 1.66e-06, 1.27e-06, 9.46e-07, 6.93e-07, 5.03e-08, 1.17e-09, 6.60e-09, 1.20e-06, 1.87e-06, 1.53e-06, 3.22e-07, 5.87e-10, 0.00e+00, 1.20e-09, 7.94e-10, 0.00e+00, 0.00e+00, 6.85e-08, 2.13e-09] []
389300 [6.43e-07, 9.59e-07, 1.29e-06, 1.88e-06, 1.18e-06, 7.79e-07, 7.07e-07, 1.09e-07, 1.21e-09, 1.98e-08, 1.06e-06, 1.29e-06, 1.78e-06, 1.74e-06, 4.14e-08, 1.97e-08, 2.78e-08, 2.41e-08, 2.26e-08, 1.44e-10, 1.42e-07, 8.90e-10] [6.43e-07, 9.59e-07, 1.29e-06, 1.88e-06, 1.18e-06, 7.79e-07, 7.07e-07, 1.09e-07, 1.21e-09, 1.98e-08, 1.06e-06, 1.29e-06, 1.78e-06, 1.74e-06, 4.14e-08, 1.97e-08, 2.78e-08, 2.41e-08, 2.26e-08, 1.44e-10, 1.42e-07, 8.90e-10] []
389400 [1.22e-06, 1.40e-06, 1.64e-06, 2.02e-06, 1.56e-06, 1.07e-06, 7.50e-07, 2.90e-07, 4.76e-11, 3.60e-07, 2.75e-06, 2.26e-06, 2.07e-06, 9.26e-08, 1.40e-09, 1.33e-08, 1.66e-08, 1.47e-08, 0.00e+00, 4.11e-10, 9.69e-07, 2.69e-09] [1.22e-06, 1.40e-06, 1.64e-06, 2.02e-06, 1.56e-06, 1.07e-06, 7.50e-07, 2.90e-07, 4.76e-11, 3.60e-07, 2.75e-06, 2.26e-06, 2.07e-06, 9.26e-08, 1.40e-09, 1.33e-08, 1.66e-08, 1.47e-08, 0.00e+00, 4.11e-10, 9.69e-07, 2.69e-09] []
389500 [6.95e-07, 1.24e-06, 1.45e-06, 2.08e-06, 1.34e-06, 8.63e-07, 7.12e-07, 3.58e-08, 5.16e-10, 1.18e-09, 9.70e-07, 1.05e-06, 8.64e-07, 9.16e-09, 8.38e-09, 1.40e-09, 4.32e-09, 2.13e-09, 1.12e-08, 0.00e+00, 6.92e-08, 9.05e-10] [6.95e-07, 1.24e-06, 1.45e-06, 2.08e-06, 1.34e-06, 8.63e-07, 7.12e-07, 3.58e-08, 5.16e-10, 1.18e-09, 9.70e-07, 1.05e-06, 8.64e-07, 9.16e-09, 8.38e-09, 1.40e-09, 4.32e-09, 2.13e-09, 1.12e-08, 0.00e+00, 6.92e-08, 9.05e-10] []
389600 [5.57e-06, 2.58e-06, 1.44e-06, 2.47e-06, 2.36e-06, 1.71e-06, 9.26e-07, 3.74e-06, 2.41e-05, 6.94e-06, 1.39e-05, 7.14e-05, 1.59e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 6.35e-06, 1.43e-05] [5.57e-06, 2.58e-06, 1.44e-06, 2.47e-06, 2.36e-06, 1.71e-06, 9.26e-07, 3.74e-06, 2.41e-05, 6.94e-06, 1.39e-05, 7.14e-05, 1.59e-04, 4.41e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-06, 6.35e-06, 1.43e-05] []
389700 [6.84e-07, 1.07e-06, 1.23e-06, 1.80e-06, 1.26e-06, 7.94e-07, 7.75e-07, 1.27e-08, 3.64e-10, 2.49e-08, 9.67e-07, 1.34e-06, 1.42e-06, 1.58e-06, 5.71e-08, 1.04e-08, 1.75e-08, 1.64e-08, 4.27e-09, 1.08e-15, 2.86e-08, 3.28e-10] [6.84e-07, 1.07e-06, 1.23e-06, 1.80e-06, 1.26e-06, 7.94e-07, 7.75e-07, 1.27e-08, 3.64e-10, 2.49e-08, 9.67e-07, 1.34e-06, 1.42e-06, 1.58e-06, 5.71e-08, 1.04e-08, 1.75e-08, 1.64e-08, 4.27e-09, 1.08e-15, 2.86e-08, 3.28e-10] []
389800 [1.08e-06, 1.51e-06, 1.09e-06, 1.61e-06, 1.30e-06, 1.03e-06, 7.37e-07, 4.71e-08, 1.19e-09, 2.29e-07, 1.57e-06, 3.11e-06, 2.32e-06, 5.54e-06, 0.00e+00, 1.85e-09, 0.00e+00, 3.81e-09, 0.00e+00, 6.49e-12, 5.77e-08, 2.49e-10] [1.08e-06, 1.51e-06, 1.09e-06, 1.61e-06, 1.30e-06, 1.03e-06, 7.37e-07, 4.71e-08, 1.19e-09, 2.29e-07, 1.57e-06, 3.11e-06, 2.32e-06, 5.54e-06, 0.00e+00, 1.85e-09, 0.00e+00, 3.81e-09, 0.00e+00, 6.49e-12, 5.77e-08, 2.49e-10] []
389900 [6.33e-07, 1.03e-06, 1.22e-06, 1.81e-06, 1.20e-06, 7.81e-07, 7.27e-07, 1.39e-08, 2.81e-10, 2.12e-10, 9.52e-07, 1.17e-06, 1.03e-06, 7.56e-08, 1.44e-08, 3.99e-09, 8.60e-09, 5.48e-09, 3.64e-09, 1.48e-11, 2.87e-08, 1.69e-10] [6.33e-07, 1.03e-06, 1.22e-06, 1.81e-06, 1.20e-06, 7.81e-07, 7.27e-07, 1.39e-08, 2.81e-10, 2.12e-10, 9.52e-07, 1.17e-06, 1.03e-06, 7.56e-08, 1.44e-08, 3.99e-09, 8.60e-09, 5.48e-09, 3.64e-09, 1.48e-11, 2.87e-08, 1.69e-10] []
390000 [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10] [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.133222 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
390000 [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10] [2.93e-06, 1.94e-06, 1.26e-06, 2.16e-06, 1.67e-06, 1.61e-06, 9.45e-07, 3.25e-06, 2.19e-08, 7.48e-07, 4.35e-05, 5.54e-05, 2.96e-05, 8.16e-05, 3.64e-06, 1.10e-06, 0.00e+00, 5.82e-09, 9.84e-08, 1.96e-10, 6.33e-07, 7.39e-10] []
390100 [6.85e-07, 1.11e-06, 1.25e-06, 1.77e-06, 1.25e-06, 8.42e-07, 7.19e-07, 7.50e-08, 4.08e-10, 1.44e-12, 9.71e-07, 1.34e-06, 1.13e-06, 5.85e-09, 6.30e-09, 1.78e-09, 4.68e-09, 1.81e-09, 3.27e-13, 0.00e+00, 4.34e-08, 7.74e-10] [6.85e-07, 1.11e-06, 1.25e-06, 1.77e-06, 1.25e-06, 8.42e-07, 7.19e-07, 7.50e-08, 4.08e-10, 1.44e-12, 9.71e-07, 1.34e-06, 1.13e-06, 5.85e-09, 6.30e-09, 1.78e-09, 4.68e-09, 1.81e-09, 3.27e-13, 0.00e+00, 4.34e-08, 7.74e-10] []
390200 [5.13e-06, 3.18e-06, 1.18e-06, 2.38e-06, 1.86e-06, 2.27e-06, 1.02e-06, 3.96e-06, 6.64e-07, 1.10e-06, 1.47e-05, 6.52e-05, 5.97e-05, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-07, 7.96e-06, 8.60e-07] [5.13e-06, 3.18e-06, 1.18e-06, 2.38e-06, 1.86e-06, 2.27e-06, 1.02e-06, 3.96e-06, 6.64e-07, 1.10e-06, 1.47e-05, 6.52e-05, 5.97e-05, 3.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.68e-07, 7.96e-06, 8.60e-07] []
390300 [7.27e-07, 1.15e-06, 1.19e-06, 1.76e-06, 1.20e-06, 8.44e-07, 7.04e-07, 9.07e-08, 1.98e-10, 6.53e-10, 1.00e-06, 1.41e-06, 1.17e-06, 1.43e-08, 7.93e-09, 8.06e-10, 3.93e-09, 1.41e-09, 1.79e-12, 2.16e-12, 3.96e-08, 6.23e-11] [7.27e-07, 1.15e-06, 1.19e-06, 1.76e-06, 1.20e-06, 8.44e-07, 7.04e-07, 9.07e-08, 1.98e-10, 6.53e-10, 1.00e-06, 1.41e-06, 1.17e-06, 1.43e-08, 7.93e-09, 8.06e-10, 3.93e-09, 1.41e-09, 1.79e-12, 2.16e-12, 3.96e-08, 6.23e-11] []
390400 [9.22e-06, 1.66e-06, 2.47e-06, 3.68e-06, 2.73e-06, 2.09e-06, 9.77e-07, 3.99e-05, 4.40e-05, 2.49e-04, 5.73e-04, 1.32e-04, 2.10e-04, 6.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-05, 2.51e-05, 6.07e-05, 9.53e-05] [9.22e-06, 1.66e-06, 2.47e-06, 3.68e-06, 2.73e-06, 2.09e-06, 9.77e-07, 3.99e-05, 4.40e-05, 2.49e-04, 5.73e-04, 1.32e-04, 2.10e-04, 6.64e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-05, 2.51e-05, 6.07e-05, 9.53e-05] []
390500 [9.48e-07, 1.39e-06, 1.17e-06, 1.65e-06, 1.47e-06, 1.00e-06, 7.90e-07, 2.74e-07, 5.63e-05, 5.79e-09, 1.35e-06, 1.94e-06, 1.62e-06, 1.50e-07, 9.62e-09, 1.16e-09, 1.56e-09, 3.51e-09, 4.70e-09, 0.00e+00, 2.99e-08, 6.51e-05] [9.48e-07, 1.39e-06, 1.17e-06, 1.65e-06, 1.47e-06, 1.00e-06, 7.90e-07, 2.74e-07, 5.63e-05, 5.79e-09, 1.35e-06, 1.94e-06, 1.62e-06, 1.50e-07, 9.62e-09, 1.16e-09, 1.56e-09, 3.51e-09, 4.70e-09, 0.00e+00, 2.99e-08, 6.51e-05] []
390600 [6.15e-07, 1.10e-06, 1.26e-06, 1.89e-06, 1.25e-06, 8.43e-07, 7.80e-07, 9.20e-09, 1.20e-08, 4.69e-11, 8.94e-07, 1.24e-06, 1.08e-06, 8.00e-09, 1.04e-08, 2.42e-09, 6.22e-09, 2.87e-09, 1.85e-12, 0.00e+00, 3.19e-08, 2.42e-08] [6.15e-07, 1.10e-06, 1.26e-06, 1.89e-06, 1.25e-06, 8.43e-07, 7.80e-07, 9.20e-09, 1.20e-08, 4.69e-11, 8.94e-07, 1.24e-06, 1.08e-06, 8.00e-09, 1.04e-08, 2.42e-09, 6.22e-09, 2.87e-09, 1.85e-12, 0.00e+00, 3.19e-08, 2.42e-08] []
390700 [7.07e-06, 3.15e-06, 1.36e-06, 2.21e-06, 3.23e-06, 2.23e-06, 1.58e-06, 2.05e-05, 3.11e-08, 2.92e-05, 1.65e-05, 8.65e-05, 5.65e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 5.30e-08] [7.07e-06, 3.15e-06, 1.36e-06, 2.21e-06, 3.23e-06, 2.23e-06, 1.58e-06, 2.05e-05, 3.11e-08, 2.92e-05, 1.65e-05, 8.65e-05, 5.65e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.14e-05, 5.30e-08] []
390800 [7.52e-07, 1.22e-06, 1.17e-06, 1.76e-06, 1.22e-06, 8.73e-07, 7.42e-07, 5.49e-10, 1.23e-10, 1.71e-09, 1.03e-06, 1.52e-06, 1.27e-06, 5.62e-08, 5.24e-09, 4.06e-10, 2.78e-09, 8.52e-10, 2.53e-10, 0.00e+00, 1.11e-08, 7.71e-10] [7.52e-07, 1.22e-06, 1.17e-06, 1.76e-06, 1.22e-06, 8.73e-07, 7.42e-07, 5.49e-10, 1.23e-10, 1.71e-09, 1.03e-06, 1.52e-06, 1.27e-06, 5.62e-08, 5.24e-09, 4.06e-10, 2.78e-09, 8.52e-10, 2.53e-10, 0.00e+00, 1.11e-08, 7.71e-10] []
390900 [8.27e-07, 1.15e-06, 1.26e-06, 1.93e-06, 1.12e-06, 8.60e-07, 7.25e-07, 3.44e-07, 8.85e-10, 3.99e-07, 1.37e-06, 4.92e-06, 6.21e-06, 2.23e-05, 0.00e+00, 0.00e+00, 6.80e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-07, 2.75e-09] [8.27e-07, 1.15e-06, 1.26e-06, 1.93e-06, 1.12e-06, 8.60e-07, 7.25e-07, 3.44e-07, 8.85e-10, 3.99e-07, 1.37e-06, 4.92e-06, 6.21e-06, 2.23e-05, 0.00e+00, 0.00e+00, 6.80e-11, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-07, 2.75e-09] []
391000 [1.26e-06, 1.50e-06, 1.24e-06, 1.89e-06, 1.36e-06, 1.08e-06, 8.30e-07, 3.11e-07, 3.69e-09, 7.06e-08, 1.62e-05, 2.68e-05, 4.32e-05, 1.31e-06, 3.28e-09, 2.02e-10, 0.00e+00, 1.37e-10, 7.00e-09, 2.01e-11, 4.24e-08, 3.57e-10] [1.26e-06, 1.50e-06, 1.24e-06, 1.89e-06, 1.36e-06, 1.08e-06, 8.30e-07, 3.11e-07, 3.69e-09, 7.06e-08, 1.62e-05, 2.68e-05, 4.32e-05, 1.31e-06, 3.28e-09, 2.02e-10, 0.00e+00, 1.37e-10, 7.00e-09, 2.01e-11, 4.24e-08, 3.57e-10] []
391100 [6.40e-07, 1.04e-06, 1.19e-06, 1.79e-06, 1.19e-06, 8.08e-07, 7.35e-07, 9.55e-09, 8.79e-12, 1.71e-12, 9.30e-07, 1.32e-06, 1.14e-06, 1.41e-08, 9.69e-09, 2.60e-09, 6.35e-09, 3.15e-09, 2.19e-09, 3.59e-12, 2.03e-08, 7.18e-11] [6.40e-07, 1.04e-06, 1.19e-06, 1.79e-06, 1.19e-06, 8.08e-07, 7.35e-07, 9.55e-09, 8.79e-12, 1.71e-12, 9.30e-07, 1.32e-06, 1.14e-06, 1.41e-08, 9.69e-09, 2.60e-09, 6.35e-09, 3.15e-09, 2.19e-09, 3.59e-12, 2.03e-08, 7.18e-11] []
391200 [2.24e-06, 1.69e-06, 1.10e-06, 1.88e-06, 1.17e-06, 1.29e-06, 7.61e-07, 5.59e-06, 1.53e-06, 8.24e-08, 3.55e-06, 7.76e-06, 1.28e-05, 1.31e-05, 0.00e+00, 2.05e-09, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 6.62e-06, 1.90e-06] [2.24e-06, 1.69e-06, 1.10e-06, 1.88e-06, 1.17e-06, 1.29e-06, 7.61e-07, 5.59e-06, 1.53e-06, 8.24e-08, 3.55e-06, 7.76e-06, 1.28e-05, 1.31e-05, 0.00e+00, 2.05e-09, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 6.62e-06, 1.90e-06] []
391300 [6.78e-07, 1.08e-06, 1.16e-06, 1.79e-06, 1.15e-06, 8.12e-07, 7.28e-07, 1.57e-09, 3.96e-10, 6.53e-10, 9.64e-07, 1.35e-06, 1.13e-06, 6.35e-09, 6.96e-09, 1.26e-09, 4.83e-09, 1.87e-09, 9.97e-11, 3.27e-11, 1.08e-08, 2.25e-10] [6.78e-07, 1.08e-06, 1.16e-06, 1.79e-06, 1.15e-06, 8.12e-07, 7.28e-07, 1.57e-09, 3.96e-10, 6.53e-10, 9.64e-07, 1.35e-06, 1.13e-06, 6.35e-09, 6.96e-09, 1.26e-09, 4.83e-09, 1.87e-09, 9.97e-11, 3.27e-11, 1.08e-08, 2.25e-10] []
391400 [3.27e-06, 2.12e-06, 1.22e-06, 2.02e-06, 1.61e-06, 1.53e-06, 9.06e-07, 1.44e-05, 4.37e-05, 1.71e-05, 1.57e-05, 3.05e-05, 1.10e-04, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 2.61e-06, 9.09e-06, 1.21e-05] [3.27e-06, 2.12e-06, 1.22e-06, 2.02e-06, 1.61e-06, 1.53e-06, 9.06e-07, 1.44e-05, 4.37e-05, 1.71e-05, 1.57e-05, 3.05e-05, 1.10e-04, 1.26e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.47e-06, 2.61e-06, 9.09e-06, 1.21e-05] []
391500 [7.26e-07, 1.15e-06, 1.09e-06, 1.73e-06, 1.16e-06, 8.38e-07, 7.58e-07, 1.29e-07, 7.50e-12, 5.28e-09, 1.06e-06, 1.46e-06, 1.24e-06, 8.50e-09, 5.71e-09, 9.56e-10, 5.30e-09, 2.56e-09, 1.86e-08, 4.90e-13, 1.14e-07, 1.36e-10] [7.26e-07, 1.15e-06, 1.09e-06, 1.73e-06, 1.16e-06, 8.38e-07, 7.58e-07, 1.29e-07, 7.50e-12, 5.28e-09, 1.06e-06, 1.46e-06, 1.24e-06, 8.50e-09, 5.71e-09, 9.56e-10, 5.30e-09, 2.56e-09, 1.86e-08, 4.90e-13, 1.14e-07, 1.36e-10] []
391600 [6.83e-06, 1.87e-06, 1.64e-06, 2.47e-06, 1.81e-06, 1.38e-06, 1.07e-06, 2.25e-05, 3.26e-08, 5.68e-06, 2.13e-05, 5.44e-05, 1.30e-04, 3.76e-04, 5.58e-06, 4.01e-06, 3.30e-06, 2.75e-06, 6.34e-06, 1.32e-08, 3.55e-05, 8.19e-08] [6.83e-06, 1.87e-06, 1.64e-06, 2.47e-06, 1.81e-06, 1.38e-06, 1.07e-06, 2.25e-05, 3.26e-08, 5.68e-06, 2.13e-05, 5.44e-05, 1.30e-04, 3.76e-04, 5.58e-06, 4.01e-06, 3.30e-06, 2.75e-06, 6.34e-06, 1.32e-08, 3.55e-05, 8.19e-08] []
391700 [1.19e-06, 1.34e-06, 1.06e-06, 1.45e-06, 1.53e-06, 1.08e-06, 7.89e-07, 3.53e-08, 6.35e-10, 2.20e-08, 3.51e-06, 3.28e-06, 7.34e-06, 3.88e-06, 1.76e-08, 1.27e-09, 3.52e-08, 4.52e-08, 7.65e-09, 1.28e-10, 4.86e-08, 7.98e-10] [1.19e-06, 1.34e-06, 1.06e-06, 1.45e-06, 1.53e-06, 1.08e-06, 7.89e-07, 3.53e-08, 6.35e-10, 2.20e-08, 3.51e-06, 3.28e-06, 7.34e-06, 3.88e-06, 1.76e-08, 1.27e-09, 3.52e-08, 4.52e-08, 7.65e-09, 1.28e-10, 4.86e-08, 7.98e-10] []
391800 [6.37e-07, 1.04e-06, 1.17e-06, 1.79e-06, 1.17e-06, 8.18e-07, 7.42e-07, 6.37e-10, 2.35e-10, 9.61e-10, 9.47e-07, 1.35e-06, 1.15e-06, 6.73e-09, 6.79e-09, 1.66e-09, 5.43e-09, 2.02e-09, 1.39e-09, 2.76e-11, 1.71e-08, 2.14e-10] [6.37e-07, 1.04e-06, 1.17e-06, 1.79e-06, 1.17e-06, 8.18e-07, 7.42e-07, 6.37e-10, 2.35e-10, 9.61e-10, 9.47e-07, 1.35e-06, 1.15e-06, 6.73e-09, 6.79e-09, 1.66e-09, 5.43e-09, 2.02e-09, 1.39e-09, 2.76e-11, 1.71e-08, 2.14e-10] []
391900 [4.17e-06, 2.66e-06, 1.24e-06, 1.41e-06, 1.66e-06, 1.49e-06, 8.94e-07, 1.28e-05, 1.12e-06, 1.15e-06, 1.53e-05, 1.53e-05, 4.57e-05, 5.21e-05, 5.54e-07, 2.64e-07, 6.30e-07, 3.42e-07, 2.65e-06, 0.00e+00, 1.53e-05, 1.30e-06] [4.17e-06, 2.66e-06, 1.24e-06, 1.41e-06, 1.66e-06, 1.49e-06, 8.94e-07, 1.28e-05, 1.12e-06, 1.15e-06, 1.53e-05, 1.53e-05, 4.57e-05, 5.21e-05, 5.54e-07, 2.64e-07, 6.30e-07, 3.42e-07, 2.65e-06, 0.00e+00, 1.53e-05, 1.30e-06] []
392000 [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10] [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.762092 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
392000 [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10] [7.64e-07, 1.20e-06, 1.12e-06, 1.76e-06, 1.16e-06, 8.63e-07, 7.31e-07, 6.83e-11, 2.63e-10, 1.44e-09, 1.05e-06, 1.55e-06, 1.29e-06, 8.80e-09, 1.01e-08, 1.20e-09, 4.70e-09, 1.72e-09, 2.62e-11, 2.94e-11, 2.40e-08, 2.08e-10] []
392100 [6.77e-07, 1.09e-06, 1.32e-06, 2.14e-06, 9.78e-07, 7.72e-07, 7.59e-07, 3.10e-07, 3.11e-08, 9.58e-07, 2.34e-06, 4.16e-06, 1.08e-05, 2.65e-05, 2.01e-11, 0.00e+00, 2.38e-09, 0.00e+00, 0.00e+00, 5.49e-07, 7.91e-08, 2.74e-06] [6.77e-07, 1.09e-06, 1.32e-06, 2.14e-06, 9.78e-07, 7.72e-07, 7.59e-07, 3.10e-07, 3.11e-08, 9.58e-07, 2.34e-06, 4.16e-06, 1.08e-05, 2.65e-05, 2.01e-11, 0.00e+00, 2.38e-09, 0.00e+00, 0.00e+00, 5.49e-07, 7.91e-08, 2.74e-06] []
392200 [7.92e-07, 1.17e-06, 1.01e-06, 1.62e-06, 1.15e-06, 8.79e-07, 7.87e-07, 1.85e-09, 2.62e-10, 8.34e-09, 1.08e-06, 1.69e-06, 1.36e-06, 6.73e-08, 4.76e-11, 1.82e-10, 9.18e-10, 3.92e-09, 0.00e+00, 7.56e-12, 6.02e-08, 1.75e-10] [7.92e-07, 1.17e-06, 1.01e-06, 1.62e-06, 1.15e-06, 8.79e-07, 7.87e-07, 1.85e-09, 2.62e-10, 8.34e-09, 1.08e-06, 1.69e-06, 1.36e-06, 6.73e-08, 4.76e-11, 1.82e-10, 9.18e-10, 3.92e-09, 0.00e+00, 7.56e-12, 6.02e-08, 1.75e-10] []
392300 [4.36e-05, 1.44e-05, 5.02e-06, 8.70e-06, 3.31e-06, 8.33e-06, 1.46e-06, 2.01e-04, 6.90e-08, 3.14e-05, 9.06e-05, 4.06e-04, 6.82e-04, 2.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-04, 4.86e-07] [4.36e-05, 1.44e-05, 5.02e-06, 8.70e-06, 3.31e-06, 8.33e-06, 1.46e-06, 2.01e-04, 6.90e-08, 3.14e-05, 9.06e-05, 4.06e-04, 6.82e-04, 2.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-04, 4.86e-07] []
392400 [1.04e-06, 1.34e-06, 1.12e-06, 1.57e-06, 1.35e-06, 9.98e-07, 7.72e-07, 3.67e-08, 2.46e-09, 2.18e-09, 1.46e-06, 2.03e-06, 1.90e-06, 2.90e-07, 0.00e+00, 7.73e-10, 9.56e-12, 4.86e-09, 2.42e-09, 2.21e-10, 2.10e-08, 1.38e-09] [1.04e-06, 1.34e-06, 1.12e-06, 1.57e-06, 1.35e-06, 9.98e-07, 7.72e-07, 3.67e-08, 2.46e-09, 2.18e-09, 1.46e-06, 2.03e-06, 1.90e-06, 2.90e-07, 0.00e+00, 7.73e-10, 9.56e-12, 4.86e-09, 2.42e-09, 2.21e-10, 2.10e-08, 1.38e-09] []
392500 [6.18e-07, 1.03e-06, 1.17e-06, 1.84e-06, 1.15e-06, 7.90e-07, 7.47e-07, 2.78e-09, 9.23e-12, 4.45e-10, 9.27e-07, 1.21e-06, 1.02e-06, 6.43e-09, 7.46e-09, 1.90e-09, 5.36e-09, 2.20e-09, 2.35e-10, 1.51e-12, 1.22e-08, 1.35e-10] [6.18e-07, 1.03e-06, 1.17e-06, 1.84e-06, 1.15e-06, 7.90e-07, 7.47e-07, 2.78e-09, 9.23e-12, 4.45e-10, 9.27e-07, 1.21e-06, 1.02e-06, 6.43e-09, 7.46e-09, 1.90e-09, 5.36e-09, 2.20e-09, 2.35e-10, 1.51e-12, 1.22e-08, 1.35e-10] []
392600 [7.61e-06, 4.59e-06, 2.96e-06, 2.57e-06, 2.19e-06, 2.07e-06, 1.07e-06, 7.20e-07, 3.43e-07, 4.36e-07, 2.86e-05, 5.79e-05, 7.87e-05, 3.90e-04, 6.15e-06, 3.07e-06, 3.30e-06, 2.86e-06, 6.73e-07, 0.00e+00, 4.20e-06, 2.44e-07] [7.61e-06, 4.59e-06, 2.96e-06, 2.57e-06, 2.19e-06, 2.07e-06, 1.07e-06, 7.20e-07, 3.43e-07, 4.36e-07, 2.86e-05, 5.79e-05, 7.87e-05, 3.90e-04, 6.15e-06, 3.07e-06, 3.30e-06, 2.86e-06, 6.73e-07, 0.00e+00, 4.20e-06, 2.44e-07] []
392700 [8.02e-07, 1.22e-06, 1.08e-06, 1.64e-06, 1.22e-06, 8.93e-07, 7.48e-07, 2.00e-08, 1.18e-10, 2.56e-09, 1.13e-06, 1.72e-06, 1.43e-06, 4.19e-08, 3.03e-09, 4.56e-10, 2.98e-09, 1.93e-09, 6.34e-12, 0.00e+00, 2.92e-08, 2.12e-10] [8.02e-07, 1.22e-06, 1.08e-06, 1.64e-06, 1.22e-06, 8.93e-07, 7.48e-07, 2.00e-08, 1.18e-10, 2.56e-09, 1.13e-06, 1.72e-06, 1.43e-06, 4.19e-08, 3.03e-09, 4.56e-10, 2.98e-09, 1.93e-09, 6.34e-12, 0.00e+00, 2.92e-08, 2.12e-10] []
392800 [5.58e-07, 9.48e-07, 1.15e-06, 1.84e-06, 1.11e-06, 7.56e-07, 7.38e-07, 8.10e-11, 2.71e-10, 5.17e-10, 8.54e-07, 1.14e-06, 9.74e-07, 9.18e-09, 6.65e-09, 2.04e-09, 5.31e-09, 1.99e-09, 0.00e+00, 1.35e-11, 4.76e-08, 1.10e-10] [5.58e-07, 9.48e-07, 1.15e-06, 1.84e-06, 1.11e-06, 7.56e-07, 7.38e-07, 8.10e-11, 2.71e-10, 5.17e-10, 8.54e-07, 1.14e-06, 9.74e-07, 9.18e-09, 6.65e-09, 2.04e-09, 5.31e-09, 1.99e-09, 0.00e+00, 1.35e-11, 4.76e-08, 1.10e-10] []
392900 [1.74e-06, 1.71e-06, 1.01e-06, 1.61e-06, 1.32e-06, 1.21e-06, 7.90e-07, 1.36e-06, 2.27e-07, 2.10e-06, 6.57e-06, 7.07e-06, 4.31e-06, 9.57e-06, 0.00e+00, 1.08e-09, 0.00e+00, 6.52e-09, 0.00e+00, 3.20e-08, 9.62e-07, 1.83e-07] [1.74e-06, 1.71e-06, 1.01e-06, 1.61e-06, 1.32e-06, 1.21e-06, 7.90e-07, 1.36e-06, 2.27e-07, 2.10e-06, 6.57e-06, 7.07e-06, 4.31e-06, 9.57e-06, 0.00e+00, 1.08e-09, 0.00e+00, 6.52e-09, 0.00e+00, 3.20e-08, 9.62e-07, 1.83e-07] []
393000 [6.64e-07, 1.06e-06, 1.10e-06, 1.77e-06, 1.12e-06, 7.98e-07, 7.38e-07, 7.66e-09, 1.43e-10, 5.42e-10, 9.73e-07, 1.35e-06, 1.13e-06, 6.39e-09, 8.29e-09, 1.67e-09, 5.64e-09, 2.16e-09, 0.00e+00, 0.00e+00, 4.93e-08, 5.11e-10] [6.64e-07, 1.06e-06, 1.10e-06, 1.77e-06, 1.12e-06, 7.98e-07, 7.38e-07, 7.66e-09, 1.43e-10, 5.42e-10, 9.73e-07, 1.35e-06, 1.13e-06, 6.39e-09, 8.29e-09, 1.67e-09, 5.64e-09, 2.16e-09, 0.00e+00, 0.00e+00, 4.93e-08, 5.11e-10] []
393100 [1.96e-06, 3.15e-06, 2.24e-06, 4.93e-06, 1.94e-06, 3.40e-06, 1.07e-06, 9.32e-05, 4.05e-04, 2.45e-06, 8.13e-06, 3.43e-05, 1.93e-05, 7.02e-05, 3.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-04, 8.42e-04] [1.96e-06, 3.15e-06, 2.24e-06, 4.93e-06, 1.94e-06, 3.40e-06, 1.07e-06, 9.32e-05, 4.05e-04, 2.45e-06, 8.13e-06, 3.43e-05, 1.93e-05, 7.02e-05, 3.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-04, 8.42e-04] []
393200 [9.85e-07, 1.31e-06, 9.82e-07, 1.48e-06, 1.35e-06, 9.96e-07, 7.91e-07, 2.86e-08, 8.30e-10, 9.18e-08, 1.92e-06, 3.47e-06, 2.77e-06, 4.44e-07, 0.00e+00, 1.28e-10, 6.65e-10, 5.37e-09, 0.00e+00, 4.52e-12, 4.21e-08, 1.13e-08] [9.85e-07, 1.31e-06, 9.82e-07, 1.48e-06, 1.35e-06, 9.96e-07, 7.91e-07, 2.86e-08, 8.30e-10, 9.18e-08, 1.92e-06, 3.47e-06, 2.77e-06, 4.44e-07, 0.00e+00, 1.28e-10, 6.65e-10, 5.37e-09, 0.00e+00, 4.52e-12, 4.21e-08, 1.13e-08] []
393300 [5.97e-07, 9.99e-07, 1.12e-06, 1.80e-06, 1.11e-06, 7.85e-07, 7.54e-07, 3.47e-09, 4.25e-10, 7.67e-10, 9.02e-07, 1.26e-06, 1.07e-06, 5.07e-09, 7.49e-09, 2.09e-09, 6.14e-09, 2.27e-09, 1.25e-09, 1.59e-11, 1.52e-08, 1.27e-10] [5.97e-07, 9.99e-07, 1.12e-06, 1.80e-06, 1.11e-06, 7.85e-07, 7.54e-07, 3.47e-09, 4.25e-10, 7.67e-10, 9.02e-07, 1.26e-06, 1.07e-06, 5.07e-09, 7.49e-09, 2.09e-09, 6.14e-09, 2.27e-09, 1.25e-09, 1.59e-11, 1.52e-08, 1.27e-10] []
393400 [6.77e-06, 2.90e-06, 1.33e-06, 2.18e-06, 1.78e-06, 1.88e-06, 1.19e-06, 1.35e-05, 3.08e-08, 2.00e-06, 3.08e-05, 8.01e-05, 2.21e-05, 1.83e-04, 3.92e-06, 2.79e-06, 2.19e-07, 3.03e-07, 7.23e-07, 1.32e-09, 4.57e-06, 8.71e-09] [6.77e-06, 2.90e-06, 1.33e-06, 2.18e-06, 1.78e-06, 1.88e-06, 1.19e-06, 1.35e-05, 3.08e-08, 2.00e-06, 3.08e-05, 8.01e-05, 2.21e-05, 1.83e-04, 3.92e-06, 2.79e-06, 2.19e-07, 3.03e-07, 7.23e-07, 1.32e-09, 4.57e-06, 8.71e-09] []
393500 [7.15e-07, 1.12e-06, 1.06e-06, 1.73e-06, 1.12e-06, 8.29e-07, 7.47e-07, 3.01e-08, 1.06e-10, 1.93e-11, 1.03e-06, 1.47e-06, 1.24e-06, 7.13e-09, 7.26e-09, 2.03e-09, 5.97e-09, 2.80e-09, 1.08e-08, 7.86e-12, 6.63e-08, 9.09e-11] [7.15e-07, 1.12e-06, 1.06e-06, 1.73e-06, 1.12e-06, 8.29e-07, 7.47e-07, 3.01e-08, 1.06e-10, 1.93e-11, 1.03e-06, 1.47e-06, 1.24e-06, 7.13e-09, 7.26e-09, 2.03e-09, 5.97e-09, 2.80e-09, 1.08e-08, 7.86e-12, 6.63e-08, 9.09e-11] []
393600 [1.28e-06, 9.39e-07, 1.19e-06, 1.92e-06, 1.19e-06, 7.75e-07, 8.07e-07, 1.87e-06, 1.53e-08, 6.70e-07, 2.65e-06, 6.59e-06, 1.17e-05, 3.94e-05, 5.46e-07, 3.02e-07, 3.13e-07, 2.80e-07, 3.91e-07, 2.68e-09, 2.61e-06, 1.79e-08] [1.28e-06, 9.39e-07, 1.19e-06, 1.92e-06, 1.19e-06, 7.75e-07, 8.07e-07, 1.87e-06, 1.53e-08, 6.70e-07, 2.65e-06, 6.59e-06, 1.17e-05, 3.94e-05, 5.46e-07, 3.02e-07, 3.13e-07, 2.80e-07, 3.91e-07, 2.68e-09, 2.61e-06, 1.79e-08] []
393700 [1.41e-06, 1.47e-06, 1.29e-06, 1.60e-06, 1.52e-06, 1.13e-06, 8.74e-07, 2.30e-07, 4.73e-08, 1.74e-07, 2.04e-06, 5.45e-06, 4.12e-06, 3.53e-06, 3.03e-10, 6.27e-09, 7.10e-08, 5.48e-08, 1.39e-08, 0.00e+00, 8.39e-08, 1.85e-08] [1.41e-06, 1.47e-06, 1.29e-06, 1.60e-06, 1.52e-06, 1.13e-06, 8.74e-07, 2.30e-07, 4.73e-08, 1.74e-07, 2.04e-06, 5.45e-06, 4.12e-06, 3.53e-06, 3.03e-10, 6.27e-09, 7.10e-08, 5.48e-08, 1.39e-08, 0.00e+00, 8.39e-08, 1.85e-08] []
393800 [6.74e-07, 1.15e-06, 1.16e-06, 1.84e-06, 1.21e-06, 8.46e-07, 7.85e-07, 1.23e-07, 1.09e-10, 1.13e-09, 9.74e-07, 1.38e-06, 1.18e-06, 5.57e-09, 8.98e-09, 1.66e-09, 5.30e-09, 2.17e-09, 8.52e-09, 3.46e-11, 5.41e-08, 2.34e-10] [6.74e-07, 1.15e-06, 1.16e-06, 1.84e-06, 1.21e-06, 8.46e-07, 7.85e-07, 1.23e-07, 1.09e-10, 1.13e-09, 9.74e-07, 1.38e-06, 1.18e-06, 5.57e-09, 8.98e-09, 1.66e-09, 5.30e-09, 2.17e-09, 8.52e-09, 3.46e-11, 5.41e-08, 2.34e-10] []
393900 [6.78e-06, 1.93e-06, 1.73e-06, 2.89e-06, 1.83e-06, 1.45e-06, 1.43e-06, 4.33e-07, 2.57e-04, 7.29e-06, 1.32e-05, 7.15e-05, 3.30e-05, 2.89e-04, 5.92e-06, 4.64e-06, 1.91e-06, 1.47e-06, 5.86e-07, 2.91e-05, 3.79e-06, 1.21e-04] [6.78e-06, 1.93e-06, 1.73e-06, 2.89e-06, 1.83e-06, 1.45e-06, 1.43e-06, 4.33e-07, 2.57e-04, 7.29e-06, 1.32e-05, 7.15e-05, 3.30e-05, 2.89e-04, 5.92e-06, 4.64e-06, 1.91e-06, 1.47e-06, 5.86e-07, 2.91e-05, 3.79e-06, 1.21e-04] []
394000 [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09] [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.509052 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
394000 [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09] [7.01e-07, 1.08e-06, 9.69e-07, 1.66e-06, 1.15e-06, 8.11e-07, 8.65e-07, 9.37e-09, 9.23e-10, 7.40e-09, 1.03e-06, 1.53e-06, 1.49e-06, 8.28e-07, 4.75e-08, 3.98e-09, 1.33e-08, 1.37e-08, 2.71e-09, 0.00e+00, 2.06e-08, 2.83e-09] []
394100 [1.77e-05, 5.05e-06, 2.02e-06, 5.85e-06, 3.23e-06, 3.71e-06, 9.69e-07, 9.62e-07, 2.98e-09, 6.93e-06, 3.49e-05, 1.69e-04, 2.68e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-08, 4.59e-10, 5.82e-08, 2.94e-09] [1.77e-05, 5.05e-06, 2.02e-06, 5.85e-06, 3.23e-06, 3.71e-06, 9.69e-07, 9.62e-07, 2.98e-09, 6.93e-06, 3.49e-05, 1.69e-04, 2.68e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-08, 4.59e-10, 5.82e-08, 2.94e-09] []
394200 [7.39e-07, 1.13e-06, 9.74e-07, 1.67e-06, 1.11e-06, 8.30e-07, 7.99e-07, 1.25e-09, 3.86e-11, 7.41e-11, 1.07e-06, 1.53e-06, 1.28e-06, 1.05e-08, 8.52e-09, 4.54e-10, 3.20e-09, 2.41e-09, 3.62e-10, 7.20e-12, 1.23e-08, 1.46e-10] [7.39e-07, 1.13e-06, 9.74e-07, 1.67e-06, 1.11e-06, 8.30e-07, 7.99e-07, 1.25e-09, 3.86e-11, 7.41e-11, 1.07e-06, 1.53e-06, 1.28e-06, 1.05e-08, 8.52e-09, 4.54e-10, 3.20e-09, 2.41e-09, 3.62e-10, 7.20e-12, 1.23e-08, 1.46e-10] []
394300 [5.64e-06, 1.65e-06, 1.48e-06, 2.30e-06, 1.66e-06, 1.22e-06, 1.09e-06, 2.62e-05, 1.38e-08, 4.79e-06, 1.52e-05, 4.42e-05, 9.16e-05, 2.99e-04, 4.53e-06, 3.22e-06, 2.53e-06, 2.11e-06, 6.04e-06, 7.77e-09, 3.43e-05, 5.02e-08] [5.64e-06, 1.65e-06, 1.48e-06, 2.30e-06, 1.66e-06, 1.22e-06, 1.09e-06, 2.62e-05, 1.38e-08, 4.79e-06, 1.52e-05, 4.42e-05, 9.16e-05, 2.99e-04, 4.53e-06, 3.22e-06, 2.53e-06, 2.11e-06, 6.04e-06, 7.77e-09, 3.43e-05, 5.02e-08] []
394400 [1.30e-06, 1.57e-06, 9.87e-07, 1.54e-06, 1.53e-06, 1.15e-06, 8.51e-07, 1.47e-07, 8.75e-12, 5.10e-10, 1.91e-06, 3.06e-06, 2.48e-06, 9.27e-07, 5.41e-11, 2.56e-09, 0.00e+00, 1.01e-08, 3.85e-08, 4.77e-14, 2.52e-07, 4.71e-10] [1.30e-06, 1.57e-06, 9.87e-07, 1.54e-06, 1.53e-06, 1.15e-06, 8.51e-07, 1.47e-07, 8.75e-12, 5.10e-10, 1.91e-06, 3.06e-06, 2.48e-06, 9.27e-07, 5.41e-11, 2.56e-09, 0.00e+00, 1.01e-08, 3.85e-08, 4.77e-14, 2.52e-07, 4.71e-10] []
394500 [6.66e-07, 1.13e-06, 1.10e-06, 1.80e-06, 1.17e-06, 8.43e-07, 7.86e-07, 7.81e-08, 1.36e-10, 1.04e-09, 9.67e-07, 1.38e-06, 1.17e-06, 5.95e-09, 9.71e-09, 1.88e-09, 6.31e-09, 2.08e-09, 3.89e-09, 6.32e-12, 2.96e-08, 9.25e-11] [6.66e-07, 1.13e-06, 1.10e-06, 1.80e-06, 1.17e-06, 8.43e-07, 7.86e-07, 7.81e-08, 1.36e-10, 1.04e-09, 9.67e-07, 1.38e-06, 1.17e-06, 5.95e-09, 9.71e-09, 1.88e-09, 6.31e-09, 2.08e-09, 3.89e-09, 6.32e-12, 2.96e-08, 9.25e-11] []
394600 [7.60e-07, 1.11e-06, 1.14e-06, 1.92e-06, 1.08e-06, 8.49e-07, 7.62e-07, 8.43e-08, 1.51e-09, 3.77e-07, 1.27e-06, 4.48e-06, 5.01e-06, 1.98e-05, 0.00e+00, 0.00e+00, 1.17e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-07, 3.70e-09] [7.60e-07, 1.11e-06, 1.14e-06, 1.92e-06, 1.08e-06, 8.49e-07, 7.62e-07, 8.43e-08, 1.51e-09, 3.77e-07, 1.27e-06, 4.48e-06, 5.01e-06, 1.98e-05, 0.00e+00, 0.00e+00, 1.17e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-07, 3.70e-09] []
394700 [9.86e-07, 1.31e-06, 9.81e-07, 1.60e-06, 1.23e-06, 9.47e-07, 7.97e-07, 8.89e-08, 5.69e-11, 1.62e-08, 1.41e-06, 2.46e-06, 1.85e-06, 8.74e-07, 5.43e-08, 4.78e-09, 1.74e-09, 7.05e-09, 0.00e+00, 6.85e-11, 5.63e-07, 4.21e-10] [9.86e-07, 1.31e-06, 9.81e-07, 1.60e-06, 1.23e-06, 9.47e-07, 7.97e-07, 8.89e-08, 5.69e-11, 1.62e-08, 1.41e-06, 2.46e-06, 1.85e-06, 8.74e-07, 5.43e-08, 4.78e-09, 1.74e-09, 7.05e-09, 0.00e+00, 6.85e-11, 5.63e-07, 4.21e-10] []
394800 [5.84e-07, 9.77e-07, 1.06e-06, 1.78e-06, 1.09e-06, 7.59e-07, 7.67e-07, 3.31e-09, 7.66e-10, 6.84e-10, 8.86e-07, 1.21e-06, 1.03e-06, 5.94e-09, 7.37e-09, 2.07e-09, 5.89e-09, 2.44e-09, 1.66e-09, 0.00e+00, 1.75e-08, 9.66e-10] [5.84e-07, 9.77e-07, 1.06e-06, 1.78e-06, 1.09e-06, 7.59e-07, 7.67e-07, 3.31e-09, 7.66e-10, 6.84e-10, 8.86e-07, 1.21e-06, 1.03e-06, 5.94e-09, 7.37e-09, 2.07e-09, 5.89e-09, 2.44e-09, 1.66e-09, 0.00e+00, 1.75e-08, 9.66e-10] []
394900 [4.55e-06, 2.47e-06, 1.77e-06, 2.31e-06, 2.30e-06, 2.09e-06, 2.07e-06, 2.66e-06, 2.71e-05, 5.99e-07, 1.71e-05, 1.53e-04, 3.11e-05, 2.20e-04, 4.52e-06, 8.96e-06, 3.51e-07, 1.56e-07, 6.84e-07, 0.00e+00, 4.33e-06, 1.88e-05] [4.55e-06, 2.47e-06, 1.77e-06, 2.31e-06, 2.30e-06, 2.09e-06, 2.07e-06, 2.66e-06, 2.71e-05, 5.99e-07, 1.71e-05, 1.53e-04, 3.11e-05, 2.20e-04, 4.52e-06, 8.96e-06, 3.51e-07, 1.56e-07, 6.84e-07, 0.00e+00, 4.33e-06, 1.88e-05] []
395000 [6.77e-07, 1.11e-06, 9.81e-07, 1.67e-06, 1.16e-06, 8.37e-07, 8.61e-07, 7.32e-09, 8.44e-12, 1.35e-09, 9.79e-07, 1.53e-06, 1.31e-06, 1.19e-08, 1.07e-08, 1.06e-09, 4.02e-09, 1.89e-09, 1.54e-09, 1.04e-12, 1.64e-08, 2.07e-10] [6.77e-07, 1.11e-06, 9.81e-07, 1.67e-06, 1.16e-06, 8.37e-07, 8.61e-07, 7.32e-09, 8.44e-12, 1.35e-09, 9.79e-07, 1.53e-06, 1.31e-06, 1.19e-08, 1.07e-08, 1.06e-09, 4.02e-09, 1.89e-09, 1.54e-09, 1.04e-12, 1.64e-08, 2.07e-10] []
395100 [1.04e-04, 1.98e-05, 8.59e-06, 1.57e-05, 1.32e-05, 1.40e-05, 6.48e-06, 3.62e-04, 9.83e-08, 1.44e-04, 2.58e-04, 1.04e-03, 1.45e-03, 6.84e-03, 1.31e-04, 1.19e-04, 5.53e-05, 4.18e-05, 9.31e-05, 1.06e-07, 4.30e-04, 5.78e-07] [1.04e-04, 1.98e-05, 8.59e-06, 1.57e-05, 1.32e-05, 1.40e-05, 6.48e-06, 3.62e-04, 9.83e-08, 1.44e-04, 2.58e-04, 1.04e-03, 1.45e-03, 6.84e-03, 1.31e-04, 1.19e-04, 5.53e-05, 4.18e-05, 9.31e-05, 1.06e-07, 4.30e-04, 5.78e-07] []
395200 [8.02e-07, 1.18e-06, 9.44e-07, 1.64e-06, 1.13e-06, 8.64e-07, 8.13e-07, 8.12e-09, 2.62e-10, 8.98e-09, 1.15e-06, 1.67e-06, 1.42e-06, 1.51e-07, 2.28e-08, 1.17e-09, 4.71e-09, 7.03e-09, 9.82e-10, 0.00e+00, 1.43e-08, 6.42e-10] [8.02e-07, 1.18e-06, 9.44e-07, 1.64e-06, 1.13e-06, 8.64e-07, 8.13e-07, 8.12e-09, 2.62e-10, 8.98e-09, 1.15e-06, 1.67e-06, 1.42e-06, 1.51e-07, 2.28e-08, 1.17e-09, 4.71e-09, 7.03e-09, 9.82e-10, 0.00e+00, 1.43e-08, 6.42e-10] []
395300 [5.37e-07, 8.97e-07, 1.04e-06, 1.80e-06, 1.05e-06, 7.24e-07, 7.94e-07, 2.47e-07, 5.82e-10, 1.98e-09, 8.60e-07, 1.17e-06, 1.04e-06, 1.48e-07, 2.37e-09, 5.27e-10, 3.02e-09, 3.31e-10, 0.00e+00, 3.17e-12, 6.70e-07, 5.37e-10] [5.37e-07, 8.97e-07, 1.04e-06, 1.80e-06, 1.05e-06, 7.24e-07, 7.94e-07, 2.47e-07, 5.82e-10, 1.98e-09, 8.60e-07, 1.17e-06, 1.04e-06, 1.48e-07, 2.37e-09, 5.27e-10, 3.02e-09, 3.31e-10, 0.00e+00, 3.17e-12, 6.70e-07, 5.37e-10] []
395400 [1.32e-06, 1.50e-06, 9.36e-07, 1.55e-06, 1.43e-06, 1.07e-06, 8.51e-07, 1.24e-06, 1.75e-10, 3.08e-08, 2.73e-06, 3.06e-06, 3.17e-06, 3.19e-07, 4.05e-09, 1.90e-09, 1.85e-09, 1.86e-08, 4.39e-07, 0.00e+00, 2.84e-06, 6.26e-09] [1.32e-06, 1.50e-06, 9.36e-07, 1.55e-06, 1.43e-06, 1.07e-06, 8.51e-07, 1.24e-06, 1.75e-10, 3.08e-08, 2.73e-06, 3.06e-06, 3.17e-06, 3.19e-07, 4.05e-09, 1.90e-09, 1.85e-09, 1.86e-08, 4.39e-07, 0.00e+00, 2.84e-06, 6.26e-09] []
395500 [6.56e-07, 1.07e-06, 1.05e-06, 1.76e-06, 1.14e-06, 7.94e-07, 7.89e-07, 4.32e-09, 1.36e-10, 3.37e-10, 9.53e-07, 1.38e-06, 1.17e-06, 4.95e-09, 9.17e-09, 1.75e-09, 5.77e-09, 2.11e-09, 4.96e-13, 2.25e-11, 4.29e-08, 1.79e-10] [6.56e-07, 1.07e-06, 1.05e-06, 1.76e-06, 1.14e-06, 7.94e-07, 7.89e-07, 4.32e-09, 1.36e-10, 3.37e-10, 9.53e-07, 1.38e-06, 1.17e-06, 4.95e-09, 9.17e-09, 1.75e-09, 5.77e-09, 2.11e-09, 4.96e-13, 2.25e-11, 4.29e-08, 1.79e-10] []
395600 [4.05e-05, 1.36e-05, 4.53e-06, 8.56e-06, 3.32e-06, 8.18e-06, 1.60e-06, 4.50e-05, 3.37e-07, 3.48e-05, 5.94e-05, 3.94e-04, 4.90e-04, 2.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-05, 7.31e-07] [4.05e-05, 1.36e-05, 4.53e-06, 8.56e-06, 3.32e-06, 8.18e-06, 1.60e-06, 4.50e-05, 3.37e-07, 3.48e-05, 5.94e-05, 3.94e-04, 4.90e-04, 2.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-05, 7.31e-07] []
395700 [8.26e-07, 1.17e-06, 9.53e-07, 1.62e-06, 1.15e-06, 8.63e-07, 7.89e-07, 2.50e-09, 9.96e-09, 1.08e-10, 1.16e-06, 1.67e-06, 1.51e-06, 3.35e-07, 2.83e-08, 4.24e-09, 6.94e-09, 9.52e-09, 1.95e-09, 0.00e+00, 1.83e-08, 1.02e-08] [8.26e-07, 1.17e-06, 9.53e-07, 1.62e-06, 1.15e-06, 8.63e-07, 7.89e-07, 2.50e-09, 9.96e-09, 1.08e-10, 1.16e-06, 1.67e-06, 1.51e-06, 3.35e-07, 2.83e-08, 4.24e-09, 6.94e-09, 9.52e-09, 1.95e-09, 0.00e+00, 1.83e-08, 1.02e-08] []
395800 [1.01e-06, 1.13e-06, 1.07e-06, 1.87e-06, 1.02e-06, 8.55e-07, 7.56e-07, 2.33e-06, 4.22e-07, 5.08e-07, 1.97e-06, 6.62e-06, 1.12e-05, 3.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-06, 5.40e-07] [1.01e-06, 1.13e-06, 1.07e-06, 1.87e-06, 1.02e-06, 8.55e-07, 7.56e-07, 2.33e-06, 4.22e-07, 5.08e-07, 1.97e-06, 6.62e-06, 1.12e-05, 3.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-06, 5.40e-07] []
395900 [1.17e-06, 1.35e-06, 9.37e-07, 1.44e-06, 1.34e-06, 1.05e-06, 8.73e-07, 1.55e-08, 8.29e-07, 7.08e-08, 1.59e-06, 2.59e-06, 2.20e-06, 7.48e-07, 2.72e-09, 7.94e-09, 2.52e-08, 3.08e-08, 8.49e-10, 2.24e-07, 1.17e-08, 1.19e-06] [1.17e-06, 1.35e-06, 9.37e-07, 1.44e-06, 1.34e-06, 1.05e-06, 8.73e-07, 1.55e-08, 8.29e-07, 7.08e-08, 1.59e-06, 2.59e-06, 2.20e-06, 7.48e-07, 2.72e-09, 7.94e-09, 2.52e-08, 3.08e-08, 8.49e-10, 2.24e-07, 1.17e-08, 1.19e-06] []
396000 [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10] [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.954960 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
396000 [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10] [6.05e-07, 1.02e-06, 1.01e-06, 1.74e-06, 1.11e-06, 7.83e-07, 8.21e-07, 5.83e-08, 4.72e-10, 2.14e-10, 9.06e-07, 1.33e-06, 1.13e-06, 5.34e-09, 7.88e-09, 1.61e-09, 5.69e-09, 1.95e-09, 8.99e-15, 2.82e-11, 4.20e-08, 2.10e-10] []
396100 [9.21e-06, 3.63e-06, 1.97e-06, 1.83e-06, 2.17e-06, 1.71e-06, 1.13e-06, 2.09e-07, 9.32e-10, 1.21e-05, 1.05e-05, 4.72e-05, 9.86e-05, 3.29e-04, 3.62e-06, 2.46e-06, 2.60e-06, 2.48e-06, 2.14e-08, 6.03e-12, 1.40e-07, 1.19e-10] [9.21e-06, 3.63e-06, 1.97e-06, 1.83e-06, 2.17e-06, 1.71e-06, 1.13e-06, 2.09e-07, 9.32e-10, 1.21e-05, 1.05e-05, 4.72e-05, 9.86e-05, 3.29e-04, 3.62e-06, 2.46e-06, 2.60e-06, 2.48e-06, 2.14e-08, 6.03e-12, 1.40e-07, 1.19e-10] []
396200 [6.87e-07, 1.07e-06, 9.76e-07, 1.70e-06, 1.09e-06, 7.97e-07, 7.93e-07, 1.20e-08, 5.52e-11, 2.88e-10, 9.97e-07, 1.42e-06, 1.20e-06, 1.70e-08, 1.20e-08, 1.58e-09, 5.32e-09, 2.80e-09, 3.27e-09, 0.00e+00, 2.59e-08, 6.32e-10] [6.87e-07, 1.07e-06, 9.76e-07, 1.70e-06, 1.09e-06, 7.97e-07, 7.93e-07, 1.20e-08, 5.52e-11, 2.88e-10, 9.97e-07, 1.42e-06, 1.20e-06, 1.70e-08, 1.20e-08, 1.58e-09, 5.32e-09, 2.80e-09, 3.27e-09, 0.00e+00, 2.59e-08, 6.32e-10] []
396300 [5.84e-05, 1.49e-05, 3.49e-06, 1.19e-05, 7.49e-06, 9.54e-06, 1.68e-06, 6.04e-05, 1.83e-07, 3.98e-05, 7.53e-05, 6.83e-04, 7.69e-04, 3.55e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 0.00e+00, 4.60e-05, 1.96e-07] [5.84e-05, 1.49e-05, 3.49e-06, 1.19e-05, 7.49e-06, 9.54e-06, 1.68e-06, 6.04e-05, 1.83e-07, 3.98e-05, 7.53e-05, 6.83e-04, 7.69e-04, 3.55e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 0.00e+00, 4.60e-05, 1.96e-07] []
396400 [9.45e-07, 1.33e-06, 9.89e-07, 1.62e-06, 1.26e-06, 9.42e-07, 8.03e-07, 5.99e-07, 1.50e-09, 3.40e-08, 1.35e-06, 1.94e-06, 1.56e-06, 7.14e-08, 1.11e-08, 4.40e-11, 1.32e-09, 4.88e-09, 2.31e-08, 0.00e+00, 1.36e-07, 9.08e-10] [9.45e-07, 1.33e-06, 9.89e-07, 1.62e-06, 1.26e-06, 9.42e-07, 8.03e-07, 5.99e-07, 1.50e-09, 3.40e-08, 1.35e-06, 1.94e-06, 1.56e-06, 7.14e-08, 1.11e-08, 4.40e-11, 1.32e-09, 4.88e-09, 2.31e-08, 0.00e+00, 1.36e-07, 9.08e-10] []
396500 [5.89e-07, 1.00e-06, 1.06e-06, 1.82e-06, 1.09e-06, 7.68e-07, 7.75e-07, 6.50e-11, 8.11e-11, 3.09e-10, 8.91e-07, 1.20e-06, 1.02e-06, 4.38e-09, 8.47e-09, 2.30e-09, 6.07e-09, 2.23e-09, 5.33e-12, 0.00e+00, 2.39e-08, 5.21e-10] [5.89e-07, 1.00e-06, 1.06e-06, 1.82e-06, 1.09e-06, 7.68e-07, 7.75e-07, 6.50e-11, 8.11e-11, 3.09e-10, 8.91e-07, 1.20e-06, 1.02e-06, 4.38e-09, 8.47e-09, 2.30e-09, 6.07e-09, 2.23e-09, 5.33e-12, 0.00e+00, 2.39e-08, 5.21e-10] []
396600 [7.15e-06, 4.58e-06, 1.43e-06, 3.58e-06, 3.21e-06, 3.22e-06, 1.63e-06, 5.95e-07, 7.45e-07, 2.94e-06, 2.77e-05, 1.82e-04, 6.32e-05, 3.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.81e-07, 1.03e-08] [7.15e-06, 4.58e-06, 1.43e-06, 3.58e-06, 3.21e-06, 3.22e-06, 1.63e-06, 5.95e-07, 7.45e-07, 2.94e-06, 2.77e-05, 1.82e-04, 6.32e-05, 3.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.81e-07, 1.03e-08] []
396700 [8.02e-07, 1.18e-06, 9.65e-07, 1.61e-06, 1.17e-06, 8.61e-07, 8.06e-07, 3.75e-09, 4.01e-10, 1.56e-09, 1.19e-06, 1.91e-06, 1.69e-06, 1.60e-08, 1.45e-08, 1.93e-09, 1.98e-09, 1.11e-09, 2.70e-10, 4.74e-12, 1.16e-08, 9.09e-11] [8.02e-07, 1.18e-06, 9.65e-07, 1.61e-06, 1.17e-06, 8.61e-07, 8.06e-07, 3.75e-09, 4.01e-10, 1.56e-09, 1.19e-06, 1.91e-06, 1.69e-06, 1.60e-08, 1.45e-08, 1.93e-09, 1.98e-09, 1.11e-09, 2.70e-10, 4.74e-12, 1.16e-08, 9.09e-11] []
396800 [5.40e-07, 9.15e-07, 1.03e-06, 1.79e-06, 1.06e-06, 7.29e-07, 7.84e-07, 1.55e-08, 1.34e-09, 4.66e-12, 8.62e-07, 1.16e-06, 9.98e-07, 3.70e-09, 9.25e-09, 2.94e-09, 6.11e-09, 2.79e-09, 0.00e+00, 0.00e+00, 8.84e-08, 1.14e-09] [5.40e-07, 9.15e-07, 1.03e-06, 1.79e-06, 1.06e-06, 7.29e-07, 7.84e-07, 1.55e-08, 1.34e-09, 4.66e-12, 8.62e-07, 1.16e-06, 9.98e-07, 3.70e-09, 9.25e-09, 2.94e-09, 6.11e-09, 2.79e-09, 0.00e+00, 0.00e+00, 8.84e-08, 1.14e-09] []
396900 [2.12e-06, 2.23e-06, 1.27e-06, 1.90e-06, 1.33e-06, 1.72e-06, 1.05e-06, 8.48e-07, 9.64e-06, 7.54e-09, 3.52e-06, 1.55e-05, 1.70e-05, 5.86e-06, 0.00e+00, 5.62e-08, 1.50e-09, 1.61e-08, 0.00e+00, 5.32e-08, 9.73e-07, 3.52e-08] [2.12e-06, 2.23e-06, 1.27e-06, 1.90e-06, 1.33e-06, 1.72e-06, 1.05e-06, 8.48e-07, 9.64e-06, 7.54e-09, 3.52e-06, 1.55e-05, 1.70e-05, 5.86e-06, 0.00e+00, 5.62e-08, 1.50e-09, 1.61e-08, 0.00e+00, 5.32e-08, 9.73e-07, 3.52e-08] []
397000 [7.45e-07, 1.18e-06, 1.01e-06, 1.72e-06, 1.14e-06, 8.35e-07, 7.94e-07, 1.60e-07, 1.69e-11, 3.79e-11, 1.04e-06, 1.57e-06, 1.33e-06, 6.83e-09, 1.27e-08, 1.45e-09, 4.98e-09, 1.51e-09, 0.00e+00, 8.26e-14, 7.33e-08, 8.57e-11] [7.45e-07, 1.18e-06, 1.01e-06, 1.72e-06, 1.14e-06, 8.35e-07, 7.94e-07, 1.60e-07, 1.69e-11, 3.79e-11, 1.04e-06, 1.57e-06, 1.33e-06, 6.83e-09, 1.27e-08, 1.45e-09, 4.98e-09, 1.51e-09, 0.00e+00, 8.26e-14, 7.33e-08, 8.57e-11] []
397100 [5.36e-07, 9.33e-07, 1.05e-06, 1.84e-06, 1.07e-06, 7.24e-07, 7.77e-07, 2.11e-10, 6.14e-10, 2.38e-10, 8.54e-07, 1.10e-06, 9.45e-07, 3.68e-09, 8.46e-09, 3.05e-09, 6.84e-09, 2.91e-09, 9.21e-10, 4.46e-11, 1.39e-08, 2.71e-10] [5.36e-07, 9.33e-07, 1.05e-06, 1.84e-06, 1.07e-06, 7.24e-07, 7.77e-07, 2.11e-10, 6.14e-10, 2.38e-10, 8.54e-07, 1.10e-06, 9.45e-07, 3.68e-09, 8.46e-09, 3.05e-09, 6.84e-09, 2.91e-09, 9.21e-10, 4.46e-11, 1.39e-08, 2.71e-10] []
397200 [2.19e-06, 1.64e-06, 7.93e-07, 1.81e-06, 1.18e-06, 1.28e-06, 8.51e-07, 9.54e-07, 2.82e-06, 1.81e-06, 3.09e-06, 1.70e-05, 8.36e-06, 5.86e-05, 0.00e+00, 7.29e-11, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.58e-06, 9.17e-06] [2.19e-06, 1.64e-06, 7.93e-07, 1.81e-06, 1.18e-06, 1.28e-06, 8.51e-07, 9.54e-07, 2.82e-06, 1.81e-06, 3.09e-06, 1.70e-05, 8.36e-06, 5.86e-05, 0.00e+00, 7.29e-11, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.58e-06, 9.17e-06] []
397300 [5.88e-07, 9.28e-07, 9.47e-07, 1.70e-06, 1.04e-06, 7.24e-07, 8.13e-07, 4.41e-09, 3.43e-11, 2.92e-10, 9.04e-07, 1.20e-06, 1.05e-06, 8.03e-08, 1.34e-08, 3.26e-09, 6.41e-09, 4.83e-09, 3.43e-11, 8.58e-12, 1.58e-08, 1.63e-10] [5.88e-07, 9.28e-07, 9.47e-07, 1.70e-06, 1.04e-06, 7.24e-07, 8.13e-07, 4.41e-09, 3.43e-11, 2.92e-10, 9.04e-07, 1.20e-06, 1.05e-06, 8.03e-08, 1.34e-08, 3.26e-09, 6.41e-09, 4.83e-09, 3.43e-11, 8.58e-12, 1.58e-08, 1.63e-10] []
397400 [1.42e-06, 1.43e-06, 8.47e-07, 1.56e-06, 1.19e-06, 1.04e-06, 8.35e-07, 6.11e-07, 5.98e-12, 8.16e-08, 2.14e-06, 3.49e-06, 5.74e-06, 1.11e-05, 5.58e-08, 6.02e-08, 9.18e-08, 1.23e-07, 9.63e-08, 3.46e-11, 6.55e-07, 2.23e-10] [1.42e-06, 1.43e-06, 8.47e-07, 1.56e-06, 1.19e-06, 1.04e-06, 8.35e-07, 6.11e-07, 5.98e-12, 8.16e-08, 2.14e-06, 3.49e-06, 5.74e-06, 1.11e-05, 5.58e-08, 6.02e-08, 9.18e-08, 1.23e-07, 9.63e-08, 3.46e-11, 6.55e-07, 2.23e-10] []
397500 [6.06e-07, 9.57e-07, 9.55e-07, 1.71e-06, 1.03e-06, 7.37e-07, 7.81e-07, 1.53e-09, 6.07e-11, 4.51e-10, 9.34e-07, 1.23e-06, 1.03e-06, 6.28e-09, 6.94e-09, 1.78e-09, 6.32e-09, 2.45e-09, 1.99e-09, 7.29e-12, 1.99e-08, 1.18e-10] [6.06e-07, 9.57e-07, 9.55e-07, 1.71e-06, 1.03e-06, 7.37e-07, 7.81e-07, 1.53e-09, 6.07e-11, 4.51e-10, 9.34e-07, 1.23e-06, 1.03e-06, 6.28e-09, 6.94e-09, 1.78e-09, 6.32e-09, 2.45e-09, 1.99e-09, 7.29e-12, 1.99e-08, 1.18e-10] []
397600 [3.70e-06, 2.26e-06, 1.44e-06, 5.50e-06, 3.55e-06, 3.23e-06, 3.02e-06, 4.38e-05, 4.97e-08, 1.66e-05, 1.88e-05, 2.08e-04, 2.13e-04, 7.95e-05, 0.00e+00, 9.17e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-10, 6.92e-05, 2.60e-09] [3.70e-06, 2.26e-06, 1.44e-06, 5.50e-06, 3.55e-06, 3.23e-06, 3.02e-06, 4.38e-05, 4.97e-08, 1.66e-05, 1.88e-05, 2.08e-04, 2.13e-04, 7.95e-05, 0.00e+00, 9.17e-06, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-10, 6.92e-05, 2.60e-09] []
397700 [8.39e-07, 1.27e-06, 1.02e-06, 1.63e-06, 1.27e-06, 9.33e-07, 8.22e-07, 1.23e-10, 9.03e-11, 2.96e-09, 1.19e-06, 1.83e-06, 1.54e-06, 1.53e-08, 5.30e-09, 1.92e-10, 2.41e-09, 1.62e-09, 1.40e-10, 4.92e-13, 2.02e-08, 2.06e-10] [8.39e-07, 1.27e-06, 1.02e-06, 1.63e-06, 1.27e-06, 9.33e-07, 8.22e-07, 1.23e-10, 9.03e-11, 2.96e-09, 1.19e-06, 1.83e-06, 1.54e-06, 1.53e-08, 5.30e-09, 1.92e-10, 2.41e-09, 1.62e-09, 1.40e-10, 4.92e-13, 2.02e-08, 2.06e-10] []
397800 [5.81e-07, 1.03e-06, 2.10e-06, 2.03e-06, 1.26e-06, 7.83e-07, 8.56e-07, 4.38e-07, 1.62e-03, 1.16e-08, 1.33e-06, 1.34e-06, 1.77e-06, 5.17e-07, 3.69e-08, 1.42e-08, 2.63e-08, 2.45e-08, 1.39e-07, 3.78e-04, 9.40e-07, 1.27e-03] [5.81e-07, 1.03e-06, 2.10e-06, 2.03e-06, 1.26e-06, 7.83e-07, 8.56e-07, 4.38e-07, 1.62e-03, 1.16e-08, 1.33e-06, 1.34e-06, 1.77e-06, 5.17e-07, 3.69e-08, 1.42e-08, 2.63e-08, 2.45e-08, 1.39e-07, 3.78e-04, 9.40e-07, 1.27e-03] []
397900 [3.52e-06, 1.92e-06, 9.51e-07, 1.58e-06, 1.56e-06, 1.14e-06, 1.08e-06, 6.68e-07, 1.93e-07, 5.04e-07, 3.25e-06, 1.25e-05, 2.52e-05, 6.84e-05, 7.83e-07, 7.52e-07, 6.92e-07, 4.09e-07, 9.31e-08, 2.96e-08, 6.35e-07, 1.81e-07] [3.52e-06, 1.92e-06, 9.51e-07, 1.58e-06, 1.56e-06, 1.14e-06, 1.08e-06, 6.68e-07, 1.93e-07, 5.04e-07, 3.25e-06, 1.25e-05, 2.52e-05, 6.84e-05, 7.83e-07, 7.52e-07, 6.92e-07, 4.09e-07, 9.31e-08, 2.96e-08, 6.35e-07, 1.81e-07] []
398000 [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10] [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.384252 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
398000 [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10] [6.23e-07, 1.04e-06, 9.39e-07, 1.71e-06, 1.07e-06, 7.73e-07, 8.44e-07, 4.52e-09, 6.03e-11, 4.05e-10, 9.07e-07, 1.36e-06, 1.15e-06, 5.25e-09, 9.47e-09, 1.50e-09, 4.36e-09, 1.96e-09, 1.75e-11, 4.25e-12, 1.52e-08, 1.94e-10] []
398100 [2.55e-06, 3.64e-06, 2.01e-06, 6.17e-06, 1.26e-06, 4.35e-06, 1.52e-06, 5.32e-07, 1.48e-09, 3.78e-06, 6.37e-06, 2.05e-05, 2.22e-05, 1.07e-05, 0.00e+00, 7.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.79e-11, 1.84e-06, 4.50e-10] [2.55e-06, 3.64e-06, 2.01e-06, 6.17e-06, 1.26e-06, 4.35e-06, 1.52e-06, 5.32e-07, 1.48e-09, 3.78e-06, 6.37e-06, 2.05e-05, 2.22e-05, 1.07e-05, 0.00e+00, 7.73e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.79e-11, 1.84e-06, 4.50e-10] []
398200 [7.25e-07, 1.09e-06, 9.10e-07, 1.64e-06, 1.08e-06, 8.04e-07, 8.12e-07, 2.60e-08, 3.12e-11, 1.02e-13, 1.04e-06, 1.50e-06, 1.26e-06, 2.91e-08, 1.13e-08, 2.46e-09, 3.87e-09, 2.83e-09, 0.00e+00, 7.84e-12, 4.08e-08, 1.35e-10] [7.25e-07, 1.09e-06, 9.10e-07, 1.64e-06, 1.08e-06, 8.04e-07, 8.12e-07, 2.60e-08, 3.12e-11, 1.02e-13, 1.04e-06, 1.50e-06, 1.26e-06, 2.91e-08, 1.13e-08, 2.46e-09, 3.87e-09, 2.83e-09, 0.00e+00, 7.84e-12, 4.08e-08, 1.35e-10] []
398300 [2.78e-05, 5.62e-06, 3.09e-06, 4.88e-06, 3.83e-06, 3.74e-06, 2.09e-06, 1.93e-04, 1.11e-07, 2.74e-05, 7.96e-05, 2.47e-04, 5.11e-04, 1.68e-03, 3.02e-05, 2.34e-05, 1.56e-05, 1.26e-05, 5.18e-05, 6.50e-08, 2.51e-04, 3.63e-07] [2.78e-05, 5.62e-06, 3.09e-06, 4.88e-06, 3.83e-06, 3.74e-06, 2.09e-06, 1.93e-04, 1.11e-07, 2.74e-05, 7.96e-05, 2.47e-04, 5.11e-04, 1.68e-03, 3.02e-05, 2.34e-05, 1.56e-05, 1.26e-05, 5.18e-05, 6.50e-08, 2.51e-04, 3.63e-07] []
398400 [1.16e-06, 1.39e-06, 1.04e-06, 1.61e-06, 1.49e-06, 1.04e-06, 8.75e-07, 1.38e-05, 1.39e-10, 2.13e-08, 1.62e-06, 2.37e-06, 2.02e-06, 3.01e-07, 3.42e-10, 5.61e-10, 0.00e+00, 6.17e-09, 0.00e+00, 7.58e-13, 4.72e-06, 2.57e-09] [1.16e-06, 1.39e-06, 1.04e-06, 1.61e-06, 1.49e-06, 1.04e-06, 8.75e-07, 1.38e-05, 1.39e-10, 2.13e-08, 1.62e-06, 2.37e-06, 2.02e-06, 3.01e-07, 3.42e-10, 5.61e-10, 0.00e+00, 6.17e-09, 0.00e+00, 7.58e-13, 4.72e-06, 2.57e-09] []
398500 [6.36e-07, 1.13e-06, 1.07e-06, 1.81e-06, 1.19e-06, 8.16e-07, 8.14e-07, 1.98e-08, 4.32e-10, 6.84e-10, 9.24e-07, 1.28e-06, 1.09e-06, 6.01e-09, 1.05e-08, 1.68e-09, 4.99e-09, 1.80e-09, 0.00e+00, 2.13e-11, 7.39e-08, 1.62e-10] [6.36e-07, 1.13e-06, 1.07e-06, 1.81e-06, 1.19e-06, 8.16e-07, 8.14e-07, 1.98e-08, 4.32e-10, 6.84e-10, 9.24e-07, 1.28e-06, 1.09e-06, 6.01e-09, 1.05e-08, 1.68e-09, 4.99e-09, 1.80e-09, 0.00e+00, 2.13e-11, 7.39e-08, 1.62e-10] []
398600 [8.25e-05, 1.62e-05, 7.02e-06, 1.27e-05, 1.06e-05, 1.12e-05, 5.16e-06, 1.73e-04, 2.65e-06, 1.11e-04, 2.05e-04, 8.35e-04, 1.11e-03, 5.41e-03, 1.05e-04, 9.32e-05, 4.25e-05, 3.54e-05, 4.68e-05, 6.66e-07, 2.27e-04, 3.15e-06] [8.25e-05, 1.62e-05, 7.02e-06, 1.27e-05, 1.06e-05, 1.12e-05, 5.16e-06, 1.73e-04, 2.65e-06, 1.11e-04, 2.05e-04, 8.35e-04, 1.11e-03, 5.41e-03, 1.05e-04, 9.32e-05, 4.25e-05, 3.54e-05, 4.68e-05, 6.66e-07, 2.27e-04, 3.15e-06] []
398700 [8.76e-07, 1.32e-06, 9.30e-07, 1.63e-06, 1.20e-06, 9.06e-07, 8.20e-07, 2.08e-09, 9.17e-09, 6.65e-09, 1.18e-06, 1.76e-06, 1.46e-06, 8.20e-09, 1.03e-08, 1.32e-09, 2.14e-09, 4.01e-09, 5.13e-10, 1.24e-09, 1.17e-08, 8.36e-09] [8.76e-07, 1.32e-06, 9.30e-07, 1.63e-06, 1.20e-06, 9.06e-07, 8.20e-07, 2.08e-09, 9.17e-09, 6.65e-09, 1.18e-06, 1.76e-06, 1.46e-06, 8.20e-09, 1.03e-08, 1.32e-09, 2.14e-09, 4.01e-09, 5.13e-10, 1.24e-09, 1.17e-08, 8.36e-09] []
398800 [5.21e-07, 9.39e-07, 1.15e-06, 1.84e-06, 1.04e-06, 7.00e-07, 8.72e-07, 1.27e-06, 8.14e-05, 5.17e-10, 9.69e-07, 1.27e-06, 1.12e-06, 2.25e-07, 3.75e-08, 1.02e-08, 2.60e-08, 1.53e-08, 0.00e+00, 2.31e-05, 6.23e-07, 9.52e-05] [5.21e-07, 9.39e-07, 1.15e-06, 1.84e-06, 1.04e-06, 7.00e-07, 8.72e-07, 1.27e-06, 8.14e-05, 5.17e-10, 9.69e-07, 1.27e-06, 1.12e-06, 2.25e-07, 3.75e-08, 1.02e-08, 2.60e-08, 1.53e-08, 0.00e+00, 2.31e-05, 6.23e-07, 9.52e-05] []
398900 [1.34e-06, 1.61e-06, 7.75e-07, 1.51e-06, 1.32e-06, 1.20e-06, 9.36e-07, 1.51e-06, 6.15e-08, 7.02e-07, 9.20e-06, 1.35e-05, 1.05e-05, 5.07e-06, 0.00e+00, 1.29e-08, 1.31e-08, 1.08e-08, 2.06e-09, 1.13e-08, 2.91e-08, 7.20e-08] [1.34e-06, 1.61e-06, 7.75e-07, 1.51e-06, 1.32e-06, 1.20e-06, 9.36e-07, 1.51e-06, 6.15e-08, 7.02e-07, 9.20e-06, 1.35e-05, 1.05e-05, 5.07e-06, 0.00e+00, 1.29e-08, 1.31e-08, 1.08e-08, 2.06e-09, 1.13e-08, 2.91e-08, 7.20e-08] []
399000 [6.18e-07, 1.01e-06, 9.28e-07, 1.68e-06, 1.07e-06, 7.42e-07, 8.27e-07, 1.13e-09, 9.21e-13, 2.70e-10, 9.14e-07, 1.29e-06, 1.09e-06, 5.64e-09, 1.08e-08, 1.80e-09, 5.05e-09, 2.56e-09, 2.39e-11, 6.37e-12, 1.62e-08, 1.56e-10] [6.18e-07, 1.01e-06, 9.28e-07, 1.68e-06, 1.07e-06, 7.42e-07, 8.27e-07, 1.13e-09, 9.21e-13, 2.70e-10, 9.14e-07, 1.29e-06, 1.09e-06, 5.64e-09, 1.08e-08, 1.80e-09, 5.05e-09, 2.56e-09, 2.39e-11, 6.37e-12, 1.62e-08, 1.56e-10] []
399100 [9.15e-06, 9.65e-06, 2.48e-06, 1.01e-05, 4.07e-06, 6.17e-06, 2.37e-06, 1.23e-05, 1.71e-07, 7.18e-07, 4.24e-04, 4.30e-04, 6.97e-04, 9.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 1.17e-09, 4.36e-07, 2.91e-09] [9.15e-06, 9.65e-06, 2.48e-06, 1.01e-05, 4.07e-06, 6.17e-06, 2.37e-06, 1.23e-05, 1.71e-07, 7.18e-07, 4.24e-04, 4.30e-04, 6.97e-04, 9.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.11e-07, 1.17e-09, 4.36e-07, 2.91e-09] []
399200 [7.93e-07, 1.20e-06, 9.47e-07, 1.61e-06, 1.20e-06, 8.50e-07, 8.23e-07, 4.24e-08, 3.71e-11, 4.66e-12, 1.12e-06, 1.65e-06, 1.38e-06, 9.95e-09, 1.20e-08, 2.78e-10, 2.46e-09, 1.95e-09, 1.40e-08, 1.66e-11, 8.42e-08, 1.58e-10] [7.93e-07, 1.20e-06, 9.47e-07, 1.61e-06, 1.20e-06, 8.50e-07, 8.23e-07, 4.24e-08, 3.71e-11, 4.66e-12, 1.12e-06, 1.65e-06, 1.38e-06, 9.95e-09, 1.20e-08, 2.78e-10, 2.46e-09, 1.95e-09, 1.40e-08, 1.66e-11, 8.42e-08, 1.58e-10] []
399300 [5.41e-07, 9.37e-07, 9.98e-07, 1.76e-06, 1.07e-06, 7.19e-07, 7.98e-07, 2.62e-09, 4.25e-10, 3.24e-10, 8.73e-07, 1.13e-06, 9.64e-07, 3.90e-09, 9.44e-09, 2.68e-09, 6.07e-09, 2.82e-09, 0.00e+00, 5.08e-11, 3.90e-08, 3.19e-10] [5.41e-07, 9.37e-07, 9.98e-07, 1.76e-06, 1.07e-06, 7.19e-07, 7.98e-07, 2.62e-09, 4.25e-10, 3.24e-10, 8.73e-07, 1.13e-06, 9.64e-07, 3.90e-09, 9.44e-09, 2.68e-09, 6.07e-09, 2.82e-09, 0.00e+00, 5.08e-11, 3.90e-08, 3.19e-10] []
399400 [1.41e-06, 1.50e-06, 7.42e-07, 1.51e-06, 1.58e-06, 1.17e-06, 9.85e-07, 5.28e-06, 4.63e-08, 4.46e-07, 3.10e-05, 2.63e-05, 5.71e-05, 2.58e-06, 0.00e+00, 6.78e-09, 1.72e-07, 2.27e-07, 0.00e+00, 8.58e-09, 3.28e-06, 5.19e-08] [1.41e-06, 1.50e-06, 7.42e-07, 1.51e-06, 1.58e-06, 1.17e-06, 9.85e-07, 5.28e-06, 4.63e-08, 4.46e-07, 3.10e-05, 2.63e-05, 5.71e-05, 2.58e-06, 0.00e+00, 6.78e-09, 1.72e-07, 2.27e-07, 0.00e+00, 8.58e-09, 3.28e-06, 5.19e-08] []
399500 [6.60e-07, 1.08e-06, 9.47e-07, 1.66e-06, 1.11e-06, 7.82e-07, 7.98e-07, 1.63e-09, 6.72e-12, 1.44e-09, 9.69e-07, 1.45e-06, 1.23e-06, 8.04e-09, 9.71e-09, 1.28e-09, 5.71e-09, 2.18e-09, 6.71e-10, 1.84e-12, 1.29e-08, 6.75e-11] [6.60e-07, 1.08e-06, 9.47e-07, 1.66e-06, 1.11e-06, 7.82e-07, 7.98e-07, 1.63e-09, 6.72e-12, 1.44e-09, 9.69e-07, 1.45e-06, 1.23e-06, 8.04e-09, 9.71e-09, 1.28e-09, 5.71e-09, 2.18e-09, 6.71e-10, 1.84e-12, 1.29e-08, 6.75e-11] []
399600 [8.52e-05, 1.64e-05, 7.50e-06, 1.30e-05, 1.07e-05, 1.12e-05, 5.26e-06, 3.92e-04, 1.29e-05, 9.92e-05, 2.17e-04, 8.49e-04, 1.38e-03, 5.59e-03, 1.09e-04, 9.53e-05, 4.82e-05, 3.91e-05, 1.13e-04, 0.00e+00, 5.15e-04, 7.89e-06] [8.52e-05, 1.64e-05, 7.50e-06, 1.30e-05, 1.07e-05, 1.12e-05, 5.26e-06, 3.92e-04, 1.29e-05, 9.92e-05, 2.17e-04, 8.49e-04, 1.38e-03, 5.59e-03, 1.09e-04, 9.53e-05, 4.82e-05, 3.91e-05, 1.13e-04, 0.00e+00, 5.15e-04, 7.89e-06] []
399700 [9.49e-07, 1.26e-06, 8.16e-07, 1.40e-06, 1.30e-06, 9.68e-07, 8.81e-07, 6.59e-08, 2.24e-08, 2.64e-10, 2.09e-06, 3.42e-06, 2.87e-06, 4.09e-07, 0.00e+00, 1.73e-09, 6.76e-09, 1.34e-08, 9.22e-10, 0.00e+00, 1.35e-08, 5.50e-08] [9.49e-07, 1.26e-06, 8.16e-07, 1.40e-06, 1.30e-06, 9.68e-07, 8.81e-07, 6.59e-08, 2.24e-08, 2.64e-10, 2.09e-06, 3.42e-06, 2.87e-06, 4.09e-07, 0.00e+00, 1.73e-09, 6.76e-09, 1.34e-08, 9.22e-10, 0.00e+00, 1.35e-08, 5.50e-08] []
399800 [5.65e-07, 9.75e-07, 9.47e-07, 1.71e-06, 1.07e-06, 7.46e-07, 8.24e-07, 1.11e-07, 1.36e-10, 1.92e-09, 8.86e-07, 1.28e-06, 1.10e-06, 2.22e-08, 6.64e-09, 1.48e-09, 5.82e-09, 1.90e-09, 1.26e-08, 1.40e-13, 7.87e-08, 2.12e-10] [5.65e-07, 9.75e-07, 9.47e-07, 1.71e-06, 1.07e-06, 7.46e-07, 8.24e-07, 1.11e-07, 1.36e-10, 1.92e-09, 8.86e-07, 1.28e-06, 1.10e-06, 2.22e-08, 6.64e-09, 1.48e-09, 5.82e-09, 1.90e-09, 1.26e-08, 1.40e-13, 7.87e-08, 2.12e-10] []
399900 [4.34e-06, 2.25e-06, 7.45e-07, 1.89e-06, 1.82e-06, 2.22e-06, 1.25e-06, 8.48e-06, 2.64e-08, 2.22e-05, 1.87e-05, 5.29e-05, 2.15e-05, 2.17e-04, 0.00e+00, 3.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 3.12e-08] [4.34e-06, 2.25e-06, 7.45e-07, 1.89e-06, 1.82e-06, 2.22e-06, 1.25e-06, 8.48e-06, 2.64e-08, 2.22e-05, 1.87e-05, 5.29e-05, 2.15e-05, 2.17e-04, 0.00e+00, 3.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.36e-06, 3.12e-08] []
400000 [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10] [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.853845 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
400000 [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10] [6.87e-07, 1.09e-06, 9.16e-07, 1.67e-06, 1.08e-06, 7.89e-07, 8.05e-07, 3.42e-08, 3.73e-12, 1.61e-09, 1.00e-06, 1.49e-06, 1.24e-06, 2.16e-08, 6.20e-09, 1.35e-09, 5.15e-09, 1.87e-09, 1.28e-08, 3.17e-13, 7.80e-08, 1.03e-10] []
400100 [5.21e-06, 1.58e-06, 1.38e-06, 2.23e-06, 1.57e-06, 1.12e-06, 1.07e-06, 2.64e-05, 8.09e-08, 4.39e-06, 1.37e-05, 4.10e-05, 8.06e-05, 2.71e-04, 4.14e-06, 2.91e-06, 2.32e-06, 1.89e-06, 6.31e-06, 2.14e-08, 3.58e-05, 1.29e-07] [5.21e-06, 1.58e-06, 1.38e-06, 2.23e-06, 1.57e-06, 1.12e-06, 1.07e-06, 2.64e-05, 8.09e-08, 4.39e-06, 1.37e-05, 4.10e-05, 8.06e-05, 2.71e-04, 4.14e-06, 2.91e-06, 2.32e-06, 1.89e-06, 6.31e-06, 2.14e-08, 3.58e-05, 1.29e-07] []
400200 [8.45e-07, 1.19e-06, 8.72e-07, 1.60e-06, 1.11e-06, 8.63e-07, 7.98e-07, 6.15e-09, 2.56e-12, 4.62e-11, 1.18e-06, 1.73e-06, 1.42e-06, 3.06e-08, 7.74e-09, 6.87e-11, 1.01e-09, 3.42e-09, 1.31e-10, 2.18e-11, 9.06e-09, 1.45e-10] [8.45e-07, 1.19e-06, 8.72e-07, 1.60e-06, 1.11e-06, 8.63e-07, 7.98e-07, 6.15e-09, 2.56e-12, 4.62e-11, 1.18e-06, 1.73e-06, 1.42e-06, 3.06e-08, 7.74e-09, 6.87e-11, 1.01e-09, 3.42e-09, 1.31e-10, 2.18e-11, 9.06e-09, 1.45e-10] []
400300 [5.86e-07, 9.44e-07, 9.56e-07, 1.76e-06, 9.90e-07, 7.28e-07, 7.67e-07, 1.72e-07, 2.47e-07, 8.98e-08, 9.86e-07, 2.05e-06, 2.68e-06, 5.40e-06, 8.12e-11, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 2.88e-07] [5.86e-07, 9.44e-07, 9.56e-07, 1.76e-06, 9.90e-07, 7.28e-07, 7.67e-07, 1.72e-07, 2.47e-07, 8.98e-08, 9.86e-07, 2.05e-06, 2.68e-06, 5.40e-06, 8.12e-11, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 2.88e-07] []
400400 [1.02e-06, 1.26e-06, 7.70e-07, 1.42e-06, 1.22e-06, 1.01e-06, 8.59e-07, 7.67e-08, 1.05e-08, 5.84e-08, 1.37e-06, 4.81e-06, 2.58e-06, 2.33e-06, 0.00e+00, 7.75e-10, 0.00e+00, 3.06e-09, 0.00e+00, 0.00e+00, 4.56e-07, 1.30e-09] [1.02e-06, 1.26e-06, 7.70e-07, 1.42e-06, 1.22e-06, 1.01e-06, 8.59e-07, 7.67e-08, 1.05e-08, 5.84e-08, 1.37e-06, 4.81e-06, 2.58e-06, 2.33e-06, 0.00e+00, 7.75e-10, 0.00e+00, 3.06e-09, 0.00e+00, 0.00e+00, 4.56e-07, 1.30e-09] []
400500 [5.72e-07, 9.18e-07, 9.37e-07, 1.72e-06, 1.02e-06, 7.18e-07, 8.02e-07, 2.38e-07, 1.53e-10, 1.96e-09, 8.94e-07, 1.18e-06, 9.99e-07, 7.89e-08, 1.50e-08, 4.36e-09, 6.90e-09, 3.82e-09, 0.00e+00, 9.33e-13, 1.19e-07, 1.99e-10] [5.72e-07, 9.18e-07, 9.37e-07, 1.72e-06, 1.02e-06, 7.18e-07, 8.02e-07, 2.38e-07, 1.53e-10, 1.96e-09, 8.94e-07, 1.18e-06, 9.99e-07, 7.89e-08, 1.50e-08, 4.36e-09, 6.90e-09, 3.82e-09, 0.00e+00, 9.33e-13, 1.19e-07, 1.99e-10] []
400600 [1.54e-06, 1.48e-06, 8.66e-07, 1.62e-06, 1.10e-06, 1.13e-06, 8.43e-07, 3.11e-06, 4.93e-09, 6.44e-09, 2.38e-06, 4.72e-06, 8.08e-06, 1.23e-05, 0.00e+00, 8.37e-09, 0.00e+00, 5.96e-09, 0.00e+00, 0.00e+00, 4.95e-06, 1.34e-08] [1.54e-06, 1.48e-06, 8.66e-07, 1.62e-06, 1.10e-06, 1.13e-06, 8.43e-07, 3.11e-06, 4.93e-09, 6.44e-09, 2.38e-06, 4.72e-06, 8.08e-06, 1.23e-05, 0.00e+00, 8.37e-09, 0.00e+00, 5.96e-09, 0.00e+00, 0.00e+00, 4.95e-06, 1.34e-08] []
400700 [6.16e-07, 9.70e-07, 9.16e-07, 1.68e-06, 1.02e-06, 7.36e-07, 7.79e-07, 1.18e-09, 2.97e-10, 1.78e-10, 9.41e-07, 1.26e-06, 1.05e-06, 4.44e-09, 8.48e-09, 2.16e-09, 6.12e-09, 2.67e-09, 0.00e+00, 0.00e+00, 4.03e-08, 4.24e-10] [6.16e-07, 9.70e-07, 9.16e-07, 1.68e-06, 1.02e-06, 7.36e-07, 7.79e-07, 1.18e-09, 2.97e-10, 1.78e-10, 9.41e-07, 1.26e-06, 1.05e-06, 4.44e-09, 8.48e-09, 2.16e-09, 6.12e-09, 2.67e-09, 0.00e+00, 0.00e+00, 4.03e-08, 4.24e-10] []
400800 [2.36e-06, 1.52e-06, 8.86e-07, 1.35e-06, 1.34e-06, 1.12e-06, 9.27e-07, 1.11e-06, 5.01e-07, 5.01e-07, 6.23e-06, 9.12e-06, 3.13e-05, 7.24e-05, 6.65e-08, 6.82e-07, 6.99e-07, 7.86e-07, 1.91e-07, 0.00e+00, 1.29e-06, 6.14e-07] [2.36e-06, 1.52e-06, 8.86e-07, 1.35e-06, 1.34e-06, 1.12e-06, 9.27e-07, 1.11e-06, 5.01e-07, 5.01e-07, 6.23e-06, 9.12e-06, 3.13e-05, 7.24e-05, 6.65e-08, 6.82e-07, 6.99e-07, 7.86e-07, 1.91e-07, 0.00e+00, 1.29e-06, 6.14e-07] []
400900 [6.04e-07, 9.47e-07, 9.12e-07, 1.68e-06, 1.00e-06, 7.26e-07, 7.64e-07, 1.61e-09, 2.20e-10, 4.56e-10, 9.11e-07, 1.24e-06, 1.03e-06, 1.16e-08, 6.42e-09, 1.39e-09, 4.83e-09, 1.54e-09, 1.78e-09, 7.02e-12, 1.75e-08, 6.96e-11] [6.04e-07, 9.47e-07, 9.12e-07, 1.68e-06, 1.00e-06, 7.26e-07, 7.64e-07, 1.61e-09, 2.20e-10, 4.56e-10, 9.11e-07, 1.24e-06, 1.03e-06, 1.16e-08, 6.42e-09, 1.39e-09, 4.83e-09, 1.54e-09, 1.78e-09, 7.02e-12, 1.75e-08, 6.96e-11] []
401000 [1.04e-06, 1.25e-06, 6.85e-07, 1.44e-06, 1.16e-06, 9.22e-07, 8.50e-07, 3.97e-07, 7.92e-06, 3.85e-08, 1.60e-06, 4.65e-06, 3.25e-06, 2.50e-06, 0.00e+00, 3.43e-09, 0.00e+00, 2.33e-09, 3.74e-08, 0.00e+00, 2.45e-07, 7.53e-06] [1.04e-06, 1.25e-06, 6.85e-07, 1.44e-06, 1.16e-06, 9.22e-07, 8.50e-07, 3.97e-07, 7.92e-06, 3.85e-08, 1.60e-06, 4.65e-06, 3.25e-06, 2.50e-06, 0.00e+00, 3.43e-09, 0.00e+00, 2.33e-09, 3.74e-08, 0.00e+00, 2.45e-07, 7.53e-06] []
401100 [5.67e-07, 9.20e-07, 9.15e-07, 1.67e-06, 1.00e-06, 7.01e-07, 7.83e-07, 2.90e-08, 1.81e-11, 5.85e-11, 8.86e-07, 1.21e-06, 1.02e-06, 3.81e-09, 9.65e-09, 2.50e-09, 6.30e-09, 2.51e-09, 3.98e-09, 1.75e-13, 3.04e-08, 1.89e-10] [5.67e-07, 9.20e-07, 9.15e-07, 1.67e-06, 1.00e-06, 7.01e-07, 7.83e-07, 2.90e-08, 1.81e-11, 5.85e-11, 8.86e-07, 1.21e-06, 1.02e-06, 3.81e-09, 9.65e-09, 2.50e-09, 6.30e-09, 2.51e-09, 3.98e-09, 1.75e-13, 3.04e-08, 1.89e-10] []
401200 [1.24e-06, 1.39e-06, 8.28e-07, 1.56e-06, 1.11e-06, 1.01e-06, 8.04e-07, 1.27e-06, 4.80e-13, 9.57e-08, 1.55e-06, 4.66e-06, 4.04e-06, 9.40e-06, 0.00e+00, 4.18e-09, 0.00e+00, 4.80e-09, 0.00e+00, 0.00e+00, 1.97e-06, 9.11e-09] [1.24e-06, 1.39e-06, 8.28e-07, 1.56e-06, 1.11e-06, 1.01e-06, 8.04e-07, 1.27e-06, 4.80e-13, 9.57e-08, 1.55e-06, 4.66e-06, 4.04e-06, 9.40e-06, 0.00e+00, 4.18e-09, 0.00e+00, 4.80e-09, 0.00e+00, 0.00e+00, 1.97e-06, 9.11e-09] []
401300 [5.75e-07, 9.22e-07, 8.92e-07, 1.65e-06, 9.94e-07, 7.12e-07, 7.68e-07, 1.66e-07, 4.97e-10, 7.41e-10, 8.90e-07, 1.21e-06, 1.00e-06, 2.38e-08, 4.03e-09, 1.11e-09, 5.03e-09, 1.63e-09, 6.84e-11, 0.00e+00, 1.50e-08, 9.30e-10] [5.75e-07, 9.22e-07, 8.92e-07, 1.65e-06, 9.94e-07, 7.12e-07, 7.68e-07, 1.66e-07, 4.97e-10, 7.41e-10, 8.90e-07, 1.21e-06, 1.00e-06, 2.38e-08, 4.03e-09, 1.11e-09, 5.03e-09, 1.63e-09, 6.84e-11, 0.00e+00, 1.50e-08, 9.30e-10] []
401400 [1.14e-06, 1.25e-06, 7.78e-07, 1.44e-06, 1.16e-06, 9.52e-07, 8.08e-07, 5.42e-07, 5.80e-10, 2.79e-07, 1.97e-06, 4.86e-06, 1.99e-06, 8.00e-06, 0.00e+00, 9.52e-10, 0.00e+00, 3.15e-09, 0.00e+00, 0.00e+00, 5.51e-07, 3.97e-10] [1.14e-06, 1.25e-06, 7.78e-07, 1.44e-06, 1.16e-06, 9.52e-07, 8.08e-07, 5.42e-07, 5.80e-10, 2.79e-07, 1.97e-06, 4.86e-06, 1.99e-06, 8.00e-06, 0.00e+00, 9.52e-10, 0.00e+00, 3.15e-09, 0.00e+00, 0.00e+00, 5.51e-07, 3.97e-10] []
401500 [5.56e-07, 9.14e-07, 9.15e-07, 1.66e-06, 9.72e-07, 7.03e-07, 7.46e-07, 4.44e-08, 6.18e-10, 2.27e-08, 9.07e-07, 1.43e-06, 1.63e-06, 1.43e-06, 3.24e-10, 0.00e+00, 2.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-08, 1.45e-09] [5.56e-07, 9.14e-07, 9.15e-07, 1.66e-06, 9.72e-07, 7.03e-07, 7.46e-07, 4.44e-08, 6.18e-10, 2.27e-08, 9.07e-07, 1.43e-06, 1.63e-06, 1.43e-06, 3.24e-10, 0.00e+00, 2.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 5.68e-08, 1.45e-09] []
401600 [9.04e-07, 1.21e-06, 8.12e-07, 1.50e-06, 1.09e-06, 8.83e-07, 7.65e-07, 5.89e-08, 5.53e-08, 3.55e-09, 1.25e-06, 1.90e-06, 1.52e-06, 2.12e-08, 1.19e-09, 5.53e-10, 9.05e-10, 4.77e-09, 6.31e-09, 0.00e+00, 4.12e-08, 5.69e-08] [9.04e-07, 1.21e-06, 8.12e-07, 1.50e-06, 1.09e-06, 8.83e-07, 7.65e-07, 5.89e-08, 5.53e-08, 3.55e-09, 1.25e-06, 1.90e-06, 1.52e-06, 2.12e-08, 1.19e-09, 5.53e-10, 9.05e-10, 4.77e-09, 6.31e-09, 0.00e+00, 4.12e-08, 5.69e-08] []
401700 [6.37e-07, 8.79e-07, 9.04e-07, 1.67e-06, 1.00e-06, 6.89e-07, 7.59e-07, 4.61e-07, 5.55e-09, 4.66e-08, 1.23e-06, 1.55e-06, 2.55e-06, 3.77e-06, 7.89e-08, 3.70e-08, 4.81e-08, 4.32e-08, 5.85e-08, 7.17e-10, 3.91e-07, 4.90e-09] [6.37e-07, 8.79e-07, 9.04e-07, 1.67e-06, 1.00e-06, 6.89e-07, 7.59e-07, 4.61e-07, 5.55e-09, 4.66e-08, 1.23e-06, 1.55e-06, 2.55e-06, 3.77e-06, 7.89e-08, 3.70e-08, 4.81e-08, 4.32e-08, 5.85e-08, 7.17e-10, 3.91e-07, 4.90e-09] []
401800 [1.10e-06, 1.15e-06, 8.63e-07, 1.40e-06, 1.19e-06, 8.80e-07, 8.33e-07, 9.14e-07, 1.34e-07, 1.82e-07, 1.42e-06, 2.67e-06, 1.96e-06, 1.99e-06, 2.39e-08, 4.10e-08, 3.23e-08, 2.40e-08, 3.84e-08, 0.00e+00, 2.41e-07, 1.43e-07] [1.10e-06, 1.15e-06, 8.63e-07, 1.40e-06, 1.19e-06, 8.80e-07, 8.33e-07, 9.14e-07, 1.34e-07, 1.82e-07, 1.42e-06, 2.67e-06, 1.96e-06, 1.99e-06, 2.39e-08, 4.10e-08, 3.23e-08, 2.40e-08, 3.84e-08, 0.00e+00, 2.41e-07, 1.43e-07] []
401900 [5.42e-07, 9.13e-07, 9.03e-07, 1.65e-06, 9.96e-07, 7.00e-07, 7.87e-07, 7.23e-12, 5.52e-11, 1.73e-10, 8.71e-07, 1.12e-06, 9.55e-07, 3.72e-09, 8.01e-09, 2.39e-09, 6.22e-09, 2.91e-09, 9.85e-10, 2.58e-11, 1.39e-08, 2.15e-10] [5.42e-07, 9.13e-07, 9.03e-07, 1.65e-06, 9.96e-07, 7.00e-07, 7.87e-07, 7.23e-12, 5.52e-11, 1.73e-10, 8.71e-07, 1.12e-06, 9.55e-07, 3.72e-09, 8.01e-09, 2.39e-09, 6.22e-09, 2.91e-09, 9.85e-10, 2.58e-11, 1.39e-08, 2.15e-10] []
402000 [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10] [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.736474 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
402000 [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10] [1.49e-06, 1.60e-06, 8.10e-07, 1.59e-06, 1.03e-06, 1.23e-06, 8.86e-07, 1.10e-06, 7.06e-10, 2.27e-07, 2.69e-06, 4.36e-06, 3.32e-06, 9.25e-07, 0.00e+00, 2.05e-08, 1.89e-13, 1.32e-08, 0.00e+00, 5.89e-12, 6.15e-07, 1.06e-10] []
402100 [6.45e-07, 1.02e-06, 8.75e-07, 1.61e-06, 1.00e-06, 7.41e-07, 7.59e-07, 2.98e-10, 4.61e-10, 3.99e-11, 9.79e-07, 1.30e-06, 1.08e-06, 1.20e-08, 1.25e-08, 2.57e-09, 6.39e-09, 3.29e-09, 0.00e+00, 7.27e-12, 6.57e-08, 1.38e-10] [6.45e-07, 1.02e-06, 8.75e-07, 1.61e-06, 1.00e-06, 7.41e-07, 7.59e-07, 2.98e-10, 4.61e-10, 3.99e-11, 9.79e-07, 1.30e-06, 1.08e-06, 1.20e-08, 1.25e-08, 2.57e-09, 6.39e-09, 3.29e-09, 0.00e+00, 7.27e-12, 6.57e-08, 1.38e-10] []
402200 [8.29e-05, 1.54e-05, 6.95e-06, 1.25e-05, 1.01e-05, 1.00e-05, 5.06e-06, 5.66e-04, 5.85e-07, 9.05e-05, 2.28e-04, 7.92e-04, 1.48e-03, 5.26e-03, 1.04e-04, 8.94e-05, 4.97e-05, 3.74e-05, 1.68e-04, 2.87e-07, 7.40e-04, 1.42e-06] [8.29e-05, 1.54e-05, 6.95e-06, 1.25e-05, 1.01e-05, 1.00e-05, 5.06e-06, 5.66e-04, 5.85e-07, 9.05e-05, 2.28e-04, 7.92e-04, 1.48e-03, 5.26e-03, 1.04e-04, 8.94e-05, 4.97e-05, 3.74e-05, 1.68e-04, 2.87e-07, 7.40e-04, 1.42e-06] []
402300 [1.37e-06, 1.36e-06, 8.18e-07, 1.37e-06, 1.39e-06, 1.05e-06, 8.61e-07, 2.79e-07, 1.60e-09, 1.74e-06, 2.88e-06, 5.79e-06, 3.18e-06, 9.80e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-09, 0.00e+00, 0.00e+00, 1.24e-07, 9.63e-10] [1.37e-06, 1.36e-06, 8.18e-07, 1.37e-06, 1.39e-06, 1.05e-06, 8.61e-07, 2.79e-07, 1.60e-09, 1.74e-06, 2.88e-06, 5.79e-06, 3.18e-06, 9.80e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-09, 0.00e+00, 0.00e+00, 1.24e-07, 9.63e-10] []
402400 [5.83e-07, 9.79e-07, 9.15e-07, 1.63e-06, 1.04e-06, 7.43e-07, 7.62e-07, 6.85e-10, 5.27e-10, 6.08e-10, 9.01e-07, 1.28e-06, 1.09e-06, 4.18e-09, 8.67e-09, 2.38e-09, 6.05e-09, 2.46e-09, 6.21e-12, 4.84e-11, 2.93e-08, 3.03e-10] [5.83e-07, 9.79e-07, 9.15e-07, 1.63e-06, 1.04e-06, 7.43e-07, 7.62e-07, 6.85e-10, 5.27e-10, 6.08e-10, 9.01e-07, 1.28e-06, 1.09e-06, 4.18e-09, 8.67e-09, 2.38e-09, 6.05e-09, 2.46e-09, 6.21e-12, 4.84e-11, 2.93e-08, 3.03e-10] []
402500 [5.63e-06, 4.20e-06, 2.35e-06, 2.32e-06, 1.63e-06, 1.56e-06, 1.09e-06, 4.12e-11, 1.48e-06, 1.94e-05, 4.12e-05, 4.85e-05, 1.20e-05, 1.94e-04, 2.51e-06, 1.69e-06, 7.64e-07, 7.85e-07, 0.00e+00, 2.67e-07, 1.03e-07, 1.32e-06] [5.63e-06, 4.20e-06, 2.35e-06, 2.32e-06, 1.63e-06, 1.56e-06, 1.09e-06, 4.12e-11, 1.48e-06, 1.94e-05, 4.12e-05, 4.85e-05, 1.20e-05, 1.94e-04, 2.51e-06, 1.69e-06, 7.64e-07, 7.85e-07, 0.00e+00, 2.67e-07, 1.03e-07, 1.32e-06] []
402600 [7.16e-07, 1.10e-06, 8.52e-07, 1.59e-06, 1.03e-06, 7.90e-07, 7.58e-07, 6.27e-08, 5.39e-07, 1.77e-09, 1.03e-06, 1.51e-06, 1.27e-06, 2.78e-08, 7.54e-09, 1.64e-09, 3.40e-09, 1.05e-09, 3.58e-12, 0.00e+00, 2.71e-08, 6.22e-07] [7.16e-07, 1.10e-06, 8.52e-07, 1.59e-06, 1.03e-06, 7.90e-07, 7.58e-07, 6.27e-08, 5.39e-07, 1.77e-09, 1.03e-06, 1.51e-06, 1.27e-06, 2.78e-08, 7.54e-09, 1.64e-09, 3.40e-09, 1.05e-09, 3.58e-12, 0.00e+00, 2.71e-08, 6.22e-07] []
402700 [3.73e-06, 1.32e-06, 1.18e-06, 1.97e-06, 1.35e-06, 9.35e-07, 9.80e-07, 1.84e-05, 1.03e-08, 2.95e-06, 9.90e-06, 2.75e-05, 5.57e-05, 1.81e-04, 2.73e-06, 1.85e-06, 1.57e-06, 1.27e-06, 4.36e-06, 8.66e-09, 2.54e-05, 5.55e-08] [3.73e-06, 1.32e-06, 1.18e-06, 1.97e-06, 1.35e-06, 9.35e-07, 9.80e-07, 1.84e-05, 1.03e-08, 2.95e-06, 9.90e-06, 2.75e-05, 5.57e-05, 1.81e-04, 2.73e-06, 1.85e-06, 1.57e-06, 1.27e-06, 4.36e-06, 8.66e-09, 2.54e-05, 5.55e-08] []
402800 [7.56e-07, 1.10e-06, 8.01e-07, 1.52e-06, 1.02e-06, 8.05e-07, 7.64e-07, 6.12e-08, 4.61e-10, 1.41e-09, 1.10e-06, 1.55e-06, 1.26e-06, 5.87e-08, 4.71e-09, 1.16e-11, 6.66e-10, 1.94e-09, 0.00e+00, 0.00e+00, 2.75e-08, 2.49e-10] [7.56e-07, 1.10e-06, 8.01e-07, 1.52e-06, 1.02e-06, 8.05e-07, 7.64e-07, 6.12e-08, 4.61e-10, 1.41e-09, 1.10e-06, 1.55e-06, 1.26e-06, 5.87e-08, 4.71e-09, 1.16e-11, 6.66e-10, 1.94e-09, 0.00e+00, 0.00e+00, 2.75e-08, 2.49e-10] []
402900 [4.19e-05, 9.74e-06, 3.26e-06, 7.06e-06, 6.00e-06, 6.19e-06, 1.61e-06, 1.86e-05, 4.62e-07, 6.35e-05, 1.20e-04, 4.75e-04, 6.78e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 2.79e-05, 2.28e-07] [4.19e-05, 9.74e-06, 3.26e-06, 7.06e-06, 6.00e-06, 6.19e-06, 1.61e-06, 1.86e-05, 4.62e-07, 6.35e-05, 1.20e-04, 4.75e-04, 6.78e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-08, 2.79e-05, 2.28e-07] []
403000 [7.57e-07, 1.10e-06, 8.19e-07, 1.54e-06, 1.01e-06, 8.00e-07, 7.47e-07, 8.49e-09, 1.49e-09, 3.60e-11, 1.10e-06, 1.54e-06, 1.26e-06, 1.52e-08, 9.51e-09, 2.49e-09, 4.11e-09, 2.92e-09, 0.00e+00, 3.32e-11, 4.71e-08, 2.10e-10] [7.57e-07, 1.10e-06, 8.19e-07, 1.54e-06, 1.01e-06, 8.00e-07, 7.47e-07, 8.49e-09, 1.49e-09, 3.60e-11, 1.10e-06, 1.54e-06, 1.26e-06, 1.52e-08, 9.51e-09, 2.49e-09, 4.11e-09, 2.92e-09, 0.00e+00, 3.32e-11, 4.71e-08, 2.10e-10] []
403100 [1.04e-05, 4.17e-06, 2.87e-06, 3.36e-06, 2.33e-06, 3.89e-06, 1.46e-06, 1.39e-05, 3.70e-05, 2.08e-05, 3.94e-05, 8.83e-05, 5.45e-05, 4.53e-04, 1.75e-05, 4.27e-06, 2.20e-06, 7.37e-07, 0.00e+00, 0.00e+00, 3.21e-05, 2.93e-04] [1.04e-05, 4.17e-06, 2.87e-06, 3.36e-06, 2.33e-06, 3.89e-06, 1.46e-06, 1.39e-05, 3.70e-05, 2.08e-05, 3.94e-05, 8.83e-05, 5.45e-05, 4.53e-04, 1.75e-05, 4.27e-06, 2.20e-06, 7.37e-07, 0.00e+00, 0.00e+00, 3.21e-05, 2.93e-04] []
403200 [6.14e-07, 9.50e-07, 8.04e-07, 1.55e-06, 9.46e-07, 7.20e-07, 7.83e-07, 3.69e-07, 8.86e-08, 5.35e-09, 1.40e-06, 1.39e-06, 1.48e-06, 1.47e-07, 1.36e-08, 5.29e-09, 1.44e-08, 1.37e-08, 1.20e-09, 0.00e+00, 1.94e-08, 4.46e-07] [6.14e-07, 9.50e-07, 8.04e-07, 1.55e-06, 9.46e-07, 7.20e-07, 7.83e-07, 3.69e-07, 8.86e-08, 5.35e-09, 1.40e-06, 1.39e-06, 1.48e-06, 1.47e-07, 1.36e-08, 5.29e-09, 1.44e-08, 1.37e-08, 1.20e-09, 0.00e+00, 1.94e-08, 4.46e-07] []
403300 [1.03e-06, 1.23e-06, 7.50e-07, 1.48e-06, 1.01e-06, 9.03e-07, 7.77e-07, 9.81e-08, 8.20e-10, 4.85e-08, 1.42e-06, 2.54e-06, 3.06e-06, 5.80e-07, 7.72e-11, 4.74e-09, 0.00e+00, 5.55e-09, 0.00e+00, 0.00e+00, 1.54e-07, 2.32e-09] [1.03e-06, 1.23e-06, 7.50e-07, 1.48e-06, 1.01e-06, 9.03e-07, 7.77e-07, 9.81e-08, 8.20e-10, 4.85e-08, 1.42e-06, 2.54e-06, 3.06e-06, 5.80e-07, 7.72e-11, 4.74e-09, 0.00e+00, 5.55e-09, 0.00e+00, 0.00e+00, 1.54e-07, 2.32e-09] []
403400 [1.03e-05, 2.32e-06, 1.39e-06, 2.33e-06, 1.93e-06, 1.48e-06, 1.21e-06, 1.18e-04, 5.32e-08, 7.16e-06, 4.97e-05, 8.56e-05, 3.04e-04, 5.77e-04, 7.90e-06, 5.55e-06, 6.18e-06, 4.69e-06, 3.22e-05, 2.77e-08, 1.61e-04, 1.64e-07] [1.03e-05, 2.32e-06, 1.39e-06, 2.33e-06, 1.93e-06, 1.48e-06, 1.21e-06, 1.18e-04, 5.32e-08, 7.16e-06, 4.97e-05, 8.56e-05, 3.04e-04, 5.77e-04, 7.90e-06, 5.55e-06, 6.18e-06, 4.69e-06, 3.22e-05, 2.77e-08, 1.61e-04, 1.64e-07] []
403500 [7.10e-07, 1.05e-06, 7.91e-07, 1.50e-06, 9.53e-07, 7.88e-07, 7.34e-07, 6.77e-09, 1.79e-11, 2.84e-08, 1.05e-06, 1.68e-06, 1.58e-06, 9.25e-07, 0.00e+00, 0.00e+00, 1.23e-09, 3.13e-10, 2.41e-13, 1.20e-12, 4.08e-08, 9.63e-11] [7.10e-07, 1.05e-06, 7.91e-07, 1.50e-06, 9.53e-07, 7.88e-07, 7.34e-07, 6.77e-09, 1.79e-11, 2.84e-08, 1.05e-06, 1.68e-06, 1.58e-06, 9.25e-07, 0.00e+00, 0.00e+00, 1.23e-09, 3.13e-10, 2.41e-13, 1.20e-12, 4.08e-08, 9.63e-11] []
403600 [1.68e-06, 1.44e-06, 6.98e-07, 1.46e-06, 9.73e-07, 1.04e-06, 7.86e-07, 5.39e-07, 3.04e-11, 9.63e-08, 4.59e-06, 3.97e-06, 4.36e-06, 1.76e-05, 3.57e-09, 5.14e-08, 1.17e-07, 1.93e-07, 8.99e-09, 5.64e-12, 4.90e-08, 6.64e-11] [1.68e-06, 1.44e-06, 6.98e-07, 1.46e-06, 9.73e-07, 1.04e-06, 7.86e-07, 5.39e-07, 3.04e-11, 9.63e-08, 4.59e-06, 3.97e-06, 4.36e-06, 1.76e-05, 3.57e-09, 5.14e-08, 1.17e-07, 1.93e-07, 8.99e-09, 5.64e-12, 4.90e-08, 6.64e-11] []
403700 [6.29e-07, 9.12e-07, 8.22e-07, 1.55e-06, 9.57e-07, 7.09e-07, 7.31e-07, 6.79e-08, 1.35e-09, 1.44e-08, 1.09e-06, 1.36e-06, 1.82e-06, 1.46e-06, 3.58e-08, 1.67e-08, 2.43e-08, 2.22e-08, 3.85e-09, 8.49e-11, 2.93e-08, 5.20e-10] [6.29e-07, 9.12e-07, 8.22e-07, 1.55e-06, 9.57e-07, 7.09e-07, 7.31e-07, 6.79e-08, 1.35e-09, 1.44e-08, 1.09e-06, 1.36e-06, 1.82e-06, 1.46e-06, 3.58e-08, 1.67e-08, 2.43e-08, 2.22e-08, 3.85e-09, 8.49e-11, 2.93e-08, 5.20e-10] []
403800 [8.38e-07, 1.12e-06, 7.41e-07, 1.39e-06, 1.05e-06, 8.55e-07, 7.35e-07, 4.35e-09, 3.51e-08, 6.41e-12, 1.33e-06, 2.18e-06, 2.01e-06, 6.54e-08, 6.24e-10, 1.37e-09, 4.12e-09, 4.66e-09, 1.89e-11, 0.00e+00, 2.12e-08, 3.77e-08] [8.38e-07, 1.12e-06, 7.41e-07, 1.39e-06, 1.05e-06, 8.55e-07, 7.35e-07, 4.35e-09, 3.51e-08, 6.41e-12, 1.33e-06, 2.18e-06, 2.01e-06, 6.54e-08, 6.24e-10, 1.37e-09, 4.12e-09, 4.66e-09, 1.89e-11, 0.00e+00, 2.12e-08, 3.77e-08] []
403900 [1.44e-05, 1.01e-05, 1.74e-06, 1.32e-05, 2.22e-06, 6.92e-06, 1.70e-06, 3.46e-05, 1.45e-04, 4.87e-06, 6.59e-05, 2.47e-04, 5.26e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-07, 8.58e-05, 2.09e-06] [1.44e-05, 1.01e-05, 1.74e-06, 1.32e-05, 2.22e-06, 6.92e-06, 1.70e-06, 3.46e-05, 1.45e-04, 4.87e-06, 6.59e-05, 2.47e-04, 5.26e-04, 1.25e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-07, 8.58e-05, 2.09e-06] []
404000 [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09] [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.376928 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
404000 [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09] [7.71e-07, 1.10e-06, 8.15e-07, 1.47e-06, 1.03e-06, 8.01e-07, 7.33e-07, 9.45e-10, 6.51e-09, 1.22e-09, 1.19e-06, 1.63e-06, 1.35e-06, 1.10e-07, 2.00e-08, 1.42e-09, 5.79e-09, 5.47e-09, 3.58e-09, 3.57e-10, 2.67e-08, 2.27e-09] []
404100 [5.28e-07, 8.92e-07, 8.69e-07, 1.62e-06, 8.98e-07, 6.98e-07, 7.06e-07, 2.53e-07, 6.70e-10, 4.12e-08, 9.05e-07, 1.51e-06, 1.81e-06, 2.51e-06, 3.40e-10, 0.00e+00, 1.92e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 2.92e-09] [5.28e-07, 8.92e-07, 8.69e-07, 1.62e-06, 8.98e-07, 6.98e-07, 7.06e-07, 2.53e-07, 6.70e-10, 4.12e-08, 9.05e-07, 1.51e-06, 1.81e-06, 2.51e-06, 3.40e-10, 0.00e+00, 1.92e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-06, 2.92e-09] []
404200 [9.31e-07, 1.29e-06, 7.53e-07, 1.43e-06, 1.06e-06, 9.06e-07, 7.24e-07, 1.08e-07, 1.52e-08, 5.70e-08, 1.28e-06, 1.93e-06, 1.73e-06, 3.72e-07, 3.44e-09, 5.83e-10, 3.93e-12, 4.31e-09, 1.29e-08, 0.00e+00, 7.90e-08, 1.77e-08] [9.31e-07, 1.29e-06, 7.53e-07, 1.43e-06, 1.06e-06, 9.06e-07, 7.24e-07, 1.08e-07, 1.52e-08, 5.70e-08, 1.28e-06, 1.93e-06, 1.73e-06, 3.72e-07, 3.44e-09, 5.83e-10, 3.93e-12, 4.31e-09, 1.29e-08, 0.00e+00, 7.90e-08, 1.77e-08] []
404300 [5.52e-07, 9.14e-07, 8.50e-07, 1.59e-06, 9.11e-07, 6.90e-07, 6.94e-07, 6.40e-09, 1.07e-09, 4.62e-11, 8.76e-07, 1.13e-06, 9.51e-07, 3.49e-09, 8.09e-09, 2.93e-09, 6.71e-09, 2.68e-09, 1.98e-09, 0.00e+00, 1.97e-08, 7.17e-10] [5.52e-07, 9.14e-07, 8.50e-07, 1.59e-06, 9.11e-07, 6.90e-07, 6.94e-07, 6.40e-09, 1.07e-09, 4.62e-11, 8.76e-07, 1.13e-06, 9.51e-07, 3.49e-09, 8.09e-09, 2.93e-09, 6.71e-09, 2.68e-09, 1.98e-09, 0.00e+00, 1.97e-08, 7.17e-10] []
404400 [1.14e-06, 1.34e-06, 8.49e-07, 1.59e-06, 9.53e-07, 8.98e-07, 6.97e-07, 3.48e-07, 6.46e-10, 5.21e-08, 1.89e-06, 4.78e-06, 8.86e-06, 1.08e-05, 0.00e+00, 2.18e-09, 0.00e+00, 2.72e-09, 6.30e-08, 7.50e-10, 4.26e-07, 5.02e-09] [1.14e-06, 1.34e-06, 8.49e-07, 1.59e-06, 9.53e-07, 8.98e-07, 6.97e-07, 3.48e-07, 6.46e-10, 5.21e-08, 1.89e-06, 4.78e-06, 8.86e-06, 1.08e-05, 0.00e+00, 2.18e-09, 0.00e+00, 2.72e-09, 6.30e-08, 7.50e-10, 4.26e-07, 5.02e-09] []
404500 [7.27e-07, 8.90e-07, 8.25e-07, 1.52e-06, 9.65e-07, 6.85e-07, 7.17e-07, 2.15e-07, 1.45e-09, 1.10e-07, 1.50e-06, 2.15e-06, 4.57e-06, 8.10e-06, 1.15e-07, 6.16e-08, 8.70e-08, 7.30e-08, 7.70e-08, 2.74e-10, 5.18e-07, 1.81e-09] [7.27e-07, 8.90e-07, 8.25e-07, 1.52e-06, 9.65e-07, 6.85e-07, 7.17e-07, 2.15e-07, 1.45e-09, 1.10e-07, 1.50e-06, 2.15e-06, 4.57e-06, 8.10e-06, 1.15e-07, 6.16e-08, 8.70e-08, 7.30e-08, 7.70e-08, 2.74e-10, 5.18e-07, 1.81e-09] []
404600 [8.06e-07, 1.14e-06, 7.58e-07, 1.44e-06, 9.69e-07, 8.29e-07, 6.93e-07, 4.11e-08, 5.81e-08, 1.67e-08, 1.16e-06, 1.99e-06, 2.43e-06, 2.19e-06, 0.00e+00, 3.97e-12, 8.23e-11, 1.34e-09, 1.34e-09, 5.43e-09, 1.56e-08, 3.49e-08] [8.06e-07, 1.14e-06, 7.58e-07, 1.44e-06, 9.69e-07, 8.29e-07, 6.93e-07, 4.11e-08, 5.81e-08, 1.67e-08, 1.16e-06, 1.99e-06, 2.43e-06, 2.19e-06, 0.00e+00, 3.97e-12, 8.23e-11, 1.34e-09, 1.34e-09, 5.43e-09, 1.56e-08, 3.49e-08] []
404700 [2.67e-05, 7.19e-06, 2.19e-06, 6.31e-06, 3.73e-06, 4.62e-06, 1.19e-06, 4.14e-05, 4.67e-07, 4.55e-05, 6.95e-05, 3.20e-04, 5.61e-04, 2.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 0.00e+00, 1.86e-05, 3.50e-07] [2.67e-05, 7.19e-06, 2.19e-06, 6.31e-06, 3.73e-06, 4.62e-06, 1.19e-06, 4.14e-05, 4.67e-07, 4.55e-05, 6.95e-05, 3.20e-04, 5.61e-04, 2.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 0.00e+00, 1.86e-05, 3.50e-07] []
404800 [6.82e-07, 1.00e-06, 7.95e-07, 1.44e-06, 9.65e-07, 7.38e-07, 6.92e-07, 4.29e-09, 1.49e-10, 2.18e-11, 1.03e-06, 1.42e-06, 1.20e-06, 1.33e-07, 1.41e-08, 4.48e-09, 7.01e-09, 4.91e-09, 1.06e-09, 0.00e+00, 1.51e-08, 2.85e-10] [6.82e-07, 1.00e-06, 7.95e-07, 1.44e-06, 9.65e-07, 7.38e-07, 6.92e-07, 4.29e-09, 1.49e-10, 2.18e-11, 1.03e-06, 1.42e-06, 1.20e-06, 1.33e-07, 1.41e-08, 4.48e-09, 7.01e-09, 4.91e-09, 1.06e-09, 0.00e+00, 1.51e-08, 2.85e-10] []
404900 [6.50e-06, 1.64e-06, 8.57e-07, 5.26e-06, 6.41e-06, 1.00e-06, 3.94e-06, 2.10e-06, 1.03e-04, 3.76e-05, 9.87e-05, 1.62e-04, 2.85e-04, 2.87e-04, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-08, 4.28e-05, 1.27e-05, 1.72e-04] [6.50e-06, 1.64e-06, 8.57e-07, 5.26e-06, 6.41e-06, 1.00e-06, 3.94e-06, 2.10e-06, 1.03e-04, 3.76e-05, 9.87e-05, 1.62e-04, 2.85e-04, 2.87e-04, 5.26e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.15e-08, 4.28e-05, 1.27e-05, 1.72e-04] []
405000 [5.85e-07, 1.09e-06, 1.04e-06, 1.88e-06, 1.05e-06, 7.33e-07, 7.18e-07, 1.12e-07, 2.01e-10, 9.98e-10, 9.06e-07, 7.86e-07, 6.00e-07, 6.42e-09, 3.97e-09, 1.13e-09, 4.17e-09, 3.54e-09, 3.65e-13, 1.90e-12, 3.79e-08, 2.37e-10] [5.85e-07, 1.09e-06, 1.04e-06, 1.88e-06, 1.05e-06, 7.33e-07, 7.18e-07, 1.12e-07, 2.01e-10, 9.98e-10, 9.06e-07, 7.86e-07, 6.00e-07, 6.42e-09, 3.97e-09, 1.13e-09, 4.17e-09, 3.54e-09, 3.65e-13, 1.90e-12, 3.79e-08, 2.37e-10] []
405100 [2.57e-06, 2.26e-06, 7.04e-07, 2.09e-06, 1.13e-06, 1.61e-06, 8.02e-07, 4.27e-07, 6.77e-09, 1.94e-06, 4.12e-06, 2.13e-05, 1.31e-05, 8.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-10, 9.86e-07, 1.34e-09] [2.57e-06, 2.26e-06, 7.04e-07, 2.09e-06, 1.13e-06, 1.61e-06, 8.02e-07, 4.27e-07, 6.77e-09, 1.94e-06, 4.12e-06, 2.13e-05, 1.31e-05, 8.20e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.30e-10, 9.86e-07, 1.34e-09] []
405200 [6.22e-07, 1.06e-06, 8.09e-07, 1.55e-06, 9.81e-07, 7.17e-07, 7.01e-07, 4.74e-08, 8.36e-12, 2.42e-09, 9.83e-07, 1.11e-06, 8.83e-07, 1.38e-08, 8.34e-09, 1.12e-09, 4.74e-09, 3.13e-09, 1.59e-08, 0.00e+00, 9.76e-08, 5.17e-10] [6.22e-07, 1.06e-06, 8.09e-07, 1.55e-06, 9.81e-07, 7.17e-07, 7.01e-07, 4.74e-08, 8.36e-12, 2.42e-09, 9.83e-07, 1.11e-06, 8.83e-07, 1.38e-08, 8.34e-09, 1.12e-09, 4.74e-09, 3.13e-09, 1.59e-08, 0.00e+00, 9.76e-08, 5.17e-10] []
405300 [1.48e-06, 1.56e-06, 8.44e-07, 1.61e-06, 1.08e-06, 1.02e-06, 7.63e-07, 7.16e-07, 8.72e-10, 9.73e-12, 3.65e-06, 4.16e-06, 5.07e-06, 4.47e-07, 5.22e-10, 1.51e-08, 0.00e+00, 1.04e-08, 5.25e-08, 0.00e+00, 3.54e-07, 3.43e-09] [1.48e-06, 1.56e-06, 8.44e-07, 1.61e-06, 1.08e-06, 1.02e-06, 7.63e-07, 7.16e-07, 8.72e-10, 9.73e-12, 3.65e-06, 4.16e-06, 5.07e-06, 4.47e-07, 5.22e-10, 1.51e-08, 0.00e+00, 1.04e-08, 5.25e-08, 0.00e+00, 3.54e-07, 3.43e-09] []
405400 [6.03e-07, 9.96e-07, 7.92e-07, 1.49e-06, 9.58e-07, 7.10e-07, 6.88e-07, 1.55e-09, 2.29e-10, 4.49e-10, 9.32e-07, 1.14e-06, 9.35e-07, 4.87e-09, 9.16e-09, 2.22e-09, 6.34e-09, 3.24e-09, 0.00e+00, 0.00e+00, 5.97e-08, 1.91e-10] [6.03e-07, 9.96e-07, 7.92e-07, 1.49e-06, 9.58e-07, 7.10e-07, 6.88e-07, 1.55e-09, 2.29e-10, 4.49e-10, 9.32e-07, 1.14e-06, 9.35e-07, 4.87e-09, 9.16e-09, 2.22e-09, 6.34e-09, 3.24e-09, 0.00e+00, 0.00e+00, 5.97e-08, 1.91e-10] []
405500 [7.21e-06, 4.37e-06, 1.11e-06, 4.49e-06, 1.18e-06, 3.40e-06, 7.59e-07, 4.92e-07, 3.55e-07, 9.44e-05, 2.84e-04, 1.17e-04, 7.86e-05, 3.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 0.00e+00, 5.32e-05, 5.80e-08] [7.21e-06, 4.37e-06, 1.11e-06, 4.49e-06, 1.18e-06, 3.40e-06, 7.59e-07, 4.92e-07, 3.55e-07, 9.44e-05, 2.84e-04, 1.17e-04, 7.86e-05, 3.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-05, 0.00e+00, 5.32e-05, 5.80e-08] []
405600 [7.37e-07, 1.20e-06, 9.07e-07, 1.52e-06, 1.12e-06, 7.96e-07, 7.17e-07, 1.60e-09, 5.01e-08, 1.05e-10, 1.06e-06, 1.33e-06, 1.07e-06, 1.62e-08, 1.21e-08, 2.86e-09, 4.86e-09, 3.19e-09, 2.52e-10, 5.69e-09, 1.46e-08, 3.64e-08] [7.37e-07, 1.20e-06, 9.07e-07, 1.52e-06, 1.12e-06, 7.96e-07, 7.17e-07, 1.60e-09, 5.01e-08, 1.05e-10, 1.06e-06, 1.33e-06, 1.07e-06, 1.62e-08, 1.21e-08, 2.86e-09, 4.86e-09, 3.19e-09, 2.52e-10, 5.69e-09, 1.46e-08, 3.64e-08] []
405700 [5.21e-07, 9.80e-07, 8.83e-07, 1.58e-06, 1.00e-06, 6.93e-07, 6.92e-07, 1.89e-08, 3.06e-09, 2.00e-10, 8.61e-07, 9.98e-07, 8.43e-07, 1.49e-08, 9.18e-09, 2.74e-09, 5.02e-09, 2.39e-09, 4.87e-13, 2.02e-10, 2.84e-08, 1.27e-09] [5.21e-07, 9.80e-07, 8.83e-07, 1.58e-06, 1.00e-06, 6.93e-07, 6.92e-07, 1.89e-08, 3.06e-09, 2.00e-10, 8.61e-07, 9.98e-07, 8.43e-07, 1.49e-08, 9.18e-09, 2.74e-09, 5.02e-09, 2.39e-09, 4.87e-13, 2.02e-10, 2.84e-08, 1.27e-09] []
405800 [1.62e-06, 1.54e-06, 7.17e-07, 1.55e-06, 1.43e-06, 1.18e-06, 9.75e-07, 2.05e-06, 2.38e-06, 4.32e-07, 2.27e-06, 1.05e-05, 3.07e-06, 1.79e-05, 0.00e+00, 7.40e-09, 0.00e+00, 8.79e-09, 0.00e+00, 1.23e-07, 2.85e-06, 6.92e-07] [1.62e-06, 1.54e-06, 7.17e-07, 1.55e-06, 1.43e-06, 1.18e-06, 9.75e-07, 2.05e-06, 2.38e-06, 4.32e-07, 2.27e-06, 1.05e-05, 3.07e-06, 1.79e-05, 0.00e+00, 7.40e-09, 0.00e+00, 8.79e-09, 0.00e+00, 1.23e-07, 2.85e-06, 6.92e-07] []
405900 [6.13e-07, 1.10e-06, 7.87e-07, 1.48e-06, 1.04e-06, 7.51e-07, 8.08e-07, 3.81e-09, 5.37e-11, 7.44e-10, 9.15e-07, 1.30e-06, 1.09e-06, 9.30e-09, 1.05e-08, 1.27e-09, 4.31e-09, 2.03e-09, 3.09e-11, 1.75e-11, 1.61e-08, 2.42e-10] [6.13e-07, 1.10e-06, 7.87e-07, 1.48e-06, 1.04e-06, 7.51e-07, 8.08e-07, 3.81e-09, 5.37e-11, 7.44e-10, 9.15e-07, 1.30e-06, 1.09e-06, 9.30e-09, 1.05e-08, 1.27e-09, 4.31e-09, 2.03e-09, 3.09e-11, 1.75e-11, 1.61e-08, 2.42e-10] []
406000 [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09] [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.867981 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
406000 [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09] [1.29e-06, 1.27e-06, 9.04e-07, 1.69e-06, 9.64e-07, 9.19e-07, 7.56e-07, 1.45e-06, 3.87e-10, 9.57e-07, 2.09e-06, 1.02e-05, 1.27e-05, 5.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-06, 3.14e-09] []
406100 [8.31e-07, 1.15e-06, 7.37e-07, 1.43e-06, 1.04e-06, 7.90e-07, 7.65e-07, 1.37e-08, 2.24e-10, 1.37e-08, 1.17e-06, 1.68e-06, 1.50e-06, 1.27e-06, 8.29e-08, 5.18e-09, 1.31e-08, 1.63e-08, 2.46e-14, 0.00e+00, 1.85e-08, 3.29e-10] [8.31e-07, 1.15e-06, 7.37e-07, 1.43e-06, 1.04e-06, 7.90e-07, 7.65e-07, 1.37e-08, 2.24e-10, 1.37e-08, 1.17e-06, 1.68e-06, 1.50e-06, 1.27e-06, 8.29e-08, 5.18e-09, 1.31e-08, 1.63e-08, 2.46e-14, 0.00e+00, 1.85e-08, 3.29e-10] []
406200 [5.31e-07, 9.20e-07, 7.99e-07, 1.51e-06, 9.15e-07, 6.85e-07, 7.22e-07, 1.52e-07, 7.46e-10, 4.73e-08, 9.01e-07, 1.53e-06, 1.59e-06, 2.58e-06, 1.33e-11, 0.00e+00, 1.24e-09, 0.00e+00, 0.00e+00, 2.43e-11, 4.28e-07, 2.63e-10] [5.31e-07, 9.20e-07, 7.99e-07, 1.51e-06, 9.15e-07, 6.85e-07, 7.22e-07, 1.52e-07, 7.46e-10, 4.73e-08, 9.01e-07, 1.53e-06, 1.59e-06, 2.58e-06, 1.33e-11, 0.00e+00, 1.24e-09, 0.00e+00, 0.00e+00, 2.43e-11, 4.28e-07, 2.63e-10] []
406300 [1.36e-06, 1.38e-06, 8.34e-07, 1.45e-06, 1.23e-06, 9.26e-07, 8.18e-07, 4.27e-07, 7.55e-09, 1.08e-07, 3.52e-06, 8.73e-06, 3.15e-06, 1.28e-05, 3.07e-07, 5.39e-08, 1.12e-08, 2.02e-08, 3.96e-09, 7.99e-10, 2.25e-08, 5.44e-09] [1.36e-06, 1.38e-06, 8.34e-07, 1.45e-06, 1.23e-06, 9.26e-07, 8.18e-07, 4.27e-07, 7.55e-09, 1.08e-07, 3.52e-06, 8.73e-06, 3.15e-06, 1.28e-05, 3.07e-07, 5.39e-08, 1.12e-08, 2.02e-08, 3.96e-09, 7.99e-10, 2.25e-08, 5.44e-09] []
406400 [5.84e-07, 1.00e-06, 8.00e-07, 1.50e-06, 9.65e-07, 7.12e-07, 7.15e-07, 2.64e-08, 4.09e-11, 3.30e-10, 8.94e-07, 1.21e-06, 1.01e-06, 1.28e-08, 8.77e-09, 2.13e-09, 5.83e-09, 2.02e-09, 4.10e-10, 3.27e-12, 1.26e-08, 1.14e-10] [5.84e-07, 1.00e-06, 8.00e-07, 1.50e-06, 9.65e-07, 7.12e-07, 7.15e-07, 2.64e-08, 4.09e-11, 3.30e-10, 8.94e-07, 1.21e-06, 1.01e-06, 1.28e-08, 8.77e-09, 2.13e-09, 5.83e-09, 2.02e-09, 4.10e-10, 3.27e-12, 1.26e-08, 1.14e-10] []
406500 [2.36e-05, 9.31e-06, 4.72e-06, 4.61e-06, 3.30e-06, 4.36e-06, 1.65e-06, 4.74e-06, 5.77e-08, 3.44e-05, 7.14e-05, 1.38e-04, 1.72e-04, 1.08e-03, 2.21e-05, 7.42e-06, 7.10e-06, 8.18e-06, 0.00e+00, 1.31e-08, 1.90e-06, 7.95e-08] [2.36e-05, 9.31e-06, 4.72e-06, 4.61e-06, 3.30e-06, 4.36e-06, 1.65e-06, 4.74e-06, 5.77e-08, 3.44e-05, 7.14e-05, 1.38e-04, 1.72e-04, 1.08e-03, 2.21e-05, 7.42e-06, 7.10e-06, 8.18e-06, 0.00e+00, 1.31e-08, 1.90e-06, 7.95e-08] []
406600 [7.13e-07, 1.10e-06, 7.66e-07, 1.46e-06, 9.85e-07, 7.58e-07, 7.11e-07, 1.64e-07, 4.06e-10, 5.51e-10, 1.07e-06, 1.41e-06, 1.18e-06, 2.13e-08, 1.51e-08, 2.20e-09, 5.85e-09, 3.87e-09, 2.60e-08, 8.33e-11, 1.61e-07, 5.11e-10] [7.13e-07, 1.10e-06, 7.66e-07, 1.46e-06, 9.85e-07, 7.58e-07, 7.11e-07, 1.64e-07, 4.06e-10, 5.51e-10, 1.07e-06, 1.41e-06, 1.18e-06, 2.13e-08, 1.51e-08, 2.20e-09, 5.85e-09, 3.87e-09, 2.60e-08, 8.33e-11, 1.61e-07, 5.11e-10] []
406700 [1.44e-05, 5.17e-06, 1.94e-06, 4.04e-06, 1.60e-06, 3.11e-06, 9.72e-07, 6.03e-05, 9.05e-06, 1.08e-05, 3.68e-05, 1.34e-04, 2.62e-04, 7.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 1.26e-05] [1.44e-05, 5.17e-06, 1.94e-06, 4.04e-06, 1.60e-06, 3.11e-06, 9.72e-07, 6.03e-05, 9.05e-06, 1.08e-05, 3.68e-05, 1.34e-04, 2.62e-04, 7.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 1.26e-05] []
406800 [7.73e-07, 1.14e-06, 7.25e-07, 1.44e-06, 9.74e-07, 8.02e-07, 7.12e-07, 5.70e-09, 3.59e-08, 1.66e-08, 1.11e-06, 1.60e-06, 1.32e-06, 4.33e-07, 2.18e-09, 0.00e+00, 6.93e-10, 1.22e-09, 1.02e-10, 4.04e-09, 9.56e-09, 2.64e-08] [7.73e-07, 1.14e-06, 7.25e-07, 1.44e-06, 9.74e-07, 8.02e-07, 7.12e-07, 5.70e-09, 3.59e-08, 1.66e-08, 1.11e-06, 1.60e-06, 1.32e-06, 4.33e-07, 2.18e-09, 0.00e+00, 6.93e-10, 1.22e-09, 1.02e-10, 4.04e-09, 9.56e-09, 2.64e-08] []
406900 [1.37e-06, 1.21e-06, 9.05e-07, 1.73e-06, 8.57e-07, 8.58e-07, 6.76e-07, 5.28e-06, 9.99e-09, 7.41e-07, 4.38e-06, 1.04e-05, 2.76e-05, 5.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.66e-06, 2.79e-08] [1.37e-06, 1.21e-06, 9.05e-07, 1.73e-06, 8.57e-07, 8.58e-07, 6.76e-07, 5.28e-06, 9.99e-09, 7.41e-07, 4.38e-06, 1.04e-05, 2.76e-05, 5.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.66e-06, 2.79e-08] []
407000 [9.47e-07, 1.18e-06, 7.66e-07, 1.35e-06, 1.18e-06, 8.64e-07, 7.48e-07, 2.16e-08, 2.05e-09, 8.89e-08, 1.34e-06, 1.95e-06, 1.67e-06, 1.34e-07, 1.04e-08, 2.30e-10, 5.14e-10, 5.63e-09, 0.00e+00, 0.00e+00, 7.44e-08, 7.70e-09] [9.47e-07, 1.18e-06, 7.66e-07, 1.35e-06, 1.18e-06, 8.64e-07, 7.48e-07, 2.16e-08, 2.05e-09, 8.89e-08, 1.34e-06, 1.95e-06, 1.67e-06, 1.34e-07, 1.04e-08, 2.30e-10, 5.14e-10, 5.63e-09, 0.00e+00, 0.00e+00, 7.44e-08, 7.70e-09] []
407100 [5.51e-07, 9.32e-07, 8.03e-07, 1.49e-06, 9.39e-07, 6.97e-07, 6.97e-07, 4.20e-08, 5.74e-10, 4.88e-11, 8.78e-07, 1.15e-06, 9.73e-07, 8.56e-09, 1.07e-08, 3.57e-09, 6.77e-09, 3.33e-09, 5.79e-11, 0.00e+00, 1.30e-08, 6.54e-10] [5.51e-07, 9.32e-07, 8.03e-07, 1.49e-06, 9.39e-07, 6.97e-07, 6.97e-07, 4.20e-08, 5.74e-10, 4.88e-11, 8.78e-07, 1.15e-06, 9.73e-07, 8.56e-09, 1.07e-08, 3.57e-09, 6.77e-09, 3.33e-09, 5.79e-11, 0.00e+00, 1.30e-08, 6.54e-10] []
407200 [2.82e-06, 1.72e-06, 7.09e-07, 2.07e-06, 1.01e-06, 1.56e-06, 9.71e-07, 1.00e-07, 5.84e-06, 5.55e-08, 2.61e-05, 5.94e-05, 6.45e-05, 3.06e-05, 1.16e-06, 1.22e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-06, 3.23e-06] [2.82e-06, 1.72e-06, 7.09e-07, 2.07e-06, 1.01e-06, 1.56e-06, 9.71e-07, 1.00e-07, 5.84e-06, 5.55e-08, 2.61e-05, 5.94e-05, 6.45e-05, 3.06e-05, 1.16e-06, 1.22e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-06, 3.23e-06] []
407300 [6.68e-07, 1.11e-06, 7.26e-07, 1.44e-06, 1.01e-06, 7.80e-07, 8.08e-07, 2.43e-08, 1.29e-09, 2.24e-09, 9.85e-07, 1.53e-06, 1.29e-06, 1.55e-08, 9.62e-09, 5.90e-10, 3.79e-09, 1.24e-09, 4.51e-09, 1.92e-11, 3.28e-08, 2.54e-10] [6.68e-07, 1.11e-06, 7.26e-07, 1.44e-06, 1.01e-06, 7.80e-07, 8.08e-07, 2.43e-08, 1.29e-09, 2.24e-09, 9.85e-07, 1.53e-06, 1.29e-06, 1.55e-08, 9.62e-09, 5.90e-10, 3.79e-09, 1.24e-09, 4.51e-09, 1.92e-11, 3.28e-08, 2.54e-10] []
407400 [4.81e-07, 9.06e-07, 7.86e-07, 1.54e-06, 9.04e-07, 6.95e-07, 7.67e-07, 4.73e-08, 3.16e-11, 1.54e-08, 8.09e-07, 1.23e-06, 1.10e-06, 7.21e-07, 7.84e-10, 5.42e-12, 2.61e-09, 4.48e-13, 0.00e+00, 1.72e-13, 9.93e-08, 1.26e-09] [4.81e-07, 9.06e-07, 7.86e-07, 1.54e-06, 9.04e-07, 6.95e-07, 7.67e-07, 4.73e-08, 3.16e-11, 1.54e-08, 8.09e-07, 1.23e-06, 1.10e-06, 7.21e-07, 7.84e-10, 5.42e-12, 2.61e-09, 4.48e-13, 0.00e+00, 1.72e-13, 9.93e-08, 1.26e-09] []
407500 [1.02e-06, 1.27e-06, 6.82e-07, 1.43e-06, 1.05e-06, 8.75e-07, 7.85e-07, 9.34e-09, 3.21e-09, 9.37e-08, 1.83e-06, 2.33e-06, 2.64e-06, 4.07e-06, 1.17e-07, 2.15e-09, 1.20e-08, 3.22e-08, 5.41e-09, 4.46e-10, 3.59e-08, 2.94e-09] [1.02e-06, 1.27e-06, 6.82e-07, 1.43e-06, 1.05e-06, 8.75e-07, 7.85e-07, 9.34e-09, 3.21e-09, 9.37e-08, 1.83e-06, 2.33e-06, 2.64e-06, 4.07e-06, 1.17e-07, 2.15e-09, 1.20e-08, 3.22e-08, 5.41e-09, 4.46e-10, 3.59e-08, 2.94e-09] []
407600 [5.57e-07, 9.53e-07, 7.75e-07, 1.53e-06, 9.07e-07, 6.99e-07, 7.29e-07, 5.72e-08, 3.72e-11, 1.17e-09, 8.98e-07, 1.17e-06, 9.79e-07, 8.44e-09, 7.62e-09, 2.44e-09, 6.90e-09, 3.06e-09, 7.85e-09, 0.00e+00, 5.19e-08, 3.44e-10] [5.57e-07, 9.53e-07, 7.75e-07, 1.53e-06, 9.07e-07, 6.99e-07, 7.29e-07, 5.72e-08, 3.72e-11, 1.17e-09, 8.98e-07, 1.17e-06, 9.79e-07, 8.44e-09, 7.62e-09, 2.44e-09, 6.90e-09, 3.06e-09, 7.85e-09, 0.00e+00, 5.19e-08, 3.44e-10] []
407700 [2.84e-06, 2.21e-06, 8.39e-07, 1.42e-06, 1.24e-06, 1.33e-06, 9.81e-07, 2.31e-05, 1.06e-09, 7.30e-06, 1.13e-05, 1.94e-05, 3.55e-05, 9.59e-05, 1.85e-06, 5.78e-07, 2.55e-07, 1.43e-07, 3.33e-06, 6.76e-10, 1.91e-05, 4.53e-09] [2.84e-06, 2.21e-06, 8.39e-07, 1.42e-06, 1.24e-06, 1.33e-06, 9.81e-07, 2.31e-05, 1.06e-09, 7.30e-06, 1.13e-05, 1.94e-05, 3.55e-05, 9.59e-05, 1.85e-06, 5.78e-07, 2.55e-07, 1.43e-07, 3.33e-06, 6.76e-10, 1.91e-05, 4.53e-09] []
407800 [6.42e-07, 1.03e-06, 7.54e-07, 1.49e-06, 9.21e-07, 7.33e-07, 7.12e-07, 3.48e-08, 9.27e-11, 3.81e-09, 9.69e-07, 1.31e-06, 1.07e-06, 2.78e-08, 6.05e-09, 1.59e-09, 5.07e-09, 1.95e-09, 4.81e-09, 0.00e+00, 3.48e-08, 7.68e-10] [6.42e-07, 1.03e-06, 7.54e-07, 1.49e-06, 9.21e-07, 7.33e-07, 7.12e-07, 3.48e-08, 9.27e-11, 3.81e-09, 9.69e-07, 1.31e-06, 1.07e-06, 2.78e-08, 6.05e-09, 1.59e-09, 5.07e-09, 1.95e-09, 4.81e-09, 0.00e+00, 3.48e-08, 7.68e-10] []
407900 [4.44e-05, 1.31e-05, 2.97e-06, 1.15e-05, 4.68e-06, 7.93e-06, 1.57e-06, 1.79e-05, 9.29e-07, 3.47e-05, 6.81e-05, 4.84e-04, 8.08e-04, 2.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 0.00e+00, 2.73e-06, 1.25e-06] [4.44e-05, 1.31e-05, 2.97e-06, 1.15e-05, 4.68e-06, 7.93e-06, 1.57e-06, 1.79e-05, 9.29e-07, 3.47e-05, 6.81e-05, 4.84e-04, 8.08e-04, 2.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 0.00e+00, 2.73e-06, 1.25e-06] []
408000 [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09] [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.655020 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
408000 [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09] [7.15e-07, 1.06e-06, 7.31e-07, 1.44e-06, 9.43e-07, 7.59e-07, 7.09e-07, 2.13e-08, 2.30e-09, 5.98e-13, 1.07e-06, 1.42e-06, 1.23e-06, 1.29e-07, 1.59e-08, 4.41e-09, 7.14e-09, 5.60e-09, 1.30e-09, 2.02e-10, 1.75e-08, 1.31e-09] []
408100 [2.72e-06, 2.50e-06, 1.14e-06, 3.70e-06, 1.16e-06, 1.97e-06, 9.29e-07, 3.83e-05, 9.71e-05, 4.23e-06, 1.72e-05, 2.03e-05, 3.21e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-06, 0.00e+00, 2.75e-05, 1.33e-04] [2.72e-06, 2.50e-06, 1.14e-06, 3.70e-06, 1.16e-06, 1.97e-06, 9.29e-07, 3.83e-05, 9.71e-05, 4.23e-06, 1.72e-05, 2.03e-05, 3.21e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-06, 0.00e+00, 2.75e-05, 1.33e-04] []
408200 [6.24e-07, 9.75e-07, 7.36e-07, 1.46e-06, 8.88e-07, 7.25e-07, 6.92e-07, 2.43e-08, 2.32e-09, 9.30e-09, 9.45e-07, 1.31e-06, 1.11e-06, 1.97e-07, 1.53e-09, 3.67e-11, 2.81e-09, 3.68e-10, 1.32e-10, 0.00e+00, 7.99e-08, 3.11e-09] [6.24e-07, 9.75e-07, 7.36e-07, 1.46e-06, 8.88e-07, 7.25e-07, 6.92e-07, 2.43e-08, 2.32e-09, 9.30e-09, 9.45e-07, 1.31e-06, 1.11e-06, 1.97e-07, 1.53e-09, 3.67e-11, 2.81e-09, 3.68e-10, 1.32e-10, 0.00e+00, 7.99e-08, 3.11e-09] []
408300 [1.06e-06, 1.23e-06, 7.09e-07, 1.48e-06, 9.11e-07, 8.94e-07, 6.89e-07, 4.68e-08, 7.02e-09, 1.81e-08, 1.46e-06, 3.03e-06, 3.21e-06, 2.97e-07, 0.00e+00, 4.83e-09, 0.00e+00, 4.23e-09, 5.01e-12, 1.02e-09, 2.03e-08, 6.92e-09] [1.06e-06, 1.23e-06, 7.09e-07, 1.48e-06, 9.11e-07, 8.94e-07, 6.89e-07, 4.68e-08, 7.02e-09, 1.81e-08, 1.46e-06, 3.03e-06, 3.21e-06, 2.97e-07, 0.00e+00, 4.83e-09, 0.00e+00, 4.23e-09, 5.01e-12, 1.02e-09, 2.03e-08, 6.92e-09] []
408400 [2.49e-06, 1.48e-06, 1.05e-06, 2.16e-06, 8.45e-07, 9.72e-07, 6.92e-07, 1.28e-05, 1.04e-06, 1.28e-06, 1.39e-05, 2.73e-05, 9.50e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-05, 1.51e-06] [2.49e-06, 1.48e-06, 1.05e-06, 2.16e-06, 8.45e-07, 9.72e-07, 6.92e-07, 1.28e-05, 1.04e-06, 1.28e-06, 1.39e-05, 2.73e-05, 9.50e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-05, 1.51e-06] []
408500 [8.58e-07, 1.12e-06, 8.08e-07, 1.46e-06, 1.15e-06, 8.48e-07, 7.55e-07, 2.05e-08, 7.65e-08, 6.59e-08, 1.23e-06, 1.55e-06, 1.33e-06, 6.06e-08, 3.39e-10, 2.86e-09, 1.30e-09, 2.72e-09, 0.00e+00, 0.00e+00, 1.02e-07, 4.07e-07] [8.58e-07, 1.12e-06, 8.08e-07, 1.46e-06, 1.15e-06, 8.48e-07, 7.55e-07, 2.05e-08, 7.65e-08, 6.59e-08, 1.23e-06, 1.55e-06, 1.33e-06, 6.06e-08, 3.39e-10, 2.86e-09, 1.30e-09, 2.72e-09, 0.00e+00, 0.00e+00, 1.02e-07, 4.07e-07] []
408600 [6.14e-07, 9.24e-07, 8.30e-07, 1.56e-06, 9.30e-07, 6.96e-07, 7.13e-07, 2.57e-08, 1.96e-11, 5.45e-08, 9.99e-07, 1.33e-06, 1.48e-06, 2.92e-06, 6.95e-08, 2.99e-08, 3.35e-08, 2.93e-08, 7.63e-09, 6.15e-12, 4.99e-08, 1.32e-10] [6.14e-07, 9.24e-07, 8.30e-07, 1.56e-06, 9.30e-07, 6.96e-07, 7.13e-07, 2.57e-08, 1.96e-11, 5.45e-08, 9.99e-07, 1.33e-06, 1.48e-06, 2.92e-06, 6.95e-08, 2.99e-08, 3.35e-08, 2.93e-08, 7.63e-09, 6.15e-12, 4.99e-08, 1.32e-10] []
408700 [8.76e-07, 1.24e-06, 6.84e-07, 1.40e-06, 1.00e-06, 8.55e-07, 7.10e-07, 1.05e-08, 1.06e-10, 5.63e-08, 1.24e-06, 1.88e-06, 1.36e-06, 9.03e-07, 1.37e-10, 8.12e-10, 2.05e-13, 4.25e-09, 1.02e-11, 1.54e-11, 1.89e-08, 1.12e-10] [8.76e-07, 1.24e-06, 6.84e-07, 1.40e-06, 1.00e-06, 8.55e-07, 7.10e-07, 1.05e-08, 1.06e-10, 5.63e-08, 1.24e-06, 1.88e-06, 1.36e-06, 9.03e-07, 1.37e-10, 8.12e-10, 2.05e-13, 4.25e-09, 1.02e-11, 1.54e-11, 1.89e-08, 1.12e-10] []
408800 [6.27e-07, 9.07e-07, 7.68e-07, 1.48e-06, 9.11e-07, 6.83e-07, 6.96e-07, 2.35e-08, 1.67e-12, 6.09e-08, 1.05e-06, 1.46e-06, 1.98e-06, 3.69e-06, 8.38e-08, 3.57e-08, 4.11e-08, 3.85e-08, 1.49e-08, 1.09e-11, 9.18e-08, 9.71e-11] [6.27e-07, 9.07e-07, 7.68e-07, 1.48e-06, 9.11e-07, 6.83e-07, 6.96e-07, 2.35e-08, 1.67e-12, 6.09e-08, 1.05e-06, 1.46e-06, 1.98e-06, 3.69e-06, 8.38e-08, 3.57e-08, 4.11e-08, 3.85e-08, 1.49e-08, 1.09e-11, 9.18e-08, 9.71e-11] []
408900 [9.56e-07, 1.21e-06, 7.04e-07, 1.38e-06, 1.02e-06, 8.42e-07, 6.99e-07, 2.33e-07, 1.06e-09, 2.00e-08, 1.36e-06, 2.02e-06, 1.50e-06, 1.69e-06, 3.60e-08, 1.26e-08, 8.34e-09, 1.47e-08, 1.74e-08, 0.00e+00, 1.06e-07, 9.33e-10] [9.56e-07, 1.21e-06, 7.04e-07, 1.38e-06, 1.02e-06, 8.42e-07, 6.99e-07, 2.33e-07, 1.06e-09, 2.00e-08, 1.36e-06, 2.02e-06, 1.50e-06, 1.69e-06, 3.60e-08, 1.26e-08, 8.34e-09, 1.47e-08, 1.74e-08, 0.00e+00, 1.06e-07, 9.33e-10] []
409000 [6.55e-07, 9.88e-07, 7.87e-07, 1.53e-06, 8.34e-07, 7.25e-07, 6.55e-07, 3.71e-07, 1.24e-07, 1.60e-07, 1.40e-06, 2.91e-06, 6.53e-06, 1.11e-05, 0.00e+00, 0.00e+00, 8.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.12e-07, 1.56e-07] [6.55e-07, 9.88e-07, 7.87e-07, 1.53e-06, 8.34e-07, 7.25e-07, 6.55e-07, 3.71e-07, 1.24e-07, 1.60e-07, 1.40e-06, 2.91e-06, 6.53e-06, 1.11e-05, 0.00e+00, 0.00e+00, 8.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.12e-07, 1.56e-07] []
409100 [7.85e-07, 1.08e-06, 6.72e-07, 1.35e-06, 9.61e-07, 7.81e-07, 7.24e-07, 1.57e-09, 4.61e-08, 2.13e-08, 1.12e-06, 1.69e-06, 1.38e-06, 1.12e-06, 7.73e-08, 2.82e-09, 1.59e-08, 1.80e-08, 3.88e-10, 7.56e-08, 9.97e-09, 4.18e-07] [7.85e-07, 1.08e-06, 6.72e-07, 1.35e-06, 9.61e-07, 7.81e-07, 7.24e-07, 1.57e-09, 4.61e-08, 2.13e-08, 1.12e-06, 1.69e-06, 1.38e-06, 1.12e-06, 7.73e-08, 2.82e-09, 1.59e-08, 1.80e-08, 3.88e-10, 7.56e-08, 9.97e-09, 4.18e-07] []
409200 [1.66e-05, 6.24e-06, 3.59e-06, 3.61e-06, 3.35e-06, 3.34e-06, 1.61e-06, 3.15e-05, 3.15e-08, 2.44e-05, 6.00e-05, 1.27e-04, 2.62e-04, 9.33e-04, 2.00e-05, 9.05e-06, 4.09e-06, 3.36e-06, 6.48e-06, 9.60e-09, 3.55e-05, 5.96e-08] [1.66e-05, 6.24e-06, 3.59e-06, 3.61e-06, 3.35e-06, 3.34e-06, 1.61e-06, 3.15e-05, 3.15e-08, 2.44e-05, 6.00e-05, 1.27e-04, 2.62e-04, 9.33e-04, 2.00e-05, 9.05e-06, 4.09e-06, 3.36e-06, 6.48e-06, 9.60e-09, 3.55e-05, 5.96e-08] []
409300 [6.21e-07, 9.90e-07, 6.99e-07, 1.41e-06, 8.70e-07, 7.26e-07, 6.81e-07, 2.21e-09, 1.40e-10, 7.57e-09, 9.48e-07, 1.35e-06, 1.22e-06, 4.02e-07, 6.03e-10, 1.48e-13, 2.45e-09, 2.04e-11, 7.15e-10, 0.00e+00, 1.33e-08, 5.34e-10] [6.21e-07, 9.90e-07, 6.99e-07, 1.41e-06, 8.70e-07, 7.26e-07, 6.81e-07, 2.21e-09, 1.40e-10, 7.57e-09, 9.48e-07, 1.35e-06, 1.22e-06, 4.02e-07, 6.03e-10, 1.48e-13, 2.45e-09, 2.04e-11, 7.15e-10, 0.00e+00, 1.33e-08, 5.34e-10] []
409400 [1.36e-06, 1.18e-06, 6.28e-07, 1.31e-06, 1.01e-06, 8.67e-07, 7.30e-07, 1.69e-06, 1.00e-09, 3.46e-07, 3.18e-06, 3.80e-06, 6.21e-06, 1.74e-05, 6.64e-08, 1.04e-07, 9.80e-08, 9.23e-08, 3.28e-07, 3.65e-10, 2.18e-06, 2.47e-09] [1.36e-06, 1.18e-06, 6.28e-07, 1.31e-06, 1.01e-06, 8.67e-07, 7.30e-07, 1.69e-06, 1.00e-09, 3.46e-07, 3.18e-06, 3.80e-06, 6.21e-06, 1.74e-05, 6.64e-08, 1.04e-07, 9.80e-08, 9.23e-08, 3.28e-07, 3.65e-10, 2.18e-06, 2.47e-09] []
409500 [1.64e-05, 5.13e-06, 1.34e-06, 4.02e-06, 3.67e-06, 3.48e-06, 1.21e-06, 4.99e-06, 1.31e-07, 2.86e-05, 5.06e-05, 2.37e-04, 2.38e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-08, 1.06e-05, 9.40e-08] [1.64e-05, 5.13e-06, 1.34e-06, 4.02e-06, 3.67e-06, 3.48e-06, 1.21e-06, 4.99e-06, 1.31e-07, 2.86e-05, 5.06e-05, 2.37e-04, 2.38e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-08, 1.06e-05, 9.40e-08] []
409600 [6.67e-07, 1.00e-06, 6.93e-07, 1.38e-06, 8.87e-07, 7.38e-07, 6.72e-07, 1.64e-08, 1.82e-09, 4.19e-10, 1.02e-06, 1.34e-06, 1.15e-06, 1.10e-07, 1.16e-08, 4.18e-09, 7.39e-09, 4.94e-09, 2.78e-09, 1.47e-10, 2.38e-08, 9.44e-10] [6.67e-07, 1.00e-06, 6.93e-07, 1.38e-06, 8.87e-07, 7.38e-07, 6.72e-07, 1.64e-08, 1.82e-09, 4.19e-10, 1.02e-06, 1.34e-06, 1.15e-06, 1.10e-07, 1.16e-08, 4.18e-09, 7.39e-09, 4.94e-09, 2.78e-09, 1.47e-10, 2.38e-08, 9.44e-10] []
409700 [1.13e-06, 1.61e-06, 5.55e-07, 1.41e-06, 1.05e-06, 1.20e-06, 7.60e-07, 5.49e-08, 3.06e-07, 1.16e-06, 2.26e-06, 1.10e-05, 3.51e-06, 8.41e-06, 0.00e+00, 6.83e-09, 9.21e-10, 2.07e-09, 3.43e-08, 1.67e-09, 2.23e-07, 3.28e-06] [1.13e-06, 1.61e-06, 5.55e-07, 1.41e-06, 1.05e-06, 1.20e-06, 7.60e-07, 5.49e-08, 3.06e-07, 1.16e-06, 2.26e-06, 1.10e-05, 3.51e-06, 8.41e-06, 0.00e+00, 6.83e-09, 9.21e-10, 2.07e-09, 3.43e-08, 1.67e-09, 2.23e-07, 3.28e-06] []
409800 [6.34e-07, 9.06e-07, 6.92e-07, 1.40e-06, 8.72e-07, 6.83e-07, 7.03e-07, 1.70e-07, 5.53e-10, 4.94e-08, 1.16e-06, 1.58e-06, 2.48e-06, 3.78e-06, 6.61e-08, 3.33e-08, 4.56e-08, 4.00e-08, 1.81e-08, 6.10e-11, 1.12e-07, 3.43e-10] [6.34e-07, 9.06e-07, 6.92e-07, 1.40e-06, 8.72e-07, 6.83e-07, 7.03e-07, 1.70e-07, 5.53e-10, 4.94e-08, 1.16e-06, 1.58e-06, 2.48e-06, 3.78e-06, 6.61e-08, 3.33e-08, 4.56e-08, 4.00e-08, 1.81e-08, 6.10e-11, 1.12e-07, 3.43e-10] []
409900 [8.48e-07, 1.16e-06, 6.54e-07, 1.34e-06, 9.15e-07, 8.35e-07, 6.74e-07, 2.95e-07, 1.52e-10, 1.13e-07, 1.22e-06, 2.11e-06, 2.36e-06, 2.53e-06, 0.00e+00, 2.57e-11, 1.16e-10, 2.66e-09, 0.00e+00, 0.00e+00, 4.19e-07, 6.64e-10] [8.48e-07, 1.16e-06, 6.54e-07, 1.34e-06, 9.15e-07, 8.35e-07, 6.74e-07, 2.95e-07, 1.52e-10, 1.13e-07, 1.22e-06, 2.11e-06, 2.36e-06, 2.53e-06, 0.00e+00, 2.57e-11, 1.16e-10, 2.66e-09, 0.00e+00, 0.00e+00, 4.19e-07, 6.64e-10] []
410000 [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08] [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.496247 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
410000 [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08] [3.07e-05, 1.10e-05, 3.17e-06, 1.05e-05, 3.16e-06, 6.17e-06, 1.52e-06, 2.91e-05, 2.36e-08, 4.20e-05, 5.09e-05, 3.13e-04, 4.34e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-06, 5.02e-09, 1.55e-05, 3.28e-08] []
410100 [6.34e-07, 9.93e-07, 6.88e-07, 1.38e-06, 8.57e-07, 7.23e-07, 6.58e-07, 3.42e-08, 2.79e-10, 2.65e-09, 9.69e-07, 1.40e-06, 1.32e-06, 2.70e-07, 1.38e-09, 3.22e-11, 2.27e-09, 7.48e-11, 2.95e-11, 2.13e-11, 2.79e-08, 1.38e-10] [6.34e-07, 9.93e-07, 6.88e-07, 1.38e-06, 8.57e-07, 7.23e-07, 6.58e-07, 3.42e-08, 2.79e-10, 2.65e-09, 9.69e-07, 1.40e-06, 1.32e-06, 2.70e-07, 1.38e-09, 3.22e-11, 2.27e-09, 7.48e-11, 2.95e-11, 2.13e-11, 2.79e-08, 1.38e-10] []
410200 [1.05e-06, 1.18e-06, 5.54e-07, 1.21e-06, 1.08e-06, 8.76e-07, 7.53e-07, 2.71e-07, 1.84e-06, 7.31e-09, 2.18e-06, 4.43e-06, 5.70e-06, 1.77e-06, 5.38e-09, 4.71e-08, 1.54e-08, 1.73e-08, 3.69e-09, 0.00e+00, 2.41e-08, 1.81e-06] [1.05e-06, 1.18e-06, 5.54e-07, 1.21e-06, 1.08e-06, 8.76e-07, 7.53e-07, 2.71e-07, 1.84e-06, 7.31e-09, 2.18e-06, 4.43e-06, 5.70e-06, 1.77e-06, 5.38e-09, 4.71e-08, 1.54e-08, 1.73e-08, 3.69e-09, 0.00e+00, 2.41e-08, 1.81e-06] []
410300 [4.06e-06, 1.35e-06, 8.23e-07, 1.55e-06, 1.30e-06, 9.14e-07, 8.73e-07, 3.70e-05, 1.50e-07, 2.00e-06, 2.64e-05, 3.72e-05, 1.46e-04, 1.99e-04, 2.30e-06, 1.56e-06, 2.31e-06, 1.76e-06, 1.04e-05, 3.74e-08, 5.62e-05, 2.14e-07] [4.06e-06, 1.35e-06, 8.23e-07, 1.55e-06, 1.30e-06, 9.14e-07, 8.73e-07, 3.70e-05, 1.50e-07, 2.00e-06, 2.64e-05, 3.72e-05, 1.46e-04, 1.99e-04, 2.30e-06, 1.56e-06, 2.31e-06, 1.76e-06, 1.04e-05, 3.74e-08, 5.62e-05, 2.14e-07] []
410400 [6.65e-07, 1.02e-06, 6.75e-07, 1.38e-06, 8.41e-07, 7.42e-07, 6.50e-07, 3.71e-08, 2.61e-08, 1.91e-08, 1.01e-06, 1.61e-06, 1.76e-06, 7.93e-07, 0.00e+00, 0.00e+00, 1.31e-09, 1.20e-10, 0.00e+00, 0.00e+00, 7.09e-08, 3.45e-08] [6.65e-07, 1.02e-06, 6.75e-07, 1.38e-06, 8.41e-07, 7.42e-07, 6.50e-07, 3.71e-08, 2.61e-08, 1.91e-08, 1.01e-06, 1.61e-06, 1.76e-06, 7.93e-07, 0.00e+00, 0.00e+00, 1.31e-09, 1.20e-10, 0.00e+00, 0.00e+00, 7.09e-08, 3.45e-08] []
410500 [1.24e-06, 1.39e-06, 6.68e-07, 1.52e-06, 8.47e-07, 9.56e-07, 6.56e-07, 3.17e-07, 8.12e-07, 8.92e-08, 1.95e-06, 4.61e-06, 1.16e-05, 1.11e-05, 0.00e+00, 4.70e-09, 0.00e+00, 1.65e-09, 1.27e-08, 1.46e-07, 7.58e-08, 7.59e-07] [1.24e-06, 1.39e-06, 6.68e-07, 1.52e-06, 8.47e-07, 9.56e-07, 6.56e-07, 3.17e-07, 8.12e-07, 8.92e-08, 1.95e-06, 4.61e-06, 1.16e-05, 1.11e-05, 0.00e+00, 4.70e-09, 0.00e+00, 1.65e-09, 1.27e-08, 1.46e-07, 7.58e-08, 7.59e-07] []
410600 [5.60e-07, 9.48e-07, 7.25e-07, 1.47e-06, 7.87e-07, 6.90e-07, 6.36e-07, 3.38e-09, 6.86e-11, 2.77e-08, 9.93e-07, 1.68e-06, 2.69e-06, 2.12e-06, 1.70e-10, 0.00e+00, 2.74e-09, 0.00e+00, 1.75e-10, 0.00e+00, 1.16e-08, 2.55e-10] [5.60e-07, 9.48e-07, 7.25e-07, 1.47e-06, 7.87e-07, 6.90e-07, 6.36e-07, 3.38e-09, 6.86e-11, 2.77e-08, 9.93e-07, 1.68e-06, 2.69e-06, 2.12e-06, 1.70e-10, 0.00e+00, 2.74e-09, 0.00e+00, 1.75e-10, 0.00e+00, 1.16e-08, 2.55e-10] []
410700 [8.13e-07, 1.14e-06, 6.41e-07, 1.30e-06, 9.23e-07, 8.31e-07, 6.63e-07, 1.54e-07, 2.22e-08, 9.41e-08, 1.18e-06, 2.22e-06, 1.87e-06, 2.84e-06, 0.00e+00, 0.00e+00, 2.95e-10, 1.65e-09, 0.00e+00, 0.00e+00, 1.85e-07, 2.76e-08] [8.13e-07, 1.14e-06, 6.41e-07, 1.30e-06, 9.23e-07, 8.31e-07, 6.63e-07, 1.54e-07, 2.22e-08, 9.41e-08, 1.18e-06, 2.22e-06, 1.87e-06, 2.84e-06, 0.00e+00, 0.00e+00, 2.95e-10, 1.65e-09, 0.00e+00, 0.00e+00, 1.85e-07, 2.76e-08] []
410800 [1.10e-05, 1.09e-05, 2.23e-06, 1.46e-05, 2.36e-06, 7.12e-06, 1.79e-06, 8.53e-06, 3.71e-05, 1.04e-07, 9.95e-05, 2.75e-04, 5.29e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.71e-05, 3.64e-05] [1.10e-05, 1.09e-05, 2.23e-06, 1.46e-05, 2.36e-06, 7.12e-06, 1.79e-06, 8.53e-06, 3.71e-05, 1.04e-07, 9.95e-05, 2.75e-04, 5.29e-04, 1.09e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.71e-05, 3.64e-05] []
410900 [6.94e-07, 1.08e-06, 7.14e-07, 1.33e-06, 9.42e-07, 7.41e-07, 6.62e-07, 4.00e-08, 1.04e-08, 1.90e-10, 1.04e-06, 1.48e-06, 1.24e-06, 3.21e-08, 5.94e-09, 4.44e-09, 6.06e-09, 3.84e-09, 8.96e-09, 7.46e-10, 5.62e-08, 5.04e-09] [6.94e-07, 1.08e-06, 7.14e-07, 1.33e-06, 9.42e-07, 7.41e-07, 6.62e-07, 4.00e-08, 1.04e-08, 1.90e-10, 1.04e-06, 1.48e-06, 1.24e-06, 3.21e-08, 5.94e-09, 4.44e-09, 6.06e-09, 3.84e-09, 8.96e-09, 7.46e-10, 5.62e-08, 5.04e-09] []
411000 [4.91e-07, 8.83e-07, 7.26e-07, 1.44e-06, 8.28e-07, 6.56e-07, 6.44e-07, 1.88e-07, 5.50e-10, 4.25e-10, 8.81e-07, 1.02e-06, 9.96e-07, 1.54e-07, 1.45e-08, 7.69e-09, 1.35e-08, 9.55e-09, 2.30e-08, 8.64e-11, 1.44e-07, 4.93e-10] [4.91e-07, 8.83e-07, 7.26e-07, 1.44e-06, 8.28e-07, 6.56e-07, 6.44e-07, 1.88e-07, 5.50e-10, 4.25e-10, 8.81e-07, 1.02e-06, 9.96e-07, 1.54e-07, 1.45e-08, 7.69e-09, 1.35e-08, 9.55e-09, 2.30e-08, 8.64e-11, 1.44e-07, 4.93e-10] []
411100 [1.07e-06, 1.31e-06, 7.61e-07, 1.37e-06, 9.98e-07, 8.73e-07, 6.42e-07, 3.38e-07, 4.60e-09, 8.75e-09, 1.67e-06, 3.81e-06, 2.91e-06, 1.26e-06, 3.54e-08, 7.61e-09, 2.82e-08, 3.07e-08, 0.00e+00, 0.00e+00, 5.27e-08, 1.11e-07] [1.07e-06, 1.31e-06, 7.61e-07, 1.37e-06, 9.98e-07, 8.73e-07, 6.42e-07, 3.38e-07, 4.60e-09, 8.75e-09, 1.67e-06, 3.81e-06, 2.91e-06, 1.26e-06, 3.54e-08, 7.61e-09, 2.82e-08, 3.07e-08, 0.00e+00, 0.00e+00, 5.27e-08, 1.11e-07] []
411200 [6.17e-07, 9.20e-07, 7.17e-07, 1.49e-06, 8.09e-07, 6.51e-07, 6.81e-07, 3.47e-07, 1.98e-07, 7.49e-08, 1.33e-06, 2.36e-06, 1.21e-06, 3.38e-06, 9.18e-08, 4.33e-08, 3.59e-08, 2.18e-08, 0.00e+00, 6.49e-07, 3.91e-07, 3.14e-06] [6.17e-07, 9.20e-07, 7.17e-07, 1.49e-06, 8.09e-07, 6.51e-07, 6.81e-07, 3.47e-07, 1.98e-07, 7.49e-08, 1.33e-06, 2.36e-06, 1.21e-06, 3.38e-06, 9.18e-08, 4.33e-08, 3.59e-08, 2.18e-08, 0.00e+00, 6.49e-07, 3.91e-07, 3.14e-06] []
411300 [1.78e-06, 1.26e-06, 6.31e-07, 1.25e-06, 1.04e-06, 8.52e-07, 7.90e-07, 8.72e-08, 4.97e-10, 6.07e-07, 4.80e-06, 7.07e-06, 2.02e-05, 5.02e-05, 1.99e-07, 2.62e-07, 2.77e-07, 3.01e-07, 2.92e-08, 5.66e-11, 1.93e-07, 3.01e-10] [1.78e-06, 1.26e-06, 6.31e-07, 1.25e-06, 1.04e-06, 8.52e-07, 7.90e-07, 8.72e-08, 4.97e-10, 6.07e-07, 4.80e-06, 7.07e-06, 2.02e-05, 5.02e-05, 1.99e-07, 2.62e-07, 2.77e-07, 3.01e-07, 2.92e-08, 5.66e-11, 1.93e-07, 3.01e-10] []
411400 [2.03e-06, 1.38e-06, 8.89e-07, 1.81e-06, 7.79e-07, 9.36e-07, 6.29e-07, 6.35e-06, 4.32e-09, 1.16e-06, 7.34e-06, 1.65e-05, 5.02e-05, 9.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-05, 4.24e-08] [2.03e-06, 1.38e-06, 8.89e-07, 1.81e-06, 7.79e-07, 9.36e-07, 6.29e-07, 6.35e-06, 4.32e-09, 1.16e-06, 7.34e-06, 1.65e-05, 5.02e-05, 9.15e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.33e-05, 4.24e-08] []
411500 [7.89e-07, 1.15e-06, 6.39e-07, 1.32e-06, 8.90e-07, 8.00e-07, 6.44e-07, 9.19e-10, 7.91e-10, 2.64e-08, 1.15e-06, 1.73e-06, 1.70e-06, 7.43e-07, 4.55e-09, 7.37e-13, 5.21e-10, 1.38e-09, 2.23e-09, 4.31e-12, 2.10e-08, 7.28e-10] [7.89e-07, 1.15e-06, 6.39e-07, 1.32e-06, 8.90e-07, 8.00e-07, 6.44e-07, 9.19e-10, 7.91e-10, 2.64e-08, 1.15e-06, 1.73e-06, 1.70e-06, 7.43e-07, 4.55e-09, 7.37e-13, 5.21e-10, 1.38e-09, 2.23e-09, 4.31e-12, 2.10e-08, 7.28e-10] []
411600 [1.04e-06, 1.03e-06, 8.14e-07, 1.63e-06, 7.43e-07, 7.39e-07, 6.20e-07, 6.73e-06, 8.46e-08, 2.71e-07, 6.47e-06, 9.73e-06, 3.24e-05, 3.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 2.09e-07] [1.04e-06, 1.03e-06, 8.14e-07, 1.63e-06, 7.43e-07, 7.39e-07, 6.20e-07, 6.73e-06, 8.46e-08, 2.71e-07, 6.47e-06, 9.73e-06, 3.24e-05, 3.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-05, 2.09e-07] []
411700 [7.33e-07, 1.05e-06, 6.38e-07, 1.30e-06, 8.78e-07, 7.57e-07, 6.48e-07, 7.64e-08, 1.36e-08, 2.01e-10, 1.12e-06, 1.49e-06, 1.21e-06, 8.42e-08, 1.23e-08, 1.65e-10, 3.37e-09, 4.94e-09, 0.00e+00, 9.68e-10, 1.08e-07, 6.56e-09] [7.33e-07, 1.05e-06, 6.38e-07, 1.30e-06, 8.78e-07, 7.57e-07, 6.48e-07, 7.64e-08, 1.36e-08, 2.01e-10, 1.12e-06, 1.49e-06, 1.21e-06, 8.42e-08, 1.23e-08, 1.65e-10, 3.37e-09, 4.94e-09, 0.00e+00, 9.68e-10, 1.08e-07, 6.56e-09] []
411800 [2.38e-06, 2.06e-06, 5.85e-07, 1.67e-06, 1.22e-06, 1.52e-06, 8.97e-07, 1.62e-05, 9.82e-06, 9.38e-07, 3.72e-06, 2.34e-05, 2.47e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-06, 2.05e-05, 7.00e-06] [2.38e-06, 2.06e-06, 5.85e-07, 1.67e-06, 1.22e-06, 1.52e-06, 8.97e-07, 1.62e-05, 9.82e-06, 9.38e-07, 3.72e-06, 2.34e-05, 2.47e-05, 6.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-06, 2.05e-05, 7.00e-06] []
411900 [5.79e-07, 9.48e-07, 6.57e-07, 1.38e-06, 8.03e-07, 7.02e-07, 6.35e-07, 2.28e-07, 1.36e-09, 5.17e-10, 9.07e-07, 1.22e-06, 1.03e-06, 4.48e-08, 3.13e-09, 1.25e-09, 4.43e-09, 9.49e-10, 1.90e-10, 7.40e-12, 1.49e-08, 7.29e-10] [5.79e-07, 9.48e-07, 6.57e-07, 1.38e-06, 8.03e-07, 7.02e-07, 6.35e-07, 2.28e-07, 1.36e-09, 5.17e-10, 9.07e-07, 1.22e-06, 1.03e-06, 4.48e-08, 3.13e-09, 1.25e-09, 4.43e-09, 9.49e-10, 1.90e-10, 7.40e-12, 1.49e-08, 7.29e-10] []
412000 [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06] [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.757950 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
412000 [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06] [1.04e-06, 1.20e-06, 6.00e-07, 1.29e-06, 9.11e-07, 8.58e-07, 6.55e-07, 1.69e-10, 8.77e-07, 3.29e-09, 1.51e-06, 2.20e-06, 1.86e-06, 9.73e-08, 1.78e-15, 4.92e-09, 1.47e-09, 7.76e-09, 3.12e-10, 0.00e+00, 9.70e-09, 1.38e-06] []
412100 [9.14e-07, 1.05e-06, 7.84e-07, 1.60e-06, 7.34e-07, 7.37e-07, 6.12e-07, 1.11e-06, 5.41e-09, 2.78e-07, 3.54e-06, 7.06e-06, 2.21e-05, 2.63e-05, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-06, 2.30e-08] [9.14e-07, 1.05e-06, 7.84e-07, 1.60e-06, 7.34e-07, 7.37e-07, 6.12e-07, 1.11e-06, 5.41e-09, 2.78e-07, 3.54e-06, 7.06e-06, 2.21e-05, 2.63e-05, 0.00e+00, 0.00e+00, 1.39e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-06, 2.30e-08] []
412200 [7.68e-07, 1.06e-06, 6.19e-07, 1.29e-06, 8.76e-07, 7.70e-07, 6.39e-07, 8.88e-08, 2.49e-09, 5.23e-09, 1.21e-06, 1.66e-06, 1.78e-06, 9.14e-07, 5.03e-08, 7.09e-09, 1.17e-08, 1.46e-08, 4.94e-09, 0.00e+00, 3.44e-08, 7.99e-10] [7.68e-07, 1.06e-06, 6.19e-07, 1.29e-06, 8.76e-07, 7.70e-07, 6.39e-07, 8.88e-08, 2.49e-09, 5.23e-09, 1.21e-06, 1.66e-06, 1.78e-06, 9.14e-07, 5.03e-08, 7.09e-09, 1.17e-08, 1.46e-08, 4.94e-09, 0.00e+00, 3.44e-08, 7.99e-10] []
412300 [1.66e-06, 2.09e-06, 7.33e-07, 2.47e-06, 8.52e-07, 1.33e-06, 6.47e-07, 3.01e-05, 3.62e-05, 2.02e-06, 1.32e-05, 1.06e-05, 8.93e-06, 5.28e-05, 0.00e+00, 0.00e+00, 1.11e-10, 0.00e+00, 4.49e-06, 0.00e+00, 2.58e-05, 2.04e-05] [1.66e-06, 2.09e-06, 7.33e-07, 2.47e-06, 8.52e-07, 1.33e-06, 6.47e-07, 3.01e-05, 3.62e-05, 2.02e-06, 1.32e-05, 1.06e-05, 8.93e-06, 5.28e-05, 0.00e+00, 0.00e+00, 1.11e-10, 0.00e+00, 4.49e-06, 0.00e+00, 2.58e-05, 2.04e-05] []
412400 [6.00e-07, 9.74e-07, 6.63e-07, 1.38e-06, 7.63e-07, 7.05e-07, 6.22e-07, 3.66e-08, 7.89e-08, 5.90e-08, 1.03e-06, 1.84e-06, 2.94e-06, 3.65e-06, 2.50e-12, 0.00e+00, 1.53e-09, 0.00e+00, 0.00e+00, 9.60e-10, 1.55e-07, 4.82e-09] [6.00e-07, 9.74e-07, 6.63e-07, 1.38e-06, 7.63e-07, 7.05e-07, 6.22e-07, 3.66e-08, 7.89e-08, 5.90e-08, 1.03e-06, 1.84e-06, 2.94e-06, 3.65e-06, 2.50e-12, 0.00e+00, 1.53e-09, 0.00e+00, 0.00e+00, 9.60e-10, 1.55e-07, 4.82e-09] []
412500 [7.83e-07, 1.10e-06, 5.98e-07, 1.24e-06, 8.69e-07, 8.15e-07, 6.36e-07, 6.19e-07, 1.29e-11, 1.14e-08, 1.18e-06, 1.70e-06, 1.44e-06, 2.11e-07, 7.26e-11, 2.84e-10, 8.18e-10, 2.76e-09, 0.00e+00, 0.00e+00, 1.02e-06, 1.68e-09] [7.83e-07, 1.10e-06, 5.98e-07, 1.24e-06, 8.69e-07, 8.15e-07, 6.36e-07, 6.19e-07, 1.29e-11, 1.14e-08, 1.18e-06, 1.70e-06, 1.44e-06, 2.11e-07, 7.26e-11, 2.84e-10, 8.18e-10, 2.76e-09, 0.00e+00, 0.00e+00, 1.02e-06, 1.68e-09] []
412600 [2.82e-06, 2.79e-06, 9.49e-07, 3.57e-06, 8.20e-07, 1.62e-06, 7.68e-07, 6.63e-05, 2.03e-07, 1.37e-07, 2.99e-05, 3.69e-05, 6.89e-05, 6.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-04, 7.47e-07] [2.82e-06, 2.79e-06, 9.49e-07, 3.57e-06, 8.20e-07, 1.62e-06, 7.68e-07, 6.63e-05, 2.03e-07, 1.37e-07, 2.99e-05, 3.69e-05, 6.89e-05, 6.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.10e-04, 7.47e-07] []
412700 [5.91e-07, 9.55e-07, 6.48e-07, 1.34e-06, 7.93e-07, 6.96e-07, 6.13e-07, 5.00e-11, 1.64e-09, 2.50e-10, 9.22e-07, 1.22e-06, 1.01e-06, 5.46e-09, 5.11e-09, 2.26e-09, 5.81e-09, 2.91e-09, 7.05e-10, 1.22e-10, 1.26e-08, 7.67e-10] [5.91e-07, 9.55e-07, 6.48e-07, 1.34e-06, 7.93e-07, 6.96e-07, 6.13e-07, 5.00e-11, 1.64e-09, 2.50e-10, 9.22e-07, 1.22e-06, 1.01e-06, 5.46e-09, 5.11e-09, 2.26e-09, 5.81e-09, 2.91e-09, 7.05e-10, 1.22e-10, 1.26e-08, 7.67e-10] []
412800 [1.19e-06, 1.25e-06, 1.02e-06, 1.44e-06, 9.80e-07, 9.74e-07, 8.46e-07, 1.56e-06, 1.76e-06, 3.65e-07, 2.13e-06, 7.20e-06, 1.49e-05, 2.40e-05, 0.00e+00, 3.25e-08, 1.14e-07, 2.46e-07, 1.02e-07, 0.00e+00, 6.86e-07, 8.25e-08] [1.19e-06, 1.25e-06, 1.02e-06, 1.44e-06, 9.80e-07, 9.74e-07, 8.46e-07, 1.56e-06, 1.76e-06, 3.65e-07, 2.13e-06, 7.20e-06, 1.49e-05, 2.40e-05, 0.00e+00, 3.25e-08, 1.14e-07, 2.46e-07, 1.02e-07, 0.00e+00, 6.86e-07, 8.25e-08] []
412900 [5.49e-07, 1.02e-06, 7.93e-07, 1.49e-06, 8.80e-07, 7.03e-07, 6.32e-07, 6.62e-09, 2.54e-11, 2.54e-09, 8.75e-07, 9.71e-07, 7.92e-07, 3.89e-08, 4.52e-09, 1.43e-09, 3.75e-09, 1.84e-09, 5.55e-11, 0.00e+00, 1.97e-08, 4.78e-10] [5.49e-07, 1.02e-06, 7.93e-07, 1.49e-06, 8.80e-07, 7.03e-07, 6.32e-07, 6.62e-09, 2.54e-11, 2.54e-09, 8.75e-07, 9.71e-07, 7.92e-07, 3.89e-08, 4.52e-09, 1.43e-09, 3.75e-09, 1.84e-09, 5.55e-11, 0.00e+00, 1.97e-08, 4.78e-10] []
413000 [1.85e-06, 1.57e-06, 7.44e-07, 1.48e-06, 1.05e-06, 9.10e-07, 7.59e-07, 3.50e-06, 2.69e-08, 4.13e-07, 2.79e-06, 6.80e-06, 5.30e-06, 2.69e-05, 3.24e-07, 1.50e-07, 3.01e-07, 1.64e-07, 5.72e-07, 0.00e+00, 3.70e-06, 4.42e-09] [1.85e-06, 1.57e-06, 7.44e-07, 1.48e-06, 1.05e-06, 9.10e-07, 7.59e-07, 3.50e-06, 2.69e-08, 4.13e-07, 2.79e-06, 6.80e-06, 5.30e-06, 2.69e-05, 3.24e-07, 1.50e-07, 3.01e-07, 1.64e-07, 5.72e-07, 0.00e+00, 3.70e-06, 4.42e-09] []
413100 [5.66e-07, 1.00e-06, 6.84e-07, 1.38e-06, 8.34e-07, 6.92e-07, 6.17e-07, 3.45e-08, 1.56e-09, 2.57e-13, 8.57e-07, 1.08e-06, 8.87e-07, 5.08e-09, 9.33e-09, 2.60e-09, 4.94e-09, 2.66e-09, 2.79e-11, 0.00e+00, 2.85e-08, 7.31e-10] [5.66e-07, 1.00e-06, 6.84e-07, 1.38e-06, 8.34e-07, 6.92e-07, 6.17e-07, 3.45e-08, 1.56e-09, 2.57e-13, 8.57e-07, 1.08e-06, 8.87e-07, 5.08e-09, 9.33e-09, 2.60e-09, 4.94e-09, 2.66e-09, 2.79e-11, 0.00e+00, 2.85e-08, 7.31e-10] []
413200 [3.55e-06, 1.96e-06, 8.20e-07, 1.97e-06, 1.26e-06, 1.46e-06, 8.77e-07, 4.57e-06, 1.02e-07, 1.73e-06, 5.03e-06, 2.56e-05, 1.94e-05, 9.84e-05, 0.00e+00, 1.99e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.51e-06, 7.36e-08] [3.55e-06, 1.96e-06, 8.20e-07, 1.97e-06, 1.26e-06, 1.46e-06, 8.77e-07, 4.57e-06, 1.02e-07, 1.73e-06, 5.03e-06, 2.56e-05, 1.94e-05, 9.84e-05, 0.00e+00, 1.99e-09, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.51e-06, 7.36e-08] []
413300 [6.26e-07, 1.05e-06, 6.60e-07, 1.36e-06, 8.35e-07, 7.19e-07, 6.13e-07, 4.98e-08, 2.86e-10, 8.06e-10, 9.68e-07, 1.21e-06, 9.91e-07, 6.19e-09, 9.39e-09, 2.84e-09, 6.97e-09, 3.25e-09, 1.04e-08, 0.00e+00, 6.55e-08, 2.13e-10] [6.26e-07, 1.05e-06, 6.60e-07, 1.36e-06, 8.35e-07, 7.19e-07, 6.13e-07, 4.98e-08, 2.86e-10, 8.06e-10, 9.68e-07, 1.21e-06, 9.91e-07, 6.19e-09, 9.39e-09, 2.84e-09, 6.97e-09, 3.25e-09, 1.04e-08, 0.00e+00, 6.55e-08, 2.13e-10] []
413400 [1.70e-06, 1.40e-06, 7.40e-07, 1.79e-06, 7.33e-07, 9.70e-07, 6.24e-07, 1.06e-06, 1.49e-05, 2.53e-06, 4.99e-06, 1.15e-05, 2.70e-05, 8.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 2.92e-05] [1.70e-06, 1.40e-06, 7.40e-07, 1.79e-06, 7.33e-07, 9.70e-07, 6.24e-07, 1.06e-06, 1.49e-05, 2.53e-06, 4.99e-06, 1.15e-05, 2.70e-05, 8.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 2.92e-05] []
413500 [9.72e-07, 1.00e-06, 5.63e-07, 1.22e-06, 9.04e-07, 7.42e-07, 7.51e-07, 7.99e-07, 8.73e-10, 2.45e-07, 1.97e-06, 3.25e-06, 7.79e-06, 1.50e-05, 1.58e-07, 5.27e-08, 1.26e-07, 1.11e-07, 1.15e-07, 1.32e-10, 7.86e-07, 6.89e-10] [9.72e-07, 1.00e-06, 5.63e-07, 1.22e-06, 9.04e-07, 7.42e-07, 7.51e-07, 7.99e-07, 8.73e-10, 2.45e-07, 1.97e-06, 3.25e-06, 7.79e-06, 1.50e-05, 1.58e-07, 5.27e-08, 1.26e-07, 1.11e-07, 1.15e-07, 1.32e-10, 7.86e-07, 6.89e-10] []
413600 [8.73e-07, 1.08e-06, 5.59e-07, 1.23e-06, 8.87e-07, 7.75e-07, 6.72e-07, 1.76e-07, 1.21e-12, 3.93e-08, 1.42e-06, 1.84e-06, 2.04e-06, 3.33e-06, 4.94e-08, 1.39e-08, 2.25e-08, 3.08e-08, 2.17e-08, 7.16e-12, 1.34e-07, 1.32e-10] [8.73e-07, 1.08e-06, 5.59e-07, 1.23e-06, 8.87e-07, 7.75e-07, 6.72e-07, 1.76e-07, 1.21e-12, 3.93e-08, 1.42e-06, 1.84e-06, 2.04e-06, 3.33e-06, 4.94e-08, 1.39e-08, 2.25e-08, 3.08e-08, 2.17e-08, 7.16e-12, 1.34e-07, 1.32e-10] []
413700 [1.02e-05, 5.57e-06, 9.80e-07, 4.27e-06, 3.18e-06, 4.43e-06, 1.79e-06, 9.07e-06, 1.15e-08, 7.68e-06, 1.19e-05, 2.29e-04, 1.01e-04, 5.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-09, 9.84e-06, 8.00e-09] [1.02e-05, 5.57e-06, 9.80e-07, 4.27e-06, 3.18e-06, 4.43e-06, 1.79e-06, 9.07e-06, 1.15e-08, 7.68e-06, 1.19e-05, 2.29e-04, 1.01e-04, 5.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-09, 9.84e-06, 8.00e-09] []
413800 [6.47e-07, 1.03e-06, 6.32e-07, 1.28e-06, 8.61e-07, 7.15e-07, 6.35e-07, 3.24e-08, 6.45e-11, 1.34e-09, 9.97e-07, 1.36e-06, 1.16e-06, 2.98e-08, 9.43e-09, 1.88e-09, 4.97e-09, 2.67e-09, 4.14e-10, 0.00e+00, 1.48e-08, 6.25e-09] [6.47e-07, 1.03e-06, 6.32e-07, 1.28e-06, 8.61e-07, 7.15e-07, 6.35e-07, 3.24e-08, 6.45e-11, 1.34e-09, 9.97e-07, 1.36e-06, 1.16e-06, 2.98e-08, 9.43e-09, 1.88e-09, 4.97e-09, 2.67e-09, 4.14e-10, 0.00e+00, 1.48e-08, 6.25e-09] []
413900 [2.55e-05, 6.12e-06, 4.90e-06, 4.78e-06, 4.43e-06, 4.23e-06, 2.94e-06, 2.56e-06, 8.41e-08, 4.24e-05, 1.21e-04, 2.20e-04, 4.32e-04, 1.79e-03, 1.79e-05, 2.48e-05, 9.70e-06, 1.12e-05, 1.28e-07, 0.00e+00, 9.46e-07, 1.68e-08] [2.55e-05, 6.12e-06, 4.90e-06, 4.78e-06, 4.43e-06, 4.23e-06, 2.94e-06, 2.56e-06, 8.41e-08, 4.24e-05, 1.21e-04, 2.20e-04, 4.32e-04, 1.79e-03, 1.79e-05, 2.48e-05, 9.70e-06, 1.12e-05, 1.28e-07, 0.00e+00, 9.46e-07, 1.68e-08] []
414000 [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10] [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.810253 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
414000 [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10] [6.48e-07, 1.03e-06, 6.20e-07, 1.31e-06, 8.15e-07, 7.19e-07, 6.14e-07, 8.18e-10, 3.46e-12, 1.50e-09, 9.92e-07, 1.30e-06, 1.06e-06, 5.49e-09, 4.47e-09, 1.45e-09, 5.16e-09, 3.55e-09, 2.11e-09, 4.13e-14, 2.04e-08, 1.14e-10] []
414100 [4.70e-06, 2.20e-06, 8.19e-07, 1.49e-06, 1.46e-06, 1.22e-06, 8.57e-07, 1.79e-05, 3.01e-09, 3.70e-06, 7.05e-06, 2.19e-05, 4.07e-05, 9.73e-05, 2.35e-06, 1.25e-06, 3.62e-07, 2.78e-07, 3.01e-06, 4.42e-09, 1.74e-05, 2.72e-08] [4.70e-06, 2.20e-06, 8.19e-07, 1.49e-06, 1.46e-06, 1.22e-06, 8.57e-07, 1.79e-05, 3.01e-09, 3.70e-06, 7.05e-06, 2.19e-05, 4.07e-05, 9.73e-05, 2.35e-06, 1.25e-06, 3.62e-07, 2.78e-07, 3.01e-06, 4.42e-09, 1.74e-05, 2.72e-08] []
414200 [5.84e-07, 9.67e-07, 6.27e-07, 1.32e-06, 7.89e-07, 6.98e-07, 6.05e-07, 6.58e-08, 9.68e-10, 2.45e-10, 9.09e-07, 1.18e-06, 9.67e-07, 5.36e-09, 4.77e-09, 2.36e-09, 5.92e-09, 2.57e-09, 1.26e-10, 7.49e-11, 1.63e-08, 4.57e-10] [5.84e-07, 9.67e-07, 6.27e-07, 1.32e-06, 7.89e-07, 6.98e-07, 6.05e-07, 6.58e-08, 9.68e-10, 2.45e-10, 9.09e-07, 1.18e-06, 9.67e-07, 5.36e-09, 4.77e-09, 2.36e-09, 5.92e-09, 2.57e-09, 1.26e-10, 7.49e-11, 1.63e-08, 4.57e-10] []
414300 [1.58e-06, 1.71e-06, 6.41e-07, 1.68e-06, 8.36e-07, 1.13e-06, 6.92e-07, 1.69e-11, 2.34e-05, 1.63e-06, 4.64e-06, 1.08e-05, 8.08e-06, 5.15e-05, 0.00e+00, 5.83e-09, 0.00e+00, 1.33e-09, 8.03e-08, 3.38e-06, 5.24e-07, 1.55e-05] [1.58e-06, 1.71e-06, 6.41e-07, 1.68e-06, 8.36e-07, 1.13e-06, 6.92e-07, 1.69e-11, 2.34e-05, 1.63e-06, 4.64e-06, 1.08e-05, 8.08e-06, 5.15e-05, 0.00e+00, 5.83e-09, 0.00e+00, 1.33e-09, 8.03e-08, 3.38e-06, 5.24e-07, 1.55e-05] []
414400 [5.49e-07, 9.72e-07, 5.95e-07, 1.33e-06, 7.68e-07, 6.88e-07, 6.69e-07, 4.29e-08, 1.81e-10, 7.12e-10, 8.96e-07, 1.13e-06, 9.49e-07, 4.03e-09, 6.48e-09, 2.55e-09, 7.37e-09, 3.94e-09, 6.54e-09, 1.59e-11, 4.43e-08, 2.63e-10] [5.49e-07, 9.72e-07, 5.95e-07, 1.33e-06, 7.68e-07, 6.88e-07, 6.69e-07, 4.29e-08, 1.81e-10, 7.12e-10, 8.96e-07, 1.13e-06, 9.49e-07, 4.03e-09, 6.48e-09, 2.55e-09, 7.37e-09, 3.94e-09, 6.54e-09, 1.59e-11, 4.43e-08, 2.63e-10] []
414500 [1.32e-06, 1.14e-06, 5.58e-07, 1.21e-06, 9.62e-07, 7.98e-07, 7.37e-07, 6.37e-08, 1.93e-10, 4.83e-07, 2.84e-06, 3.92e-06, 6.76e-06, 1.83e-05, 6.23e-08, 1.87e-07, 1.06e-07, 1.04e-07, 5.28e-12, 2.98e-11, 1.53e-08, 2.24e-10] [1.32e-06, 1.14e-06, 5.58e-07, 1.21e-06, 9.62e-07, 7.98e-07, 7.37e-07, 6.37e-08, 1.93e-10, 4.83e-07, 2.84e-06, 3.92e-06, 6.76e-06, 1.83e-05, 6.23e-08, 1.87e-07, 1.06e-07, 1.04e-07, 5.28e-12, 2.98e-11, 1.53e-08, 2.24e-10] []
414600 [4.83e-05, 1.06e-05, 5.08e-06, 7.89e-06, 5.91e-06, 6.79e-06, 4.56e-06, 2.49e-05, 1.31e-08, 8.38e-05, 1.61e-04, 4.81e-04, 8.64e-04, 3.73e-03, 5.43e-05, 4.13e-05, 2.06e-05, 9.98e-06, 6.66e-06, 1.50e-08, 3.67e-05, 9.16e-08] [4.83e-05, 1.06e-05, 5.08e-06, 7.89e-06, 5.91e-06, 6.79e-06, 4.56e-06, 2.49e-05, 1.31e-08, 8.38e-05, 1.61e-04, 4.81e-04, 8.64e-04, 3.73e-03, 5.43e-05, 4.13e-05, 2.06e-05, 9.98e-06, 6.66e-06, 1.50e-08, 3.67e-05, 9.16e-08] []
414700 [6.89e-07, 1.04e-06, 5.94e-07, 1.27e-06, 8.09e-07, 7.38e-07, 6.20e-07, 5.46e-08, 1.06e-10, 1.10e-09, 1.04e-06, 1.38e-06, 1.14e-06, 6.70e-08, 1.18e-08, 3.87e-09, 6.20e-09, 4.61e-09, 2.12e-08, 7.12e-13, 1.28e-07, 1.31e-10] [6.89e-07, 1.04e-06, 5.94e-07, 1.27e-06, 8.09e-07, 7.38e-07, 6.20e-07, 5.46e-08, 1.06e-10, 1.10e-09, 1.04e-06, 1.38e-06, 1.14e-06, 6.70e-08, 1.18e-08, 3.87e-09, 6.20e-09, 4.61e-09, 2.12e-08, 7.12e-13, 1.28e-07, 1.31e-10] []
414800 [5.34e-06, 3.62e-06, 1.73e-06, 2.28e-06, 1.36e-06, 1.69e-06, 1.21e-06, 4.46e-05, 7.93e-10, 1.44e-06, 1.48e-05, 6.65e-05, 1.45e-04, 3.38e-04, 6.14e-06, 3.78e-06, 4.26e-06, 3.84e-06, 1.16e-05, 1.44e-09, 6.06e-05, 9.41e-09] [5.34e-06, 3.62e-06, 1.73e-06, 2.28e-06, 1.36e-06, 1.69e-06, 1.21e-06, 4.46e-05, 7.93e-10, 1.44e-06, 1.48e-05, 6.65e-05, 1.45e-04, 3.38e-04, 6.14e-06, 3.78e-06, 4.26e-06, 3.84e-06, 1.16e-05, 1.44e-09, 6.06e-05, 9.41e-09] []
414900 [6.07e-07, 9.91e-07, 6.22e-07, 1.31e-06, 7.80e-07, 7.04e-07, 6.00e-07, 3.04e-10, 5.24e-10, 8.18e-09, 9.33e-07, 1.27e-06, 1.09e-06, 1.44e-07, 1.68e-09, 3.86e-10, 3.25e-09, 6.01e-10, 1.66e-12, 0.00e+00, 1.27e-07, 8.98e-10] [6.07e-07, 9.91e-07, 6.22e-07, 1.31e-06, 7.80e-07, 7.04e-07, 6.00e-07, 3.04e-10, 5.24e-10, 8.18e-09, 9.33e-07, 1.27e-06, 1.09e-06, 1.44e-07, 1.68e-09, 3.86e-10, 3.25e-09, 6.01e-10, 1.66e-12, 0.00e+00, 1.27e-07, 8.98e-10] []
415000 [1.42e-06, 1.35e-06, 6.46e-07, 1.28e-06, 9.05e-07, 9.21e-07, 6.92e-07, 4.53e-06, 2.54e-08, 2.46e-07, 2.30e-06, 3.65e-06, 3.23e-06, 7.92e-06, 1.14e-09, 2.21e-07, 7.10e-08, 4.76e-08, 3.59e-07, 3.19e-09, 2.37e-06, 2.06e-08] [1.42e-06, 1.35e-06, 6.46e-07, 1.28e-06, 9.05e-07, 9.21e-07, 6.92e-07, 4.53e-06, 2.54e-08, 2.46e-07, 2.30e-06, 3.65e-06, 3.23e-06, 7.92e-06, 1.14e-09, 2.21e-07, 7.10e-08, 4.76e-08, 3.59e-07, 3.19e-09, 2.37e-06, 2.06e-08] []
415100 [8.19e-07, 9.26e-07, 6.12e-07, 1.27e-06, 8.45e-07, 6.93e-07, 6.30e-07, 8.14e-07, 6.75e-09, 1.52e-07, 2.55e-06, 3.61e-06, 1.10e-05, 1.37e-05, 1.57e-07, 1.03e-07, 1.60e-07, 1.30e-07, 1.83e-07, 9.35e-10, 1.24e-06, 6.36e-09] [8.19e-07, 9.26e-07, 6.12e-07, 1.27e-06, 8.45e-07, 6.93e-07, 6.30e-07, 8.14e-07, 6.75e-09, 1.52e-07, 2.55e-06, 3.61e-06, 1.10e-05, 1.37e-05, 1.57e-07, 1.03e-07, 1.60e-07, 1.30e-07, 1.83e-07, 9.35e-10, 1.24e-06, 6.36e-09] []
415200 [7.04e-07, 1.05e-06, 5.79e-07, 1.24e-06, 8.19e-07, 7.55e-07, 5.98e-07, 1.02e-08, 4.65e-08, 5.96e-09, 1.11e-06, 1.53e-06, 1.25e-06, 1.57e-08, 1.20e-09, 1.99e-11, 3.88e-09, 3.81e-09, 1.42e-09, 0.00e+00, 1.64e-08, 3.85e-08] [7.04e-07, 1.05e-06, 5.79e-07, 1.24e-06, 8.19e-07, 7.55e-07, 5.98e-07, 1.02e-08, 4.65e-08, 5.96e-09, 1.11e-06, 1.53e-06, 1.25e-06, 1.57e-08, 1.20e-09, 1.99e-11, 3.88e-09, 3.81e-09, 1.42e-09, 0.00e+00, 1.64e-08, 3.85e-08] []
415300 [8.18e-07, 1.12e-06, 5.91e-07, 1.26e-06, 8.48e-07, 7.84e-07, 6.34e-07, 1.70e-07, 9.57e-08, 2.12e-07, 1.43e-06, 2.38e-06, 2.16e-06, 4.94e-06, 0.00e+00, 5.35e-10, 0.00e+00, 7.06e-10, 2.58e-08, 0.00e+00, 1.65e-07, 3.04e-08] [8.18e-07, 1.12e-06, 5.91e-07, 1.26e-06, 8.48e-07, 7.84e-07, 6.34e-07, 1.70e-07, 9.57e-08, 2.12e-07, 1.43e-06, 2.38e-06, 2.16e-06, 4.94e-06, 0.00e+00, 5.35e-10, 0.00e+00, 7.06e-10, 2.58e-08, 0.00e+00, 1.65e-07, 3.04e-08] []
415400 [2.43e-06, 1.53e-06, 6.51e-07, 1.43e-06, 1.10e-06, 9.58e-07, 7.10e-07, 2.42e-05, 3.54e-08, 1.01e-06, 9.08e-06, 1.14e-05, 1.85e-05, 6.12e-05, 1.06e-06, 4.40e-07, 4.13e-07, 3.74e-07, 4.00e-06, 5.54e-09, 2.30e-05, 3.54e-08] [2.43e-06, 1.53e-06, 6.51e-07, 1.43e-06, 1.10e-06, 9.58e-07, 7.10e-07, 2.42e-05, 3.54e-08, 1.01e-06, 9.08e-06, 1.14e-05, 1.85e-05, 6.12e-05, 1.06e-06, 4.40e-07, 4.13e-07, 3.74e-07, 4.00e-06, 5.54e-09, 2.30e-05, 3.54e-08] []
415500 [8.94e-05, 3.17e-05, 9.67e-06, 1.85e-05, 8.81e-06, 1.77e-05, 5.32e-06, 1.01e-04, 2.01e-06, 8.38e-05, 1.47e-04, 1.15e-03, 8.35e-04, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 3.29e-06] [8.94e-05, 3.17e-05, 9.67e-06, 1.85e-05, 8.81e-06, 1.77e-05, 5.32e-06, 1.01e-04, 2.01e-06, 8.38e-05, 1.47e-04, 1.15e-03, 8.35e-04, 5.24e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 3.29e-06] []
415600 [6.53e-07, 1.04e-06, 6.04e-07, 1.27e-06, 7.81e-07, 7.28e-07, 5.83e-07, 8.72e-08, 1.28e-11, 1.42e-08, 1.00e-06, 1.45e-06, 1.28e-06, 5.36e-07, 1.26e-09, 3.95e-13, 2.75e-09, 2.33e-11, 6.45e-09, 0.00e+00, 4.29e-08, 1.37e-10] [6.53e-07, 1.04e-06, 6.04e-07, 1.27e-06, 7.81e-07, 7.28e-07, 5.83e-07, 8.72e-08, 1.28e-11, 1.42e-08, 1.00e-06, 1.45e-06, 1.28e-06, 5.36e-07, 1.26e-09, 3.95e-13, 2.75e-09, 2.33e-11, 6.45e-09, 0.00e+00, 4.29e-08, 1.37e-10] []
415700 [2.61e-06, 2.01e-06, 7.54e-07, 2.09e-06, 7.41e-07, 1.49e-06, 6.46e-07, 9.66e-07, 7.23e-06, 6.06e-06, 2.61e-06, 1.84e-05, 4.50e-05, 1.17e-04, 0.00e+00, 2.96e-10, 0.00e+00, 0.00e+00, 1.57e-07, 1.79e-05, 1.06e-06, 7.01e-05] [2.61e-06, 2.01e-06, 7.54e-07, 2.09e-06, 7.41e-07, 1.49e-06, 6.46e-07, 9.66e-07, 7.23e-06, 6.06e-06, 2.61e-06, 1.84e-05, 4.50e-05, 1.17e-04, 0.00e+00, 2.96e-10, 0.00e+00, 0.00e+00, 1.57e-07, 1.79e-05, 1.06e-06, 7.01e-05] []
415800 [5.46e-07, 9.49e-07, 6.05e-07, 1.31e-06, 7.30e-07, 6.84e-07, 6.03e-07, 3.55e-07, 2.04e-09, 2.51e-08, 9.24e-07, 1.46e-06, 1.75e-06, 1.69e-06, 8.75e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 6.41e-15, 1.86e-07, 3.05e-10] [5.46e-07, 9.49e-07, 6.05e-07, 1.31e-06, 7.30e-07, 6.84e-07, 6.03e-07, 3.55e-07, 2.04e-09, 2.51e-08, 9.24e-07, 1.46e-06, 1.75e-06, 1.69e-06, 8.75e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 6.41e-15, 1.86e-07, 3.05e-10] []
415900 [8.20e-07, 1.08e-06, 5.47e-07, 1.16e-06, 8.61e-07, 7.91e-07, 6.19e-07, 6.83e-08, 2.39e-11, 6.05e-09, 1.34e-06, 1.98e-06, 3.31e-06, 2.04e-06, 8.42e-09, 1.02e-08, 2.28e-08, 2.79e-08, 8.78e-11, 2.40e-11, 1.55e-08, 1.51e-10] [8.20e-07, 1.08e-06, 5.47e-07, 1.16e-06, 8.61e-07, 7.91e-07, 6.19e-07, 6.83e-08, 2.39e-11, 6.05e-09, 1.34e-06, 1.98e-06, 3.31e-06, 2.04e-06, 8.42e-09, 1.02e-08, 2.28e-08, 2.79e-08, 8.78e-11, 2.40e-11, 1.55e-08, 1.51e-10] []
416000 [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07] [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.674552 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
416000 [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07] [1.75e-06, 2.12e-06, 8.29e-07, 2.14e-06, 8.48e-07, 1.12e-06, 6.70e-07, 6.84e-05, 3.00e-07, 2.43e-07, 6.07e-06, 4.56e-06, 1.19e-05, 3.11e-06, 0.00e+00, 2.53e-10, 6.61e-08, 1.19e-09, 0.00e+00, 0.00e+00, 7.91e-05, 3.87e-07] []
416100 [5.66e-07, 9.50e-07, 6.04e-07, 1.29e-06, 7.36e-07, 6.87e-07, 5.77e-07, 1.44e-07, 1.63e-10, 1.69e-08, 9.05e-07, 1.35e-06, 1.31e-06, 9.20e-07, 6.96e-11, 0.00e+00, 2.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-07, 6.42e-10] [5.66e-07, 9.50e-07, 6.04e-07, 1.29e-06, 7.36e-07, 6.87e-07, 5.77e-07, 1.44e-07, 1.63e-10, 1.69e-08, 9.05e-07, 1.35e-06, 1.31e-06, 9.20e-07, 6.96e-11, 0.00e+00, 2.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-07, 6.42e-10] []
416200 [8.01e-07, 1.14e-06, 5.91e-07, 1.21e-06, 8.52e-07, 7.83e-07, 5.78e-07, 8.80e-07, 8.54e-08, 3.31e-09, 1.25e-06, 1.80e-06, 1.45e-06, 1.68e-07, 1.05e-08, 5.90e-09, 4.61e-09, 6.25e-09, 6.33e-08, 0.00e+00, 4.18e-07, 8.41e-08] [8.01e-07, 1.14e-06, 5.91e-07, 1.21e-06, 8.52e-07, 7.83e-07, 5.78e-07, 8.80e-07, 8.54e-08, 3.31e-09, 1.25e-06, 1.80e-06, 1.45e-06, 1.68e-07, 1.05e-08, 5.90e-09, 4.61e-09, 6.25e-09, 6.33e-08, 0.00e+00, 4.18e-07, 8.41e-08] []
416300 [6.80e-06, 2.42e-06, 1.85e-06, 1.93e-06, 1.61e-06, 2.05e-06, 9.69e-07, 1.48e-05, 2.60e-04, 6.29e-06, 2.25e-05, 4.83e-05, 2.04e-04, 4.36e-04, 5.38e-06, 1.46e-06, 3.21e-06, 7.30e-07, 3.10e-06, 0.00e+00, 1.81e-05, 4.45e-05] [6.80e-06, 2.42e-06, 1.85e-06, 1.93e-06, 1.61e-06, 2.05e-06, 9.69e-07, 1.48e-05, 2.60e-04, 6.29e-06, 2.25e-05, 4.83e-05, 2.04e-04, 4.36e-04, 5.38e-06, 1.46e-06, 3.21e-06, 7.30e-07, 3.10e-06, 0.00e+00, 1.81e-05, 4.45e-05] []
416400 [9.12e-07, 9.53e-07, 5.94e-07, 1.25e-06, 8.11e-07, 6.85e-07, 6.65e-07, 8.57e-08, 9.46e-09, 3.36e-07, 1.66e-06, 3.33e-06, 5.53e-06, 1.62e-05, 2.05e-07, 1.10e-07, 1.17e-07, 1.16e-07, 1.74e-08, 0.00e+00, 1.06e-07, 2.87e-09] [9.12e-07, 9.53e-07, 5.94e-07, 1.25e-06, 8.11e-07, 6.85e-07, 6.65e-07, 8.57e-08, 9.46e-09, 3.36e-07, 1.66e-06, 3.33e-06, 5.53e-06, 1.62e-05, 2.05e-07, 1.10e-07, 1.17e-07, 1.16e-07, 1.74e-08, 0.00e+00, 1.06e-07, 2.87e-09] []
416500 [7.52e-07, 1.11e-06, 5.42e-07, 1.24e-06, 7.75e-07, 7.73e-07, 5.88e-07, 5.80e-09, 1.54e-10, 2.14e-08, 1.12e-06, 1.67e-06, 1.40e-06, 2.89e-07, 4.73e-10, 1.42e-10, 1.01e-09, 2.03e-09, 4.60e-10, 0.00e+00, 1.34e-08, 9.24e-10] [7.52e-07, 1.11e-06, 5.42e-07, 1.24e-06, 7.75e-07, 7.73e-07, 5.88e-07, 5.80e-09, 1.54e-10, 2.14e-08, 1.12e-06, 1.67e-06, 1.40e-06, 2.89e-07, 4.73e-10, 1.42e-10, 1.01e-09, 2.03e-09, 4.60e-10, 0.00e+00, 1.34e-08, 9.24e-10] []
416600 [9.83e-06, 3.41e-06, 1.26e-06, 4.75e-06, 1.56e-06, 2.23e-06, 1.17e-06, 6.42e-06, 1.00e-07, 5.03e-06, 2.10e-05, 1.02e-04, 4.79e-04, 8.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-05, 1.24e-07] [9.83e-06, 3.41e-06, 1.26e-06, 4.75e-06, 1.56e-06, 2.23e-06, 1.17e-06, 6.42e-06, 1.00e-07, 5.03e-06, 2.10e-05, 1.02e-04, 4.79e-04, 8.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-05, 1.24e-07] []
416700 [5.88e-07, 9.61e-07, 5.94e-07, 1.27e-06, 7.47e-07, 6.87e-07, 5.76e-07, 1.36e-08, 6.45e-10, 9.16e-11, 9.55e-07, 1.20e-06, 1.03e-06, 5.59e-08, 5.62e-09, 4.25e-09, 8.08e-09, 5.73e-09, 9.08e-11, 3.64e-11, 4.44e-08, 2.09e-10] [5.88e-07, 9.61e-07, 5.94e-07, 1.27e-06, 7.47e-07, 6.87e-07, 5.76e-07, 1.36e-08, 6.45e-10, 9.16e-11, 9.55e-07, 1.20e-06, 1.03e-06, 5.59e-08, 5.62e-09, 4.25e-09, 8.08e-09, 5.73e-09, 9.08e-11, 3.64e-11, 4.44e-08, 2.09e-10] []
416800 [9.73e-07, 1.25e-06, 5.47e-07, 1.14e-06, 9.24e-07, 9.13e-07, 6.21e-07, 1.81e-06, 1.04e-08, 2.26e-07, 1.97e-06, 4.17e-06, 2.17e-06, 6.96e-06, 0.00e+00, 1.18e-09, 0.00e+00, 2.88e-09, 0.00e+00, 0.00e+00, 1.83e-06, 1.47e-08] [9.73e-07, 1.25e-06, 5.47e-07, 1.14e-06, 9.24e-07, 9.13e-07, 6.21e-07, 1.81e-06, 1.04e-08, 2.26e-07, 1.97e-06, 4.17e-06, 2.17e-06, 6.96e-06, 0.00e+00, 1.18e-09, 0.00e+00, 2.88e-09, 0.00e+00, 0.00e+00, 1.83e-06, 1.47e-08] []
416900 [6.73e-06, 2.23e-06, 8.93e-07, 3.00e-06, 9.14e-07, 1.31e-06, 7.69e-07, 1.00e-04, 1.85e-04, 1.74e-06, 6.87e-05, 7.89e-05, 2.72e-04, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-04, 2.82e-04] [6.73e-06, 2.23e-06, 8.93e-07, 3.00e-06, 9.14e-07, 1.31e-06, 7.69e-07, 1.00e-04, 1.85e-04, 1.74e-06, 6.87e-05, 7.89e-05, 2.72e-04, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-04, 2.82e-04] []
417000 [6.48e-07, 1.04e-06, 5.62e-07, 1.24e-06, 7.59e-07, 7.24e-07, 6.03e-07, 7.78e-12, 2.81e-08, 5.10e-10, 9.89e-07, 1.43e-06, 1.33e-06, 1.12e-07, 8.29e-10, 8.72e-11, 2.11e-09, 1.18e-09, 4.34e-10, 1.53e-10, 1.12e-08, 1.80e-09] [6.48e-07, 1.04e-06, 5.62e-07, 1.24e-06, 7.59e-07, 7.24e-07, 6.03e-07, 7.78e-12, 2.81e-08, 5.10e-10, 9.89e-07, 1.43e-06, 1.33e-06, 1.12e-07, 8.29e-10, 8.72e-11, 2.11e-09, 1.18e-09, 4.34e-10, 1.53e-10, 1.12e-08, 1.80e-09] []
417100 [3.35e-06, 1.90e-06, 8.45e-07, 1.55e-06, 1.25e-06, 1.12e-06, 8.32e-07, 4.12e-06, 1.60e-09, 3.83e-06, 4.62e-06, 2.53e-05, 2.26e-05, 9.53e-05, 2.38e-06, 1.53e-06, 5.66e-07, 4.98e-07, 1.06e-06, 1.17e-11, 6.60e-06, 1.37e-10] [3.35e-06, 1.90e-06, 8.45e-07, 1.55e-06, 1.25e-06, 1.12e-06, 8.32e-07, 4.12e-06, 1.60e-09, 3.83e-06, 4.62e-06, 2.53e-05, 2.26e-05, 9.53e-05, 2.38e-06, 1.53e-06, 5.66e-07, 4.98e-07, 1.06e-06, 1.17e-11, 6.60e-06, 1.37e-10] []
417200 [5.71e-07, 9.37e-07, 6.00e-07, 1.29e-06, 7.30e-07, 6.76e-07, 5.78e-07, 5.28e-08, 2.54e-11, 3.94e-09, 9.34e-07, 1.17e-06, 1.06e-06, 4.32e-07, 2.02e-08, 1.10e-08, 1.50e-08, 1.17e-08, 7.51e-10, 1.67e-11, 1.38e-08, 1.40e-10] [5.71e-07, 9.37e-07, 6.00e-07, 1.29e-06, 7.30e-07, 6.76e-07, 5.78e-07, 5.28e-08, 2.54e-11, 3.94e-09, 9.34e-07, 1.17e-06, 1.06e-06, 4.32e-07, 2.02e-08, 1.10e-08, 1.50e-08, 1.17e-08, 7.51e-10, 1.67e-11, 1.38e-08, 1.40e-10] []
417300 [8.40e-07, 1.14e-06, 5.94e-07, 1.28e-06, 7.90e-07, 7.77e-07, 5.53e-07, 7.32e-08, 3.32e-10, 2.32e-08, 1.47e-06, 2.72e-06, 5.24e-06, 2.09e-06, 1.60e-10, 3.52e-11, 0.00e+00, 1.70e-09, 1.49e-09, 1.25e-11, 1.65e-08, 9.63e-11] [8.40e-07, 1.14e-06, 5.94e-07, 1.28e-06, 7.90e-07, 7.77e-07, 5.53e-07, 7.32e-08, 3.32e-10, 2.32e-08, 1.47e-06, 2.72e-06, 5.24e-06, 2.09e-06, 1.60e-10, 3.52e-11, 0.00e+00, 1.70e-09, 1.49e-09, 1.25e-11, 1.65e-08, 9.63e-11] []
417400 [2.09e-05, 4.48e-06, 1.87e-06, 4.43e-06, 3.07e-06, 2.96e-06, 9.20e-07, 3.06e-08, 2.06e-06, 2.63e-05, 5.20e-05, 1.95e-04, 4.10e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 9.73e-07, 2.38e-06] [2.09e-05, 4.48e-06, 1.87e-06, 4.43e-06, 3.07e-06, 2.96e-06, 9.20e-07, 3.06e-08, 2.06e-06, 2.63e-05, 5.20e-05, 1.95e-04, 4.10e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.89e-07, 9.73e-07, 2.38e-06] []
417500 [6.12e-07, 1.01e-06, 6.26e-07, 1.27e-06, 7.48e-07, 7.02e-07, 5.57e-07, 7.30e-08, 5.80e-06, 3.82e-09, 9.43e-07, 1.31e-06, 1.14e-06, 7.75e-08, 2.32e-09, 8.77e-10, 4.25e-09, 1.29e-09, 1.19e-09, 1.01e-06, 1.72e-08, 4.67e-06] [6.12e-07, 1.01e-06, 6.26e-07, 1.27e-06, 7.48e-07, 7.02e-07, 5.57e-07, 7.30e-08, 5.80e-06, 3.82e-09, 9.43e-07, 1.31e-06, 1.14e-06, 7.75e-08, 2.32e-09, 8.77e-10, 4.25e-09, 1.29e-09, 1.19e-09, 1.01e-06, 1.72e-08, 4.67e-06] []
417600 [8.76e-07, 1.06e-06, 5.76e-07, 1.19e-06, 7.80e-07, 7.40e-07, 6.22e-07, 2.41e-07, 6.16e-08, 3.27e-08, 1.33e-06, 2.32e-06, 1.48e-06, 2.81e-06, 8.79e-09, 1.98e-08, 1.41e-08, 7.55e-09, 5.58e-09, 0.00e+00, 3.49e-08, 2.63e-08] [8.76e-07, 1.06e-06, 5.76e-07, 1.19e-06, 7.80e-07, 7.40e-07, 6.22e-07, 2.41e-07, 6.16e-08, 3.27e-08, 1.33e-06, 2.32e-06, 1.48e-06, 2.81e-06, 8.79e-09, 1.98e-08, 1.41e-08, 7.55e-09, 5.58e-09, 0.00e+00, 3.49e-08, 2.63e-08] []
417700 [2.79e-06, 1.81e-06, 9.54e-07, 1.53e-06, 1.20e-06, 1.10e-06, 9.26e-07, 1.10e-05, 4.31e-08, 3.64e-06, 3.49e-06, 3.62e-05, 9.05e-06, 6.72e-05, 1.71e-06, 1.96e-06, 3.16e-07, 3.06e-07, 9.04e-07, 6.60e-09, 5.70e-06, 4.18e-08] [2.79e-06, 1.81e-06, 9.54e-07, 1.53e-06, 1.20e-06, 1.10e-06, 9.26e-07, 1.10e-05, 4.31e-08, 3.64e-06, 3.49e-06, 3.62e-05, 9.05e-06, 6.72e-05, 1.71e-06, 1.96e-06, 3.16e-07, 3.06e-07, 9.04e-07, 6.60e-09, 5.70e-06, 4.18e-08] []
417800 [6.00e-07, 9.35e-07, 6.03e-07, 1.28e-06, 7.33e-07, 6.68e-07, 5.65e-07, 3.80e-08, 3.24e-10, 3.58e-08, 9.65e-07, 1.33e-06, 1.22e-06, 1.41e-06, 4.17e-08, 2.20e-08, 2.47e-08, 2.11e-08, 1.60e-08, 0.00e+00, 9.66e-08, 2.88e-10] [6.00e-07, 9.35e-07, 6.03e-07, 1.28e-06, 7.33e-07, 6.68e-07, 5.65e-07, 3.80e-08, 3.24e-10, 3.58e-08, 9.65e-07, 1.33e-06, 1.22e-06, 1.41e-06, 4.17e-08, 2.20e-08, 2.47e-08, 2.11e-08, 1.60e-08, 0.00e+00, 9.66e-08, 2.88e-10] []
417900 [8.12e-07, 1.17e-06, 5.65e-07, 1.18e-06, 8.32e-07, 8.03e-07, 5.69e-07, 3.19e-07, 2.24e-08, 3.11e-09, 1.25e-06, 1.66e-06, 1.42e-06, 1.59e-07, 2.45e-09, 8.97e-10, 8.06e-09, 9.84e-09, 5.82e-08, 0.00e+00, 3.87e-07, 2.46e-08] [8.12e-07, 1.17e-06, 5.65e-07, 1.18e-06, 8.32e-07, 8.03e-07, 5.69e-07, 3.19e-07, 2.24e-08, 3.11e-09, 1.25e-06, 1.66e-06, 1.42e-06, 1.59e-07, 2.45e-09, 8.97e-10, 8.06e-09, 9.84e-09, 5.82e-08, 0.00e+00, 3.87e-07, 2.46e-08] []
418000 [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05] [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.688220 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
418000 [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05] [1.41e-05, 6.51e-06, 3.21e-06, 4.12e-06, 3.45e-06, 3.27e-06, 1.57e-06, 7.06e-07, 5.14e-06, 2.35e-05, 2.94e-05, 1.15e-04, 2.47e-04, 8.32e-04, 2.41e-05, 8.59e-06, 3.69e-06, 2.96e-06, 2.49e-07, 5.88e-06, 1.65e-06, 2.48e-05] []
418100 [5.87e-07, 9.64e-07, 5.62e-07, 1.25e-06, 7.25e-07, 6.89e-07, 5.88e-07, 4.78e-08, 9.44e-10, 1.82e-09, 9.12e-07, 1.20e-06, 1.04e-06, 1.45e-07, 9.47e-09, 6.10e-09, 8.94e-09, 5.99e-09, 1.01e-09, 1.08e-11, 1.56e-08, 1.76e-10] [5.87e-07, 9.64e-07, 5.62e-07, 1.25e-06, 7.25e-07, 6.89e-07, 5.88e-07, 4.78e-08, 9.44e-10, 1.82e-09, 9.12e-07, 1.20e-06, 1.04e-06, 1.45e-07, 9.47e-09, 6.10e-09, 8.94e-09, 5.99e-09, 1.01e-09, 1.08e-11, 1.56e-08, 1.76e-10] []
418200 [1.06e-06, 1.13e-06, 5.30e-07, 1.12e-06, 9.55e-07, 8.14e-07, 6.70e-07, 2.05e-06, 7.10e-11, 1.09e-07, 1.59e-06, 3.11e-06, 6.90e-06, 6.88e-06, 3.12e-08, 2.23e-08, 6.54e-08, 8.66e-08, 0.00e+00, 0.00e+00, 1.04e-06, 4.64e-10] [1.06e-06, 1.13e-06, 5.30e-07, 1.12e-06, 9.55e-07, 8.14e-07, 6.70e-07, 2.05e-06, 7.10e-11, 1.09e-07, 1.59e-06, 3.11e-06, 6.90e-06, 6.88e-06, 3.12e-08, 2.23e-08, 6.54e-08, 8.66e-08, 0.00e+00, 0.00e+00, 1.04e-06, 4.64e-10] []
418300 [3.45e-05, 1.07e-05, 3.93e-06, 7.24e-06, 2.80e-06, 5.89e-06, 1.56e-06, 7.01e-05, 2.31e-07, 2.81e-05, 7.43e-05, 3.15e-04, 5.39e-04, 1.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-04, 5.24e-07] [3.45e-05, 1.07e-05, 3.93e-06, 7.24e-06, 2.80e-06, 5.89e-06, 1.56e-06, 7.01e-05, 2.31e-07, 2.81e-05, 7.43e-05, 3.15e-04, 5.39e-04, 1.78e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-04, 5.24e-07] []
418400 [6.59e-07, 9.96e-07, 5.73e-07, 1.21e-06, 7.61e-07, 7.07e-07, 5.55e-07, 5.48e-09, 6.32e-10, 2.62e-09, 1.08e-06, 1.36e-06, 1.30e-06, 4.71e-07, 1.88e-08, 7.94e-09, 9.60e-09, 8.81e-09, 1.07e-12, 7.24e-11, 5.76e-08, 4.38e-10] [6.59e-07, 9.96e-07, 5.73e-07, 1.21e-06, 7.61e-07, 7.07e-07, 5.55e-07, 5.48e-09, 6.32e-10, 2.62e-09, 1.08e-06, 1.36e-06, 1.30e-06, 4.71e-07, 1.88e-08, 7.94e-09, 9.60e-09, 8.81e-09, 1.07e-12, 7.24e-11, 5.76e-08, 4.38e-10] []
418500 [5.01e-06, 3.23e-06, 1.20e-06, 1.59e-06, 1.82e-06, 1.38e-06, 1.03e-06, 4.57e-06, 2.97e-07, 3.55e-06, 8.27e-05, 2.39e-05, 6.64e-05, 7.67e-05, 5.45e-07, 5.02e-07, 5.52e-08, 1.52e-07, 2.49e-08, 0.00e+00, 2.21e-06, 1.16e-06] [5.01e-06, 3.23e-06, 1.20e-06, 1.59e-06, 1.82e-06, 1.38e-06, 1.03e-06, 4.57e-06, 2.97e-07, 3.55e-06, 8.27e-05, 2.39e-05, 6.64e-05, 7.67e-05, 5.45e-07, 5.02e-07, 5.52e-08, 1.52e-07, 2.49e-08, 0.00e+00, 2.21e-06, 1.16e-06] []
418600 [6.28e-07, 1.03e-06, 6.54e-07, 1.29e-06, 7.91e-07, 7.00e-07, 5.54e-07, 4.89e-10, 1.84e-09, 1.58e-10, 9.84e-07, 1.24e-06, 1.04e-06, 2.07e-08, 6.66e-09, 3.50e-09, 7.33e-09, 5.59e-09, 1.95e-09, 1.52e-10, 2.10e-08, 9.46e-10] [6.28e-07, 1.03e-06, 6.54e-07, 1.29e-06, 7.91e-07, 7.00e-07, 5.54e-07, 4.89e-10, 1.84e-09, 1.58e-10, 9.84e-07, 1.24e-06, 1.04e-06, 2.07e-08, 6.66e-09, 3.50e-09, 7.33e-09, 5.59e-09, 1.95e-09, 1.52e-10, 2.10e-08, 9.46e-10] []
418700 [1.43e-05, 3.06e-06, 2.13e-06, 2.74e-06, 1.98e-06, 1.83e-06, 1.22e-06, 1.51e-04, 1.09e-04, 1.39e-05, 4.02e-05, 1.15e-04, 2.47e-04, 7.69e-04, 1.31e-05, 1.02e-05, 7.33e-06, 5.90e-06, 3.67e-05, 0.00e+00, 1.83e-04, 1.22e-04] [1.43e-05, 3.06e-06, 2.13e-06, 2.74e-06, 1.98e-06, 1.83e-06, 1.22e-06, 1.51e-04, 1.09e-04, 1.39e-05, 4.02e-05, 1.15e-04, 2.47e-04, 7.69e-04, 1.31e-05, 1.02e-05, 7.33e-06, 5.90e-06, 3.67e-05, 0.00e+00, 1.83e-04, 1.22e-04] []
418800 [6.70e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.46e-07, 7.09e-07, 5.93e-07, 2.69e-10, 2.81e-09, 1.34e-08, 1.00e-06, 1.36e-06, 1.20e-06, 5.78e-07, 2.22e-08, 6.38e-09, 1.06e-08, 1.39e-08, 1.39e-10, 2.51e-09, 9.53e-09, 1.67e-08] [6.70e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.46e-07, 7.09e-07, 5.93e-07, 2.69e-10, 2.81e-09, 1.34e-08, 1.00e-06, 1.36e-06, 1.20e-06, 5.78e-07, 2.22e-08, 6.38e-09, 1.06e-08, 1.39e-08, 1.39e-10, 2.51e-09, 9.53e-09, 1.67e-08] []
418900 [4.00e-06, 2.35e-06, 9.57e-07, 1.98e-06, 1.44e-06, 1.57e-06, 6.59e-07, 3.13e-05, 1.56e-08, 3.20e-06, 4.16e-06, 3.68e-05, 9.59e-05, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-05, 1.94e-08] [4.00e-06, 2.35e-06, 9.57e-07, 1.98e-06, 1.44e-06, 1.57e-06, 6.59e-07, 3.13e-05, 1.56e-08, 3.20e-06, 4.16e-06, 3.68e-05, 9.59e-05, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.01e-05, 1.94e-08] []
419000 [5.96e-07, 9.85e-07, 5.72e-07, 1.26e-06, 7.21e-07, 6.91e-07, 5.60e-07, 1.51e-08, 1.23e-10, 2.33e-09, 9.36e-07, 1.19e-06, 9.84e-07, 4.23e-08, 3.26e-09, 1.30e-09, 4.63e-09, 1.74e-09, 5.34e-09, 0.00e+00, 3.80e-08, 4.19e-10] [5.96e-07, 9.85e-07, 5.72e-07, 1.26e-06, 7.21e-07, 6.91e-07, 5.60e-07, 1.51e-08, 1.23e-10, 2.33e-09, 9.36e-07, 1.19e-06, 9.84e-07, 4.23e-08, 3.26e-09, 1.30e-09, 4.63e-09, 1.74e-09, 5.34e-09, 0.00e+00, 3.80e-08, 4.19e-10] []
419100 [1.04e-06, 1.21e-06, 5.61e-07, 1.25e-06, 8.23e-07, 8.43e-07, 5.83e-07, 1.70e-08, 4.28e-08, 2.05e-07, 1.63e-06, 2.71e-06, 3.73e-06, 7.21e-06, 0.00e+00, 4.74e-09, 0.00e+00, 2.24e-09, 9.25e-11, 4.44e-09, 6.09e-07, 2.87e-08] [1.04e-06, 1.21e-06, 5.61e-07, 1.25e-06, 8.23e-07, 8.43e-07, 5.83e-07, 1.70e-08, 4.28e-08, 2.05e-07, 1.63e-06, 2.71e-06, 3.73e-06, 7.21e-06, 0.00e+00, 4.74e-09, 0.00e+00, 2.24e-09, 9.25e-11, 4.44e-09, 6.09e-07, 2.87e-08] []
419200 [3.49e-05, 8.07e-06, 4.00e-06, 5.95e-06, 4.14e-06, 5.22e-06, 3.38e-06, 1.95e-05, 4.37e-06, 5.79e-05, 1.11e-04, 3.35e-04, 6.39e-04, 2.62e-03, 3.75e-05, 2.84e-05, 1.53e-05, 6.55e-06, 5.26e-06, 8.80e-07, 2.94e-05, 4.08e-06] [3.49e-05, 8.07e-06, 4.00e-06, 5.95e-06, 4.14e-06, 5.22e-06, 3.38e-06, 1.95e-05, 4.37e-06, 5.79e-05, 1.11e-04, 3.35e-04, 6.39e-04, 2.62e-03, 3.75e-05, 2.84e-05, 1.53e-05, 6.55e-06, 5.26e-06, 8.80e-07, 2.94e-05, 4.08e-06] []
419300 [6.53e-07, 1.02e-06, 5.78e-07, 1.23e-06, 7.54e-07, 7.14e-07, 5.47e-07, 1.24e-07, 7.59e-10, 1.31e-12, 1.01e-06, 1.30e-06, 1.07e-06, 5.49e-08, 8.69e-09, 3.60e-09, 6.78e-09, 4.28e-09, 2.75e-08, 4.91e-11, 1.69e-07, 3.00e-10] [6.53e-07, 1.02e-06, 5.78e-07, 1.23e-06, 7.54e-07, 7.14e-07, 5.47e-07, 1.24e-07, 7.59e-10, 1.31e-12, 1.01e-06, 1.30e-06, 1.07e-06, 5.49e-08, 8.69e-09, 3.60e-09, 6.78e-09, 4.28e-09, 2.75e-08, 4.91e-11, 1.69e-07, 3.00e-10] []
419400 [1.24e-06, 1.54e-06, 5.61e-07, 1.65e-06, 6.63e-07, 1.01e-06, 6.19e-07, 1.35e-06, 1.31e-06, 5.25e-07, 2.58e-06, 7.68e-06, 1.31e-05, 2.53e-05, 0.00e+00, 3.20e-10, 0.00e+00, 0.00e+00, 3.58e-07, 0.00e+00, 2.37e-06, 9.98e-07] [1.24e-06, 1.54e-06, 5.61e-07, 1.65e-06, 6.63e-07, 1.01e-06, 6.19e-07, 1.35e-06, 1.31e-06, 5.25e-07, 2.58e-06, 7.68e-06, 1.31e-05, 2.53e-05, 0.00e+00, 3.20e-10, 0.00e+00, 0.00e+00, 3.58e-07, 0.00e+00, 2.37e-06, 9.98e-07] []
419500 [1.26e-05, 3.29e-06, 1.43e-06, 3.05e-06, 2.58e-06, 2.20e-06, 7.67e-07, 1.52e-06, 4.03e-08, 2.34e-05, 3.18e-05, 1.19e-04, 2.42e-04, 8.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-07, 0.00e+00, 7.99e-07, 2.71e-08] [1.26e-05, 3.29e-06, 1.43e-06, 3.05e-06, 2.58e-06, 2.20e-06, 7.67e-07, 1.52e-06, 4.03e-08, 2.34e-05, 3.18e-05, 1.19e-04, 2.42e-04, 8.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-07, 0.00e+00, 7.99e-07, 2.71e-08] []
419600 [5.88e-07, 9.74e-07, 5.64e-07, 1.23e-06, 7.19e-07, 6.91e-07, 5.54e-07, 1.03e-08, 1.64e-11, 4.34e-09, 9.24e-07, 1.23e-06, 1.01e-06, 7.24e-08, 1.86e-09, 1.37e-09, 4.52e-09, 1.34e-09, 5.60e-11, 0.00e+00, 7.69e-08, 2.63e-10] [5.88e-07, 9.74e-07, 5.64e-07, 1.23e-06, 7.19e-07, 6.91e-07, 5.54e-07, 1.03e-08, 1.64e-11, 4.34e-09, 9.24e-07, 1.23e-06, 1.01e-06, 7.24e-08, 1.86e-09, 1.37e-09, 4.52e-09, 1.34e-09, 5.60e-11, 0.00e+00, 7.69e-08, 2.63e-10] []
419700 [1.52e-06, 2.17e-06, 1.65e-06, 3.63e-06, 1.55e-06, 1.21e-06, 1.60e-06, 2.15e-05, 5.00e-07, 6.25e-06, 1.17e-05, 1.39e-04, 2.61e-04, 2.00e-05, 6.67e-06, 4.55e-06, 4.38e-08, 3.08e-10, 1.37e-07, 2.72e-09, 2.51e-07, 8.94e-08] [1.52e-06, 2.17e-06, 1.65e-06, 3.63e-06, 1.55e-06, 1.21e-06, 1.60e-06, 2.15e-05, 5.00e-07, 6.25e-06, 1.17e-05, 1.39e-04, 2.61e-04, 2.00e-05, 6.67e-06, 4.55e-06, 4.38e-08, 3.08e-10, 1.37e-07, 2.72e-09, 2.51e-07, 8.94e-08] []
419800 [4.90e-07, 1.06e-06, 8.72e-07, 1.45e-06, 9.61e-07, 6.40e-07, 5.76e-07, 3.59e-11, 9.25e-10, 1.97e-10, 8.90e-07, 8.89e-07, 7.63e-07, 5.39e-09, 6.00e-09, 2.36e-09, 5.82e-09, 5.37e-09, 4.37e-11, 6.94e-12, 2.41e-08, 1.33e-10] [4.90e-07, 1.06e-06, 8.72e-07, 1.45e-06, 9.61e-07, 6.40e-07, 5.76e-07, 3.59e-11, 9.25e-10, 1.97e-10, 8.90e-07, 8.89e-07, 7.63e-07, 5.39e-09, 6.00e-09, 2.36e-09, 5.82e-09, 5.37e-09, 4.37e-11, 6.94e-12, 2.41e-08, 1.33e-10] []
419900 [1.41e-05, 6.45e-06, 1.59e-06, 7.09e-06, 2.33e-06, 4.18e-06, 1.01e-06, 1.00e-06, 3.45e-04, 1.46e-05, 3.83e-05, 2.05e-04, 2.57e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-09, 0.00e+00, 5.48e-08, 1.17e-04] [1.41e-05, 6.45e-06, 1.59e-06, 7.09e-06, 2.33e-06, 4.18e-06, 1.01e-06, 1.00e-06, 3.45e-04, 1.46e-05, 3.83e-05, 2.05e-04, 2.57e-04, 1.03e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.45e-09, 0.00e+00, 5.48e-08, 1.17e-04] []
420000 [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10] [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.289548 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
420000 [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10] [6.09e-07, 1.06e-06, 6.24e-07, 1.26e-06, 8.33e-07, 6.49e-07, 5.99e-07, 3.95e-08, 2.07e-09, 2.38e-11, 9.45e-07, 1.11e-06, 8.95e-07, 2.87e-08, 1.33e-08, 1.70e-09, 5.58e-09, 7.60e-09, 7.76e-09, 1.13e-11, 5.09e-08, 9.36e-10] []
420100 [5.65e-06, 3.30e-06, 1.45e-06, 1.55e-06, 1.21e-06, 1.34e-06, 8.80e-07, 2.12e-06, 1.84e-08, 1.76e-05, 1.64e-05, 3.73e-05, 7.16e-05, 3.00e-04, 2.36e-06, 1.57e-06, 1.50e-06, 1.79e-06, 5.23e-07, 2.84e-09, 3.34e-06, 1.88e-08] [5.65e-06, 3.30e-06, 1.45e-06, 1.55e-06, 1.21e-06, 1.34e-06, 8.80e-07, 2.12e-06, 1.84e-08, 1.76e-05, 1.64e-05, 3.73e-05, 7.16e-05, 3.00e-04, 2.36e-06, 1.57e-06, 1.50e-06, 1.79e-06, 5.23e-07, 2.84e-09, 3.34e-06, 1.88e-08] []
420200 [6.35e-07, 1.07e-06, 6.09e-07, 1.28e-06, 7.97e-07, 6.81e-07, 5.70e-07, 2.58e-08, 3.90e-10, 1.28e-10, 9.83e-07, 1.17e-06, 9.39e-07, 8.58e-09, 1.02e-08, 2.84e-09, 6.11e-09, 4.24e-09, 2.68e-09, 0.00e+00, 2.50e-08, 8.83e-10] [6.35e-07, 1.07e-06, 6.09e-07, 1.28e-06, 7.97e-07, 6.81e-07, 5.70e-07, 2.58e-08, 3.90e-10, 1.28e-10, 9.83e-07, 1.17e-06, 9.39e-07, 8.58e-09, 1.02e-08, 2.84e-09, 6.11e-09, 4.24e-09, 2.68e-09, 0.00e+00, 2.50e-08, 8.83e-10] []
420300 [1.96e-05, 8.11e-06, 5.17e-06, 5.57e-06, 4.25e-06, 4.55e-06, 3.38e-06, 1.62e-05, 1.53e-06, 3.99e-05, 4.56e-05, 2.39e-04, 3.52e-04, 1.60e-03, 2.07e-05, 2.47e-05, 9.95e-06, 1.40e-05, 0.00e+00, 0.00e+00, 2.55e-05, 1.71e-06] [1.96e-05, 8.11e-06, 5.17e-06, 5.57e-06, 4.25e-06, 4.55e-06, 3.38e-06, 1.62e-05, 1.53e-06, 3.99e-05, 4.56e-05, 2.39e-04, 3.52e-04, 1.60e-03, 2.07e-05, 2.47e-05, 9.95e-06, 1.40e-05, 0.00e+00, 0.00e+00, 2.55e-05, 1.71e-06] []
420400 [6.78e-07, 1.10e-06, 5.93e-07, 1.28e-06, 7.92e-07, 7.21e-07, 5.64e-07, 1.58e-09, 2.05e-12, 6.20e-09, 1.02e-06, 1.29e-06, 1.01e-06, 1.33e-07, 3.41e-09, 2.36e-10, 2.57e-09, 8.77e-10, 2.43e-09, 1.13e-14, 2.20e-08, 1.17e-10] [6.78e-07, 1.10e-06, 5.93e-07, 1.28e-06, 7.92e-07, 7.21e-07, 5.64e-07, 1.58e-09, 2.05e-12, 6.20e-09, 1.02e-06, 1.29e-06, 1.01e-06, 1.33e-07, 3.41e-09, 2.36e-10, 2.57e-09, 8.77e-10, 2.43e-09, 1.13e-14, 2.20e-08, 1.17e-10] []
420500 [2.46e-06, 2.30e-06, 2.12e-06, 3.56e-06, 1.09e-06, 1.80e-06, 1.16e-06, 1.48e-06, 2.69e-04, 5.54e-07, 6.45e-06, 8.73e-06, 1.86e-05, 4.81e-05, 7.36e-08, 2.49e-07, 7.76e-08, 1.40e-07, 1.15e-07, 0.00e+00, 7.82e-07, 1.54e-04] [2.46e-06, 2.30e-06, 2.12e-06, 3.56e-06, 1.09e-06, 1.80e-06, 1.16e-06, 1.48e-06, 2.69e-04, 5.54e-07, 6.45e-06, 8.73e-06, 1.86e-05, 4.81e-05, 7.36e-08, 2.49e-07, 7.76e-08, 1.40e-07, 1.15e-07, 0.00e+00, 7.82e-07, 1.54e-04] []
420600 [5.57e-07, 9.74e-07, 5.87e-07, 1.29e-06, 7.14e-07, 6.64e-07, 5.92e-07, 1.62e-07, 1.88e-06, 3.54e-08, 1.33e-06, 1.55e-06, 1.90e-06, 4.36e-07, 2.49e-09, 7.03e-10, 6.26e-09, 2.81e-09, 1.84e-13, 0.00e+00, 5.59e-08, 3.19e-06] [5.57e-07, 9.74e-07, 5.87e-07, 1.29e-06, 7.14e-07, 6.64e-07, 5.92e-07, 1.62e-07, 1.88e-06, 3.54e-08, 1.33e-06, 1.55e-06, 1.90e-06, 4.36e-07, 2.49e-09, 7.03e-10, 6.26e-09, 2.81e-09, 1.84e-13, 0.00e+00, 5.59e-08, 3.19e-06] []
420700 [1.21e-06, 1.36e-06, 5.90e-07, 1.40e-06, 7.68e-07, 8.78e-07, 5.95e-07, 8.68e-09, 4.58e-10, 2.62e-07, 1.87e-06, 3.90e-06, 7.54e-06, 1.49e-05, 0.00e+00, 2.03e-09, 0.00e+00, 2.77e-09, 1.37e-09, 2.50e-12, 1.50e-08, 1.26e-09] [1.21e-06, 1.36e-06, 5.90e-07, 1.40e-06, 7.68e-07, 8.78e-07, 5.95e-07, 8.68e-09, 4.58e-10, 2.62e-07, 1.87e-06, 3.90e-06, 7.54e-06, 1.49e-05, 0.00e+00, 2.03e-09, 0.00e+00, 2.77e-09, 1.37e-09, 2.50e-12, 1.50e-08, 1.26e-09] []
420800 [6.05e-07, 9.77e-07, 6.09e-07, 1.31e-06, 7.01e-07, 6.94e-07, 5.67e-07, 3.75e-07, 1.29e-09, 1.08e-07, 1.36e-06, 2.41e-06, 5.25e-06, 7.84e-06, 0.00e+00, 0.00e+00, 8.23e-10, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-07, 9.04e-10] [6.05e-07, 9.77e-07, 6.09e-07, 1.31e-06, 7.01e-07, 6.94e-07, 5.67e-07, 3.75e-07, 1.29e-09, 1.08e-07, 1.36e-06, 2.41e-06, 5.25e-06, 7.84e-06, 0.00e+00, 0.00e+00, 8.23e-10, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-07, 9.04e-10] []
420900 [7.91e-07, 1.15e-06, 5.46e-07, 1.23e-06, 8.00e-07, 7.93e-07, 5.75e-07, 8.13e-08, 3.13e-11, 8.09e-09, 1.15e-06, 1.59e-06, 1.35e-06, 2.81e-07, 0.00e+00, 0.00e+00, 1.51e-09, 2.79e-09, 6.72e-09, 4.20e-12, 4.40e-08, 9.42e-11] [7.91e-07, 1.15e-06, 5.46e-07, 1.23e-06, 8.00e-07, 7.93e-07, 5.75e-07, 8.13e-08, 3.13e-11, 8.09e-09, 1.15e-06, 1.59e-06, 1.35e-06, 2.81e-07, 0.00e+00, 0.00e+00, 1.51e-09, 2.79e-09, 6.72e-09, 4.20e-12, 4.40e-08, 9.42e-11] []
421000 [8.91e-06, 2.04e-06, 1.08e-06, 1.85e-06, 1.52e-06, 1.21e-06, 9.27e-07, 8.15e-05, 1.00e-07, 5.52e-06, 5.95e-05, 8.15e-05, 3.17e-04, 4.91e-04, 6.36e-06, 4.56e-06, 5.83e-06, 4.43e-06, 2.28e-05, 3.67e-08, 1.16e-04, 2.09e-07] [8.91e-06, 2.04e-06, 1.08e-06, 1.85e-06, 1.52e-06, 1.21e-06, 9.27e-07, 8.15e-05, 1.00e-07, 5.52e-06, 5.95e-05, 8.15e-05, 3.17e-04, 4.91e-04, 6.36e-06, 4.56e-06, 5.83e-06, 4.43e-06, 2.28e-05, 3.67e-08, 1.16e-04, 2.09e-07] []
421100 [6.60e-07, 1.05e-06, 5.66e-07, 1.22e-06, 7.60e-07, 7.35e-07, 5.56e-07, 8.24e-08, 2.36e-11, 1.40e-08, 1.01e-06, 1.46e-06, 1.45e-06, 6.85e-07, 0.00e+00, 0.00e+00, 9.17e-10, 3.41e-10, 0.00e+00, 0.00e+00, 1.62e-07, 2.52e-10] [6.60e-07, 1.05e-06, 5.66e-07, 1.22e-06, 7.60e-07, 7.35e-07, 5.56e-07, 8.24e-08, 2.36e-11, 1.40e-08, 1.01e-06, 1.46e-06, 1.45e-06, 6.85e-07, 0.00e+00, 0.00e+00, 9.17e-10, 3.41e-10, 0.00e+00, 0.00e+00, 1.62e-07, 2.52e-10] []
421200 [1.38e-06, 1.38e-06, 5.63e-07, 1.33e-06, 8.30e-07, 9.58e-07, 6.07e-07, 3.05e-08, 3.83e-10, 3.60e-07, 2.89e-06, 3.31e-06, 4.95e-06, 2.49e-06, 0.00e+00, 2.76e-09, 0.00e+00, 2.16e-09, 1.66e-10, 2.09e-12, 2.52e-07, 1.18e-08] [1.38e-06, 1.38e-06, 5.63e-07, 1.33e-06, 8.30e-07, 9.58e-07, 6.07e-07, 3.05e-08, 3.83e-10, 3.60e-07, 2.89e-06, 3.31e-06, 4.95e-06, 2.49e-06, 0.00e+00, 2.76e-09, 0.00e+00, 2.16e-09, 1.66e-10, 2.09e-12, 2.52e-07, 1.18e-08] []
421300 [9.99e-07, 9.42e-07, 9.69e-07, 1.30e-06, 1.04e-06, 6.84e-07, 6.10e-07, 1.05e-06, 5.15e-04, 4.01e-07, 2.59e-06, 4.72e-06, 1.44e-05, 2.72e-05, 2.62e-07, 1.80e-07, 2.14e-07, 1.96e-07, 1.60e-07, 0.00e+00, 1.09e-06, 7.09e-04] [9.99e-07, 9.42e-07, 9.69e-07, 1.30e-06, 1.04e-06, 6.84e-07, 6.10e-07, 1.05e-06, 5.15e-04, 4.01e-07, 2.59e-06, 4.72e-06, 1.44e-05, 2.72e-05, 2.62e-07, 1.80e-07, 2.14e-07, 1.96e-07, 1.60e-07, 0.00e+00, 1.09e-06, 7.09e-04] []
421400 [7.43e-07, 1.11e-06, 5.03e-07, 1.18e-06, 7.81e-07, 7.78e-07, 5.96e-07, 1.72e-07, 6.36e-08, 1.14e-08, 1.09e-06, 1.56e-06, 1.24e-06, 8.09e-08, 3.10e-10, 5.69e-11, 2.20e-09, 2.24e-09, 0.00e+00, 6.86e-10, 1.65e-07, 3.06e-09] [7.43e-07, 1.11e-06, 5.03e-07, 1.18e-06, 7.81e-07, 7.78e-07, 5.96e-07, 1.72e-07, 6.36e-08, 1.14e-08, 1.09e-06, 1.56e-06, 1.24e-06, 8.09e-08, 3.10e-10, 5.69e-11, 2.20e-09, 2.24e-09, 0.00e+00, 6.86e-10, 1.65e-07, 3.06e-09] []
421500 [7.47e-05, 1.58e-05, 7.07e-06, 1.22e-05, 1.04e-05, 9.69e-06, 7.45e-06, 4.08e-05, 8.62e-08, 1.28e-04, 2.44e-04, 8.37e-04, 1.11e-03, 5.58e-03, 9.34e-05, 8.31e-05, 3.35e-05, 1.91e-05, 1.21e-05, 4.30e-08, 6.37e-05, 2.46e-07] [7.47e-05, 1.58e-05, 7.07e-06, 1.22e-05, 1.04e-05, 9.69e-06, 7.45e-06, 4.08e-05, 8.62e-08, 1.28e-04, 2.44e-04, 8.37e-04, 1.11e-03, 5.58e-03, 9.34e-05, 8.31e-05, 3.35e-05, 1.91e-05, 1.21e-05, 4.30e-08, 6.37e-05, 2.46e-07] []
421600 [6.74e-07, 1.04e-06, 5.59e-07, 1.21e-06, 7.67e-07, 7.23e-07, 5.65e-07, 1.19e-07, 1.46e-10, 2.17e-09, 1.03e-06, 1.34e-06, 1.12e-06, 1.39e-07, 1.64e-08, 5.88e-09, 6.89e-09, 5.56e-09, 1.56e-08, 7.94e-13, 9.49e-08, 3.95e-10] [6.74e-07, 1.04e-06, 5.59e-07, 1.21e-06, 7.67e-07, 7.23e-07, 5.65e-07, 1.19e-07, 1.46e-10, 2.17e-09, 1.03e-06, 1.34e-06, 1.12e-06, 1.39e-07, 1.64e-08, 5.88e-09, 6.89e-09, 5.56e-09, 1.56e-08, 7.94e-13, 9.49e-08, 3.95e-10] []
421700 [8.27e-06, 3.62e-06, 1.26e-06, 5.21e-06, 1.55e-06, 2.41e-06, 1.43e-06, 5.08e-05, 2.46e-08, 3.90e-06, 2.24e-05, 9.68e-05, 5.50e-04, 8.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-05, 1.84e-08] [8.27e-06, 3.62e-06, 1.26e-06, 5.21e-06, 1.55e-06, 2.41e-06, 1.43e-06, 5.08e-05, 2.46e-08, 3.90e-06, 2.24e-05, 9.68e-05, 5.50e-04, 8.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.35e-05, 1.84e-08] []
421800 [5.95e-07, 9.76e-07, 5.61e-07, 1.21e-06, 7.53e-07, 6.94e-07, 5.55e-07, 3.51e-07, 1.75e-09, 2.93e-11, 9.38e-07, 1.25e-06, 1.06e-06, 1.89e-08, 3.92e-09, 2.81e-09, 5.80e-09, 4.11e-09, 0.00e+00, 1.31e-10, 2.25e-07, 8.06e-10] [5.95e-07, 9.76e-07, 5.61e-07, 1.21e-06, 7.53e-07, 6.94e-07, 5.55e-07, 3.51e-07, 1.75e-09, 2.93e-11, 9.38e-07, 1.25e-06, 1.06e-06, 1.89e-08, 3.92e-09, 2.81e-09, 5.80e-09, 4.11e-09, 0.00e+00, 1.31e-10, 2.25e-07, 8.06e-10] []
421900 [1.35e-06, 1.39e-06, 6.28e-07, 1.50e-06, 8.11e-07, 8.78e-07, 7.83e-07, 3.18e-06, 4.71e-08, 4.12e-09, 2.94e-06, 1.13e-05, 8.45e-06, 4.61e-06, 1.79e-09, 4.70e-08, 3.83e-08, 4.43e-08, 4.61e-07, 3.28e-08, 3.02e-06, 1.84e-07] [1.35e-06, 1.39e-06, 6.28e-07, 1.50e-06, 8.11e-07, 8.78e-07, 7.83e-07, 3.18e-06, 4.71e-08, 4.12e-09, 2.94e-06, 1.13e-05, 8.45e-06, 4.61e-06, 1.79e-09, 4.70e-08, 3.83e-08, 4.43e-08, 4.61e-07, 3.28e-08, 3.02e-06, 1.84e-07] []
422000 [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09] [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.650371 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
422000 [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09] [5.34e-07, 9.48e-07, 5.88e-07, 1.26e-06, 7.05e-07, 6.76e-07, 5.41e-07, 7.81e-08, 2.31e-09, 2.22e-08, 9.43e-07, 1.42e-06, 1.97e-06, 1.65e-06, 1.02e-10, 0.00e+00, 2.16e-09, 0.00e+00, 2.20e-10, 0.00e+00, 1.38e-08, 2.58e-09] []
422100 [8.22e-07, 1.06e-06, 5.84e-07, 1.19e-06, 8.19e-07, 7.42e-07, 5.57e-07, 6.80e-08, 4.31e-08, 3.95e-08, 1.31e-06, 2.38e-06, 1.38e-06, 2.10e-06, 4.25e-08, 1.69e-08, 1.12e-08, 2.29e-08, 2.98e-09, 0.00e+00, 2.43e-08, 5.14e-08] [8.22e-07, 1.06e-06, 5.84e-07, 1.19e-06, 8.19e-07, 7.42e-07, 5.57e-07, 6.80e-08, 4.31e-08, 3.95e-08, 1.31e-06, 2.38e-06, 1.38e-06, 2.10e-06, 4.25e-08, 1.69e-08, 1.12e-08, 2.29e-08, 2.98e-09, 0.00e+00, 2.43e-08, 5.14e-08] []
422200 [2.70e-06, 1.58e-06, 7.24e-07, 1.67e-06, 7.25e-07, 1.13e-06, 5.72e-07, 1.21e-05, 1.74e-06, 2.19e-06, 6.00e-06, 1.91e-05, 4.86e-05, 1.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.85e-05, 5.89e-06] [2.70e-06, 1.58e-06, 7.24e-07, 1.67e-06, 7.25e-07, 1.13e-06, 5.72e-07, 1.21e-05, 1.74e-06, 2.19e-06, 6.00e-06, 1.91e-05, 4.86e-05, 1.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.85e-05, 5.89e-06] []
422300 [1.02e-05, 3.19e-06, 1.27e-06, 3.04e-06, 2.03e-06, 2.12e-06, 8.00e-07, 6.75e-07, 2.75e-08, 1.29e-05, 2.02e-05, 1.02e-04, 2.97e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 1.22e-07, 4.77e-08] [1.02e-05, 3.19e-06, 1.27e-06, 3.04e-06, 2.03e-06, 2.12e-06, 8.00e-07, 6.75e-07, 2.75e-08, 1.29e-05, 2.02e-05, 1.02e-04, 2.97e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 1.22e-07, 4.77e-08] []
422400 [5.80e-07, 9.48e-07, 5.57e-07, 1.22e-06, 7.20e-07, 6.72e-07, 5.57e-07, 1.15e-07, 3.95e-10, 1.00e-09, 9.24e-07, 1.21e-06, 1.00e-06, 1.79e-07, 1.63e-08, 6.82e-09, 1.02e-08, 7.63e-09, 1.83e-09, 4.68e-12, 1.90e-08, 1.30e-10] [5.80e-07, 9.48e-07, 5.57e-07, 1.22e-06, 7.20e-07, 6.72e-07, 5.57e-07, 1.15e-07, 3.95e-10, 1.00e-09, 9.24e-07, 1.21e-06, 1.00e-06, 1.79e-07, 1.63e-08, 6.82e-09, 1.02e-08, 7.63e-09, 1.83e-09, 4.68e-12, 1.90e-08, 1.30e-10] []
422500 [9.86e-07, 1.14e-06, 5.62e-07, 1.17e-06, 8.57e-07, 7.79e-07, 5.63e-07, 7.94e-08, 4.01e-08, 2.99e-07, 2.01e-06, 2.52e-06, 1.69e-06, 2.14e-06, 8.48e-08, 2.67e-09, 1.28e-08, 1.28e-08, 3.41e-09, 4.48e-09, 2.65e-08, 2.90e-08] [9.86e-07, 1.14e-06, 5.62e-07, 1.17e-06, 8.57e-07, 7.79e-07, 5.63e-07, 7.94e-08, 4.01e-08, 2.99e-07, 2.01e-06, 2.52e-06, 1.69e-06, 2.14e-06, 8.48e-08, 2.67e-09, 1.28e-08, 1.28e-08, 3.41e-09, 4.48e-09, 2.65e-08, 2.90e-08] []
422600 [1.75e-06, 1.03e-06, 6.55e-07, 1.25e-06, 8.88e-07, 7.12e-07, 6.22e-07, 5.56e-06, 8.39e-08, 8.92e-07, 6.98e-06, 1.09e-05, 3.50e-05, 6.49e-05, 7.75e-07, 5.39e-07, 6.89e-07, 5.44e-07, 1.37e-06, 1.52e-08, 8.58e-06, 9.21e-08] [1.75e-06, 1.03e-06, 6.55e-07, 1.25e-06, 8.88e-07, 7.12e-07, 6.22e-07, 5.56e-06, 8.39e-08, 8.92e-07, 6.98e-06, 1.09e-05, 3.50e-05, 6.49e-05, 7.75e-07, 5.39e-07, 6.89e-07, 5.44e-07, 1.37e-06, 1.52e-08, 8.58e-06, 9.21e-08] []
422700 [7.32e-07, 1.07e-06, 5.51e-07, 1.19e-06, 7.84e-07, 7.30e-07, 5.58e-07, 1.11e-07, 4.24e-08, 1.05e-08, 1.14e-06, 1.50e-06, 1.26e-06, 8.15e-07, 1.73e-08, 1.42e-08, 1.05e-08, 1.52e-08, 1.43e-08, 0.00e+00, 8.68e-08, 4.66e-08] [7.32e-07, 1.07e-06, 5.51e-07, 1.19e-06, 7.84e-07, 7.30e-07, 5.58e-07, 1.11e-07, 4.24e-08, 1.05e-08, 1.14e-06, 1.50e-06, 1.26e-06, 8.15e-07, 1.73e-08, 1.42e-08, 1.05e-08, 1.52e-08, 1.43e-08, 0.00e+00, 8.68e-08, 4.66e-08] []
422800 [4.78e-06, 3.77e-06, 1.22e-06, 6.37e-06, 8.42e-07, 2.77e-06, 1.51e-06, 9.19e-06, 3.61e-06, 1.04e-05, 1.16e-05, 6.08e-05, 1.08e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-07, 1.79e-05, 2.93e-06] [4.78e-06, 3.77e-06, 1.22e-06, 6.37e-06, 8.42e-07, 2.77e-06, 1.51e-06, 9.19e-06, 3.61e-06, 1.04e-05, 1.16e-05, 6.08e-05, 1.08e-04, 2.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.09e-07, 1.79e-05, 2.93e-06] []
422900 [5.98e-07, 9.90e-07, 5.67e-07, 1.22e-06, 7.29e-07, 6.88e-07, 5.40e-07, 3.55e-09, 1.66e-09, 4.69e-09, 9.20e-07, 1.27e-06, 1.12e-06, 1.58e-07, 1.65e-09, 5.23e-10, 2.62e-09, 3.05e-10, 0.00e+00, 9.56e-11, 6.91e-08, 5.77e-10] [5.98e-07, 9.90e-07, 5.67e-07, 1.22e-06, 7.29e-07, 6.88e-07, 5.40e-07, 3.55e-09, 1.66e-09, 4.69e-09, 9.20e-07, 1.27e-06, 1.12e-06, 1.58e-07, 1.65e-09, 5.23e-10, 2.62e-09, 3.05e-10, 0.00e+00, 9.56e-11, 6.91e-08, 5.77e-10] []
423000 [1.23e-06, 1.24e-06, 5.72e-07, 1.31e-06, 8.24e-07, 8.01e-07, 6.12e-07, 7.55e-07, 1.35e-06, 6.65e-07, 1.85e-06, 5.94e-06, 1.00e-05, 3.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-12, 4.24e-08, 6.34e-10, 2.75e-07, 1.18e-08] [1.23e-06, 1.24e-06, 5.72e-07, 1.31e-06, 8.24e-07, 8.01e-07, 6.12e-07, 7.55e-07, 1.35e-06, 6.65e-07, 1.85e-06, 5.94e-06, 1.00e-05, 3.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-12, 4.24e-08, 6.34e-10, 2.75e-07, 1.18e-08] []
423100 [1.99e-06, 2.72e-06, 1.10e-06, 2.88e-06, 6.71e-07, 1.37e-06, 7.15e-07, 2.34e-05, 6.02e-10, 1.67e-06, 9.70e-06, 9.99e-06, 1.80e-05, 1.96e-06, 1.05e-07, 0.00e+00, 6.61e-07, 9.45e-08, 4.77e-06, 2.78e-09, 2.68e-05, 1.80e-08] [1.99e-06, 2.72e-06, 1.10e-06, 2.88e-06, 6.71e-07, 1.37e-06, 7.15e-07, 2.34e-05, 6.02e-10, 1.67e-06, 9.70e-06, 9.99e-06, 1.80e-05, 1.96e-06, 1.05e-07, 0.00e+00, 6.61e-07, 9.45e-08, 4.77e-06, 2.78e-09, 2.68e-05, 1.80e-08] []
423200 [5.73e-07, 9.76e-07, 5.50e-07, 1.22e-06, 7.11e-07, 6.79e-07, 5.54e-07, 3.13e-08, 5.97e-10, 3.62e-09, 9.01e-07, 1.21e-06, 1.05e-06, 8.83e-08, 2.26e-09, 5.60e-10, 3.68e-09, 1.14e-09, 2.20e-08, 0.00e+00, 1.33e-07, 5.46e-10] [5.73e-07, 9.76e-07, 5.50e-07, 1.22e-06, 7.11e-07, 6.79e-07, 5.54e-07, 3.13e-08, 5.97e-10, 3.62e-09, 9.01e-07, 1.21e-06, 1.05e-06, 8.83e-08, 2.26e-09, 5.60e-10, 3.68e-09, 1.14e-09, 2.20e-08, 0.00e+00, 1.33e-07, 5.46e-10] []
423300 [1.05e-06, 1.24e-06, 5.19e-07, 1.16e-06, 9.11e-07, 8.99e-07, 6.08e-07, 2.35e-06, 2.92e-09, 2.05e-07, 1.34e-06, 6.41e-06, 5.09e-06, 1.68e-05, 0.00e+00, 2.75e-10, 0.00e+00, 6.34e-10, 0.00e+00, 0.00e+00, 3.04e-06, 5.96e-09] [1.05e-06, 1.24e-06, 5.19e-07, 1.16e-06, 9.11e-07, 8.99e-07, 6.08e-07, 2.35e-06, 2.92e-09, 2.05e-07, 1.34e-06, 6.41e-06, 5.09e-06, 1.68e-05, 0.00e+00, 2.75e-10, 0.00e+00, 6.34e-10, 0.00e+00, 0.00e+00, 3.04e-06, 5.96e-09] []
423400 [7.52e-05, 1.52e-05, 6.95e-06, 1.16e-05, 1.04e-05, 9.13e-06, 6.65e-06, 1.23e-04, 3.91e-06, 1.11e-04, 2.02e-04, 8.19e-04, 1.00e-03, 4.96e-03, 9.67e-05, 9.11e-05, 3.53e-05, 2.50e-05, 3.54e-05, 8.69e-07, 1.74e-04, 4.00e-06] [7.52e-05, 1.52e-05, 6.95e-06, 1.16e-05, 1.04e-05, 9.13e-06, 6.65e-06, 1.23e-04, 3.91e-06, 1.11e-04, 2.02e-04, 8.19e-04, 1.00e-03, 4.96e-03, 9.67e-05, 9.11e-05, 3.53e-05, 2.50e-05, 3.54e-05, 8.69e-07, 1.74e-04, 4.00e-06] []
423500 [6.68e-07, 1.02e-06, 5.57e-07, 1.20e-06, 7.53e-07, 7.03e-07, 5.44e-07, 1.30e-09, 1.55e-12, 4.73e-09, 1.03e-06, 1.35e-06, 1.25e-06, 3.78e-07, 2.87e-08, 9.54e-09, 1.22e-08, 1.04e-08, 9.75e-09, 1.54e-12, 5.87e-08, 5.99e-11] [6.68e-07, 1.02e-06, 5.57e-07, 1.20e-06, 7.53e-07, 7.03e-07, 5.44e-07, 1.30e-09, 1.55e-12, 4.73e-09, 1.03e-06, 1.35e-06, 1.25e-06, 3.78e-07, 2.87e-08, 9.54e-09, 1.22e-08, 1.04e-08, 9.75e-09, 1.54e-12, 5.87e-08, 5.99e-11] []
423600 [1.06e-06, 1.20e-06, 6.09e-07, 1.33e-06, 6.91e-07, 7.84e-07, 5.95e-07, 3.18e-07, 5.95e-07, 3.19e-07, 2.10e-06, 5.65e-06, 1.62e-05, 1.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-09, 0.00e+00, 1.31e-07, 5.56e-09] [1.06e-06, 1.20e-06, 6.09e-07, 1.33e-06, 6.91e-07, 7.84e-07, 5.95e-07, 3.18e-07, 5.95e-07, 3.19e-07, 2.10e-06, 5.65e-06, 1.62e-05, 1.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-09, 0.00e+00, 1.31e-07, 5.56e-09] []
423700 [4.82e-06, 2.59e-06, 6.98e-07, 2.11e-06, 1.59e-06, 1.99e-06, 1.07e-06, 1.38e-05, 1.33e-08, 6.09e-06, 2.15e-05, 5.45e-05, 3.23e-05, 2.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 2.28e-08] [4.82e-06, 2.59e-06, 6.98e-07, 2.11e-06, 1.59e-06, 1.99e-06, 1.07e-06, 1.38e-05, 1.33e-08, 6.09e-06, 2.15e-05, 5.45e-05, 3.23e-05, 2.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.30e-06, 2.28e-08] []
423800 [5.54e-07, 9.45e-07, 5.51e-07, 1.22e-06, 7.04e-07, 6.66e-07, 5.55e-07, 4.35e-10, 2.32e-10, 4.27e-10, 8.85e-07, 1.13e-06, 9.53e-07, 3.97e-08, 7.97e-09, 4.38e-09, 8.15e-09, 4.06e-09, 5.37e-09, 0.00e+00, 3.62e-08, 5.62e-10] [5.54e-07, 9.45e-07, 5.51e-07, 1.22e-06, 7.04e-07, 6.66e-07, 5.55e-07, 4.35e-10, 2.32e-10, 4.27e-10, 8.85e-07, 1.13e-06, 9.53e-07, 3.97e-08, 7.97e-09, 4.38e-09, 8.15e-09, 4.06e-09, 5.37e-09, 0.00e+00, 3.62e-08, 5.62e-10] []
423900 [1.12e-06, 1.14e-06, 5.36e-07, 1.10e-06, 9.56e-07, 7.94e-07, 5.93e-07, 1.04e-06, 4.76e-10, 5.09e-07, 2.00e-06, 3.65e-06, 5.79e-06, 8.58e-06, 2.00e-07, 4.78e-08, 2.46e-08, 2.24e-08, 0.00e+00, 3.11e-10, 4.27e-07, 2.06e-09] [1.12e-06, 1.14e-06, 5.36e-07, 1.10e-06, 9.56e-07, 7.94e-07, 5.93e-07, 1.04e-06, 4.76e-10, 5.09e-07, 2.00e-06, 3.65e-06, 5.79e-06, 8.58e-06, 2.00e-07, 4.78e-08, 2.46e-08, 2.24e-08, 0.00e+00, 3.11e-10, 4.27e-07, 2.06e-09] []
424000 [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10] [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.325649 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
424000 [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10] [5.16e-07, 9.16e-07, 5.82e-07, 1.23e-06, 7.10e-07, 6.47e-07, 5.38e-07, 1.48e-07, 6.49e-11, 2.00e-09, 8.98e-07, 1.08e-06, 1.05e-06, 3.10e-07, 1.55e-08, 1.10e-08, 1.62e-08, 1.26e-08, 6.71e-09, 0.00e+00, 4.42e-08, 2.26e-10] []
424100 [9.16e-07, 1.12e-06, 5.86e-07, 1.17e-06, 8.30e-07, 7.58e-07, 5.47e-07, 6.37e-07, 7.64e-09, 1.13e-07, 1.38e-06, 2.58e-06, 2.11e-06, 4.36e-06, 6.23e-08, 2.29e-08, 3.28e-08, 4.55e-08, 7.65e-08, 9.95e-10, 5.15e-07, 6.74e-09] [9.16e-07, 1.12e-06, 5.86e-07, 1.17e-06, 8.30e-07, 7.58e-07, 5.47e-07, 6.37e-07, 7.64e-09, 1.13e-07, 1.38e-06, 2.58e-06, 2.11e-06, 4.36e-06, 6.23e-08, 2.29e-08, 3.28e-08, 4.55e-08, 7.65e-08, 9.95e-10, 5.15e-07, 6.74e-09] []
424200 [7.07e-06, 2.36e-06, 1.48e-06, 1.78e-06, 1.49e-06, 1.24e-06, 1.10e-06, 2.81e-06, 1.33e-05, 7.44e-06, 2.04e-05, 5.20e-05, 1.11e-04, 3.76e-04, 4.50e-06, 3.81e-06, 1.68e-06, 2.93e-06, 9.61e-07, 9.59e-07, 6.01e-06, 4.68e-06] [7.07e-06, 2.36e-06, 1.48e-06, 1.78e-06, 1.49e-06, 1.24e-06, 1.10e-06, 2.81e-06, 1.33e-05, 7.44e-06, 2.04e-05, 5.20e-05, 1.11e-04, 3.76e-04, 4.50e-06, 3.81e-06, 1.68e-06, 2.93e-06, 9.61e-07, 9.59e-07, 6.01e-06, 4.68e-06] []
424300 [2.07e-06, 1.89e-06, 6.77e-07, 1.21e-06, 1.04e-06, 1.12e-06, 8.02e-07, 1.15e-05, 7.73e-10, 3.67e-08, 5.36e-06, 1.06e-05, 4.85e-05, 3.30e-05, 5.74e-08, 3.61e-08, 1.75e-07, 3.85e-07, 0.00e+00, 5.77e-10, 8.67e-06, 3.83e-09] [2.07e-06, 1.89e-06, 6.77e-07, 1.21e-06, 1.04e-06, 1.12e-06, 8.02e-07, 1.15e-05, 7.73e-10, 3.67e-08, 5.36e-06, 1.06e-05, 4.85e-05, 3.30e-05, 5.74e-08, 3.61e-08, 1.75e-07, 3.85e-07, 0.00e+00, 5.77e-10, 8.67e-06, 3.83e-09] []
424400 [5.93e-07, 9.46e-07, 5.43e-07, 1.20e-06, 7.12e-07, 6.67e-07, 5.61e-07, 1.63e-08, 1.80e-11, 1.76e-08, 9.73e-07, 1.25e-06, 1.33e-06, 9.40e-07, 2.65e-08, 1.58e-08, 2.37e-08, 1.81e-08, 3.14e-08, 5.80e-11, 1.91e-07, 3.11e-10] [5.93e-07, 9.46e-07, 5.43e-07, 1.20e-06, 7.12e-07, 6.67e-07, 5.61e-07, 1.63e-08, 1.80e-11, 1.76e-08, 9.73e-07, 1.25e-06, 1.33e-06, 9.40e-07, 2.65e-08, 1.58e-08, 2.37e-08, 1.81e-08, 3.14e-08, 5.80e-11, 1.91e-07, 3.11e-10] []
424500 [8.92e-07, 1.19e-06, 5.15e-07, 1.14e-06, 8.41e-07, 8.34e-07, 5.82e-07, 1.54e-07, 1.27e-08, 1.27e-07, 1.45e-06, 3.79e-06, 1.91e-06, 6.60e-06, 0.00e+00, 0.00e+00, 2.57e-14, 9.87e-10, 0.00e+00, 1.83e-09, 1.18e-07, 1.23e-08] [8.92e-07, 1.19e-06, 5.15e-07, 1.14e-06, 8.41e-07, 8.34e-07, 5.82e-07, 1.54e-07, 1.27e-08, 1.27e-07, 1.45e-06, 3.79e-06, 1.91e-06, 6.60e-06, 0.00e+00, 0.00e+00, 2.57e-14, 9.87e-10, 0.00e+00, 1.83e-09, 1.18e-07, 1.23e-08] []
424600 [9.73e-06, 4.83e-06, 3.05e-06, 2.89e-06, 2.51e-06, 2.58e-06, 1.55e-06, 7.73e-07, 7.15e-06, 8.66e-06, 1.07e-05, 9.48e-05, 1.23e-04, 5.07e-04, 1.25e-05, 1.00e-05, 2.84e-06, 2.75e-06, 0.00e+00, 0.00e+00, 1.17e-07, 8.18e-06] [9.73e-06, 4.83e-06, 3.05e-06, 2.89e-06, 2.51e-06, 2.58e-06, 1.55e-06, 7.73e-07, 7.15e-06, 8.66e-06, 1.07e-05, 9.48e-05, 1.23e-04, 5.07e-04, 1.25e-05, 1.00e-05, 2.84e-06, 2.75e-06, 0.00e+00, 0.00e+00, 1.17e-07, 8.18e-06] []
424700 [5.90e-07, 9.81e-07, 5.60e-07, 1.22e-06, 7.14e-07, 6.83e-07, 5.35e-07, 1.19e-08, 1.07e-07, 1.05e-10, 9.12e-07, 1.20e-06, 9.88e-07, 5.36e-09, 6.50e-09, 3.69e-09, 6.79e-09, 3.23e-09, 4.59e-09, 1.37e-08, 3.30e-08, 8.37e-08] [5.90e-07, 9.81e-07, 5.60e-07, 1.22e-06, 7.14e-07, 6.83e-07, 5.35e-07, 1.19e-08, 1.07e-07, 1.05e-10, 9.12e-07, 1.20e-06, 9.88e-07, 5.36e-09, 6.50e-09, 3.69e-09, 6.79e-09, 3.23e-09, 4.59e-09, 1.37e-08, 3.30e-08, 8.37e-08] []
424800 [7.13e-07, 1.06e-06, 4.53e-07, 1.10e-06, 8.05e-07, 7.62e-07, 6.22e-07, 1.35e-07, 1.23e-07, 7.15e-08, 1.35e-06, 2.85e-06, 2.03e-06, 4.36e-07, 0.00e+00, 3.89e-10, 5.55e-10, 1.52e-09, 9.29e-09, 6.68e-10, 6.20e-08, 1.49e-08] [7.13e-07, 1.06e-06, 4.53e-07, 1.10e-06, 8.05e-07, 7.62e-07, 6.22e-07, 1.35e-07, 1.23e-07, 7.15e-08, 1.35e-06, 2.85e-06, 2.03e-06, 4.36e-07, 0.00e+00, 3.89e-10, 5.55e-10, 1.52e-09, 9.29e-09, 6.68e-10, 6.20e-08, 1.49e-08] []
424900 [1.93e-06, 1.50e-06, 5.53e-07, 1.47e-06, 1.06e-06, 1.10e-06, 6.82e-07, 1.66e-05, 6.86e-10, 1.17e-06, 1.68e-06, 1.68e-05, 1.67e-05, 5.45e-05, 0.00e+00, 3.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.10e-08] [1.93e-06, 1.50e-06, 5.53e-07, 1.47e-06, 1.06e-06, 1.10e-06, 6.82e-07, 1.66e-05, 6.86e-10, 1.17e-06, 1.68e-06, 1.68e-05, 1.67e-05, 5.45e-05, 0.00e+00, 3.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.56e-05, 1.10e-08] []
425000 [1.16e-05, 3.74e-06, 1.65e-06, 3.35e-06, 1.26e-06, 2.15e-06, 7.80e-07, 7.43e-05, 8.69e-08, 7.27e-06, 4.50e-05, 9.98e-05, 2.81e-04, 5.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-04, 2.31e-07] [1.16e-05, 3.74e-06, 1.65e-06, 3.35e-06, 1.26e-06, 2.15e-06, 7.80e-07, 7.43e-05, 8.69e-08, 7.27e-06, 4.50e-05, 9.98e-05, 2.81e-04, 5.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.55e-04, 2.31e-07] []
425100 [6.62e-07, 1.03e-06, 5.40e-07, 1.18e-06, 7.57e-07, 7.00e-07, 5.52e-07, 5.99e-08, 6.41e-14, 2.69e-09, 1.03e-06, 1.41e-06, 1.40e-06, 4.78e-07, 3.66e-08, 4.29e-09, 1.29e-08, 1.36e-08, 2.88e-08, 1.35e-12, 1.75e-07, 8.36e-11] [6.62e-07, 1.03e-06, 5.40e-07, 1.18e-06, 7.57e-07, 7.00e-07, 5.52e-07, 5.99e-08, 6.41e-14, 2.69e-09, 1.03e-06, 1.41e-06, 1.40e-06, 4.78e-07, 3.66e-08, 4.29e-09, 1.29e-08, 1.36e-08, 2.88e-08, 1.35e-12, 1.75e-07, 8.36e-11] []
425200 [3.51e-06, 2.02e-06, 9.67e-07, 1.56e-06, 1.16e-06, 1.11e-06, 8.51e-07, 2.05e-05, 5.20e-07, 1.71e-06, 4.93e-06, 5.03e-05, 1.54e-05, 1.03e-04, 3.40e-06, 2.11e-06, 4.43e-07, 2.65e-07, 2.88e-06, 6.27e-08, 1.70e-05, 3.39e-07] [3.51e-06, 2.02e-06, 9.67e-07, 1.56e-06, 1.16e-06, 1.11e-06, 8.51e-07, 2.05e-05, 5.20e-07, 1.71e-06, 4.93e-06, 5.03e-05, 1.54e-05, 1.03e-04, 3.40e-06, 2.11e-06, 4.43e-07, 2.65e-07, 2.88e-06, 6.27e-08, 1.70e-05, 3.39e-07] []
425300 [6.10e-07, 9.23e-07, 5.63e-07, 1.21e-06, 7.23e-07, 6.57e-07, 5.41e-07, 1.60e-08, 4.44e-07, 4.70e-08, 1.07e-06, 1.44e-06, 2.03e-06, 2.84e-06, 4.81e-08, 3.01e-08, 3.83e-08, 3.61e-08, 6.18e-09, 0.00e+00, 4.13e-08, 5.05e-07] [6.10e-07, 9.23e-07, 5.63e-07, 1.21e-06, 7.23e-07, 6.57e-07, 5.41e-07, 1.60e-08, 4.44e-07, 4.70e-08, 1.07e-06, 1.44e-06, 2.03e-06, 2.84e-06, 4.81e-08, 3.01e-08, 3.83e-08, 3.61e-08, 6.18e-09, 0.00e+00, 4.13e-08, 5.05e-07] []
425400 [9.00e-07, 1.20e-06, 4.57e-07, 1.09e-06, 8.86e-07, 8.59e-07, 6.24e-07, 4.52e-08, 1.74e-10, 1.16e-08, 1.48e-06, 3.17e-06, 2.01e-06, 9.02e-07, 0.00e+00, 3.21e-11, 1.06e-10, 3.79e-09, 2.58e-10, 9.49e-13, 3.82e-08, 8.28e-08] [9.00e-07, 1.20e-06, 4.57e-07, 1.09e-06, 8.86e-07, 8.59e-07, 6.24e-07, 4.52e-08, 1.74e-10, 1.16e-08, 1.48e-06, 3.17e-06, 2.01e-06, 9.02e-07, 0.00e+00, 3.21e-11, 1.06e-10, 3.79e-09, 2.58e-10, 9.49e-13, 3.82e-08, 8.28e-08] []
425500 [1.66e-06, 1.03e-06, 6.41e-07, 1.28e-06, 8.32e-07, 6.98e-07, 6.57e-07, 3.46e-07, 2.26e-09, 1.16e-06, 4.05e-06, 9.23e-06, 2.15e-05, 6.11e-05, 7.69e-07, 5.39e-07, 5.17e-07, 4.21e-07, 1.05e-07, 3.59e-10, 7.08e-07, 2.24e-09] [1.66e-06, 1.03e-06, 6.41e-07, 1.28e-06, 8.32e-07, 6.98e-07, 6.57e-07, 3.46e-07, 2.26e-09, 1.16e-06, 4.05e-06, 9.23e-06, 2.15e-05, 6.11e-05, 7.69e-07, 5.39e-07, 5.17e-07, 4.21e-07, 1.05e-07, 3.59e-10, 7.08e-07, 2.24e-09] []
425600 [7.10e-07, 1.08e-06, 5.21e-07, 1.17e-06, 7.51e-07, 7.46e-07, 5.54e-07, 2.74e-09, 2.61e-10, 2.87e-11, 1.07e-06, 1.45e-06, 1.24e-06, 1.57e-07, 8.31e-09, 3.36e-09, 7.21e-09, 1.04e-08, 9.85e-10, 4.56e-12, 1.45e-08, 1.19e-10] [7.10e-07, 1.08e-06, 5.21e-07, 1.17e-06, 7.51e-07, 7.46e-07, 5.54e-07, 2.74e-09, 2.61e-10, 2.87e-11, 1.07e-06, 1.45e-06, 1.24e-06, 1.57e-07, 8.31e-09, 3.36e-09, 7.21e-09, 1.04e-08, 9.85e-10, 4.56e-12, 1.45e-08, 1.19e-10] []
425700 [5.89e-05, 1.33e-05, 5.82e-06, 1.02e-05, 8.94e-06, 8.25e-06, 6.72e-06, 2.24e-05, 1.37e-07, 1.16e-04, 2.21e-04, 7.00e-04, 7.39e-04, 4.49e-03, 7.32e-05, 6.52e-05, 2.03e-05, 1.25e-05, 0.00e+00, 3.16e-08, 1.32e-05, 1.85e-07] [5.89e-05, 1.33e-05, 5.82e-06, 1.02e-05, 8.94e-06, 8.25e-06, 6.72e-06, 2.24e-05, 1.37e-07, 1.16e-04, 2.21e-04, 7.00e-04, 7.39e-04, 4.49e-03, 7.32e-05, 6.52e-05, 2.03e-05, 1.25e-05, 0.00e+00, 3.16e-08, 1.32e-05, 1.85e-07] []
425800 [6.28e-07, 1.04e-06, 5.50e-07, 1.19e-06, 7.36e-07, 7.09e-07, 5.35e-07, 5.35e-08, 8.48e-11, 1.79e-08, 1.01e-06, 1.38e-06, 1.07e-06, 2.45e-07, 1.71e-10, 2.72e-10, 2.70e-09, 5.51e-10, 5.50e-09, 5.59e-13, 3.86e-08, 9.99e-11] [6.28e-07, 1.04e-06, 5.50e-07, 1.19e-06, 7.36e-07, 7.09e-07, 5.35e-07, 5.35e-08, 8.48e-11, 1.79e-08, 1.01e-06, 1.38e-06, 1.07e-06, 2.45e-07, 1.71e-10, 2.72e-10, 2.70e-09, 5.51e-10, 5.50e-09, 5.59e-13, 3.86e-08, 9.99e-11] []
425900 [5.90e-06, 2.59e-06, 1.17e-06, 1.65e-06, 1.11e-06, 1.33e-06, 7.74e-07, 3.66e-05, 4.61e-05, 1.69e-06, 1.66e-05, 5.46e-05, 3.21e-05, 1.76e-04, 3.55e-06, 2.40e-06, 7.82e-07, 6.64e-07, 6.76e-06, 8.57e-06, 3.71e-05, 3.50e-05] [5.90e-06, 2.59e-06, 1.17e-06, 1.65e-06, 1.11e-06, 1.33e-06, 7.74e-07, 3.66e-05, 4.61e-05, 1.69e-06, 1.66e-05, 5.46e-05, 3.21e-05, 1.76e-04, 3.55e-06, 2.40e-06, 7.82e-07, 6.64e-07, 6.76e-06, 8.57e-06, 3.71e-05, 3.50e-05] []
426000 [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09] [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.486954 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
426000 [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09] [5.39e-07, 9.51e-07, 5.62e-07, 1.23e-06, 6.85e-07, 6.73e-07, 5.29e-07, 6.72e-08, 2.83e-09, 1.95e-08, 8.77e-07, 1.29e-06, 1.44e-06, 9.96e-07, 2.63e-11, 0.00e+00, 2.19e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.98e-09] []
426100 [8.16e-07, 1.09e-06, 5.16e-07, 1.13e-06, 8.14e-07, 7.58e-07, 5.42e-07, 3.10e-07, 1.30e-10, 5.29e-09, 1.39e-06, 1.73e-06, 1.50e-06, 4.77e-07, 8.39e-09, 1.45e-09, 1.37e-08, 1.29e-08, 4.51e-08, 9.20e-13, 2.94e-07, 6.63e-11] [8.16e-07, 1.09e-06, 5.16e-07, 1.13e-06, 8.14e-07, 7.58e-07, 5.42e-07, 3.10e-07, 1.30e-10, 5.29e-09, 1.39e-06, 1.73e-06, 1.50e-06, 4.77e-07, 8.39e-09, 1.45e-09, 1.37e-08, 1.29e-08, 4.51e-08, 9.20e-13, 2.94e-07, 6.63e-11] []
426200 [1.81e-06, 2.24e-06, 7.20e-07, 2.07e-06, 1.13e-06, 1.46e-06, 5.72e-07, 2.25e-05, 7.72e-06, 2.44e-06, 1.84e-05, 2.05e-05, 5.63e-06, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-06, 0.00e+00, 1.71e-05, 4.03e-06] [1.81e-06, 2.24e-06, 7.20e-07, 2.07e-06, 1.13e-06, 1.46e-06, 5.72e-07, 2.25e-05, 7.72e-06, 2.44e-06, 1.84e-05, 2.05e-05, 5.63e-06, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-06, 0.00e+00, 1.71e-05, 4.03e-06] []
426300 [5.46e-07, 9.52e-07, 5.40e-07, 1.22e-06, 6.82e-07, 6.74e-07, 5.41e-07, 2.99e-10, 2.07e-10, 8.46e-09, 8.63e-07, 1.19e-06, 1.09e-06, 3.12e-07, 1.59e-10, 2.62e-11, 2.84e-09, 6.44e-11, 1.15e-10, 0.00e+00, 2.51e-08, 3.79e-10] [5.46e-07, 9.52e-07, 5.40e-07, 1.22e-06, 6.82e-07, 6.74e-07, 5.41e-07, 2.99e-10, 2.07e-10, 8.46e-09, 8.63e-07, 1.19e-06, 1.09e-06, 3.12e-07, 1.59e-10, 2.62e-11, 2.84e-09, 6.44e-11, 1.15e-10, 0.00e+00, 2.51e-08, 3.79e-10] []
426400 [7.79e-07, 1.13e-06, 5.30e-07, 1.09e-06, 8.44e-07, 7.80e-07, 5.55e-07, 4.39e-09, 1.51e-09, 2.97e-08, 1.61e-06, 1.90e-06, 1.64e-06, 1.64e-07, 9.60e-10, 2.33e-10, 4.92e-09, 4.88e-09, 3.60e-09, 1.56e-10, 2.70e-08, 9.84e-10] [7.79e-07, 1.13e-06, 5.30e-07, 1.09e-06, 8.44e-07, 7.80e-07, 5.55e-07, 4.39e-09, 1.51e-09, 2.97e-08, 1.61e-06, 1.90e-06, 1.64e-06, 1.64e-07, 9.60e-10, 2.33e-10, 4.92e-09, 4.88e-09, 3.60e-09, 1.56e-10, 2.70e-08, 9.84e-10] []
426500 [9.67e-05, 3.34e-05, 1.00e-05, 2.03e-05, 9.61e-06, 1.81e-05, 5.45e-06, 1.21e-04, 2.21e-05, 8.93e-05, 1.62e-04, 1.20e-03, 9.71e-04, 5.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-04, 3.20e-05] [9.67e-05, 3.34e-05, 1.00e-05, 2.03e-05, 9.61e-06, 1.81e-05, 5.45e-06, 1.21e-04, 2.21e-05, 8.93e-05, 1.62e-04, 1.20e-03, 9.71e-04, 5.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.43e-04, 3.20e-05] []
426600 [6.38e-07, 1.02e-06, 5.49e-07, 1.18e-06, 7.33e-07, 7.02e-07, 5.33e-07, 2.19e-08, 9.16e-09, 4.44e-13, 9.85e-07, 1.29e-06, 1.07e-06, 7.93e-09, 4.11e-09, 2.72e-09, 5.41e-09, 3.14e-09, 4.08e-10, 8.30e-10, 1.46e-08, 5.64e-09] [6.38e-07, 1.02e-06, 5.49e-07, 1.18e-06, 7.33e-07, 7.02e-07, 5.33e-07, 2.19e-08, 9.16e-09, 4.44e-13, 9.85e-07, 1.29e-06, 1.07e-06, 7.93e-09, 4.11e-09, 2.72e-09, 5.41e-09, 3.14e-09, 4.08e-10, 8.30e-10, 1.46e-08, 5.64e-09] []
426700 [1.14e-06, 1.50e-06, 5.31e-07, 1.36e-06, 7.33e-07, 1.02e-06, 5.39e-07, 2.37e-05, 1.96e-08, 8.53e-07, 4.46e-06, 4.25e-06, 3.05e-06, 5.99e-06, 0.00e+00, 2.62e-09, 2.72e-10, 6.98e-10, 2.47e-06, 0.00e+00, 1.47e-05, 9.56e-07] [1.14e-06, 1.50e-06, 5.31e-07, 1.36e-06, 7.33e-07, 1.02e-06, 5.39e-07, 2.37e-05, 1.96e-08, 8.53e-07, 4.46e-06, 4.25e-06, 3.05e-06, 5.99e-06, 0.00e+00, 2.62e-09, 2.72e-10, 6.98e-10, 2.47e-06, 0.00e+00, 1.47e-05, 9.56e-07] []
426800 [1.72e-05, 5.44e-06, 2.27e-06, 4.32e-06, 1.61e-06, 3.04e-06, 9.04e-07, 2.30e-05, 2.14e-08, 1.37e-05, 4.27e-05, 1.44e-04, 3.20e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 9.18e-08] [1.72e-05, 5.44e-06, 2.27e-06, 4.32e-06, 1.61e-06, 3.04e-06, 9.04e-07, 2.30e-05, 2.14e-08, 1.37e-05, 4.27e-05, 1.44e-04, 3.20e-04, 8.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.65e-05, 9.18e-08] []
426900 [6.49e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.21e-07, 7.10e-07, 5.37e-07, 2.86e-08, 3.95e-10, 2.67e-09, 9.95e-07, 1.41e-06, 1.39e-06, 4.26e-07, 9.45e-10, 1.52e-13, 1.83e-09, 4.08e-10, 8.22e-10, 3.11e-12, 1.62e-08, 1.42e-10] [6.49e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.21e-07, 7.10e-07, 5.37e-07, 2.86e-08, 3.95e-10, 2.67e-09, 9.95e-07, 1.41e-06, 1.39e-06, 4.26e-07, 9.45e-10, 1.52e-13, 1.83e-09, 4.08e-10, 8.22e-10, 3.11e-12, 1.62e-08, 1.42e-10] []
427000 [1.11e-05, 6.69e-06, 2.60e-06, 3.94e-06, 1.67e-06, 3.25e-06, 1.61e-06, 4.09e-05, 3.00e-08, 1.75e-05, 1.98e-05, 1.71e-04, 1.86e-04, 7.01e-04, 2.71e-05, 7.96e-06, 5.46e-06, 4.03e-06, 1.15e-05, 0.00e+00, 6.00e-05, 5.11e-09] [1.11e-05, 6.69e-06, 2.60e-06, 3.94e-06, 1.67e-06, 3.25e-06, 1.61e-06, 4.09e-05, 3.00e-08, 1.75e-05, 1.98e-05, 1.71e-04, 1.86e-04, 7.01e-04, 2.71e-05, 7.96e-06, 5.46e-06, 4.03e-06, 1.15e-05, 0.00e+00, 6.00e-05, 5.11e-09] []
427100 [5.98e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.13e-07, 6.89e-07, 5.34e-07, 3.36e-08, 1.59e-10, 4.03e-09, 9.26e-07, 1.23e-06, 1.00e-06, 3.90e-08, 2.52e-09, 1.33e-09, 5.01e-09, 2.16e-09, 2.98e-09, 3.66e-11, 2.70e-08, 2.18e-10] [5.98e-07, 1.02e-06, 5.54e-07, 1.23e-06, 7.13e-07, 6.89e-07, 5.34e-07, 3.36e-08, 1.59e-10, 4.03e-09, 9.26e-07, 1.23e-06, 1.00e-06, 3.90e-08, 2.52e-09, 1.33e-09, 5.01e-09, 2.16e-09, 2.98e-09, 3.66e-11, 2.70e-08, 2.18e-10] []
427200 [3.83e-06, 1.93e-06, 8.22e-07, 1.51e-06, 1.25e-06, 1.05e-06, 8.00e-07, 2.56e-05, 1.18e-05, 2.13e-06, 1.59e-05, 2.23e-05, 3.88e-05, 1.15e-04, 3.26e-06, 1.12e-06, 7.31e-07, 5.61e-07, 4.06e-06, 0.00e+00, 2.32e-05, 1.59e-05] [3.83e-06, 1.93e-06, 8.22e-07, 1.51e-06, 1.25e-06, 1.05e-06, 8.00e-07, 2.56e-05, 1.18e-05, 2.13e-06, 1.59e-05, 2.23e-05, 3.88e-05, 1.15e-04, 3.26e-06, 1.12e-06, 7.31e-07, 5.61e-07, 4.06e-06, 0.00e+00, 2.32e-05, 1.59e-05] []
427300 [1.71e-05, 3.37e-06, 1.76e-06, 2.72e-06, 2.20e-06, 1.90e-06, 1.25e-06, 6.54e-05, 2.18e-06, 1.61e-05, 5.87e-05, 1.32e-04, 3.76e-04, 9.42e-04, 1.43e-05, 1.13e-05, 9.23e-06, 7.21e-06, 1.94e-05, 4.83e-07, 9.99e-05, 2.31e-06] [1.71e-05, 3.37e-06, 1.76e-06, 2.72e-06, 2.20e-06, 1.90e-06, 1.25e-06, 6.54e-05, 2.18e-06, 1.61e-05, 5.87e-05, 1.32e-04, 3.76e-04, 9.42e-04, 1.43e-05, 1.13e-05, 9.23e-06, 7.21e-06, 1.94e-05, 4.83e-07, 9.99e-05, 2.31e-06] []
427400 [6.36e-07, 1.01e-06, 5.40e-07, 1.18e-06, 7.37e-07, 6.95e-07, 5.33e-07, 2.54e-08, 1.37e-08, 2.84e-15, 9.79e-07, 1.30e-06, 1.09e-06, 9.31e-09, 1.09e-08, 4.45e-10, 2.64e-09, 7.81e-10, 3.65e-10, 0.00e+00, 1.82e-08, 2.20e-08] [6.36e-07, 1.01e-06, 5.40e-07, 1.18e-06, 7.37e-07, 6.95e-07, 5.33e-07, 2.54e-08, 1.37e-08, 2.84e-15, 9.79e-07, 1.30e-06, 1.09e-06, 9.31e-09, 1.09e-08, 4.45e-10, 2.64e-09, 7.81e-10, 3.65e-10, 0.00e+00, 1.82e-08, 2.20e-08] []
427500 [4.47e-06, 2.48e-06, 8.38e-07, 1.75e-06, 1.02e-06, 1.31e-06, 7.61e-07, 4.17e-05, 5.41e-06, 1.11e-06, 3.15e-06, 4.86e-05, 1.01e-05, 9.76e-05, 5.76e-06, 1.73e-06, 3.63e-07, 2.30e-07, 5.17e-06, 2.21e-07, 2.92e-05, 1.11e-06] [4.47e-06, 2.48e-06, 8.38e-07, 1.75e-06, 1.02e-06, 1.31e-06, 7.61e-07, 4.17e-05, 5.41e-06, 1.11e-06, 3.15e-06, 4.86e-05, 1.01e-05, 9.76e-05, 5.76e-06, 1.73e-06, 3.63e-07, 2.30e-07, 5.17e-06, 2.21e-07, 2.92e-05, 1.11e-06] []
427600 [5.37e-07, 9.74e-07, 5.62e-07, 1.25e-06, 6.81e-07, 6.67e-07, 5.28e-07, 1.04e-07, 4.62e-08, 1.56e-08, 8.87e-07, 1.28e-06, 1.51e-06, 8.74e-07, 1.26e-10, 0.00e+00, 2.70e-09, 0.00e+00, 2.01e-08, 1.22e-09, 1.22e-07, 9.53e-09] [5.37e-07, 9.74e-07, 5.62e-07, 1.25e-06, 6.81e-07, 6.67e-07, 5.28e-07, 1.04e-07, 4.62e-08, 1.56e-08, 8.87e-07, 1.28e-06, 1.51e-06, 8.74e-07, 1.26e-10, 0.00e+00, 2.70e-09, 0.00e+00, 2.01e-08, 1.22e-09, 1.22e-07, 9.53e-09] []
427700 [8.62e-07, 1.13e-06, 4.94e-07, 1.12e-06, 7.81e-07, 8.11e-07, 5.56e-07, 1.45e-06, 1.09e-07, 2.55e-07, 1.62e-06, 2.88e-06, 1.96e-06, 6.61e-06, 0.00e+00, 1.96e-10, 0.00e+00, 2.47e-09, 0.00e+00, 0.00e+00, 1.18e-06, 1.02e-07] [8.62e-07, 1.13e-06, 4.94e-07, 1.12e-06, 7.81e-07, 8.11e-07, 5.56e-07, 1.45e-06, 1.09e-07, 2.55e-07, 1.62e-06, 2.88e-06, 1.96e-06, 6.61e-06, 0.00e+00, 1.96e-10, 0.00e+00, 2.47e-09, 0.00e+00, 0.00e+00, 1.18e-06, 1.02e-07] []
427800 [1.38e-05, 5.51e-06, 2.60e-06, 3.28e-06, 3.10e-06, 2.36e-06, 1.25e-06, 9.51e-07, 8.13e-05, 1.83e-05, 6.01e-05, 1.00e-04, 3.27e-04, 8.26e-04, 1.43e-05, 5.19e-06, 3.48e-06, 1.94e-06, 0.00e+00, 1.58e-05, 2.69e-07, 6.19e-05] [1.38e-05, 5.51e-06, 2.60e-06, 3.28e-06, 3.10e-06, 2.36e-06, 1.25e-06, 9.51e-07, 8.13e-05, 1.83e-05, 6.01e-05, 1.00e-04, 3.27e-04, 8.26e-04, 1.43e-05, 5.19e-06, 3.48e-06, 1.94e-06, 0.00e+00, 1.58e-05, 2.69e-07, 6.19e-05] []
427900 [5.61e-07, 9.67e-07, 5.53e-07, 1.23e-06, 6.86e-07, 6.69e-07, 5.28e-07, 2.83e-08, 2.37e-10, 7.29e-10, 9.05e-07, 1.24e-06, 1.25e-06, 1.35e-07, 1.11e-09, 6.41e-10, 2.80e-09, 4.39e-10, 4.82e-09, 0.00e+00, 3.45e-08, 7.23e-10] [5.61e-07, 9.67e-07, 5.53e-07, 1.23e-06, 6.86e-07, 6.69e-07, 5.28e-07, 2.83e-08, 2.37e-10, 7.29e-10, 9.05e-07, 1.24e-06, 1.25e-06, 1.35e-07, 1.11e-09, 6.41e-10, 2.80e-09, 4.39e-10, 4.82e-09, 0.00e+00, 3.45e-08, 7.23e-10] []
428000 [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09] [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.013647 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
428000 [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09] [8.96e-07, 1.11e-06, 5.37e-07, 1.13e-06, 8.38e-07, 7.61e-07, 5.31e-07, 2.78e-07, 8.12e-09, 2.37e-08, 1.44e-06, 1.83e-06, 2.31e-06, 1.04e-06, 9.26e-08, 9.25e-09, 2.86e-08, 2.63e-08, 2.22e-08, 1.18e-09, 1.35e-07, 7.92e-09] []
428100 [2.97e-06, 1.84e-06, 1.16e-06, 1.63e-06, 3.34e-06, 1.75e-06, 8.53e-07, 6.13e-05, 1.22e-04, 1.54e-05, 6.25e-05, 8.90e-05, 3.12e-05, 2.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-05, 0.00e+00, 5.96e-05, 1.85e-04] [2.97e-06, 1.84e-06, 1.16e-06, 1.63e-06, 3.34e-06, 1.75e-06, 8.53e-07, 6.13e-05, 1.22e-04, 1.54e-05, 6.25e-05, 8.90e-05, 3.12e-05, 2.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-05, 0.00e+00, 5.96e-05, 1.85e-04] []
428200 [6.04e-07, 1.00e-06, 5.30e-07, 1.20e-06, 7.06e-07, 6.85e-07, 5.52e-07, 2.49e-08, 7.02e-08, 2.59e-10, 9.23e-07, 1.23e-06, 1.02e-06, 1.13e-08, 5.07e-09, 2.99e-09, 4.50e-09, 2.84e-09, 1.36e-10, 6.29e-08, 1.14e-07, 3.56e-07] [6.04e-07, 1.00e-06, 5.30e-07, 1.20e-06, 7.06e-07, 6.85e-07, 5.52e-07, 2.49e-08, 7.02e-08, 2.59e-10, 9.23e-07, 1.23e-06, 1.02e-06, 1.13e-08, 5.07e-09, 2.99e-09, 4.50e-09, 2.84e-09, 1.36e-10, 6.29e-08, 1.14e-07, 3.56e-07] []
428300 [1.27e-06, 1.34e-06, 6.44e-07, 1.40e-06, 7.46e-07, 8.59e-07, 5.98e-07, 6.23e-07, 9.79e-10, 5.03e-07, 3.92e-06, 7.58e-06, 2.53e-05, 2.44e-05, 0.00e+00, 4.28e-09, 0.00e+00, 1.55e-09, 1.94e-08, 2.91e-10, 1.14e-07, 1.93e-09] [1.27e-06, 1.34e-06, 6.44e-07, 1.40e-06, 7.46e-07, 8.59e-07, 5.98e-07, 6.23e-07, 9.79e-10, 5.03e-07, 3.92e-06, 7.58e-06, 2.53e-05, 2.44e-05, 0.00e+00, 4.28e-09, 0.00e+00, 1.55e-09, 1.94e-08, 2.91e-10, 1.14e-07, 1.93e-09] []
428400 [5.17e-07, 9.29e-07, 5.57e-07, 1.24e-06, 6.79e-07, 6.58e-07, 5.30e-07, 1.33e-07, 4.13e-11, 4.33e-10, 8.34e-07, 1.05e-06, 8.84e-07, 5.21e-08, 9.28e-09, 5.60e-09, 9.65e-09, 5.89e-09, 4.84e-08, 1.37e-11, 3.14e-07, 1.21e-10] [5.17e-07, 9.29e-07, 5.57e-07, 1.24e-06, 6.79e-07, 6.58e-07, 5.30e-07, 1.33e-07, 4.13e-11, 4.33e-10, 8.34e-07, 1.05e-06, 8.84e-07, 5.21e-08, 9.28e-09, 5.60e-09, 9.65e-09, 5.89e-09, 4.84e-08, 1.37e-11, 3.14e-07, 1.21e-10] []
428500 [8.08e-07, 1.18e-06, 5.62e-07, 1.18e-06, 7.93e-07, 7.83e-07, 5.28e-07, 5.87e-07, 2.66e-07, 3.30e-08, 1.34e-06, 2.00e-06, 2.44e-06, 6.13e-07, 0.00e+00, 3.18e-10, 1.22e-10, 3.10e-09, 4.02e-08, 2.87e-08, 2.54e-07, 1.64e-07] [8.08e-07, 1.18e-06, 5.62e-07, 1.18e-06, 7.93e-07, 7.83e-07, 5.28e-07, 5.87e-07, 2.66e-07, 3.30e-08, 1.34e-06, 2.00e-06, 2.44e-06, 6.13e-07, 0.00e+00, 3.18e-10, 1.22e-10, 3.10e-09, 4.02e-08, 2.87e-08, 2.54e-07, 1.64e-07] []
428600 [1.35e-05, 2.77e-06, 1.53e-06, 2.33e-06, 1.86e-06, 1.55e-06, 1.15e-06, 2.14e-05, 2.96e-12, 1.25e-05, 4.74e-05, 1.03e-04, 3.00e-04, 7.34e-04, 1.07e-05, 8.58e-06, 7.15e-06, 5.63e-06, 7.66e-06, 9.47e-09, 4.22e-05, 5.73e-08] [1.35e-05, 2.77e-06, 1.53e-06, 2.33e-06, 1.86e-06, 1.55e-06, 1.15e-06, 2.14e-05, 2.96e-12, 1.25e-05, 4.74e-05, 1.03e-04, 3.00e-04, 7.34e-04, 1.07e-05, 8.58e-06, 7.15e-06, 5.63e-06, 7.66e-06, 9.47e-09, 4.22e-05, 5.73e-08] []
428700 [6.39e-07, 9.80e-07, 5.20e-07, 1.17e-06, 7.24e-07, 6.90e-07, 5.48e-07, 7.88e-08, 9.06e-10, 4.95e-09, 1.04e-06, 1.35e-06, 1.55e-06, 8.92e-07, 3.36e-08, 9.14e-09, 1.54e-08, 1.61e-08, 1.96e-09, 5.73e-12, 2.15e-08, 1.36e-10] [6.39e-07, 9.80e-07, 5.20e-07, 1.17e-06, 7.24e-07, 6.90e-07, 5.48e-07, 7.88e-08, 9.06e-10, 4.95e-09, 1.04e-06, 1.35e-06, 1.55e-06, 8.92e-07, 3.36e-08, 9.14e-09, 1.54e-08, 1.61e-08, 1.96e-09, 5.73e-12, 2.15e-08, 1.36e-10] []
428800 [2.13e-06, 1.46e-06, 3.64e-07, 1.26e-06, 1.23e-06, 9.89e-07, 8.41e-07, 6.26e-07, 6.69e-07, 7.14e-08, 1.26e-05, 3.47e-05, 7.49e-05, 3.06e-05, 2.24e-07, 2.17e-07, 7.65e-07, 6.10e-07, 5.15e-07, 0.00e+00, 3.28e-06, 2.98e-07] [2.13e-06, 1.46e-06, 3.64e-07, 1.26e-06, 1.23e-06, 9.89e-07, 8.41e-07, 6.26e-07, 6.69e-07, 7.14e-08, 1.26e-05, 3.47e-05, 7.49e-05, 3.06e-05, 2.24e-07, 2.17e-07, 7.65e-07, 6.10e-07, 5.15e-07, 0.00e+00, 3.28e-06, 2.98e-07] []
428900 [5.32e-07, 9.60e-07, 1.14e-06, 1.28e-06, 8.18e-07, 6.66e-07, 5.36e-07, 4.95e-07, 6.13e-04, 1.89e-08, 1.49e-06, 1.35e-06, 1.67e-06, 6.45e-08, 7.55e-09, 6.69e-09, 2.34e-08, 1.87e-08, 9.01e-08, 1.79e-04, 6.05e-07, 6.19e-04] [5.32e-07, 9.60e-07, 1.14e-06, 1.28e-06, 8.18e-07, 6.66e-07, 5.36e-07, 4.95e-07, 6.13e-04, 1.89e-08, 1.49e-06, 1.35e-06, 1.67e-06, 6.45e-08, 7.55e-09, 6.69e-09, 2.34e-08, 1.87e-08, 9.01e-08, 1.79e-04, 6.05e-07, 6.19e-04] []
429000 [9.34e-07, 1.13e-06, 4.85e-07, 1.17e-06, 7.24e-07, 7.53e-07, 6.23e-07, 1.98e-06, 8.55e-08, 7.08e-09, 1.43e-06, 2.24e-06, 2.64e-06, 4.76e-06, 3.37e-09, 2.05e-08, 4.06e-08, 2.17e-08, 8.85e-08, 1.94e-08, 5.88e-07, 1.20e-07] [9.34e-07, 1.13e-06, 4.85e-07, 1.17e-06, 7.24e-07, 7.53e-07, 6.23e-07, 1.98e-06, 8.55e-08, 7.08e-09, 1.43e-06, 2.24e-06, 2.64e-06, 4.76e-06, 3.37e-09, 2.05e-08, 4.06e-08, 2.17e-08, 8.85e-08, 1.94e-08, 5.88e-07, 1.20e-07] []
429100 [4.51e-06, 3.70e-06, 1.38e-06, 6.65e-06, 8.13e-07, 2.97e-06, 1.57e-06, 7.79e-07, 3.96e-08, 8.99e-06, 8.68e-06, 5.39e-05, 9.84e-05, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.46e-07, 4.42e-08] [4.51e-06, 3.70e-06, 1.38e-06, 6.65e-06, 8.13e-07, 2.97e-06, 1.57e-06, 7.79e-07, 3.96e-08, 8.99e-06, 8.68e-06, 5.39e-05, 9.84e-05, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.46e-07, 4.42e-08] []
429200 [6.14e-07, 9.94e-07, 5.32e-07, 1.20e-06, 7.05e-07, 6.85e-07, 5.43e-07, 8.87e-09, 1.46e-10, 4.01e-10, 9.42e-07, 1.22e-06, 1.00e-06, 4.60e-08, 1.23e-08, 3.80e-09, 6.15e-09, 3.60e-09, 2.49e-11, 1.24e-12, 4.34e-08, 1.65e-10] [6.14e-07, 9.94e-07, 5.32e-07, 1.20e-06, 7.05e-07, 6.85e-07, 5.43e-07, 8.87e-09, 1.46e-10, 4.01e-10, 9.42e-07, 1.22e-06, 1.00e-06, 4.60e-08, 1.23e-08, 3.80e-09, 6.15e-09, 3.60e-09, 2.49e-11, 1.24e-12, 4.34e-08, 1.65e-10] []
429300 [3.50e-06, 2.37e-06, 5.45e-07, 1.98e-06, 1.08e-06, 1.91e-06, 6.85e-07, 1.68e-05, 2.90e-07, 3.08e-06, 4.43e-06, 3.67e-05, 1.09e-05, 9.64e-05, 0.00e+00, 1.89e-11, 0.00e+00, 0.00e+00, 1.46e-06, 0.00e+00, 8.95e-06, 3.26e-07] [3.50e-06, 2.37e-06, 5.45e-07, 1.98e-06, 1.08e-06, 1.91e-06, 6.85e-07, 1.68e-05, 2.90e-07, 3.08e-06, 4.43e-06, 3.67e-05, 1.09e-05, 9.64e-05, 0.00e+00, 1.89e-11, 0.00e+00, 0.00e+00, 1.46e-06, 0.00e+00, 8.95e-06, 3.26e-07] []
429400 [5.65e-07, 9.54e-07, 5.51e-07, 1.22e-06, 7.02e-07, 6.60e-07, 5.30e-07, 8.65e-08, 3.22e-11, 6.73e-09, 9.19e-07, 1.16e-06, 1.09e-06, 5.86e-07, 2.20e-08, 1.22e-08, 1.63e-08, 1.42e-08, 2.37e-09, 0.00e+00, 2.17e-08, 6.60e-10] [5.65e-07, 9.54e-07, 5.51e-07, 1.22e-06, 7.02e-07, 6.60e-07, 5.30e-07, 8.65e-08, 3.22e-11, 6.73e-09, 9.19e-07, 1.16e-06, 1.09e-06, 5.86e-07, 2.20e-08, 1.22e-08, 1.63e-08, 1.42e-08, 2.37e-09, 0.00e+00, 2.17e-08, 6.60e-10] []
429500 [9.68e-07, 1.14e-06, 5.21e-07, 1.15e-06, 8.03e-07, 8.10e-07, 5.60e-07, 1.92e-06, 1.10e-06, 2.54e-07, 1.15e-06, 3.61e-06, 3.28e-06, 8.83e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 2.20e-07, 2.27e-06, 1.13e-06] [9.68e-07, 1.14e-06, 5.21e-07, 1.15e-06, 8.03e-07, 8.10e-07, 5.60e-07, 1.92e-06, 1.10e-06, 2.54e-07, 1.15e-06, 3.61e-06, 3.28e-06, 8.83e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-09, 0.00e+00, 2.20e-07, 2.27e-06, 1.13e-06] []
429600 [2.44e-05, 7.71e-06, 4.24e-06, 5.33e-06, 3.82e-06, 4.70e-06, 2.80e-06, 1.81e-06, 5.02e-07, 3.83e-05, 8.50e-05, 2.68e-04, 3.15e-04, 1.68e-03, 3.61e-05, 2.50e-05, 9.78e-06, 1.10e-05, 0.00e+00, 1.18e-07, 3.57e-07, 6.20e-07] [2.44e-05, 7.71e-06, 4.24e-06, 5.33e-06, 3.82e-06, 4.70e-06, 2.80e-06, 1.81e-06, 5.02e-07, 3.83e-05, 8.50e-05, 2.68e-04, 3.15e-04, 1.68e-03, 3.61e-05, 2.50e-05, 9.78e-06, 1.10e-05, 0.00e+00, 1.18e-07, 3.57e-07, 6.20e-07] []
429700 [5.73e-07, 9.61e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.76e-07, 5.29e-07, 9.33e-09, 1.49e-09, 1.55e-09, 9.09e-07, 1.18e-06, 9.68e-07, 5.99e-09, 4.47e-09, 1.83e-09, 5.17e-09, 3.45e-09, 0.00e+00, 0.00e+00, 1.08e-07, 9.95e-10] [5.73e-07, 9.61e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.76e-07, 5.29e-07, 9.33e-09, 1.49e-09, 1.55e-09, 9.09e-07, 1.18e-06, 9.68e-07, 5.99e-09, 4.47e-09, 1.83e-09, 5.17e-09, 3.45e-09, 0.00e+00, 0.00e+00, 1.08e-07, 9.95e-10] []
429800 [1.03e-06, 1.26e-06, 4.54e-07, 1.10e-06, 9.34e-07, 9.24e-07, 6.04e-07, 3.12e-06, 9.88e-07, 1.75e-07, 1.88e-06, 6.46e-06, 2.51e-06, 7.61e-06, 0.00e+00, 2.58e-09, 0.00e+00, 3.36e-09, 0.00e+00, 0.00e+00, 4.40e-06, 1.76e-06] [1.03e-06, 1.26e-06, 4.54e-07, 1.10e-06, 9.34e-07, 9.24e-07, 6.04e-07, 3.12e-06, 9.88e-07, 1.75e-07, 1.88e-06, 6.46e-06, 2.51e-06, 7.61e-06, 0.00e+00, 2.58e-09, 0.00e+00, 3.36e-09, 0.00e+00, 0.00e+00, 4.40e-06, 1.76e-06] []
429900 [5.29e-07, 9.17e-07, 5.55e-07, 1.21e-06, 6.95e-07, 6.51e-07, 5.34e-07, 1.27e-08, 1.40e-09, 9.13e-09, 9.04e-07, 1.11e-06, 1.17e-06, 6.91e-07, 2.27e-08, 1.51e-08, 1.88e-08, 1.65e-08, 3.25e-09, 8.53e-11, 2.67e-08, 4.61e-10] [5.29e-07, 9.17e-07, 5.55e-07, 1.21e-06, 6.95e-07, 6.51e-07, 5.34e-07, 1.27e-08, 1.40e-09, 9.13e-09, 9.04e-07, 1.11e-06, 1.17e-06, 6.91e-07, 2.27e-08, 1.51e-08, 1.88e-08, 1.65e-08, 3.25e-09, 8.53e-11, 2.67e-08, 4.61e-10] []
430000 [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08] [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.923965 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
430000 [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08] [8.00e-07, 1.11e-06, 4.96e-07, 1.12e-06, 8.05e-07, 7.78e-07, 5.52e-07, 2.37e-09, 1.08e-08, 1.17e-08, 1.17e-06, 1.92e-06, 1.27e-06, 2.71e-07, 1.49e-10, 4.12e-11, 4.61e-10, 3.40e-09, 0.00e+00, 0.00e+00, 1.97e-07, 1.46e-08] []
430100 [5.82e-06, 3.61e-06, 1.13e-06, 5.86e-06, 1.40e-06, 2.26e-06, 1.75e-06, 2.19e-05, 5.99e-05, 2.45e-06, 2.78e-05, 9.04e-05, 3.80e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-05, 4.32e-05, 5.59e-05] [5.82e-06, 3.61e-06, 1.13e-06, 5.86e-06, 1.40e-06, 2.26e-06, 1.75e-06, 2.19e-05, 5.99e-05, 2.45e-06, 2.78e-05, 9.04e-05, 3.80e-04, 4.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-05, 4.32e-05, 5.59e-05] []
430200 [5.84e-07, 9.73e-07, 5.36e-07, 1.21e-06, 7.01e-07, 6.77e-07, 5.32e-07, 1.90e-10, 5.28e-10, 2.14e-09, 9.07e-07, 1.17e-06, 9.75e-07, 1.55e-07, 1.14e-08, 6.51e-09, 7.92e-09, 5.98e-09, 4.95e-09, 4.28e-12, 3.38e-08, 1.10e-10] [5.84e-07, 9.73e-07, 5.36e-07, 1.21e-06, 7.01e-07, 6.77e-07, 5.32e-07, 1.90e-10, 5.28e-10, 2.14e-09, 9.07e-07, 1.17e-06, 9.75e-07, 1.55e-07, 1.14e-08, 6.51e-09, 7.92e-09, 5.98e-09, 4.95e-09, 4.28e-12, 3.38e-08, 1.10e-10] []
430300 [1.86e-06, 1.34e-06, 4.81e-07, 1.33e-06, 1.06e-06, 8.74e-07, 6.38e-07, 1.31e-06, 6.90e-06, 6.54e-07, 3.13e-06, 6.09e-06, 1.64e-05, 3.27e-05, 8.21e-07, 3.27e-07, 8.33e-08, 7.16e-08, 0.00e+00, 0.00e+00, 5.25e-07, 9.39e-06] [1.86e-06, 1.34e-06, 4.81e-07, 1.33e-06, 1.06e-06, 8.74e-07, 6.38e-07, 1.31e-06, 6.90e-06, 6.54e-07, 3.13e-06, 6.09e-06, 1.64e-05, 3.27e-05, 8.21e-07, 3.27e-07, 8.33e-08, 7.16e-08, 0.00e+00, 0.00e+00, 5.25e-07, 9.39e-06] []
430400 [5.16e-07, 9.43e-07, 5.39e-07, 1.22e-06, 6.82e-07, 6.58e-07, 5.38e-07, 1.47e-09, 1.22e-09, 1.71e-11, 8.42e-07, 1.06e-06, 8.89e-07, 3.54e-09, 4.81e-09, 2.93e-09, 6.33e-09, 3.48e-09, 3.40e-09, 6.78e-11, 2.72e-08, 3.61e-10] [5.16e-07, 9.43e-07, 5.39e-07, 1.22e-06, 6.82e-07, 6.58e-07, 5.38e-07, 1.47e-09, 1.22e-09, 1.71e-11, 8.42e-07, 1.06e-06, 8.89e-07, 3.54e-09, 4.81e-09, 2.93e-09, 6.33e-09, 3.48e-09, 3.40e-09, 6.78e-11, 2.72e-08, 3.61e-10] []
430500 [2.09e-06, 1.62e-06, 1.03e-06, 1.82e-06, 9.95e-07, 9.58e-07, 6.77e-07, 8.75e-07, 1.51e-08, 1.75e-05, 3.70e-05, 3.68e-05, 2.50e-05, 4.49e-05, 2.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-11, 8.31e-09, 1.81e-08, 5.05e-08] [2.09e-06, 1.62e-06, 1.03e-06, 1.82e-06, 9.95e-07, 9.58e-07, 6.77e-07, 8.75e-07, 1.51e-08, 1.75e-05, 3.70e-05, 3.68e-05, 2.50e-05, 4.49e-05, 2.12e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.88e-11, 8.31e-09, 1.81e-08, 5.05e-08] []
430600 [5.23e-07, 9.56e-07, 5.87e-07, 1.23e-06, 7.19e-07, 6.64e-07, 5.28e-07, 3.93e-08, 6.65e-10, 1.46e-10, 8.53e-07, 1.08e-06, 9.00e-07, 9.51e-09, 3.71e-09, 3.17e-09, 6.76e-09, 3.43e-09, 7.67e-09, 0.00e+00, 5.06e-08, 3.69e-10] [5.23e-07, 9.56e-07, 5.87e-07, 1.23e-06, 7.19e-07, 6.64e-07, 5.28e-07, 3.93e-08, 6.65e-10, 1.46e-10, 8.53e-07, 1.08e-06, 9.00e-07, 9.51e-09, 3.71e-09, 3.17e-09, 6.76e-09, 3.43e-09, 7.67e-09, 0.00e+00, 5.06e-08, 3.69e-10] []
430700 [6.95e-06, 3.99e-06, 2.30e-06, 2.77e-06, 4.75e-06, 2.39e-06, 1.63e-06, 2.37e-04, 1.13e-06, 2.03e-06, 2.18e-05, 9.51e-05, 5.68e-05, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-05, 3.92e-05] [6.95e-06, 3.99e-06, 2.30e-06, 2.77e-06, 4.75e-06, 2.39e-06, 1.63e-06, 2.37e-04, 1.13e-06, 2.03e-06, 2.18e-05, 9.51e-05, 5.68e-05, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-05, 3.92e-05] []
430800 [6.39e-07, 1.10e-06, 5.64e-07, 1.26e-06, 7.11e-07, 7.17e-07, 5.79e-07, 4.55e-08, 4.63e-06, 3.28e-09, 1.03e-06, 1.30e-06, 1.13e-06, 3.35e-08, 7.14e-09, 2.35e-09, 5.86e-09, 5.06e-09, 1.77e-10, 8.46e-07, 2.47e-08, 4.22e-06] [6.39e-07, 1.10e-06, 5.64e-07, 1.26e-06, 7.11e-07, 7.17e-07, 5.79e-07, 4.55e-08, 4.63e-06, 3.28e-09, 1.03e-06, 1.30e-06, 1.13e-06, 3.35e-08, 7.14e-09, 2.35e-09, 5.86e-09, 5.06e-09, 1.77e-10, 8.46e-07, 2.47e-08, 4.22e-06] []
430900 [4.61e-07, 9.07e-07, 5.69e-07, 1.27e-06, 6.71e-07, 6.47e-07, 5.64e-07, 1.92e-08, 1.22e-09, 2.90e-10, 8.43e-07, 9.44e-07, 8.17e-07, 1.20e-08, 6.37e-09, 3.48e-09, 5.20e-09, 3.23e-09, 2.69e-09, 0.00e+00, 2.74e-08, 1.33e-09] [4.61e-07, 9.07e-07, 5.69e-07, 1.27e-06, 6.71e-07, 6.47e-07, 5.64e-07, 1.92e-08, 1.22e-09, 2.90e-10, 8.43e-07, 9.44e-07, 8.17e-07, 1.20e-08, 6.37e-09, 3.48e-09, 5.20e-09, 3.23e-09, 2.69e-09, 0.00e+00, 2.74e-08, 1.33e-09] []
431000 [9.59e-07, 1.10e-06, 5.28e-07, 1.18e-06, 7.41e-07, 7.61e-07, 6.09e-07, 4.54e-07, 5.24e-09, 9.58e-09, 1.98e-06, 2.42e-06, 2.56e-06, 2.48e-07, 0.00e+00, 5.21e-09, 0.00e+00, 1.02e-09, 0.00e+00, 3.56e-11, 5.29e-07, 3.16e-10] [9.59e-07, 1.10e-06, 5.28e-07, 1.18e-06, 7.41e-07, 7.61e-07, 6.09e-07, 4.54e-07, 5.24e-09, 9.58e-09, 1.98e-06, 2.42e-06, 2.56e-06, 2.48e-07, 0.00e+00, 5.21e-09, 0.00e+00, 1.02e-09, 0.00e+00, 3.56e-11, 5.29e-07, 3.16e-10] []
431100 [4.44e-05, 1.38e-05, 5.11e-06, 9.11e-06, 3.54e-06, 7.64e-06, 2.00e-06, 8.71e-05, 6.65e-08, 3.61e-05, 8.72e-05, 4.20e-04, 6.48e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 2.71e-07] [4.44e-05, 1.38e-05, 5.11e-06, 9.11e-06, 3.54e-06, 7.64e-06, 2.00e-06, 8.71e-05, 6.65e-08, 3.61e-05, 8.72e-05, 4.20e-04, 6.48e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.58e-04, 2.71e-07] []
431200 [6.27e-07, 9.61e-07, 5.16e-07, 1.15e-06, 7.20e-07, 6.89e-07, 5.44e-07, 3.43e-09, 1.00e-10, 2.83e-10, 1.04e-06, 1.28e-06, 1.24e-06, 3.04e-07, 2.53e-08, 7.17e-09, 1.02e-08, 1.06e-08, 1.23e-09, 4.69e-11, 1.60e-08, 2.57e-10] [6.27e-07, 9.61e-07, 5.16e-07, 1.15e-06, 7.20e-07, 6.89e-07, 5.44e-07, 3.43e-09, 1.00e-10, 2.83e-10, 1.04e-06, 1.28e-06, 1.24e-06, 3.04e-07, 2.53e-08, 7.17e-09, 1.02e-08, 1.06e-08, 1.23e-09, 4.69e-11, 1.60e-08, 2.57e-10] []
431300 [1.28e-06, 1.20e-06, 4.50e-07, 1.08e-06, 9.33e-07, 8.69e-07, 6.12e-07, 5.39e-06, 3.49e-08, 2.24e-08, 4.43e-06, 5.22e-06, 1.85e-05, 2.04e-05, 5.58e-09, 6.03e-08, 1.44e-07, 8.31e-08, 0.00e+00, 5.06e-09, 5.67e-06, 3.21e-08] [1.28e-06, 1.20e-06, 4.50e-07, 1.08e-06, 9.33e-07, 8.69e-07, 6.12e-07, 5.39e-06, 3.49e-08, 2.24e-08, 4.43e-06, 5.22e-06, 1.85e-05, 2.04e-05, 5.58e-09, 6.03e-08, 1.44e-07, 8.31e-08, 0.00e+00, 5.06e-09, 5.67e-06, 3.21e-08] []
431400 [1.09e-06, 1.11e-06, 6.61e-07, 1.44e-06, 6.63e-07, 7.50e-07, 5.28e-07, 1.76e-06, 4.19e-08, 4.30e-07, 4.62e-06, 8.53e-06, 2.84e-05, 3.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 6.66e-08] [1.09e-06, 1.11e-06, 6.61e-07, 1.44e-06, 6.63e-07, 7.50e-07, 5.28e-07, 1.76e-06, 4.19e-08, 4.30e-07, 4.62e-06, 8.53e-06, 2.84e-05, 3.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-06, 6.66e-08] []
431500 [6.47e-07, 1.00e-06, 5.20e-07, 1.16e-06, 7.28e-07, 7.06e-07, 5.31e-07, 8.63e-09, 2.49e-10, 3.80e-09, 9.86e-07, 1.32e-06, 1.11e-06, 1.10e-07, 1.46e-09, 1.41e-10, 1.69e-09, 7.77e-10, 1.84e-10, 2.52e-11, 1.86e-08, 1.53e-10] [6.47e-07, 1.00e-06, 5.20e-07, 1.16e-06, 7.28e-07, 7.06e-07, 5.31e-07, 8.63e-09, 2.49e-10, 3.80e-09, 9.86e-07, 1.32e-06, 1.11e-06, 1.10e-07, 1.46e-09, 1.41e-10, 1.69e-09, 7.77e-10, 1.84e-10, 2.52e-11, 1.86e-08, 1.53e-10] []
431600 [1.35e-06, 1.14e-06, 5.30e-07, 1.05e-06, 7.87e-07, 7.95e-07, 6.44e-07, 1.07e-06, 1.45e-05, 1.97e-07, 3.21e-06, 5.00e-06, 1.89e-05, 2.44e-05, 6.96e-08, 2.32e-07, 1.99e-07, 1.94e-07, 1.74e-12, 1.24e-05, 4.50e-08, 4.99e-05] [1.35e-06, 1.14e-06, 5.30e-07, 1.05e-06, 7.87e-07, 7.95e-07, 6.44e-07, 1.07e-06, 1.45e-05, 1.97e-07, 3.21e-06, 5.00e-06, 1.89e-05, 2.44e-05, 6.96e-08, 2.32e-07, 1.99e-07, 1.94e-07, 1.74e-12, 1.24e-05, 4.50e-08, 4.99e-05] []
431700 [2.48e-05, 5.68e-06, 1.89e-06, 7.36e-06, 2.62e-06, 3.75e-06, 1.38e-06, 2.38e-05, 3.65e-09, 4.36e-05, 1.06e-04, 2.34e-04, 5.35e-04, 1.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-06, 1.28e-10, 1.15e-05, 8.49e-10] [2.48e-05, 5.68e-06, 1.89e-06, 7.36e-06, 2.62e-06, 3.75e-06, 1.38e-06, 2.38e-05, 3.65e-09, 4.36e-05, 1.06e-04, 2.34e-04, 5.35e-04, 1.56e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-06, 1.28e-10, 1.15e-05, 8.49e-10] []
431800 [6.02e-07, 1.01e-06, 5.37e-07, 1.17e-06, 7.32e-07, 6.83e-07, 5.43e-07, 2.00e-08, 1.53e-09, 1.59e-09, 9.29e-07, 1.27e-06, 1.07e-06, 5.60e-08, 2.33e-09, 1.58e-09, 3.73e-09, 7.93e-10, 1.76e-09, 6.10e-11, 2.07e-08, 3.55e-10] [6.02e-07, 1.01e-06, 5.37e-07, 1.17e-06, 7.32e-07, 6.83e-07, 5.43e-07, 2.00e-08, 1.53e-09, 1.59e-09, 9.29e-07, 1.27e-06, 1.07e-06, 5.60e-08, 2.33e-09, 1.58e-09, 3.73e-09, 7.93e-10, 1.76e-09, 6.10e-11, 2.07e-08, 3.55e-10] []
431900 [4.64e-05, 1.47e-05, 3.19e-06, 1.30e-05, 5.03e-06, 8.07e-06, 1.71e-06, 7.47e-05, 1.63e-06, 4.35e-05, 7.13e-05, 5.68e-04, 8.54e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 0.00e+00, 3.41e-05, 1.99e-06] [4.64e-05, 1.47e-05, 3.19e-06, 1.30e-05, 5.03e-06, 8.07e-06, 1.71e-06, 7.47e-05, 1.63e-06, 4.35e-05, 7.13e-05, 5.68e-04, 8.54e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-06, 0.00e+00, 3.41e-05, 1.99e-06] []
432000 [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09] [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.008910 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
432000 [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09] [6.54e-07, 1.04e-06, 5.37e-07, 1.19e-06, 7.37e-07, 6.96e-07, 5.39e-07, 2.47e-09, 4.93e-09, 6.95e-10, 1.01e-06, 1.31e-06, 1.12e-06, 6.17e-08, 9.74e-09, 4.35e-09, 7.97e-09, 5.82e-09, 2.29e-09, 0.00e+00, 2.26e-08, 6.59e-09] []
432100 [2.02e-05, 5.51e-06, 1.73e-06, 3.86e-06, 4.50e-06, 3.52e-06, 1.36e-06, 1.06e-05, 6.74e-04, 4.12e-05, 7.93e-05, 2.99e-04, 2.20e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.21e-05, 1.48e-04] [2.02e-05, 5.51e-06, 1.73e-06, 3.86e-06, 4.50e-06, 3.52e-06, 1.36e-06, 1.06e-05, 6.74e-04, 4.12e-05, 7.93e-05, 2.99e-04, 2.20e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-05, 1.21e-05, 1.48e-04] []
432200 [5.71e-07, 9.69e-07, 4.74e-07, 1.15e-06, 7.13e-07, 6.83e-07, 5.92e-07, 1.60e-09, 3.64e-06, 3.34e-08, 9.28e-07, 1.30e-06, 1.03e-06, 1.50e-07, 3.39e-09, 5.04e-09, 5.78e-09, 8.55e-09, 9.08e-11, 0.00e+00, 2.07e-08, 5.19e-06] [5.71e-07, 9.69e-07, 4.74e-07, 1.15e-06, 7.13e-07, 6.83e-07, 5.92e-07, 1.60e-09, 3.64e-06, 3.34e-08, 9.28e-07, 1.30e-06, 1.03e-06, 1.50e-07, 3.39e-09, 5.04e-09, 5.78e-09, 8.55e-09, 9.08e-11, 0.00e+00, 2.07e-08, 5.19e-06] []
432300 [2.27e-06, 1.60e-06, 4.31e-07, 1.34e-06, 1.47e-06, 1.34e-06, 1.16e-06, 1.63e-05, 2.30e-08, 3.57e-06, 7.11e-06, 2.74e-05, 5.98e-06, 4.03e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-06, 0.00e+00, 1.80e-05, 1.18e-08] [2.27e-06, 1.60e-06, 4.31e-07, 1.34e-06, 1.47e-06, 1.34e-06, 1.16e-06, 1.63e-05, 2.30e-08, 3.57e-06, 7.11e-06, 2.74e-05, 5.98e-06, 4.03e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.10e-06, 0.00e+00, 1.80e-05, 1.18e-08] []
432400 [5.69e-07, 9.34e-07, 5.16e-07, 1.19e-06, 6.95e-07, 6.57e-07, 5.62e-07, 2.42e-08, 7.54e-10, 1.31e-08, 9.43e-07, 1.17e-06, 1.29e-06, 7.78e-07, 2.12e-08, 1.37e-08, 1.96e-08, 1.61e-08, 4.56e-09, 0.00e+00, 3.47e-08, 8.18e-10] [5.69e-07, 9.34e-07, 5.16e-07, 1.19e-06, 6.95e-07, 6.57e-07, 5.62e-07, 2.42e-08, 7.54e-10, 1.31e-08, 9.43e-07, 1.17e-06, 1.29e-06, 7.78e-07, 2.12e-08, 1.37e-08, 1.96e-08, 1.61e-08, 4.56e-09, 0.00e+00, 3.47e-08, 8.18e-10] []
432500 [8.76e-07, 1.11e-06, 4.91e-07, 1.14e-06, 7.59e-07, 7.96e-07, 5.54e-07, 1.02e-06, 1.42e-10, 1.32e-07, 1.38e-06, 2.57e-06, 3.82e-06, 5.62e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-09, 0.00e+00, 0.00e+00, 1.66e-06, 7.87e-10] [8.76e-07, 1.11e-06, 4.91e-07, 1.14e-06, 7.59e-07, 7.96e-07, 5.54e-07, 1.02e-06, 1.42e-10, 1.32e-07, 1.38e-06, 2.57e-06, 3.82e-06, 5.62e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-09, 0.00e+00, 0.00e+00, 1.66e-06, 7.87e-10] []
432600 [1.98e-06, 2.14e-06, 1.26e-06, 3.44e-06, 7.93e-07, 1.63e-06, 1.50e-06, 1.16e-05, 4.39e-08, 5.27e-07, 1.01e-05, 2.44e-05, 3.38e-05, 1.61e-05, 0.00e+00, 6.98e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-05, 4.20e-08] [1.98e-06, 2.14e-06, 1.26e-06, 3.44e-06, 7.93e-07, 1.63e-06, 1.50e-06, 1.16e-05, 4.39e-08, 5.27e-07, 1.01e-05, 2.44e-05, 3.38e-05, 1.61e-05, 0.00e+00, 6.98e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-05, 4.20e-08] []
432700 [5.65e-07, 9.67e-07, 5.31e-07, 1.20e-06, 6.88e-07, 6.79e-07, 5.32e-07, 9.75e-08, 6.30e-10, 1.98e-08, 8.87e-07, 1.30e-06, 1.15e-06, 7.89e-07, 1.31e-11, 0.00e+00, 1.97e-09, 0.00e+00, 7.89e-11, 0.00e+00, 3.56e-08, 6.75e-10] [5.65e-07, 9.67e-07, 5.31e-07, 1.20e-06, 6.88e-07, 6.79e-07, 5.32e-07, 9.75e-08, 6.30e-10, 1.98e-08, 8.87e-07, 1.30e-06, 1.15e-06, 7.89e-07, 1.31e-11, 0.00e+00, 1.97e-09, 0.00e+00, 7.89e-11, 0.00e+00, 3.56e-08, 6.75e-10] []
432800 [8.48e-07, 1.10e-06, 5.01e-07, 1.11e-06, 7.87e-07, 7.96e-07, 5.55e-07, 3.14e-06, 5.00e-09, 2.01e-07, 1.59e-06, 2.37e-06, 1.60e-06, 4.32e-06, 0.00e+00, 2.09e-12, 8.59e-11, 1.46e-09, 0.00e+00, 3.57e-10, 1.77e-06, 2.41e-09] [8.48e-07, 1.10e-06, 5.01e-07, 1.11e-06, 7.87e-07, 7.96e-07, 5.55e-07, 3.14e-06, 5.00e-09, 2.01e-07, 1.59e-06, 2.37e-06, 1.60e-06, 4.32e-06, 0.00e+00, 2.09e-12, 8.59e-11, 1.46e-09, 0.00e+00, 3.57e-10, 1.77e-06, 2.41e-09] []
432900 [1.50e-05, 7.18e-06, 3.71e-06, 4.63e-06, 3.89e-06, 3.17e-06, 1.65e-06, 3.03e-05, 6.03e-05, 1.58e-05, 3.14e-05, 1.32e-04, 3.48e-04, 9.57e-04, 2.56e-05, 1.08e-05, 5.24e-06, 4.80e-06, 0.00e+00, 8.08e-07, 2.48e-05, 3.18e-06] [1.50e-05, 7.18e-06, 3.71e-06, 4.63e-06, 3.89e-06, 3.17e-06, 1.65e-06, 3.03e-05, 6.03e-05, 1.58e-05, 3.14e-05, 1.32e-04, 3.48e-04, 9.57e-04, 2.56e-05, 1.08e-05, 5.24e-06, 4.80e-06, 0.00e+00, 8.08e-07, 2.48e-05, 3.18e-06] []
433000 [5.45e-07, 9.75e-07, 5.22e-07, 1.19e-06, 6.94e-07, 6.71e-07, 5.51e-07, 8.86e-09, 5.78e-09, 1.05e-08, 8.62e-07, 1.20e-06, 1.04e-06, 2.68e-07, 1.55e-10, 1.02e-10, 1.88e-09, 2.72e-10, 1.41e-09, 0.00e+00, 1.72e-08, 1.62e-08] [5.45e-07, 9.75e-07, 5.22e-07, 1.19e-06, 6.94e-07, 6.71e-07, 5.51e-07, 8.86e-09, 5.78e-09, 1.05e-08, 8.62e-07, 1.20e-06, 1.04e-06, 2.68e-07, 1.55e-10, 1.02e-10, 1.88e-09, 2.72e-10, 1.41e-09, 0.00e+00, 1.72e-08, 1.62e-08] []
433100 [1.49e-06, 1.26e-06, 5.19e-07, 1.37e-06, 1.06e-06, 8.40e-07, 6.40e-07, 1.60e-06, 2.28e-09, 3.85e-07, 1.75e-06, 3.62e-06, 9.73e-06, 1.61e-05, 6.95e-07, 2.93e-07, 1.02e-07, 6.88e-08, 1.03e-07, 5.88e-10, 6.92e-07, 3.97e-09] [1.49e-06, 1.26e-06, 5.19e-07, 1.37e-06, 1.06e-06, 8.40e-07, 6.40e-07, 1.60e-06, 2.28e-09, 3.85e-07, 1.75e-06, 3.62e-06, 9.73e-06, 1.61e-05, 6.95e-07, 2.93e-07, 1.02e-07, 6.88e-08, 1.03e-07, 5.88e-10, 6.92e-07, 3.97e-09] []
433200 [9.77e-07, 9.42e-07, 5.48e-07, 1.18e-06, 7.74e-07, 6.63e-07, 5.80e-07, 2.56e-06, 5.26e-09, 2.84e-07, 3.64e-06, 4.86e-06, 1.59e-05, 2.24e-05, 2.53e-07, 1.75e-07, 2.72e-07, 2.24e-07, 6.63e-07, 1.05e-09, 4.31e-06, 7.11e-09] [9.77e-07, 9.42e-07, 5.48e-07, 1.18e-06, 7.74e-07, 6.63e-07, 5.80e-07, 2.56e-06, 5.26e-09, 2.84e-07, 3.64e-06, 4.86e-06, 1.59e-05, 2.24e-05, 2.53e-07, 1.75e-07, 2.72e-07, 2.24e-07, 6.63e-07, 1.05e-09, 4.31e-06, 7.11e-09] []
433300 [6.80e-07, 1.04e-06, 5.30e-07, 1.17e-06, 7.59e-07, 7.05e-07, 5.34e-07, 1.68e-07, 2.62e-11, 6.52e-09, 1.27e-06, 1.41e-06, 1.31e-06, 5.64e-08, 2.47e-08, 3.39e-09, 1.02e-08, 6.51e-09, 2.94e-09, 5.55e-12, 2.35e-08, 7.13e-11] [6.80e-07, 1.04e-06, 5.30e-07, 1.17e-06, 7.59e-07, 7.05e-07, 5.34e-07, 1.68e-07, 2.62e-11, 6.52e-09, 1.27e-06, 1.41e-06, 1.31e-06, 5.64e-08, 2.47e-08, 3.39e-09, 1.02e-08, 6.51e-09, 2.94e-09, 5.55e-12, 2.35e-08, 7.13e-11] []
433400 [6.22e-06, 2.66e-06, 1.30e-06, 1.52e-06, 1.17e-06, 1.32e-06, 8.14e-07, 1.90e-05, 1.93e-05, 9.83e-06, 5.99e-06, 4.41e-05, 5.78e-05, 2.37e-04, 3.23e-06, 2.60e-06, 1.05e-06, 1.43e-06, 3.44e-06, 0.00e+00, 1.98e-05, 2.01e-05] [6.22e-06, 2.66e-06, 1.30e-06, 1.52e-06, 1.17e-06, 1.32e-06, 8.14e-07, 1.90e-05, 1.93e-05, 9.83e-06, 5.99e-06, 4.41e-05, 5.78e-05, 2.37e-04, 3.23e-06, 2.60e-06, 1.05e-06, 1.43e-06, 3.44e-06, 0.00e+00, 1.98e-05, 2.01e-05] []
433500 [5.23e-07, 9.55e-07, 5.38e-07, 1.21e-06, 6.83e-07, 6.67e-07, 5.30e-07, 1.59e-09, 4.34e-10, 2.17e-08, 8.43e-07, 1.23e-06, 1.12e-06, 8.31e-07, 2.40e-12, 0.00e+00, 7.33e-10, 9.17e-13, 4.98e-09, 3.50e-12, 3.43e-08, 1.37e-10] [5.23e-07, 9.55e-07, 5.38e-07, 1.21e-06, 6.83e-07, 6.67e-07, 5.30e-07, 1.59e-09, 4.34e-10, 2.17e-08, 8.43e-07, 1.23e-06, 1.12e-06, 8.31e-07, 2.40e-12, 0.00e+00, 7.33e-10, 9.17e-13, 4.98e-09, 3.50e-12, 3.43e-08, 1.37e-10] []
433600 [8.63e-07, 1.07e-06, 4.62e-07, 1.10e-06, 8.61e-07, 7.60e-07, 5.92e-07, 4.75e-08, 1.89e-07, 3.91e-08, 2.10e-06, 3.35e-06, 4.46e-06, 2.00e-06, 2.18e-08, 5.92e-09, 2.62e-08, 2.73e-08, 2.46e-09, 4.40e-08, 2.29e-08, 2.46e-07] [8.63e-07, 1.07e-06, 4.62e-07, 1.10e-06, 8.61e-07, 7.60e-07, 5.92e-07, 4.75e-08, 1.89e-07, 3.91e-08, 2.10e-06, 3.35e-06, 4.46e-06, 2.00e-06, 2.18e-08, 5.92e-09, 2.62e-08, 2.73e-08, 2.46e-09, 4.40e-08, 2.29e-08, 2.46e-07] []
433700 [9.37e-06, 2.78e-06, 1.24e-06, 2.52e-06, 2.70e-06, 1.91e-06, 7.53e-07, 2.66e-06, 1.82e-07, 2.11e-05, 3.12e-05, 9.27e-05, 1.18e-04, 5.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-07, 0.00e+00, 1.09e-06, 1.30e-07] [9.37e-06, 2.78e-06, 1.24e-06, 2.52e-06, 2.70e-06, 1.91e-06, 7.53e-07, 2.66e-06, 1.82e-07, 2.11e-05, 3.12e-05, 9.27e-05, 1.18e-04, 5.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.61e-07, 0.00e+00, 1.09e-06, 1.30e-07] []
433800 [5.61e-07, 9.73e-07, 5.33e-07, 1.21e-06, 6.87e-07, 6.74e-07, 5.29e-07, 2.88e-08, 2.82e-08, 1.39e-08, 8.81e-07, 1.25e-06, 1.16e-06, 4.94e-07, 4.17e-11, 3.74e-11, 2.32e-09, 5.75e-12, 1.29e-09, 0.00e+00, 1.70e-08, 3.09e-08] [5.61e-07, 9.73e-07, 5.33e-07, 1.21e-06, 6.87e-07, 6.74e-07, 5.29e-07, 2.88e-08, 2.82e-08, 1.39e-08, 8.81e-07, 1.25e-06, 1.16e-06, 4.94e-07, 4.17e-11, 3.74e-11, 2.32e-09, 5.75e-12, 1.29e-09, 0.00e+00, 1.70e-08, 3.09e-08] []
433900 [8.05e-07, 1.10e-06, 4.40e-07, 1.09e-06, 7.96e-07, 7.79e-07, 5.86e-07, 2.25e-07, 2.13e-07, 5.30e-08, 1.73e-06, 2.54e-06, 3.07e-06, 2.26e-07, 3.39e-11, 4.43e-09, 4.23e-09, 2.54e-09, 4.38e-08, 2.51e-08, 2.88e-07, 1.51e-07] [8.05e-07, 1.10e-06, 4.40e-07, 1.09e-06, 7.96e-07, 7.79e-07, 5.86e-07, 2.25e-07, 2.13e-07, 5.30e-08, 1.73e-06, 2.54e-06, 3.07e-06, 2.26e-07, 3.39e-11, 4.43e-09, 4.23e-09, 2.54e-09, 4.38e-08, 2.51e-08, 2.88e-07, 1.51e-07] []
434000 [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07] [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.772452 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
434000 [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07] [1.27e-05, 3.51e-06, 1.35e-06, 5.45e-06, 1.85e-06, 2.36e-06, 1.61e-06, 7.00e-06, 2.79e-07, 9.26e-06, 3.38e-05, 1.25e-04, 6.54e-04, 1.08e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.43e-05, 3.04e-07] []
434100 [5.81e-07, 9.58e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.66e-07, 5.37e-07, 1.60e-10, 2.28e-10, 1.18e-09, 9.17e-07, 1.18e-06, 9.88e-07, 2.23e-07, 1.17e-08, 6.01e-09, 7.70e-09, 5.91e-09, 5.08e-12, 0.00e+00, 5.38e-08, 7.06e-10] [5.81e-07, 9.58e-07, 5.34e-07, 1.19e-06, 7.01e-07, 6.66e-07, 5.37e-07, 1.60e-10, 2.28e-10, 1.18e-09, 9.17e-07, 1.18e-06, 9.88e-07, 2.23e-07, 1.17e-08, 6.01e-09, 7.70e-09, 5.91e-09, 5.08e-12, 0.00e+00, 5.38e-08, 7.06e-10] []
434200 [1.29e-06, 1.31e-06, 5.71e-07, 1.38e-06, 8.01e-07, 8.50e-07, 5.76e-07, 6.59e-07, 7.46e-07, 7.95e-07, 3.97e-06, 4.75e-06, 1.41e-05, 3.96e-05, 0.00e+00, 5.12e-09, 0.00e+00, 1.62e-09, 0.00e+00, 0.00e+00, 5.67e-07, 6.81e-07] [1.29e-06, 1.31e-06, 5.71e-07, 1.38e-06, 8.01e-07, 8.50e-07, 5.76e-07, 6.59e-07, 7.46e-07, 7.95e-07, 3.97e-06, 4.75e-06, 1.41e-05, 3.96e-05, 0.00e+00, 5.12e-09, 0.00e+00, 1.62e-09, 0.00e+00, 0.00e+00, 5.67e-07, 6.81e-07] []
434300 [5.37e-07, 9.31e-07, 5.51e-07, 1.23e-06, 6.89e-07, 6.42e-07, 5.31e-07, 4.05e-08, 7.74e-09, 1.14e-08, 8.69e-07, 1.12e-06, 1.02e-06, 6.68e-07, 2.69e-08, 1.42e-08, 1.72e-08, 1.54e-08, 1.98e-08, 7.17e-10, 1.20e-07, 4.81e-09] [5.37e-07, 9.31e-07, 5.51e-07, 1.23e-06, 6.89e-07, 6.42e-07, 5.31e-07, 4.05e-08, 7.74e-09, 1.14e-08, 8.69e-07, 1.12e-06, 1.02e-06, 6.68e-07, 2.69e-08, 1.42e-08, 1.72e-08, 1.54e-08, 1.98e-08, 7.17e-10, 1.20e-07, 4.81e-09] []
434400 [8.16e-07, 1.08e-06, 5.07e-07, 1.13e-06, 7.93e-07, 7.44e-07, 6.01e-07, 4.65e-07, 9.44e-06, 2.47e-07, 1.59e-06, 2.28e-06, 1.49e-06, 2.36e-06, 8.68e-09, 1.77e-08, 8.74e-09, 2.07e-08, 1.25e-07, 8.26e-07, 8.49e-07, 4.04e-06] [8.16e-07, 1.08e-06, 5.07e-07, 1.13e-06, 7.93e-07, 7.44e-07, 6.01e-07, 4.65e-07, 9.44e-06, 2.47e-07, 1.59e-06, 2.28e-06, 1.49e-06, 2.36e-06, 8.68e-09, 1.77e-08, 8.74e-09, 2.07e-08, 1.25e-07, 8.26e-07, 8.49e-07, 4.04e-06] []
434500 [5.86e-05, 1.79e-05, 6.49e-06, 1.10e-05, 4.61e-06, 9.58e-06, 2.48e-06, 2.39e-04, 1.83e-07, 4.31e-05, 1.22e-04, 5.51e-04, 8.43e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-04, 6.18e-07] [5.86e-05, 1.79e-05, 6.49e-06, 1.10e-05, 4.61e-06, 9.58e-06, 2.48e-06, 2.39e-04, 1.83e-07, 4.31e-05, 1.22e-04, 5.51e-04, 8.43e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.82e-04, 6.18e-07] []
434600 [6.42e-07, 1.04e-06, 5.20e-07, 1.21e-06, 6.95e-07, 7.04e-07, 5.38e-07, 7.29e-09, 2.01e-11, 2.06e-08, 9.77e-07, 1.42e-06, 1.31e-06, 7.82e-07, 2.49e-10, 0.00e+00, 4.40e-09, 0.00e+00, 1.71e-10, 5.56e-12, 1.97e-08, 1.68e-10] [6.42e-07, 1.04e-06, 5.20e-07, 1.21e-06, 6.95e-07, 7.04e-07, 5.38e-07, 7.29e-09, 2.01e-11, 2.06e-08, 9.77e-07, 1.42e-06, 1.31e-06, 7.82e-07, 2.49e-10, 0.00e+00, 4.40e-09, 0.00e+00, 1.71e-10, 5.56e-12, 1.97e-08, 1.68e-10] []
434700 [7.40e-06, 3.31e-06, 1.65e-06, 2.34e-06, 1.41e-06, 1.87e-06, 1.21e-06, 3.38e-05, 5.29e-08, 3.31e-06, 1.56e-05, 1.30e-04, 3.68e-05, 2.28e-04, 7.68e-06, 4.29e-06, 7.78e-07, 6.67e-07, 6.16e-06, 3.11e-08, 3.41e-05, 1.73e-07] [7.40e-06, 3.31e-06, 1.65e-06, 2.34e-06, 1.41e-06, 1.87e-06, 1.21e-06, 3.38e-05, 5.29e-08, 3.31e-06, 1.56e-05, 1.30e-04, 3.68e-05, 2.28e-04, 7.68e-06, 4.29e-06, 7.78e-07, 6.67e-07, 6.16e-06, 3.11e-08, 3.41e-05, 1.73e-07] []
434800 [5.29e-07, 9.42e-07, 5.40e-07, 1.20e-06, 6.93e-07, 6.60e-07, 5.33e-07, 2.64e-08, 5.05e-11, 1.94e-09, 8.43e-07, 1.12e-06, 9.50e-07, 1.05e-07, 7.66e-10, 7.92e-10, 3.34e-09, 8.28e-10, 4.49e-10, 2.75e-13, 1.32e-08, 7.45e-10] [5.29e-07, 9.42e-07, 5.40e-07, 1.20e-06, 6.93e-07, 6.60e-07, 5.33e-07, 2.64e-08, 5.05e-11, 1.94e-09, 8.43e-07, 1.12e-06, 9.50e-07, 1.05e-07, 7.66e-10, 7.92e-10, 3.34e-09, 8.28e-10, 4.49e-10, 2.75e-13, 1.32e-08, 7.45e-10] []
434900 [9.21e-07, 1.15e-06, 4.92e-07, 1.18e-06, 8.15e-07, 7.67e-07, 5.44e-07, 1.28e-07, 1.30e-08, 1.28e-08, 1.84e-06, 2.31e-06, 5.02e-06, 4.07e-06, 2.94e-07, 4.25e-08, 6.05e-08, 5.43e-08, 9.05e-08, 0.00e+00, 6.04e-07, 7.69e-09] [9.21e-07, 1.15e-06, 4.92e-07, 1.18e-06, 8.15e-07, 7.67e-07, 5.44e-07, 1.28e-07, 1.30e-08, 1.28e-08, 1.84e-06, 2.31e-06, 5.02e-06, 4.07e-06, 2.94e-07, 4.25e-08, 6.05e-08, 5.43e-08, 9.05e-08, 0.00e+00, 6.04e-07, 7.69e-09] []
435000 [1.28e-05, 4.36e-06, 1.77e-06, 3.57e-06, 1.37e-06, 2.48e-06, 8.30e-07, 1.36e-05, 1.18e-07, 1.03e-05, 3.35e-05, 1.09e-04, 2.45e-04, 6.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-05, 2.89e-07] [1.28e-05, 4.36e-06, 1.77e-06, 3.57e-06, 1.37e-06, 2.48e-06, 8.30e-07, 1.36e-05, 1.18e-07, 1.03e-05, 3.35e-05, 1.09e-04, 2.45e-04, 6.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.64e-05, 2.89e-07] []
435100 [6.36e-07, 1.04e-06, 5.43e-07, 1.19e-06, 7.30e-07, 7.02e-07, 5.24e-07, 8.01e-09, 1.07e-08, 1.93e-08, 9.80e-07, 1.35e-06, 1.24e-06, 5.16e-07, 1.19e-09, 1.79e-11, 3.29e-10, 2.22e-09, 4.39e-09, 8.78e-10, 3.18e-08, 5.70e-09] [6.36e-07, 1.04e-06, 5.43e-07, 1.19e-06, 7.30e-07, 7.02e-07, 5.24e-07, 8.01e-09, 1.07e-08, 1.93e-08, 9.80e-07, 1.35e-06, 1.24e-06, 5.16e-07, 1.19e-09, 1.79e-11, 3.29e-10, 2.22e-09, 4.39e-09, 8.78e-10, 3.18e-08, 5.70e-09] []
435200 [4.86e-06, 3.92e-06, 1.00e-06, 2.59e-06, 3.93e-06, 3.16e-06, 2.80e-06, 1.57e-05, 6.44e-05, 1.98e-05, 6.43e-05, 2.26e-04, 4.33e-05, 2.61e-04, 0.00e+00, 1.16e-09, 0.00e+00, 1.14e-14, 2.22e-06, 1.44e-06, 1.30e-05, 6.19e-06] [4.86e-06, 3.92e-06, 1.00e-06, 2.59e-06, 3.93e-06, 3.16e-06, 2.80e-06, 1.57e-05, 6.44e-05, 1.98e-05, 6.43e-05, 2.26e-04, 4.33e-05, 2.61e-04, 0.00e+00, 1.16e-09, 0.00e+00, 1.14e-14, 2.22e-06, 1.44e-06, 1.30e-05, 6.19e-06] []
435300 [5.64e-07, 1.00e-06, 5.21e-07, 1.21e-06, 7.16e-07, 6.75e-07, 5.64e-07, 4.56e-09, 5.70e-09, 3.06e-09, 8.93e-07, 1.15e-06, 1.03e-06, 1.68e-07, 7.98e-09, 6.88e-09, 7.85e-09, 1.39e-08, 9.89e-10, 2.19e-09, 1.54e-08, 1.46e-08] [5.64e-07, 1.00e-06, 5.21e-07, 1.21e-06, 7.16e-07, 6.75e-07, 5.64e-07, 4.56e-09, 5.70e-09, 3.06e-09, 8.93e-07, 1.15e-06, 1.03e-06, 1.68e-07, 7.98e-09, 6.88e-09, 7.85e-09, 1.39e-08, 9.89e-10, 2.19e-09, 1.54e-08, 1.46e-08] []
435400 [1.17e-06, 1.27e-06, 5.76e-07, 1.21e-06, 8.40e-07, 8.08e-07, 5.90e-07, 2.96e-06, 1.25e-07, 7.65e-08, 1.48e-06, 3.70e-06, 3.19e-06, 8.73e-06, 3.21e-08, 1.16e-07, 9.33e-08, 1.47e-07, 3.07e-07, 3.72e-08, 2.05e-06, 2.05e-07] [1.17e-06, 1.27e-06, 5.76e-07, 1.21e-06, 8.40e-07, 8.08e-07, 5.90e-07, 2.96e-06, 1.25e-07, 7.65e-08, 1.48e-06, 3.70e-06, 3.19e-06, 8.73e-06, 3.21e-08, 1.16e-07, 9.33e-08, 1.47e-07, 3.07e-07, 3.72e-08, 2.05e-06, 2.05e-07] []
435500 [5.12e-07, 9.12e-07, 5.42e-07, 1.19e-06, 7.04e-07, 6.48e-07, 5.13e-07, 9.77e-08, 6.36e-10, 9.88e-09, 9.49e-07, 1.13e-06, 1.48e-06, 1.08e-06, 2.07e-08, 1.97e-08, 2.60e-08, 2.51e-08, 1.45e-09, 6.04e-14, 1.45e-08, 1.47e-09] [5.12e-07, 9.12e-07, 5.42e-07, 1.19e-06, 7.04e-07, 6.48e-07, 5.13e-07, 9.77e-08, 6.36e-10, 9.88e-09, 9.49e-07, 1.13e-06, 1.48e-06, 1.08e-06, 2.07e-08, 1.97e-08, 2.60e-08, 2.51e-08, 1.45e-09, 6.04e-14, 1.45e-08, 1.47e-09] []
435600 [7.03e-07, 1.07e-06, 6.49e-07, 1.18e-06, 8.84e-07, 7.36e-07, 5.66e-07, 1.53e-09, 9.90e-08, 9.94e-09, 1.19e-06, 2.07e-06, 1.19e-06, 1.28e-06, 7.94e-13, 1.29e-07, 5.07e-09, 2.64e-07, 4.24e-10, 7.44e-09, 1.47e-08, 4.78e-08] [7.03e-07, 1.07e-06, 6.49e-07, 1.18e-06, 8.84e-07, 7.36e-07, 5.66e-07, 1.53e-09, 9.90e-08, 9.94e-09, 1.19e-06, 2.07e-06, 1.19e-06, 1.28e-06, 7.94e-13, 1.29e-07, 5.07e-09, 2.64e-07, 4.24e-10, 7.44e-09, 1.47e-08, 4.78e-08] []
435700 [1.07e-04, 3.46e-05, 1.10e-05, 2.23e-05, 9.07e-06, 1.82e-05, 4.68e-06, 1.41e-04, 1.79e-07, 8.64e-05, 1.73e-04, 1.18e-03, 1.26e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-04, 5.01e-07] [1.07e-04, 3.46e-05, 1.10e-05, 2.23e-05, 9.07e-06, 1.82e-05, 4.68e-06, 1.41e-04, 1.79e-07, 8.64e-05, 1.73e-04, 1.18e-03, 1.26e-03, 6.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.02e-04, 5.01e-07] []
435800 [6.49e-07, 1.08e-06, 5.32e-07, 1.21e-06, 7.33e-07, 6.95e-07, 5.23e-07, 3.03e-08, 2.15e-11, 1.06e-09, 9.71e-07, 1.25e-06, 1.04e-06, 2.42e-07, 1.38e-08, 6.80e-09, 1.05e-08, 3.08e-08, 2.53e-10, 0.00e+00, 1.94e-08, 7.02e-10] [6.49e-07, 1.08e-06, 5.32e-07, 1.21e-06, 7.33e-07, 6.95e-07, 5.23e-07, 3.03e-08, 2.15e-11, 1.06e-09, 9.71e-07, 1.25e-06, 1.04e-06, 2.42e-07, 1.38e-08, 6.80e-09, 1.05e-08, 3.08e-08, 2.53e-10, 0.00e+00, 1.94e-08, 7.02e-10] []
435900 [2.26e-06, 2.60e-06, 4.08e-07, 1.91e-06, 1.24e-06, 2.00e-06, 9.78e-07, 1.84e-05, 4.55e-10, 3.00e-06, 1.17e-05, 5.32e-05, 8.77e-06, 9.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-06, 5.86e-09, 1.71e-05, 3.22e-08] [2.26e-06, 2.60e-06, 4.08e-07, 1.91e-06, 1.24e-06, 2.00e-06, 9.78e-07, 1.84e-05, 4.55e-10, 3.00e-06, 1.17e-05, 5.32e-05, 8.77e-06, 9.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.95e-06, 5.86e-09, 1.71e-05, 3.22e-08] []
436000 [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05] [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.660458 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
436000 [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05] [6.23e-07, 1.08e-06, 6.20e-07, 1.25e-06, 6.92e-07, 7.04e-07, 4.86e-07, 4.46e-09, 2.49e-05, 1.77e-07, 1.05e-06, 2.27e-06, 3.84e-06, 8.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 8.03e-10, 1.05e-14, 4.99e-06, 7.25e-08, 2.10e-05] []
436100 [7.38e-07, 1.16e-06, 4.33e-07, 1.13e-06, 7.88e-07, 7.63e-07, 4.74e-07, 3.63e-08, 1.81e-07, 1.06e-08, 1.09e-06, 1.49e-06, 1.16e-06, 3.64e-07, 2.54e-08, 3.68e-09, 9.41e-09, 6.51e-09, 4.57e-09, 3.17e-08, 3.26e-08, 1.68e-07] [7.38e-07, 1.16e-06, 4.33e-07, 1.13e-06, 7.88e-07, 7.63e-07, 4.74e-07, 3.63e-08, 1.81e-07, 1.06e-08, 1.09e-06, 1.49e-06, 1.16e-06, 3.64e-07, 2.54e-08, 3.68e-09, 9.41e-09, 6.51e-09, 4.57e-09, 3.17e-08, 3.26e-08, 1.68e-07] []
436200 [5.87e-05, 1.92e-05, 6.44e-06, 1.18e-05, 5.41e-06, 1.05e-05, 2.98e-06, 1.40e-04, 3.45e-07, 4.96e-05, 9.37e-05, 6.18e-04, 6.42e-04, 3.02e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.69e-04, 6.81e-07] [5.87e-05, 1.92e-05, 6.44e-06, 1.18e-05, 5.41e-06, 1.05e-05, 2.98e-06, 1.40e-04, 3.45e-07, 4.96e-05, 9.37e-05, 6.18e-04, 6.42e-04, 3.02e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.69e-04, 6.81e-07] []
436300 [5.57e-07, 1.00e-06, 4.71e-07, 1.00e-06, 8.19e-07, 6.59e-07, 4.34e-07, 1.58e-08, 1.84e-06, 1.59e-08, 9.67e-07, 1.48e-06, 1.24e-06, 1.54e-06, 0.00e+00, 9.62e-09, 3.22e-09, 3.68e-08, 3.40e-10, 5.92e-08, 1.63e-08, 3.15e-07] [5.57e-07, 1.00e-06, 4.71e-07, 1.00e-06, 8.19e-07, 6.59e-07, 4.34e-07, 1.58e-08, 1.84e-06, 1.59e-08, 9.67e-07, 1.48e-06, 1.24e-06, 1.54e-06, 0.00e+00, 9.62e-09, 3.22e-09, 3.68e-08, 3.40e-10, 5.92e-08, 1.63e-08, 3.15e-07] []
436400 [6.98e-07, 9.55e-07, 4.37e-07, 9.92e-07, 8.40e-07, 7.01e-07, 4.49e-07, 2.35e-07, 2.90e-08, 1.00e-07, 1.08e-06, 1.90e-06, 2.21e-06, 4.13e-06, 0.00e+00, 1.08e-09, 1.18e-09, 2.86e-08, 0.00e+00, 0.00e+00, 3.53e-07, 5.45e-08] [6.98e-07, 9.55e-07, 4.37e-07, 9.92e-07, 8.40e-07, 7.01e-07, 4.49e-07, 2.35e-07, 2.90e-08, 1.00e-07, 1.08e-06, 1.90e-06, 2.21e-06, 4.13e-06, 0.00e+00, 1.08e-09, 1.18e-09, 2.86e-08, 0.00e+00, 0.00e+00, 3.53e-07, 5.45e-08] []
436500 [1.19e-06, 1.27e-06, 5.51e-07, 1.30e-06, 9.14e-07, 8.58e-07, 5.34e-07, 3.04e-06, 6.91e-11, 3.72e-10, 3.42e-06, 9.82e-06, 1.88e-05, 2.92e-06, 7.10e-08, 1.21e-07, 5.75e-10, 4.54e-08, 1.52e-07, 1.48e-08, 1.01e-06, 7.52e-08] [1.19e-06, 1.27e-06, 5.51e-07, 1.30e-06, 9.14e-07, 8.58e-07, 5.34e-07, 3.04e-06, 6.91e-11, 3.72e-10, 3.42e-06, 9.82e-06, 1.88e-05, 2.92e-06, 7.10e-08, 1.21e-07, 5.75e-10, 4.54e-08, 1.52e-07, 1.48e-08, 1.01e-06, 7.52e-08] []
436600 [5.16e-07, 8.61e-07, 5.09e-07, 1.03e-06, 7.75e-07, 6.22e-07, 4.11e-07, 2.24e-09, 7.91e-09, 3.45e-10, 9.18e-07, 9.45e-07, 8.30e-07, 1.05e-07, 1.36e-08, 9.87e-09, 1.58e-08, 2.12e-08, 2.00e-09, 0.00e+00, 2.18e-08, 1.08e-08] [5.16e-07, 8.61e-07, 5.09e-07, 1.03e-06, 7.75e-07, 6.22e-07, 4.11e-07, 2.24e-09, 7.91e-09, 3.45e-10, 9.18e-07, 9.45e-07, 8.30e-07, 1.05e-07, 1.36e-08, 9.87e-09, 1.58e-08, 2.12e-08, 2.00e-09, 0.00e+00, 2.18e-08, 1.08e-08] []
436700 [8.77e-07, 1.26e-06, 6.23e-07, 1.21e-06, 9.06e-07, 7.40e-07, 5.33e-07, 1.69e-06, 1.31e-06, 1.45e-06, 2.50e-06, 6.97e-06, 3.20e-06, 7.59e-06, 1.49e-07, 6.58e-08, 4.86e-11, 6.57e-08, 1.73e-07, 0.00e+00, 1.17e-06, 1.43e-06] [8.77e-07, 1.26e-06, 6.23e-07, 1.21e-06, 9.06e-07, 7.40e-07, 5.33e-07, 1.69e-06, 1.31e-06, 1.45e-06, 2.50e-06, 6.97e-06, 3.20e-06, 7.59e-06, 1.49e-07, 6.58e-08, 4.86e-11, 6.57e-08, 1.73e-07, 0.00e+00, 1.17e-06, 1.43e-06] []
436800 [4.97e-07, 9.04e-07, 5.33e-07, 1.08e-06, 7.71e-07, 6.38e-07, 4.39e-07, 8.09e-08, 5.64e-09, 1.11e-10, 8.84e-07, 8.82e-07, 7.91e-07, 7.96e-09, 5.21e-09, 6.82e-09, 9.56e-09, 1.92e-08, 1.20e-09, 1.38e-10, 2.08e-08, 2.75e-09] [4.97e-07, 9.04e-07, 5.33e-07, 1.08e-06, 7.71e-07, 6.38e-07, 4.39e-07, 8.09e-08, 5.64e-09, 1.11e-10, 8.84e-07, 8.82e-07, 7.91e-07, 7.96e-09, 5.21e-09, 6.82e-09, 9.56e-09, 1.92e-08, 1.20e-09, 1.38e-10, 2.08e-08, 2.75e-09] []
436900 [3.49e-06, 2.00e-06, 6.67e-07, 1.36e-06, 1.06e-06, 1.17e-06, 7.21e-07, 7.45e-06, 1.05e-07, 1.44e-06, 4.86e-06, 1.75e-05, 3.22e-05, 1.07e-04, 1.02e-06, 9.97e-07, 7.06e-07, 9.99e-07, 6.73e-07, 6.10e-10, 4.28e-06, 1.23e-09] [3.49e-06, 2.00e-06, 6.67e-07, 1.36e-06, 1.06e-06, 1.17e-06, 7.21e-07, 7.45e-06, 1.05e-07, 1.44e-06, 4.86e-06, 1.75e-05, 3.22e-05, 1.07e-04, 1.02e-06, 9.97e-07, 7.06e-07, 9.99e-07, 6.73e-07, 6.10e-10, 4.28e-06, 1.23e-09] []
437000 [5.73e-07, 9.62e-07, 5.27e-07, 1.08e-06, 7.54e-07, 6.82e-07, 4.30e-07, 4.12e-08, 3.65e-09, 4.31e-09, 1.02e-06, 1.02e-06, 8.64e-07, 2.15e-08, 3.24e-09, 4.89e-09, 9.33e-09, 1.54e-08, 2.24e-10, 7.79e-10, 3.29e-08, 5.19e-09] [5.73e-07, 9.62e-07, 5.27e-07, 1.08e-06, 7.54e-07, 6.82e-07, 4.30e-07, 4.12e-08, 3.65e-09, 4.31e-09, 1.02e-06, 1.02e-06, 8.64e-07, 2.15e-08, 3.24e-09, 4.89e-09, 9.33e-09, 1.54e-08, 2.24e-10, 7.79e-10, 3.29e-08, 5.19e-09] []
437100 [1.69e-06, 1.57e-06, 1.06e-06, 1.72e-06, 8.97e-07, 8.69e-07, 9.21e-07, 6.48e-05, 9.12e-09, 3.61e-09, 1.23e-05, 1.79e-05, 2.36e-05, 4.19e-06, 6.41e-12, 3.18e-07, 0.00e+00, 1.39e-07, 0.00e+00, 0.00e+00, 6.05e-05, 1.67e-05] [1.69e-06, 1.57e-06, 1.06e-06, 1.72e-06, 8.97e-07, 8.69e-07, 9.21e-07, 6.48e-05, 9.12e-09, 3.61e-09, 1.23e-05, 1.79e-05, 2.36e-05, 4.19e-06, 6.41e-12, 3.18e-07, 0.00e+00, 1.39e-07, 0.00e+00, 0.00e+00, 6.05e-05, 1.67e-05] []
437200 [5.94e-07, 9.12e-07, 5.19e-07, 1.03e-06, 7.05e-07, 6.71e-07, 5.05e-07, 9.11e-09, 1.32e-09, 1.42e-07, 1.21e-06, 2.09e-06, 4.12e-06, 8.29e-06, 0.00e+00, 3.64e-10, 0.00e+00, 7.66e-09, 0.00e+00, 7.20e-12, 9.93e-08, 1.49e-09] [5.94e-07, 9.12e-07, 5.19e-07, 1.03e-06, 7.05e-07, 6.71e-07, 5.05e-07, 9.11e-09, 1.32e-09, 1.42e-07, 1.21e-06, 2.09e-06, 4.12e-06, 8.29e-06, 0.00e+00, 3.64e-10, 0.00e+00, 7.66e-09, 0.00e+00, 7.20e-12, 9.93e-08, 1.49e-09] []
437300 [7.25e-07, 1.05e-06, 4.85e-07, 1.05e-06, 7.76e-07, 7.53e-07, 5.15e-07, 4.52e-07, 1.52e-10, 2.22e-08, 1.14e-06, 1.60e-06, 1.04e-06, 5.98e-07, 5.34e-12, 5.72e-09, 2.70e-09, 2.46e-08, 0.00e+00, 1.64e-11, 2.51e-07, 1.99e-10] [7.25e-07, 1.05e-06, 4.85e-07, 1.05e-06, 7.76e-07, 7.53e-07, 5.15e-07, 4.52e-07, 1.52e-10, 2.22e-08, 1.14e-06, 1.60e-06, 1.04e-06, 5.98e-07, 5.34e-12, 5.72e-09, 2.70e-09, 2.46e-08, 0.00e+00, 1.64e-11, 2.51e-07, 1.99e-10] []
437400 [8.12e-06, 1.86e-06, 1.04e-06, 1.75e-06, 1.36e-06, 1.15e-06, 7.09e-07, 1.61e-04, 6.65e-08, 5.20e-06, 5.15e-05, 6.88e-05, 2.58e-04, 4.33e-04, 5.92e-06, 4.45e-06, 5.38e-06, 4.08e-06, 3.17e-05, 1.80e-08, 1.59e-04, 1.03e-07] [8.12e-06, 1.86e-06, 1.04e-06, 1.75e-06, 1.36e-06, 1.15e-06, 7.09e-07, 1.61e-04, 6.65e-08, 5.20e-06, 5.15e-05, 6.88e-05, 2.58e-04, 4.33e-04, 5.92e-06, 4.45e-06, 5.38e-06, 4.08e-06, 3.17e-05, 1.80e-08, 1.59e-04, 1.03e-07] []
437500 [6.72e-07, 1.23e-06, 1.24e-06, 2.41e-06, 1.56e-06, 7.98e-07, 7.50e-07, 1.42e-06, 2.97e-09, 1.29e-07, 1.90e-06, 2.15e-06, 2.02e-06, 2.03e-07, 4.61e-09, 1.16e-08, 1.47e-08, 9.87e-08, 0.00e+00, 0.00e+00, 7.56e-08, 4.73e-08] [6.72e-07, 1.23e-06, 1.24e-06, 2.41e-06, 1.56e-06, 7.98e-07, 7.50e-07, 1.42e-06, 2.97e-09, 1.29e-07, 1.90e-06, 2.15e-06, 2.02e-06, 2.03e-07, 4.61e-09, 1.16e-08, 1.47e-08, 9.87e-08, 0.00e+00, 0.00e+00, 7.56e-08, 4.73e-08] []
437600 [1.07e-05, 4.18e-06, 2.38e-06, 3.72e-06, 1.27e-06, 3.52e-06, 1.50e-06, 4.57e-06, 4.59e-07, 6.28e-06, 1.20e-05, 8.12e-05, 8.75e-05, 4.44e-04, 1.08e-05, 3.57e-06, 4.34e-06, 3.63e-07, 0.00e+00, 0.00e+00, 4.54e-06, 2.33e-07] [1.07e-05, 4.18e-06, 2.38e-06, 3.72e-06, 1.27e-06, 3.52e-06, 1.50e-06, 4.57e-06, 4.59e-07, 6.28e-06, 1.20e-05, 8.12e-05, 8.75e-05, 4.44e-04, 1.08e-05, 3.57e-06, 4.34e-06, 3.63e-07, 0.00e+00, 0.00e+00, 4.54e-06, 2.33e-07] []
437700 [6.54e-07, 1.26e-06, 6.94e-07, 1.49e-06, 8.24e-07, 7.05e-07, 5.15e-07, 4.40e-08, 2.72e-07, 3.99e-10, 9.49e-07, 8.16e-07, 6.33e-07, 4.46e-09, 3.64e-09, 2.61e-09, 7.94e-09, 4.40e-09, 1.88e-08, 0.00e+00, 1.15e-07, 2.47e-07] [6.54e-07, 1.26e-06, 6.94e-07, 1.49e-06, 8.24e-07, 7.05e-07, 5.15e-07, 4.40e-08, 2.72e-07, 3.99e-10, 9.49e-07, 8.16e-07, 6.33e-07, 4.46e-09, 3.64e-09, 2.61e-09, 7.94e-09, 4.40e-09, 1.88e-08, 0.00e+00, 1.15e-07, 2.47e-07] []
437800 [4.57e-07, 9.65e-07, 6.56e-07, 1.34e-06, 7.65e-07, 6.47e-07, 4.58e-07, 4.10e-07, 4.84e-08, 4.53e-08, 8.30e-07, 1.12e-06, 1.38e-06, 2.71e-06, 0.00e+00, 0.00e+00, 6.48e-12, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-07, 4.33e-08] [4.57e-07, 9.65e-07, 6.56e-07, 1.34e-06, 7.65e-07, 6.47e-07, 4.58e-07, 4.10e-07, 4.84e-08, 4.53e-08, 8.30e-07, 1.12e-06, 1.38e-06, 2.71e-06, 0.00e+00, 0.00e+00, 6.48e-12, 0.00e+00, 0.00e+00, 0.00e+00, 6.39e-07, 4.33e-08] []
437900 [8.93e-07, 1.33e-06, 5.93e-07, 1.35e-06, 8.76e-07, 7.86e-07, 5.55e-07, 1.11e-08, 9.94e-08, 3.38e-12, 1.20e-06, 1.20e-06, 9.61e-07, 4.64e-07, 2.05e-08, 7.34e-09, 1.20e-08, 8.75e-09, 9.93e-09, 0.00e+00, 6.09e-08, 3.91e-09] [8.93e-07, 1.33e-06, 5.93e-07, 1.35e-06, 8.76e-07, 7.86e-07, 5.55e-07, 1.11e-08, 9.94e-08, 3.38e-12, 1.20e-06, 1.20e-06, 9.61e-07, 4.64e-07, 2.05e-08, 7.34e-09, 1.20e-08, 8.75e-09, 9.93e-09, 0.00e+00, 6.09e-08, 3.91e-09] []
438000 [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10] [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.031340 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
438000 [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10] [5.01e-07, 9.36e-07, 5.91e-07, 1.24e-06, 7.68e-07, 6.28e-07, 4.89e-07, 7.56e-10, 1.69e-10, 5.22e-11, 9.21e-07, 7.80e-07, 6.60e-07, 3.00e-09, 6.50e-09, 5.56e-09, 7.80e-09, 4.70e-09, 3.51e-10, 1.13e-11, 1.75e-08, 1.94e-10] []
438100 [8.32e-06, 3.22e-06, 1.68e-06, 3.85e-06, 1.10e-06, 2.66e-06, 6.49e-07, 7.28e-06, 2.17e-07, 8.39e-06, 9.38e-05, 5.92e-05, 1.92e-04, 4.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-08, 0.00e+00, 2.62e-08, 9.59e-07, 1.50e-07] [8.32e-06, 3.22e-06, 1.68e-06, 3.85e-06, 1.10e-06, 2.66e-06, 6.49e-07, 7.28e-06, 2.17e-07, 8.39e-06, 9.38e-05, 5.92e-05, 1.92e-04, 4.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-08, 0.00e+00, 2.62e-08, 9.59e-07, 1.50e-07] []
438200 [6.31e-07, 1.05e-06, 5.80e-07, 1.28e-06, 7.63e-07, 7.05e-07, 4.93e-07, 5.98e-08, 1.11e-09, 4.44e-13, 9.98e-07, 9.59e-07, 7.92e-07, 7.18e-09, 5.74e-09, 3.48e-09, 6.54e-09, 3.64e-09, 8.72e-09, 1.08e-10, 5.72e-08, 5.80e-10] [6.31e-07, 1.05e-06, 5.80e-07, 1.28e-06, 7.63e-07, 7.05e-07, 4.93e-07, 5.98e-08, 1.11e-09, 4.44e-13, 9.98e-07, 9.59e-07, 7.92e-07, 7.18e-09, 5.74e-09, 3.48e-09, 6.54e-09, 3.64e-09, 8.72e-09, 1.08e-10, 5.72e-08, 5.80e-10] []
438300 [4.43e-07, 8.00e-07, 5.71e-07, 1.18e-06, 7.22e-07, 6.05e-07, 4.40e-07, 8.29e-10, 1.12e-10, 1.38e-10, 8.81e-07, 7.42e-07, 6.59e-07, 5.58e-09, 5.93e-09, 5.16e-09, 8.35e-09, 4.59e-09, 4.98e-09, 1.15e-11, 3.56e-08, 6.06e-10] [4.43e-07, 8.00e-07, 5.71e-07, 1.18e-06, 7.22e-07, 6.05e-07, 4.40e-07, 8.29e-10, 1.12e-10, 1.38e-10, 8.81e-07, 7.42e-07, 6.59e-07, 5.58e-09, 5.93e-09, 5.16e-09, 8.35e-09, 4.59e-09, 4.98e-09, 1.15e-11, 3.56e-08, 6.06e-10] []
438400 [1.67e-06, 2.17e-06, 6.87e-07, 1.64e-06, 1.13e-06, 1.60e-06, 6.50e-07, 1.33e-09, 1.81e-06, 1.90e-06, 8.30e-06, 2.58e-05, 2.97e-06, 3.51e-05, 1.88e-11, 1.25e-08, 1.56e-08, 8.40e-09, 1.03e-07, 2.01e-07, 6.72e-07, 9.87e-07] [1.67e-06, 2.17e-06, 6.87e-07, 1.64e-06, 1.13e-06, 1.60e-06, 6.50e-07, 1.33e-09, 1.81e-06, 1.90e-06, 8.30e-06, 2.58e-05, 2.97e-06, 3.51e-05, 1.88e-11, 1.25e-08, 1.56e-08, 8.40e-09, 1.03e-07, 2.01e-07, 6.72e-07, 9.87e-07] []
438500 [5.60e-07, 1.04e-06, 6.20e-07, 1.30e-06, 7.72e-07, 7.03e-07, 4.92e-07, 1.08e-07, 9.91e-11, 6.75e-10, 9.27e-07, 9.41e-07, 8.45e-07, 4.12e-09, 3.46e-09, 4.08e-09, 6.27e-09, 3.74e-09, 4.13e-09, 4.91e-12, 3.34e-08, 1.97e-10] [5.60e-07, 1.04e-06, 6.20e-07, 1.30e-06, 7.72e-07, 7.03e-07, 4.92e-07, 1.08e-07, 9.91e-11, 6.75e-10, 9.27e-07, 9.41e-07, 8.45e-07, 4.12e-09, 3.46e-09, 4.08e-09, 6.27e-09, 3.74e-09, 4.13e-09, 4.91e-12, 3.34e-08, 1.97e-10] []
438600 [1.01e-06, 8.62e-07, 6.98e-07, 1.28e-06, 7.22e-07, 6.69e-07, 5.83e-07, 1.17e-08, 3.13e-05, 4.30e-07, 1.84e-06, 5.33e-06, 5.46e-06, 2.45e-05, 3.49e-07, 3.69e-07, 2.50e-07, 2.25e-07, 1.59e-09, 1.64e-05, 1.99e-08, 6.70e-05] [1.01e-06, 8.62e-07, 6.98e-07, 1.28e-06, 7.22e-07, 6.69e-07, 5.83e-07, 1.17e-08, 3.13e-05, 4.30e-07, 1.84e-06, 5.33e-06, 5.46e-06, 2.45e-05, 3.49e-07, 3.69e-07, 2.50e-07, 2.25e-07, 1.59e-09, 1.64e-05, 1.99e-08, 6.70e-05] []
438700 [6.03e-07, 9.18e-07, 5.35e-07, 1.16e-06, 7.51e-07, 6.61e-07, 5.68e-07, 4.63e-09, 1.63e-09, 3.26e-08, 9.38e-07, 1.18e-06, 1.20e-06, 1.43e-06, 4.13e-08, 1.32e-08, 1.84e-08, 2.84e-08, 2.52e-11, 3.96e-10, 1.75e-08, 2.40e-09] [6.03e-07, 9.18e-07, 5.35e-07, 1.16e-06, 7.51e-07, 6.61e-07, 5.68e-07, 4.63e-09, 1.63e-09, 3.26e-08, 9.38e-07, 1.18e-06, 1.20e-06, 1.43e-06, 4.13e-08, 1.32e-08, 1.84e-08, 2.84e-08, 2.52e-11, 3.96e-10, 1.75e-08, 2.40e-09] []
438800 [5.67e-06, 2.91e-06, 1.69e-06, 2.07e-06, 2.31e-06, 1.52e-06, 1.18e-06, 3.14e-07, 1.03e-08, 1.94e-06, 1.81e-05, 4.03e-05, 1.05e-04, 2.72e-04, 2.75e-06, 1.18e-06, 4.64e-07, 1.46e-06, 8.68e-08, 0.00e+00, 5.88e-07, 4.33e-08] [5.67e-06, 2.91e-06, 1.69e-06, 2.07e-06, 2.31e-06, 1.52e-06, 1.18e-06, 3.14e-07, 1.03e-08, 1.94e-06, 1.81e-05, 4.03e-05, 1.05e-04, 2.72e-04, 2.75e-06, 1.18e-06, 4.64e-07, 1.46e-06, 8.68e-08, 0.00e+00, 5.88e-07, 4.33e-08] []
438900 [5.52e-07, 9.04e-07, 5.31e-07, 1.19e-06, 7.07e-07, 6.59e-07, 5.08e-07, 1.32e-09, 1.63e-10, 1.99e-10, 9.31e-07, 9.33e-07, 8.36e-07, 1.50e-08, 3.18e-09, 2.80e-09, 3.61e-09, 2.43e-09, 7.17e-12, 1.10e-12, 1.30e-07, 2.42e-10] [5.52e-07, 9.04e-07, 5.31e-07, 1.19e-06, 7.07e-07, 6.59e-07, 5.08e-07, 1.32e-09, 1.63e-10, 1.99e-10, 9.31e-07, 9.33e-07, 8.36e-07, 1.50e-08, 3.18e-09, 2.80e-09, 3.61e-09, 2.43e-09, 7.17e-12, 1.10e-12, 1.30e-07, 2.42e-10] []
439000 [6.17e-05, 1.35e-05, 4.55e-06, 1.56e-05, 1.37e-05, 6.94e-06, 1.06e-05, 3.79e-05, 1.32e-05, 3.18e-05, 1.01e-04, 6.87e-04, 3.99e-04, 1.88e-03, 5.29e-05, 5.31e-05, 1.15e-05, 3.95e-06, 2.91e-05, 0.00e+00, 1.37e-04, 2.60e-06] [6.17e-05, 1.35e-05, 4.55e-06, 1.56e-05, 1.37e-05, 6.94e-06, 1.06e-05, 3.79e-05, 1.32e-05, 3.18e-05, 1.01e-04, 6.87e-04, 3.99e-04, 1.88e-03, 5.29e-05, 5.31e-05, 1.15e-05, 3.95e-06, 2.91e-05, 0.00e+00, 1.37e-04, 2.60e-06] []
439100 [5.26e-07, 1.08e-06, 8.56e-07, 1.30e-06, 9.71e-07, 6.38e-07, 6.78e-07, 3.55e-08, 2.35e-09, 6.04e-09, 9.24e-07, 9.03e-07, 8.40e-07, 1.36e-08, 3.40e-09, 8.67e-09, 1.97e-08, 9.46e-09, 3.52e-10, 1.28e-11, 1.62e-08, 2.74e-09] [5.26e-07, 1.08e-06, 8.56e-07, 1.30e-06, 9.71e-07, 6.38e-07, 6.78e-07, 3.55e-08, 2.35e-09, 6.04e-09, 9.24e-07, 9.03e-07, 8.40e-07, 1.36e-08, 3.40e-09, 8.67e-09, 1.97e-08, 9.46e-09, 3.52e-10, 1.28e-11, 1.62e-08, 2.74e-09] []
439200 [4.25e-07, 9.45e-07, 6.64e-07, 1.16e-06, 8.05e-07, 5.68e-07, 5.42e-07, 2.90e-08, 2.37e-10, 2.53e-10, 8.13e-07, 7.32e-07, 6.96e-07, 1.12e-08, 5.85e-09, 4.36e-09, 8.54e-09, 4.87e-09, 1.58e-10, 9.18e-11, 2.22e-08, 7.23e-10] [4.25e-07, 9.45e-07, 6.64e-07, 1.16e-06, 8.05e-07, 5.68e-07, 5.42e-07, 2.90e-08, 2.37e-10, 2.53e-10, 8.13e-07, 7.32e-07, 6.96e-07, 1.12e-08, 5.85e-09, 4.36e-09, 8.54e-09, 4.87e-09, 1.58e-10, 9.18e-11, 2.22e-08, 7.23e-10] []
439300 [3.11e-06, 1.63e-06, 6.28e-07, 1.42e-06, 1.45e-06, 1.22e-06, 8.19e-07, 1.08e-08, 1.93e-04, 3.49e-06, 7.28e-06, 2.37e-05, 2.88e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 5.88e-11, 0.00e+00, 3.92e-08, 5.52e-05] [3.11e-06, 1.63e-06, 6.28e-07, 1.42e-06, 1.45e-06, 1.22e-06, 8.19e-07, 1.08e-08, 1.93e-04, 3.49e-06, 7.28e-06, 2.37e-05, 2.88e-05, 1.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 5.88e-11, 0.00e+00, 3.92e-08, 5.52e-05] []
439400 [4.84e-07, 8.74e-07, 5.35e-07, 1.09e-06, 7.47e-07, 5.65e-07, 5.49e-07, 2.99e-09, 4.25e-10, 1.11e-10, 8.63e-07, 8.22e-07, 7.12e-07, 6.35e-09, 8.26e-09, 4.52e-09, 8.03e-09, 5.37e-09, 0.00e+00, 5.39e-10, 3.33e-08, 3.10e-09] [4.84e-07, 8.74e-07, 5.35e-07, 1.09e-06, 7.47e-07, 5.65e-07, 5.49e-07, 2.99e-09, 4.25e-10, 1.11e-10, 8.63e-07, 8.22e-07, 7.12e-07, 6.35e-09, 8.26e-09, 4.52e-09, 8.03e-09, 5.37e-09, 0.00e+00, 5.39e-10, 3.33e-08, 3.10e-09] []
439500 [1.51e-06, 1.46e-06, 5.87e-07, 1.34e-06, 9.91e-07, 8.98e-07, 6.83e-07, 3.40e-06, 1.90e-08, 1.17e-06, 4.30e-06, 4.99e-06, 6.71e-06, 1.78e-05, 3.24e-07, 6.50e-08, 1.79e-07, 1.42e-07, 4.83e-07, 0.00e+00, 3.15e-06, 4.85e-09] [1.51e-06, 1.46e-06, 5.87e-07, 1.34e-06, 9.91e-07, 8.98e-07, 6.83e-07, 3.40e-06, 1.90e-08, 1.17e-06, 4.30e-06, 4.99e-06, 6.71e-06, 1.78e-05, 3.24e-07, 6.50e-08, 1.79e-07, 1.42e-07, 4.83e-07, 0.00e+00, 3.15e-06, 4.85e-09] []
439600 [5.17e-07, 9.26e-07, 5.31e-07, 1.16e-06, 7.23e-07, 6.17e-07, 5.07e-07, 2.75e-08, 1.31e-09, 2.40e-10, 9.17e-07, 8.77e-07, 7.55e-07, 6.84e-09, 8.28e-09, 5.68e-09, 9.41e-09, 4.45e-09, 3.44e-09, 1.17e-11, 2.99e-08, 1.94e-10] [5.17e-07, 9.26e-07, 5.31e-07, 1.16e-06, 7.23e-07, 6.17e-07, 5.07e-07, 2.75e-08, 1.31e-09, 2.40e-10, 9.17e-07, 8.77e-07, 7.55e-07, 6.84e-09, 8.28e-09, 5.68e-09, 9.41e-09, 4.45e-09, 3.44e-09, 1.17e-11, 2.99e-08, 1.94e-10] []
439700 [1.29e-05, 4.28e-06, 3.02e-06, 5.45e-06, 2.24e-06, 5.90e-06, 3.42e-06, 3.78e-05, 1.17e-05, 1.65e-05, 6.04e-05, 1.07e-04, 7.54e-05, 5.50e-04, 3.61e-06, 1.77e-06, 3.70e-06, 1.09e-07, 1.96e-05, 1.84e-06, 9.77e-05, 8.24e-06] [1.29e-05, 4.28e-06, 3.02e-06, 5.45e-06, 2.24e-06, 5.90e-06, 3.42e-06, 3.78e-05, 1.17e-05, 1.65e-05, 6.04e-05, 1.07e-04, 7.54e-05, 5.50e-04, 3.61e-06, 1.77e-06, 3.70e-06, 1.09e-07, 1.96e-05, 1.84e-06, 9.77e-05, 8.24e-06] []
439800 [6.22e-07, 1.05e-06, 5.64e-07, 1.20e-06, 7.57e-07, 6.68e-07, 5.47e-07, 9.60e-09, 5.47e-06, 7.63e-10, 9.78e-07, 1.06e-06, 9.67e-07, 2.93e-08, 4.03e-09, 1.64e-09, 6.33e-09, 1.02e-09, 5.23e-11, 0.00e+00, 1.19e-07, 4.37e-06] [6.22e-07, 1.05e-06, 5.64e-07, 1.20e-06, 7.57e-07, 6.68e-07, 5.47e-07, 9.60e-09, 5.47e-06, 7.63e-10, 9.78e-07, 1.06e-06, 9.67e-07, 2.93e-08, 4.03e-09, 1.64e-09, 6.33e-09, 1.02e-09, 5.23e-11, 0.00e+00, 1.19e-07, 4.37e-06] []
439900 [4.12e-07, 8.34e-07, 5.18e-07, 1.09e-06, 7.00e-07, 5.84e-07, 4.79e-07, 2.42e-10, 3.96e-08, 7.66e-09, 8.20e-07, 8.10e-07, 6.95e-07, 2.37e-07, 6.91e-09, 1.61e-09, 5.18e-09, 1.65e-09, 0.00e+00, 0.00e+00, 6.77e-08, 3.50e-08] [4.12e-07, 8.34e-07, 5.18e-07, 1.09e-06, 7.00e-07, 5.84e-07, 4.79e-07, 2.42e-10, 3.96e-08, 7.66e-09, 8.20e-07, 8.10e-07, 6.95e-07, 2.37e-07, 6.91e-09, 1.61e-09, 5.18e-09, 1.65e-09, 0.00e+00, 0.00e+00, 6.77e-08, 3.50e-08] []
440000 [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07] [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.954619 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
440000 [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07] [8.56e-07, 1.06e-06, 5.26e-07, 1.14e-06, 8.37e-07, 7.13e-07, 5.50e-07, 3.13e-08, 1.48e-07, 8.92e-08, 1.52e-06, 1.80e-06, 2.10e-06, 3.61e-06, 8.46e-08, 2.60e-08, 5.15e-08, 2.84e-08, 2.49e-08, 0.00e+00, 1.53e-07, 1.14e-07] []
440100 [1.02e-05, 3.54e-06, 1.42e-06, 2.53e-06, 1.27e-06, 2.11e-06, 7.28e-07, 4.02e-05, 1.66e-07, 6.71e-06, 3.43e-05, 9.13e-05, 1.91e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-09, 7.22e-05, 3.17e-08] [1.02e-05, 3.54e-06, 1.42e-06, 2.53e-06, 1.27e-06, 2.11e-06, 7.28e-07, 4.02e-05, 1.66e-07, 6.71e-06, 3.43e-05, 9.13e-05, 1.91e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.04e-09, 7.22e-05, 3.17e-08] []
440200 [5.72e-07, 9.18e-07, 4.83e-07, 1.12e-06, 7.17e-07, 6.56e-07, 5.10e-07, 1.56e-07, 7.78e-11, 4.40e-09, 9.31e-07, 1.03e-06, 9.28e-07, 3.06e-07, 7.04e-10, 1.55e-11, 1.70e-09, 4.56e-11, 0.00e+00, 5.70e-12, 3.32e-08, 2.12e-10] [5.72e-07, 9.18e-07, 4.83e-07, 1.12e-06, 7.17e-07, 6.56e-07, 5.10e-07, 1.56e-07, 7.78e-11, 4.40e-09, 9.31e-07, 1.03e-06, 9.28e-07, 3.06e-07, 7.04e-10, 1.55e-11, 1.70e-09, 4.56e-11, 0.00e+00, 5.70e-12, 3.32e-08, 2.12e-10] []
440300 [2.87e-06, 1.42e-06, 4.74e-07, 1.80e-06, 2.36e-06, 1.23e-06, 1.96e-06, 1.81e-06, 2.63e-09, 5.98e-07, 1.87e-05, 8.30e-05, 7.09e-05, 2.36e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-10, 9.88e-09, 0.00e+00, 2.29e-05, 3.59e-08] [2.87e-06, 1.42e-06, 4.74e-07, 1.80e-06, 2.36e-06, 1.23e-06, 1.96e-06, 1.81e-06, 2.63e-09, 5.98e-07, 1.87e-05, 8.30e-05, 7.09e-05, 2.36e-05, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-10, 9.88e-09, 0.00e+00, 2.29e-05, 3.59e-08] []
440400 [4.89e-07, 8.40e-07, 5.23e-07, 1.18e-06, 6.91e-07, 6.27e-07, 4.66e-07, 1.88e-08, 2.54e-07, 1.78e-14, 8.83e-07, 8.30e-07, 7.48e-07, 2.48e-08, 5.65e-09, 6.53e-09, 8.71e-09, 5.93e-09, 8.86e-10, 2.80e-08, 1.49e-08, 1.63e-07] [4.89e-07, 8.40e-07, 5.23e-07, 1.18e-06, 6.91e-07, 6.27e-07, 4.66e-07, 1.88e-08, 2.54e-07, 1.78e-14, 8.83e-07, 8.30e-07, 7.48e-07, 2.48e-08, 5.65e-09, 6.53e-09, 8.71e-09, 5.93e-09, 8.86e-10, 2.80e-08, 1.49e-08, 1.63e-07] []
440500 [8.17e-07, 1.08e-06, 5.63e-07, 1.24e-06, 7.55e-07, 7.59e-07, 6.41e-07, 2.23e-08, 3.37e-06, 4.88e-08, 1.72e-06, 2.66e-06, 1.87e-06, 1.84e-06, 1.30e-08, 3.22e-08, 2.44e-08, 3.38e-08, 4.60e-08, 5.89e-07, 2.91e-07, 3.01e-06] [8.17e-07, 1.08e-06, 5.63e-07, 1.24e-06, 7.55e-07, 7.59e-07, 6.41e-07, 2.23e-08, 3.37e-06, 4.88e-08, 1.72e-06, 2.66e-06, 1.87e-06, 1.84e-06, 1.30e-08, 3.22e-08, 2.44e-08, 3.38e-08, 4.60e-08, 5.89e-07, 2.91e-07, 3.01e-06] []
440600 [4.78e-07, 8.04e-07, 5.10e-07, 1.14e-06, 6.88e-07, 6.10e-07, 5.53e-07, 1.51e-08, 3.97e-12, 2.20e-08, 8.70e-07, 9.22e-07, 9.45e-07, 1.17e-06, 2.50e-08, 2.25e-08, 2.36e-08, 2.15e-08, 8.24e-11, 9.50e-12, 5.44e-08, 4.02e-10] [4.78e-07, 8.04e-07, 5.10e-07, 1.14e-06, 6.88e-07, 6.10e-07, 5.53e-07, 1.51e-08, 3.97e-12, 2.20e-08, 8.70e-07, 9.22e-07, 9.45e-07, 1.17e-06, 2.50e-08, 2.25e-08, 2.36e-08, 2.15e-08, 8.24e-11, 9.50e-12, 5.44e-08, 4.02e-10] []
440700 [9.22e-07, 1.26e-06, 6.03e-07, 1.36e-06, 8.26e-07, 9.11e-07, 6.68e-07, 4.60e-08, 8.95e-11, 6.78e-08, 1.40e-06, 2.07e-06, 1.43e-06, 6.74e-07, 0.00e+00, 8.85e-09, 4.92e-10, 4.76e-09, 3.08e-10, 1.32e-11, 1.80e-08, 2.17e-10] [9.22e-07, 1.26e-06, 6.03e-07, 1.36e-06, 8.26e-07, 9.11e-07, 6.68e-07, 4.60e-08, 8.95e-11, 6.78e-08, 1.40e-06, 2.07e-06, 1.43e-06, 6.74e-07, 0.00e+00, 8.85e-09, 4.92e-10, 4.76e-09, 3.08e-10, 1.32e-11, 1.80e-08, 2.17e-10] []
440800 [4.77e-07, 8.72e-07, 6.04e-07, 1.31e-06, 7.08e-07, 6.42e-07, 5.37e-07, 1.03e-08, 1.22e-11, 1.66e-11, 8.55e-07, 7.56e-07, 6.61e-07, 2.30e-08, 7.16e-09, 5.03e-09, 7.14e-09, 3.95e-09, 2.83e-09, 6.39e-12, 2.69e-08, 2.06e-10] [4.77e-07, 8.72e-07, 6.04e-07, 1.31e-06, 7.08e-07, 6.42e-07, 5.37e-07, 1.03e-08, 1.22e-11, 1.66e-11, 8.55e-07, 7.56e-07, 6.61e-07, 2.30e-08, 7.16e-09, 5.03e-09, 7.14e-09, 3.95e-09, 2.83e-09, 6.39e-12, 2.69e-08, 2.06e-10] []
440900 [3.87e-06, 1.99e-06, 3.88e-07, 2.97e-06, 2.69e-06, 1.99e-06, 1.57e-06, 1.82e-05, 2.74e-08, 1.80e-07, 2.47e-05, 4.80e-05, 1.92e-04, 1.17e-04, 5.55e-07, 9.40e-08, 4.81e-07, 3.43e-06, 6.68e-08, 7.21e-09, 6.80e-07, 4.52e-08] [3.87e-06, 1.99e-06, 3.88e-07, 2.97e-06, 2.69e-06, 1.99e-06, 1.57e-06, 1.82e-05, 2.74e-08, 1.80e-07, 2.47e-05, 4.80e-05, 1.92e-04, 1.17e-04, 5.55e-07, 9.40e-08, 4.81e-07, 3.43e-06, 6.68e-08, 7.21e-09, 6.80e-07, 4.52e-08] []
441000 [5.69e-07, 1.05e-06, 5.54e-07, 1.24e-06, 7.58e-07, 7.15e-07, 5.70e-07, 8.03e-09, 6.74e-11, 1.48e-09, 9.11e-07, 1.07e-06, 9.60e-07, 3.97e-09, 3.79e-09, 4.23e-09, 6.02e-09, 3.05e-09, 0.00e+00, 1.71e-11, 2.03e-08, 1.43e-10] [5.69e-07, 1.05e-06, 5.54e-07, 1.24e-06, 7.58e-07, 7.15e-07, 5.70e-07, 8.03e-09, 6.74e-11, 1.48e-09, 9.11e-07, 1.07e-06, 9.60e-07, 3.97e-09, 3.79e-09, 4.23e-09, 6.02e-09, 3.05e-09, 0.00e+00, 1.71e-11, 2.03e-08, 1.43e-10] []
441100 [9.70e-06, 3.88e-06, 1.89e-06, 3.36e-06, 1.09e-06, 3.58e-06, 1.50e-06, 3.20e-06, 6.10e-06, 5.28e-06, 1.01e-05, 6.71e-05, 5.17e-05, 3.12e-04, 9.72e-06, 3.02e-06, 2.52e-06, 3.11e-07, 0.00e+00, 0.00e+00, 1.41e-06, 5.69e-06] [9.70e-06, 3.88e-06, 1.89e-06, 3.36e-06, 1.09e-06, 3.58e-06, 1.50e-06, 3.20e-06, 6.10e-06, 5.28e-06, 1.01e-05, 6.71e-05, 5.17e-05, 3.12e-04, 9.72e-06, 3.02e-06, 2.52e-06, 3.11e-07, 0.00e+00, 0.00e+00, 1.41e-06, 5.69e-06] []
441200 [6.03e-07, 1.03e-06, 8.08e-07, 1.29e-06, 7.68e-07, 6.95e-07, 5.46e-07, 1.80e-07, 3.77e-04, 5.90e-09, 9.82e-07, 1.04e-06, 9.42e-07, 2.95e-08, 3.90e-09, 8.50e-09, 2.19e-09, 8.07e-09, 3.43e-08, 7.07e-05, 2.17e-07, 2.56e-04] [6.03e-07, 1.03e-06, 8.08e-07, 1.29e-06, 7.68e-07, 6.95e-07, 5.46e-07, 1.80e-07, 3.77e-04, 5.90e-09, 9.82e-07, 1.04e-06, 9.42e-07, 2.95e-08, 3.90e-09, 8.50e-09, 2.19e-09, 8.07e-09, 3.43e-08, 7.07e-05, 2.17e-07, 2.56e-04] []
441300 [4.89e-05, 9.96e-06, 4.59e-06, 7.53e-06, 5.51e-06, 6.18e-06, 3.40e-06, 1.27e-04, 1.78e-09, 6.33e-05, 1.26e-04, 4.62e-04, 7.32e-04, 3.12e-03, 6.00e-05, 4.65e-05, 2.66e-05, 1.51e-05, 2.81e-05, 7.35e-08, 1.42e-04, 3.80e-07] [4.89e-05, 9.96e-06, 4.59e-06, 7.53e-06, 5.51e-06, 6.18e-06, 3.40e-06, 1.27e-04, 1.78e-09, 6.33e-05, 1.26e-04, 4.62e-04, 7.32e-04, 3.12e-03, 6.00e-05, 4.65e-05, 2.66e-05, 1.51e-05, 2.81e-05, 7.35e-08, 1.42e-04, 3.80e-07] []
441400 [6.11e-07, 9.78e-07, 5.01e-07, 1.24e-06, 7.13e-07, 6.74e-07, 5.23e-07, 1.91e-09, 4.12e-10, 9.78e-11, 9.74e-07, 1.02e-06, 8.56e-07, 8.96e-09, 3.17e-09, 4.71e-09, 3.78e-09, 3.40e-09, 1.71e-08, 2.30e-12, 1.02e-07, 3.17e-10] [6.11e-07, 9.78e-07, 5.01e-07, 1.24e-06, 7.13e-07, 6.74e-07, 5.23e-07, 1.91e-09, 4.12e-10, 9.78e-11, 9.74e-07, 1.02e-06, 8.56e-07, 8.96e-09, 3.17e-09, 4.71e-09, 3.78e-09, 3.40e-09, 1.71e-08, 2.30e-12, 1.02e-07, 3.17e-10] []
441500 [3.77e-06, 3.01e-06, 1.78e-06, 5.02e-06, 1.06e-06, 3.15e-06, 1.73e-06, 1.60e-05, 2.52e-05, 8.83e-10, 1.27e-05, 2.00e-05, 4.00e-05, 8.03e-05, 4.32e-08, 2.94e-07, 1.76e-08, 1.96e-08, 0.00e+00, 7.56e-06, 1.57e-05, 3.12e-05] [3.77e-06, 3.01e-06, 1.78e-06, 5.02e-06, 1.06e-06, 3.15e-06, 1.73e-06, 1.60e-05, 2.52e-05, 8.83e-10, 1.27e-05, 2.00e-05, 4.00e-05, 8.03e-05, 4.32e-08, 2.94e-07, 1.76e-08, 1.96e-08, 0.00e+00, 7.56e-06, 1.57e-05, 3.12e-05] []
441600 [6.00e-07, 9.46e-07, 5.37e-07, 1.29e-06, 6.87e-07, 6.85e-07, 5.03e-07, 7.43e-08, 4.76e-09, 5.48e-09, 9.41e-07, 9.43e-07, 8.25e-07, 1.89e-08, 1.00e-09, 2.80e-09, 3.05e-09, 2.75e-09, 3.98e-09, 0.00e+00, 3.43e-08, 2.24e-09] [6.00e-07, 9.46e-07, 5.37e-07, 1.29e-06, 6.87e-07, 6.85e-07, 5.03e-07, 7.43e-08, 4.76e-09, 5.48e-09, 9.41e-07, 9.43e-07, 8.25e-07, 1.89e-08, 1.00e-09, 2.80e-09, 3.05e-09, 2.75e-09, 3.98e-09, 0.00e+00, 3.43e-08, 2.24e-09] []
441700 [1.55e-05, 6.85e-06, 2.30e-06, 8.94e-06, 4.44e-06, 4.71e-06, 2.44e-06, 1.85e-04, 1.60e-04, 3.94e-05, 1.48e-04, 2.99e-04, 2.69e-04, 1.50e-03, 0.00e+00, 0.00e+00, 4.06e-07, 0.00e+00, 0.00e+00, 1.81e-05, 2.06e-04, 7.19e-05] [1.55e-05, 6.85e-06, 2.30e-06, 8.94e-06, 4.44e-06, 4.71e-06, 2.44e-06, 1.85e-04, 1.60e-04, 3.94e-05, 1.48e-04, 2.99e-04, 2.69e-04, 1.50e-03, 0.00e+00, 0.00e+00, 4.06e-07, 0.00e+00, 0.00e+00, 1.81e-05, 2.06e-04, 7.19e-05] []
441800 [6.50e-07, 1.23e-06, 6.92e-07, 1.27e-06, 8.65e-07, 7.83e-07, 5.75e-07, 4.25e-08, 3.15e-08, 4.70e-08, 1.00e-06, 1.19e-06, 1.19e-06, 2.90e-07, 1.39e-09, 5.52e-09, 3.99e-09, 2.93e-09, 5.18e-10, 0.00e+00, 1.65e-08, 1.23e-07] [6.50e-07, 1.23e-06, 6.92e-07, 1.27e-06, 8.65e-07, 7.83e-07, 5.75e-07, 4.25e-08, 3.15e-08, 4.70e-08, 1.00e-06, 1.19e-06, 1.19e-06, 2.90e-07, 1.39e-09, 5.52e-09, 3.99e-09, 2.93e-09, 5.18e-10, 0.00e+00, 1.65e-08, 1.23e-07] []
441900 [4.62e-07, 1.00e-06, 5.61e-07, 1.10e-06, 7.67e-07, 6.48e-07, 4.80e-07, 7.99e-08, 2.42e-10, 8.85e-11, 8.37e-07, 8.21e-07, 7.29e-07, 4.30e-09, 1.59e-08, 8.12e-09, 8.50e-09, 4.21e-09, 3.76e-10, 7.13e-11, 1.50e-08, 4.22e-10] [4.62e-07, 1.00e-06, 5.61e-07, 1.10e-06, 7.67e-07, 6.48e-07, 4.80e-07, 7.99e-08, 2.42e-10, 8.85e-11, 8.37e-07, 8.21e-07, 7.29e-07, 4.30e-09, 1.59e-08, 8.12e-09, 8.50e-09, 4.21e-09, 3.76e-10, 7.13e-11, 1.50e-08, 4.22e-10] []
442000 [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06] [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.712426 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
442000 [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06] [1.63e-06, 1.64e-06, 5.94e-07, 1.41e-06, 9.67e-07, 9.29e-07, 6.47e-07, 6.30e-07, 1.44e-05, 9.65e-07, 3.51e-06, 1.14e-05, 1.17e-05, 6.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-09, 5.64e-08, 9.05e-07, 3.75e-07, 4.38e-06] []
442100 [5.41e-07, 8.96e-07, 4.95e-07, 1.04e-06, 7.73e-07, 5.82e-07, 5.13e-07, 4.90e-09, 8.95e-07, 3.70e-08, 1.03e-06, 1.13e-06, 1.24e-06, 2.26e-06, 6.57e-08, 3.81e-08, 3.54e-08, 3.55e-08, 2.67e-11, 4.88e-09, 2.74e-08, 1.13e-08] [5.41e-07, 8.96e-07, 4.95e-07, 1.04e-06, 7.73e-07, 5.82e-07, 5.13e-07, 4.90e-09, 8.95e-07, 3.70e-08, 1.03e-06, 1.13e-06, 1.24e-06, 2.26e-06, 6.57e-08, 3.81e-08, 3.54e-08, 3.55e-08, 2.67e-11, 4.88e-09, 2.74e-08, 1.13e-08] []
442200 [7.92e-07, 1.14e-06, 4.77e-07, 1.15e-06, 8.34e-07, 7.26e-07, 5.61e-07, 1.18e-07, 2.90e-10, 3.95e-08, 1.20e-06, 1.27e-06, 1.85e-06, 1.70e-06, 2.00e-08, 9.18e-09, 2.58e-08, 1.71e-08, 7.92e-09, 5.70e-10, 5.16e-08, 3.77e-09] [7.92e-07, 1.14e-06, 4.77e-07, 1.15e-06, 8.34e-07, 7.26e-07, 5.61e-07, 1.18e-07, 2.90e-10, 3.95e-08, 1.20e-06, 1.27e-06, 1.85e-06, 1.70e-06, 2.00e-08, 9.18e-09, 2.58e-08, 1.71e-08, 7.92e-09, 5.70e-10, 5.16e-08, 3.77e-09] []
442300 [6.58e-07, 9.26e-07, 4.90e-07, 1.09e-06, 7.01e-07, 6.50e-07, 4.60e-07, 2.35e-06, 2.10e-10, 1.87e-07, 1.75e-06, 3.21e-06, 6.78e-06, 1.40e-05, 2.33e-09, 0.00e+00, 9.03e-11, 0.00e+00, 0.00e+00, 1.15e-12, 3.28e-06, 1.53e-09] [6.58e-07, 9.26e-07, 4.90e-07, 1.09e-06, 7.01e-07, 6.50e-07, 4.60e-07, 2.35e-06, 2.10e-10, 1.87e-07, 1.75e-06, 3.21e-06, 6.78e-06, 1.40e-05, 2.33e-09, 0.00e+00, 9.03e-11, 0.00e+00, 0.00e+00, 1.15e-12, 3.28e-06, 1.53e-09] []
442400 [8.47e-07, 1.13e-06, 5.73e-07, 1.28e-06, 8.27e-07, 7.84e-07, 5.56e-07, 1.54e-07, 5.40e-09, 1.01e-08, 1.22e-06, 1.36e-06, 1.51e-06, 4.95e-07, 3.21e-09, 1.31e-08, 8.64e-09, 1.25e-08, 8.37e-10, 1.81e-13, 1.47e-07, 9.59e-10] [8.47e-07, 1.13e-06, 5.73e-07, 1.28e-06, 8.27e-07, 7.84e-07, 5.56e-07, 1.54e-07, 5.40e-09, 1.01e-08, 1.22e-06, 1.36e-06, 1.51e-06, 4.95e-07, 3.21e-09, 1.31e-08, 8.64e-09, 1.25e-08, 8.37e-10, 1.81e-13, 1.47e-07, 9.59e-10] []
442500 [4.76e-07, 8.95e-07, 5.38e-07, 1.21e-06, 7.09e-07, 6.52e-07, 4.62e-07, 1.03e-08, 2.85e-07, 8.54e-08, 8.62e-07, 1.39e-06, 1.33e-06, 3.73e-06, 2.21e-09, 0.00e+00, 5.11e-10, 0.00e+00, 7.48e-11, 0.00e+00, 1.23e-08, 2.27e-07] [4.76e-07, 8.95e-07, 5.38e-07, 1.21e-06, 7.09e-07, 6.52e-07, 4.62e-07, 1.03e-08, 2.85e-07, 8.54e-08, 8.62e-07, 1.39e-06, 1.33e-06, 3.73e-06, 2.21e-09, 0.00e+00, 5.11e-10, 0.00e+00, 7.48e-11, 0.00e+00, 1.23e-08, 2.27e-07] []
442600 [8.39e-07, 1.18e-06, 5.58e-07, 1.24e-06, 8.38e-07, 8.32e-07, 6.09e-07, 9.85e-11, 2.48e-08, 1.62e-10, 1.38e-06, 1.41e-06, 1.38e-06, 2.28e-07, 9.24e-09, 4.43e-09, 7.59e-09, 9.36e-09, 5.37e-13, 1.67e-09, 1.90e-07, 1.08e-08] [8.39e-07, 1.18e-06, 5.58e-07, 1.24e-06, 8.38e-07, 8.32e-07, 6.09e-07, 9.85e-11, 2.48e-08, 1.62e-10, 1.38e-06, 1.41e-06, 1.38e-06, 2.28e-07, 9.24e-09, 4.43e-09, 7.59e-09, 9.36e-09, 5.37e-13, 1.67e-09, 1.90e-07, 1.08e-08] []
442700 [4.49e-07, 8.65e-07, 5.26e-07, 1.19e-06, 7.16e-07, 6.30e-07, 4.90e-07, 1.06e-07, 6.82e-12, 4.35e-09, 8.49e-07, 7.53e-07, 6.32e-07, 1.14e-07, 6.56e-09, 2.74e-09, 5.19e-09, 1.83e-09, 8.44e-09, 1.05e-10, 5.59e-08, 5.85e-10] [4.49e-07, 8.65e-07, 5.26e-07, 1.19e-06, 7.16e-07, 6.30e-07, 4.90e-07, 1.06e-07, 6.82e-12, 4.35e-09, 8.49e-07, 7.53e-07, 6.32e-07, 1.14e-07, 6.56e-09, 2.74e-09, 5.19e-09, 1.83e-09, 8.44e-09, 1.05e-10, 5.59e-08, 5.85e-10] []
442800 [1.10e-06, 1.21e-06, 5.34e-07, 1.28e-06, 8.26e-07, 8.13e-07, 5.73e-07, 2.58e-07, 2.38e-10, 1.17e-07, 1.65e-06, 2.38e-06, 3.54e-06, 6.65e-06, 8.31e-08, 5.76e-08, 7.02e-08, 9.19e-08, 4.35e-08, 9.94e-12, 2.84e-07, 7.35e-11] [1.10e-06, 1.21e-06, 5.34e-07, 1.28e-06, 8.26e-07, 8.13e-07, 5.73e-07, 2.58e-07, 2.38e-10, 1.17e-07, 1.65e-06, 2.38e-06, 3.54e-06, 6.65e-06, 8.31e-08, 5.76e-08, 7.02e-08, 9.19e-08, 4.35e-08, 9.94e-12, 2.84e-07, 7.35e-11] []
442900 [4.63e-07, 8.28e-07, 4.87e-07, 1.14e-06, 6.96e-07, 6.16e-07, 4.55e-07, 7.57e-09, 5.85e-09, 2.78e-10, 8.32e-07, 7.46e-07, 6.60e-07, 8.89e-09, 7.70e-09, 5.15e-09, 6.53e-09, 3.70e-09, 3.47e-10, 2.10e-10, 1.22e-08, 1.14e-09] [4.63e-07, 8.28e-07, 4.87e-07, 1.14e-06, 6.96e-07, 6.16e-07, 4.55e-07, 7.57e-09, 5.85e-09, 2.78e-10, 8.32e-07, 7.46e-07, 6.60e-07, 8.89e-09, 7.70e-09, 5.15e-09, 6.53e-09, 3.70e-09, 3.47e-10, 2.10e-10, 1.22e-08, 1.14e-09] []
443000 [1.33e-06, 1.31e-06, 3.56e-06, 4.46e-06, 3.13e-06, 1.58e-06, 2.06e-06, 7.12e-06, 2.10e-06, 2.01e-06, 5.12e-06, 2.03e-05, 2.50e-05, 7.04e-06, 3.55e-08, 4.07e-07, 1.90e-06, 0.00e+00, 3.76e-07, 0.00e+00, 2.46e-06, 3.11e-05] [1.33e-06, 1.31e-06, 3.56e-06, 4.46e-06, 3.13e-06, 1.58e-06, 2.06e-06, 7.12e-06, 2.10e-06, 2.01e-06, 5.12e-06, 2.03e-05, 2.50e-05, 7.04e-06, 3.55e-08, 4.07e-07, 1.90e-06, 0.00e+00, 3.76e-07, 0.00e+00, 2.46e-06, 3.11e-05] []
443100 [5.32e-07, 1.59e-06, 1.63e-06, 2.00e-06, 1.48e-06, 7.69e-07, 9.43e-07, 8.36e-08, 1.76e-05, 1.88e-08, 9.45e-07, 6.67e-07, 4.41e-07, 5.45e-07, 6.68e-09, 9.51e-12, 8.84e-09, 1.88e-09, 1.43e-10, 1.04e-07, 1.62e-08, 1.50e-07] [5.32e-07, 1.59e-06, 1.63e-06, 2.00e-06, 1.48e-06, 7.69e-07, 9.43e-07, 8.36e-08, 1.76e-05, 1.88e-08, 9.45e-07, 6.67e-07, 4.41e-07, 5.45e-07, 6.68e-09, 9.51e-12, 8.84e-09, 1.88e-09, 1.43e-10, 1.04e-07, 1.62e-08, 1.50e-07] []
443200 [8.02e-07, 1.43e-06, 8.51e-07, 1.49e-06, 1.04e-06, 6.58e-07, 7.07e-07, 1.32e-08, 1.62e-06, 5.37e-08, 1.24e-06, 1.06e-06, 1.15e-06, 2.73e-06, 1.14e-07, 2.67e-08, 3.48e-08, 4.43e-08, 3.10e-09, 4.96e-08, 2.42e-08, 2.77e-07] [8.02e-07, 1.43e-06, 8.51e-07, 1.49e-06, 1.04e-06, 6.58e-07, 7.07e-07, 1.32e-08, 1.62e-06, 5.37e-08, 1.24e-06, 1.06e-06, 1.15e-06, 2.73e-06, 1.14e-07, 2.67e-08, 3.48e-08, 4.43e-08, 3.10e-09, 4.96e-08, 2.42e-08, 2.77e-07] []
443300 [8.73e-06, 3.63e-06, 1.16e-06, 3.03e-06, 2.43e-06, 2.26e-06, 9.10e-07, 5.00e-06, 3.88e-07, 1.04e-05, 2.49e-05, 1.17e-04, 2.46e-04, 7.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-07, 0.00e+00, 7.86e-07, 5.10e-07] [8.73e-06, 3.63e-06, 1.16e-06, 3.03e-06, 2.43e-06, 2.26e-06, 9.10e-07, 5.00e-06, 3.88e-07, 1.04e-05, 2.49e-05, 1.17e-04, 2.46e-04, 7.85e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-07, 0.00e+00, 7.86e-07, 5.10e-07] []
443400 [5.48e-07, 1.06e-06, 6.33e-07, 1.22e-06, 8.48e-07, 5.98e-07, 6.10e-07, 4.69e-08, 5.43e-11, 8.77e-10, 8.95e-07, 7.66e-07, 5.92e-07, 8.08e-09, 1.71e-08, 3.70e-09, 8.99e-09, 4.55e-09, 3.28e-09, 2.75e-12, 2.72e-08, 1.58e-10] [5.48e-07, 1.06e-06, 6.33e-07, 1.22e-06, 8.48e-07, 5.98e-07, 6.10e-07, 4.69e-08, 5.43e-11, 8.77e-10, 8.95e-07, 7.66e-07, 5.92e-07, 8.08e-09, 1.71e-08, 3.70e-09, 8.99e-09, 4.55e-09, 3.28e-09, 2.75e-12, 2.72e-08, 1.58e-10] []
443500 [1.51e-06, 1.36e-06, 6.17e-07, 1.22e-06, 1.16e-06, 7.75e-07, 7.43e-07, 7.85e-07, 1.47e-07, 8.64e-07, 2.36e-06, 4.99e-06, 9.78e-06, 2.50e-05, 3.93e-07, 1.64e-07, 1.65e-07, 2.61e-07, 9.52e-08, 1.02e-08, 6.46e-07, 6.37e-08] [1.51e-06, 1.36e-06, 6.17e-07, 1.22e-06, 1.16e-06, 7.75e-07, 7.43e-07, 7.85e-07, 1.47e-07, 8.64e-07, 2.36e-06, 4.99e-06, 9.78e-06, 2.50e-05, 3.93e-07, 1.64e-07, 1.65e-07, 2.61e-07, 9.52e-08, 1.02e-08, 6.46e-07, 6.37e-08] []
443600 [5.57e-05, 2.06e-05, 5.33e-06, 1.48e-05, 5.82e-06, 1.20e-05, 2.85e-06, 1.39e-04, 1.08e-04, 5.82e-05, 1.11e-04, 6.74e-04, 7.39e-04, 3.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-04, 1.35e-04] [5.57e-05, 2.06e-05, 5.33e-06, 1.48e-05, 5.82e-06, 1.20e-05, 2.85e-06, 1.39e-04, 1.08e-04, 5.82e-05, 1.11e-04, 6.74e-04, 7.39e-04, 3.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-04, 1.35e-04] []
443700 [5.91e-07, 9.06e-07, 5.30e-07, 1.08e-06, 8.33e-07, 5.95e-07, 6.06e-07, 2.92e-08, 3.37e-09, 4.56e-08, 1.04e-06, 1.09e-06, 1.30e-06, 2.20e-06, 7.53e-08, 3.42e-08, 3.94e-08, 2.53e-08, 1.75e-08, 2.54e-10, 1.08e-07, 1.56e-09] [5.91e-07, 9.06e-07, 5.30e-07, 1.08e-06, 8.33e-07, 5.95e-07, 6.06e-07, 2.92e-08, 3.37e-09, 4.56e-08, 1.04e-06, 1.09e-06, 1.30e-06, 2.20e-06, 7.53e-08, 3.42e-08, 3.94e-08, 2.53e-08, 1.75e-08, 2.54e-10, 1.08e-07, 1.56e-09] []
443800 [6.76e-07, 1.05e-06, 5.10e-07, 1.08e-06, 8.91e-07, 7.07e-07, 6.33e-07, 2.10e-08, 5.88e-08, 1.43e-08, 1.08e-06, 1.38e-06, 9.09e-07, 1.73e-07, 1.63e-09, 2.34e-10, 4.92e-09, 2.26e-10, 0.00e+00, 7.07e-09, 7.96e-08, 4.45e-08] [6.76e-07, 1.05e-06, 5.10e-07, 1.08e-06, 8.91e-07, 7.07e-07, 6.33e-07, 2.10e-08, 5.88e-08, 1.43e-08, 1.08e-06, 1.38e-06, 9.09e-07, 1.73e-07, 1.63e-09, 2.34e-10, 4.92e-09, 2.26e-10, 0.00e+00, 7.07e-09, 7.96e-08, 4.45e-08] []
443900 [5.31e-06, 2.24e-06, 9.03e-07, 1.38e-06, 1.52e-06, 1.18e-06, 8.86e-07, 1.80e-05, 7.27e-06, 6.13e-06, 8.48e-06, 2.34e-05, 4.85e-05, 1.59e-04, 1.82e-06, 1.61e-06, 1.13e-06, 1.24e-06, 3.11e-06, 0.00e+00, 1.81e-05, 5.87e-06] [5.31e-06, 2.24e-06, 9.03e-07, 1.38e-06, 1.52e-06, 1.18e-06, 8.86e-07, 1.80e-05, 7.27e-06, 6.13e-06, 8.48e-06, 2.34e-05, 4.85e-05, 1.59e-04, 1.82e-06, 1.61e-06, 1.13e-06, 1.24e-06, 3.11e-06, 0.00e+00, 1.81e-05, 5.87e-06] []
444000 [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09] [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.328672 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
444000 [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09] [1.46e-06, 1.14e-06, 6.12e-07, 1.26e-06, 7.17e-07, 7.53e-07, 5.64e-07, 3.22e-06, 4.32e-12, 7.91e-07, 4.37e-06, 1.02e-05, 2.80e-05, 5.26e-05, 6.98e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.36e-14, 5.56e-06, 4.06e-09] []
444100 [5.67e-07, 9.03e-07, 4.80e-07, 1.03e-06, 8.11e-07, 6.31e-07, 6.09e-07, 4.31e-08, 3.22e-10, 1.43e-09, 9.88e-07, 1.02e-06, 9.93e-07, 2.95e-07, 2.85e-08, 1.31e-08, 1.22e-08, 1.31e-08, 4.12e-09, 4.77e-12, 3.21e-08, 1.36e-10] [5.67e-07, 9.03e-07, 4.80e-07, 1.03e-06, 8.11e-07, 6.31e-07, 6.09e-07, 4.31e-08, 3.22e-10, 1.43e-09, 9.88e-07, 1.02e-06, 9.93e-07, 2.95e-07, 2.85e-08, 1.31e-08, 1.22e-08, 1.31e-08, 4.12e-09, 4.77e-12, 3.21e-08, 1.36e-10] []
444200 [8.79e-07, 1.08e-06, 5.15e-07, 1.08e-06, 8.61e-07, 7.28e-07, 6.41e-07, 6.91e-08, 6.00e-10, 1.14e-07, 1.56e-06, 2.52e-06, 4.81e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 5.50e-07, 7.69e-10] [8.79e-07, 1.08e-06, 5.15e-07, 1.08e-06, 8.61e-07, 7.28e-07, 6.41e-07, 6.91e-08, 6.00e-10, 1.14e-07, 1.56e-06, 2.52e-06, 4.81e-06, 7.24e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-10, 5.50e-07, 7.69e-10] []
444300 [1.56e-06, 1.71e-06, 5.02e-07, 1.51e-06, 1.04e-06, 1.22e-06, 7.93e-07, 5.54e-07, 2.33e-06, 2.79e-08, 9.19e-06, 6.73e-06, 1.31e-05, 1.83e-05, 0.00e+00, 3.08e-09, 0.00e+00, 7.18e-13, 3.02e-09, 0.00e+00, 2.04e-06, 8.16e-07] [1.56e-06, 1.71e-06, 5.02e-07, 1.51e-06, 1.04e-06, 1.22e-06, 7.93e-07, 5.54e-07, 2.33e-06, 2.79e-08, 9.19e-06, 6.73e-06, 1.31e-05, 1.83e-05, 0.00e+00, 3.08e-09, 0.00e+00, 7.18e-13, 3.02e-09, 0.00e+00, 2.04e-06, 8.16e-07] []
444400 [3.85e-05, 8.18e-06, 4.81e-06, 5.99e-06, 6.63e-06, 5.36e-06, 4.74e-06, 4.59e-05, 3.40e-06, 6.22e-05, 1.31e-04, 4.76e-04, 5.65e-04, 2.99e-03, 4.32e-05, 5.59e-05, 1.34e-05, 1.05e-05, 1.00e-05, 6.90e-07, 5.43e-05, 3.23e-06] [3.85e-05, 8.18e-06, 4.81e-06, 5.99e-06, 6.63e-06, 5.36e-06, 4.74e-06, 4.59e-05, 3.40e-06, 6.22e-05, 1.31e-04, 4.76e-04, 5.65e-04, 2.99e-03, 4.32e-05, 5.59e-05, 1.34e-05, 1.05e-05, 1.00e-05, 6.90e-07, 5.43e-05, 3.23e-06] []
444500 [5.63e-07, 8.29e-07, 4.58e-07, 9.62e-07, 7.69e-07, 6.10e-07, 5.99e-07, 1.63e-08, 2.07e-07, 4.01e-08, 1.12e-06, 1.26e-06, 2.19e-06, 2.75e-06, 4.53e-08, 2.96e-08, 4.07e-08, 4.19e-08, 6.19e-09, 2.20e-08, 4.21e-08, 1.27e-07] [5.63e-07, 8.29e-07, 4.58e-07, 9.62e-07, 7.69e-07, 6.10e-07, 5.99e-07, 1.63e-08, 2.07e-07, 4.01e-08, 1.12e-06, 1.26e-06, 2.19e-06, 2.75e-06, 4.53e-08, 2.96e-08, 4.07e-08, 4.19e-08, 6.19e-09, 2.20e-08, 4.21e-08, 1.27e-07] []
444600 [5.88e-07, 1.00e-06, 4.58e-07, 1.02e-06, 7.71e-07, 6.89e-07, 6.15e-07, 2.72e-07, 8.74e-08, 1.61e-08, 9.54e-07, 1.31e-06, 1.40e-06, 9.59e-07, 5.23e-10, 0.00e+00, 1.33e-09, 4.34e-13, 3.16e-08, 0.00e+00, 1.96e-07, 5.97e-08] [5.88e-07, 1.00e-06, 4.58e-07, 1.02e-06, 7.71e-07, 6.89e-07, 6.15e-07, 2.72e-07, 8.74e-08, 1.61e-08, 9.54e-07, 1.31e-06, 1.40e-06, 9.59e-07, 5.23e-10, 0.00e+00, 1.33e-09, 4.34e-13, 3.16e-08, 0.00e+00, 1.96e-07, 5.97e-08] []
444700 [2.57e-06, 1.79e-06, 6.14e-07, 1.65e-06, 8.32e-07, 1.20e-06, 6.55e-07, 7.33e-10, 1.00e-09, 1.97e-06, 4.38e-06, 1.91e-05, 3.23e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-12, 5.75e-13, 1.86e-08, 2.16e-10] [2.57e-06, 1.79e-06, 6.14e-07, 1.65e-06, 8.32e-07, 1.20e-06, 6.55e-07, 7.33e-10, 1.00e-09, 1.97e-06, 4.38e-06, 1.91e-05, 3.23e-05, 1.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.99e-12, 5.75e-13, 1.86e-08, 2.16e-10] []
444800 [3.28e-06, 2.10e-06, 5.33e-07, 1.76e-06, 1.25e-06, 1.64e-06, 9.10e-07, 1.01e-06, 2.40e-09, 1.34e-06, 1.79e-05, 3.71e-05, 7.90e-05, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-11, 1.63e-05, 1.25e-08] [3.28e-06, 2.10e-06, 5.33e-07, 1.76e-06, 1.25e-06, 1.64e-06, 9.10e-07, 1.01e-06, 2.40e-09, 1.34e-06, 1.79e-05, 3.71e-05, 7.90e-05, 1.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-11, 1.63e-05, 1.25e-08] []
444900 [2.28e-05, 4.87e-06, 2.55e-06, 3.03e-06, 2.71e-06, 2.96e-06, 1.39e-06, 5.58e-05, 5.34e-08, 3.13e-05, 4.83e-05, 1.20e-04, 3.85e-04, 1.05e-03, 1.26e-05, 9.85e-06, 1.03e-05, 1.09e-05, 0.00e+00, 0.00e+00, 4.16e-05, 1.11e-08] [2.28e-05, 4.87e-06, 2.55e-06, 3.03e-06, 2.71e-06, 2.96e-06, 1.39e-06, 5.58e-05, 5.34e-08, 3.13e-05, 4.83e-05, 1.20e-04, 3.85e-04, 1.05e-03, 1.26e-05, 9.85e-06, 1.03e-05, 1.09e-05, 0.00e+00, 0.00e+00, 4.16e-05, 1.11e-08] []
445000 [5.10e-07, 8.53e-07, 4.53e-07, 9.83e-07, 7.28e-07, 6.22e-07, 5.79e-07, 1.22e-07, 5.15e-08, 6.19e-10, 9.36e-07, 9.74e-07, 1.08e-06, 3.30e-07, 1.79e-08, 7.81e-09, 1.76e-08, 1.04e-08, 6.68e-09, 5.62e-09, 4.54e-08, 3.54e-08] [5.10e-07, 8.53e-07, 4.53e-07, 9.83e-07, 7.28e-07, 6.22e-07, 5.79e-07, 1.22e-07, 5.15e-08, 6.19e-10, 9.36e-07, 9.74e-07, 1.08e-06, 3.30e-07, 1.79e-08, 7.81e-09, 1.76e-08, 1.04e-08, 6.68e-09, 5.62e-09, 4.54e-08, 3.54e-08] []
445100 [7.33e-07, 9.72e-07, 4.52e-07, 1.02e-06, 8.13e-07, 6.81e-07, 6.22e-07, 2.51e-09, 2.57e-11, 9.58e-08, 1.27e-06, 1.56e-06, 2.03e-06, 3.88e-06, 5.37e-08, 2.88e-08, 3.41e-08, 5.19e-08, 3.88e-10, 9.85e-09, 1.44e-08, 5.98e-08] [7.33e-07, 9.72e-07, 4.52e-07, 1.02e-06, 8.13e-07, 6.81e-07, 6.22e-07, 2.51e-09, 2.57e-11, 9.58e-08, 1.27e-06, 1.56e-06, 2.03e-06, 3.88e-06, 5.37e-08, 2.88e-08, 3.41e-08, 5.19e-08, 3.88e-10, 9.85e-09, 1.44e-08, 5.98e-08] []
445200 [1.50e-06, 1.38e-06, 6.41e-07, 1.62e-06, 1.02e-06, 9.65e-07, 7.87e-07, 1.86e-06, 1.53e-09, 2.58e-08, 5.15e-06, 2.12e-05, 4.42e-05, 2.52e-05, 0.00e+00, 2.02e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.72e-09] [1.50e-06, 1.38e-06, 6.41e-07, 1.62e-06, 1.02e-06, 9.65e-07, 7.87e-07, 1.86e-06, 1.53e-09, 2.58e-08, 5.15e-06, 2.12e-05, 4.42e-05, 2.52e-05, 0.00e+00, 2.02e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-05, 2.72e-09] []
445300 [4.12e-05, 1.25e-05, 4.52e-06, 8.43e-06, 3.85e-06, 6.97e-06, 2.14e-06, 8.26e-05, 3.60e-06, 3.90e-05, 8.26e-05, 4.10e-04, 5.77e-04, 2.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-04, 6.86e-06] [4.12e-05, 1.25e-05, 4.52e-06, 8.43e-06, 3.85e-06, 6.97e-06, 2.14e-06, 8.26e-05, 3.60e-06, 3.90e-05, 8.26e-05, 4.10e-04, 5.77e-04, 2.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.65e-04, 6.86e-06] []
445400 [6.48e-07, 8.68e-07, 4.42e-07, 9.77e-07, 7.60e-07, 6.21e-07, 5.87e-07, 8.40e-08, 1.93e-08, 8.30e-08, 1.45e-06, 1.73e-06, 3.94e-06, 5.34e-06, 8.93e-08, 5.53e-08, 9.33e-08, 5.52e-08, 4.83e-08, 1.67e-10, 3.10e-07, 1.34e-09] [6.48e-07, 8.68e-07, 4.42e-07, 9.77e-07, 7.60e-07, 6.21e-07, 5.87e-07, 8.40e-08, 1.93e-08, 8.30e-08, 1.45e-06, 1.73e-06, 3.94e-06, 5.34e-06, 8.93e-08, 5.53e-08, 9.33e-08, 5.52e-08, 4.83e-08, 1.67e-10, 3.10e-07, 1.34e-09] []
445500 [5.40e-07, 9.24e-07, 4.01e-07, 1.02e-06, 7.53e-07, 6.31e-07, 5.79e-07, 6.19e-07, 4.52e-06, 1.45e-08, 8.91e-07, 1.11e-06, 9.53e-07, 3.35e-07, 3.32e-09, 1.41e-09, 1.50e-09, 2.30e-10, 7.11e-08, 0.00e+00, 4.74e-07, 8.52e-06] [5.40e-07, 9.24e-07, 4.01e-07, 1.02e-06, 7.53e-07, 6.31e-07, 5.79e-07, 6.19e-07, 4.52e-06, 1.45e-08, 8.91e-07, 1.11e-06, 9.53e-07, 3.35e-07, 3.32e-09, 1.41e-09, 1.50e-09, 2.30e-10, 7.11e-08, 0.00e+00, 4.74e-07, 8.52e-06] []
445600 [7.39e-07, 9.96e-07, 4.52e-07, 9.90e-07, 8.61e-07, 6.88e-07, 6.29e-07, 2.26e-07, 1.99e-09, 6.07e-08, 1.74e-06, 2.23e-06, 5.26e-06, 4.85e-06, 4.58e-08, 3.42e-08, 6.16e-08, 1.24e-07, 1.65e-07, 2.18e-09, 1.10e-06, 1.42e-08] [7.39e-07, 9.96e-07, 4.52e-07, 9.90e-07, 8.61e-07, 6.88e-07, 6.29e-07, 2.26e-07, 1.99e-09, 6.07e-08, 1.74e-06, 2.23e-06, 5.26e-06, 4.85e-06, 4.58e-08, 3.42e-08, 6.16e-08, 1.24e-07, 1.65e-07, 2.18e-09, 1.10e-06, 1.42e-08] []
445700 [9.03e-07, 1.04e-06, 6.01e-07, 9.88e-07, 9.94e-07, 6.96e-07, 7.21e-07, 1.53e-07, 6.60e-05, 9.44e-08, 2.11e-06, 4.89e-06, 1.88e-06, 1.12e-05, 4.24e-09, 3.69e-07, 2.26e-08, 4.08e-08, 2.43e-08, 1.39e-05, 1.49e-07, 5.66e-05] [9.03e-07, 1.04e-06, 6.01e-07, 9.88e-07, 9.94e-07, 6.96e-07, 7.21e-07, 1.53e-07, 6.60e-05, 9.44e-08, 2.11e-06, 4.89e-06, 1.88e-06, 1.12e-05, 4.24e-09, 3.69e-07, 2.26e-08, 4.08e-08, 2.43e-08, 1.39e-05, 1.49e-07, 5.66e-05] []
445800 [3.46e-06, 1.60e-06, 6.36e-07, 2.32e-06, 1.22e-06, 9.68e-07, 1.31e-06, 6.11e-06, 6.19e-08, 9.93e-06, 1.48e-05, 5.22e-05, 1.45e-04, 1.70e-04, 3.02e-07, 5.95e-09, 0.00e+00, 1.83e-07, 3.33e-08, 4.09e-08, 1.34e-06, 2.33e-07] [3.46e-06, 1.60e-06, 6.36e-07, 2.32e-06, 1.22e-06, 9.68e-07, 1.31e-06, 6.11e-06, 6.19e-08, 9.93e-06, 1.48e-05, 5.22e-05, 1.45e-04, 1.70e-04, 3.02e-07, 5.95e-09, 0.00e+00, 1.83e-07, 3.33e-08, 4.09e-08, 1.34e-06, 2.33e-07] []
445900 [4.65e-07, 8.59e-07, 5.63e-07, 1.09e-06, 6.81e-07, 6.39e-07, 5.73e-07, 8.49e-08, 1.29e-09, 2.29e-09, 8.40e-07, 8.09e-07, 7.19e-07, 4.98e-08, 9.25e-09, 3.71e-09, 7.67e-09, 2.98e-09, 3.46e-09, 6.54e-10, 2.99e-08, 4.36e-09] [4.65e-07, 8.59e-07, 5.63e-07, 1.09e-06, 6.81e-07, 6.39e-07, 5.73e-07, 8.49e-08, 1.29e-09, 2.29e-09, 8.40e-07, 8.09e-07, 7.19e-07, 4.98e-08, 9.25e-09, 3.71e-09, 7.67e-09, 2.98e-09, 3.46e-09, 6.54e-10, 2.99e-08, 4.36e-09] []
446000 [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07] [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.838224 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
446000 [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07] [7.39e-07, 1.17e-06, 4.96e-07, 1.06e-06, 8.45e-07, 7.18e-07, 6.17e-07, 1.58e-08, 1.71e-07, 1.50e-07, 1.04e-06, 2.19e-06, 2.48e-06, 5.83e-06, 8.84e-11, 0.00e+00, 5.73e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-07, 1.08e-07] []
446100 [5.09e-06, 2.28e-06, 7.18e-07, 1.90e-06, 1.31e-06, 1.70e-06, 8.79e-07, 7.68e-06, 4.68e-06, 5.89e-06, 7.85e-06, 4.99e-05, 7.73e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.23e-06, 1.06e-05, 3.01e-05] [5.09e-06, 2.28e-06, 7.18e-07, 1.90e-06, 1.31e-06, 1.70e-06, 8.79e-07, 7.68e-06, 4.68e-06, 5.89e-06, 7.85e-06, 4.99e-05, 7.73e-05, 3.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.23e-06, 1.06e-05, 3.01e-05] []
446200 [6.92e-05, 2.63e-05, 7.76e-06, 1.81e-05, 6.36e-06, 1.51e-05, 3.36e-06, 2.42e-04, 7.16e-07, 7.23e-05, 1.43e-04, 8.54e-04, 9.15e-04, 4.50e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-04, 4.22e-08] [6.92e-05, 2.63e-05, 7.76e-06, 1.81e-05, 6.36e-06, 1.51e-05, 3.36e-06, 2.42e-04, 7.16e-07, 7.23e-05, 1.43e-04, 8.54e-04, 9.15e-04, 4.50e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-04, 4.22e-08] []
446300 [5.72e-07, 8.89e-07, 4.49e-07, 9.98e-07, 6.99e-07, 6.21e-07, 5.79e-07, 9.98e-09, 3.72e-11, 1.25e-08, 1.02e-06, 1.01e-06, 1.09e-06, 1.05e-06, 2.96e-08, 2.16e-08, 2.59e-08, 2.23e-08, 1.82e-09, 0.00e+00, 2.05e-08, 3.81e-10] [5.72e-07, 8.89e-07, 4.49e-07, 9.98e-07, 6.99e-07, 6.21e-07, 5.79e-07, 9.98e-09, 3.72e-11, 1.25e-08, 1.02e-06, 1.01e-06, 1.09e-06, 1.05e-06, 2.96e-08, 2.16e-08, 2.59e-08, 2.23e-08, 1.82e-09, 0.00e+00, 2.05e-08, 3.81e-10] []
446400 [8.98e-07, 9.97e-07, 4.69e-07, 9.78e-07, 8.47e-07, 6.75e-07, 6.20e-07, 1.19e-09, 7.50e-10, 1.83e-07, 1.71e-06, 2.72e-06, 5.82e-06, 1.26e-05, 1.16e-07, 4.42e-08, 9.76e-08, 1.01e-07, 1.80e-09, 4.89e-11, 1.88e-08, 2.67e-10] [8.98e-07, 9.97e-07, 4.69e-07, 9.78e-07, 8.47e-07, 6.75e-07, 6.20e-07, 1.19e-09, 7.50e-10, 1.83e-07, 1.71e-06, 2.72e-06, 5.82e-06, 1.26e-05, 1.16e-07, 4.42e-08, 9.76e-08, 1.01e-07, 1.80e-09, 4.89e-11, 1.88e-08, 2.67e-10] []
446500 [1.56e-06, 2.09e-06, 5.98e-07, 1.95e-06, 1.59e-06, 1.47e-06, 1.31e-06, 1.37e-05, 5.64e-08, 1.04e-08, 6.75e-06, 5.46e-05, 1.57e-05, 5.83e-05, 0.00e+00, 7.73e-10, 0.00e+00, 0.00e+00, 1.18e-08, 4.33e-08, 1.64e-07, 2.36e-07] [1.56e-06, 2.09e-06, 5.98e-07, 1.95e-06, 1.59e-06, 1.47e-06, 1.31e-06, 1.37e-05, 5.64e-08, 1.04e-08, 6.75e-06, 5.46e-05, 1.57e-05, 5.83e-05, 0.00e+00, 7.73e-10, 0.00e+00, 0.00e+00, 1.18e-08, 4.33e-08, 1.64e-07, 2.36e-07] []
446600 [5.74e-07, 8.86e-07, 4.58e-07, 9.82e-07, 6.48e-07, 6.46e-07, 5.26e-07, 8.85e-08, 3.25e-08, 1.44e-07, 1.08e-06, 2.25e-06, 3.66e-06, 8.26e-06, 3.00e-09, 0.00e+00, 1.35e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-07, 5.09e-08] [5.74e-07, 8.86e-07, 4.58e-07, 9.82e-07, 6.48e-07, 6.46e-07, 5.26e-07, 8.85e-08, 3.25e-08, 1.44e-07, 1.08e-06, 2.25e-06, 3.66e-06, 8.26e-06, 3.00e-09, 0.00e+00, 1.35e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-07, 5.09e-08] []
446700 [5.80e-07, 9.47e-07, 4.33e-07, 9.58e-07, 7.21e-07, 6.50e-07, 5.62e-07, 1.57e-08, 1.13e-07, 8.77e-08, 9.54e-07, 1.54e-06, 1.81e-06, 3.77e-06, 3.68e-10, 0.00e+00, 6.36e-10, 0.00e+00, 0.00e+00, 6.79e-09, 1.68e-07, 4.31e-08] [5.80e-07, 9.47e-07, 4.33e-07, 9.58e-07, 7.21e-07, 6.50e-07, 5.62e-07, 1.57e-08, 1.13e-07, 8.77e-08, 9.54e-07, 1.54e-06, 1.81e-06, 3.77e-06, 3.68e-10, 0.00e+00, 6.36e-10, 0.00e+00, 0.00e+00, 6.79e-09, 1.68e-07, 4.31e-08] []
446800 [7.45e-07, 9.88e-07, 4.28e-07, 9.73e-07, 8.81e-07, 6.82e-07, 6.36e-07, 3.48e-08, 2.97e-10, 5.79e-08, 1.57e-06, 2.00e-06, 3.88e-06, 4.78e-06, 1.54e-07, 1.56e-08, 7.61e-08, 6.05e-08, 1.43e-08, 3.16e-10, 8.61e-08, 2.06e-09] [7.45e-07, 9.88e-07, 4.28e-07, 9.73e-07, 8.81e-07, 6.82e-07, 6.36e-07, 3.48e-08, 2.97e-10, 5.79e-08, 1.57e-06, 2.00e-06, 3.88e-06, 4.78e-06, 1.54e-07, 1.56e-08, 7.61e-08, 6.05e-08, 1.43e-08, 3.16e-10, 8.61e-08, 2.06e-09] []
446900 [1.42e-06, 1.42e-06, 6.22e-07, 1.19e-06, 1.06e-06, 8.20e-07, 6.40e-07, 1.63e-05, 1.44e-07, 1.66e-09, 1.12e-05, 7.02e-06, 2.27e-05, 2.84e-05, 5.44e-08, 1.59e-07, 5.65e-07, 3.89e-07, 2.55e-06, 2.93e-09, 1.51e-05, 1.70e-08] [1.42e-06, 1.42e-06, 6.22e-07, 1.19e-06, 1.06e-06, 8.20e-07, 6.40e-07, 1.63e-05, 1.44e-07, 1.66e-09, 1.12e-05, 7.02e-06, 2.27e-05, 2.84e-05, 5.44e-08, 1.59e-07, 5.65e-07, 3.89e-07, 2.55e-06, 2.93e-09, 1.51e-05, 1.70e-08] []
447000 [3.59e-05, 7.66e-06, 2.51e-06, 5.79e-06, 3.71e-06, 4.68e-06, 2.34e-06, 1.05e-04, 2.76e-04, 3.93e-05, 1.11e-04, 3.16e-04, 6.37e-04, 2.08e-03, 4.61e-05, 2.58e-05, 2.15e-05, 1.24e-05, 3.79e-05, 9.58e-05, 1.86e-04, 3.42e-04] [3.59e-05, 7.66e-06, 2.51e-06, 5.79e-06, 3.71e-06, 4.68e-06, 2.34e-06, 1.05e-04, 2.76e-04, 3.93e-05, 1.11e-04, 3.16e-04, 6.37e-04, 2.08e-03, 4.61e-05, 2.58e-05, 2.15e-05, 1.24e-05, 3.79e-05, 9.58e-05, 1.86e-04, 3.42e-04] []
447100 [4.92e-07, 1.02e-06, 9.71e-07, 1.45e-06, 1.20e-06, 8.29e-07, 8.90e-07, 2.90e-08, 4.20e-08, 7.07e-09, 9.40e-07, 1.71e-06, 1.03e-06, 4.09e-07, 0.00e+00, 2.33e-09, 8.52e-09, 4.05e-09, 1.16e-08, 1.16e-09, 7.29e-08, 8.76e-09] [4.92e-07, 1.02e-06, 9.71e-07, 1.45e-06, 1.20e-06, 8.29e-07, 8.90e-07, 2.90e-08, 4.20e-08, 7.07e-09, 9.40e-07, 1.71e-06, 1.03e-06, 4.09e-07, 0.00e+00, 2.33e-09, 8.52e-09, 4.05e-09, 1.16e-08, 1.16e-09, 7.29e-08, 8.76e-09] []
447200 [2.79e-05, 8.48e-06, 5.42e-06, 5.97e-06, 4.57e-06, 5.92e-06, 2.83e-06, 6.29e-05, 4.30e-07, 5.42e-05, 1.06e-04, 3.08e-04, 3.51e-04, 1.87e-03, 4.64e-05, 3.04e-05, 8.34e-06, 1.23e-05, 1.06e-05, 1.11e-07, 5.64e-05, 5.97e-07] [2.79e-05, 8.48e-06, 5.42e-06, 5.97e-06, 4.57e-06, 5.92e-06, 2.83e-06, 6.29e-05, 4.30e-07, 5.42e-05, 1.06e-04, 3.08e-04, 3.51e-04, 1.87e-03, 4.64e-05, 3.04e-05, 8.34e-06, 1.23e-05, 1.06e-05, 1.11e-07, 5.64e-05, 5.97e-07] []
447300 [5.45e-07, 9.49e-07, 5.65e-07, 1.00e-06, 7.49e-07, 6.22e-07, 6.61e-07, 5.97e-08, 1.24e-11, 1.65e-09, 9.16e-07, 7.29e-07, 6.56e-07, 9.43e-08, 3.27e-08, 9.26e-09, 1.59e-08, 8.64e-09, 9.09e-09, 0.00e+00, 5.93e-08, 6.59e-10] [5.45e-07, 9.49e-07, 5.65e-07, 1.00e-06, 7.49e-07, 6.22e-07, 6.61e-07, 5.97e-08, 1.24e-11, 1.65e-09, 9.16e-07, 7.29e-07, 6.56e-07, 9.43e-08, 3.27e-08, 9.26e-09, 1.59e-08, 8.64e-09, 9.09e-09, 0.00e+00, 5.93e-08, 6.59e-10] []
447400 [2.54e-06, 1.85e-06, 6.42e-07, 1.43e-06, 1.10e-06, 1.17e-06, 8.12e-07, 4.78e-06, 8.65e-07, 2.13e-06, 3.31e-06, 1.38e-05, 2.54e-05, 8.12e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-11, 0.00e+00, 9.81e-08, 6.77e-06, 5.20e-07] [2.54e-06, 1.85e-06, 6.42e-07, 1.43e-06, 1.10e-06, 1.17e-06, 8.12e-07, 4.78e-06, 8.65e-07, 2.13e-06, 3.31e-06, 1.38e-05, 2.54e-05, 8.12e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-11, 0.00e+00, 9.81e-08, 6.77e-06, 5.20e-07] []
447500 [4.93e-07, 8.91e-07, 1.25e-06, 1.04e-06, 7.18e-07, 6.25e-07, 5.92e-07, 2.36e-07, 9.40e-04, 2.53e-07, 1.69e-06, 1.61e-06, 1.04e-06, 4.69e-06, 1.35e-08, 0.00e+00, 4.67e-09, 0.00e+00, 9.46e-08, 2.37e-04, 6.33e-07, 8.12e-04] [4.93e-07, 8.91e-07, 1.25e-06, 1.04e-06, 7.18e-07, 6.25e-07, 5.92e-07, 2.36e-07, 9.40e-04, 2.53e-07, 1.69e-06, 1.61e-06, 1.04e-06, 4.69e-06, 1.35e-08, 0.00e+00, 4.67e-09, 0.00e+00, 9.46e-08, 2.37e-04, 6.33e-07, 8.12e-04] []
447600 [6.96e-07, 1.06e-06, 4.12e-07, 9.21e-07, 7.42e-07, 6.98e-07, 6.58e-07, 1.85e-08, 5.68e-09, 1.26e-07, 1.08e-06, 2.19e-06, 2.55e-06, 6.04e-06, 1.17e-09, 0.00e+00, 8.19e-10, 0.00e+00, 0.00e+00, 3.10e-11, 9.67e-08, 9.58e-08] [6.96e-07, 1.06e-06, 4.12e-07, 9.21e-07, 7.42e-07, 6.98e-07, 6.58e-07, 1.85e-08, 5.68e-09, 1.26e-07, 1.08e-06, 2.19e-06, 2.55e-06, 6.04e-06, 1.17e-09, 0.00e+00, 8.19e-10, 0.00e+00, 0.00e+00, 3.10e-11, 9.67e-08, 9.58e-08] []
447700 [1.03e-06, 1.38e-06, 4.02e-07, 1.22e-06, 9.29e-07, 8.33e-07, 7.21e-07, 3.38e-09, 1.49e-09, 2.14e-08, 1.54e-06, 1.81e-06, 1.66e-06, 1.31e-07, 3.46e-09, 0.00e+00, 5.22e-10, 5.42e-10, 3.29e-10, 5.58e-12, 9.43e-09, 2.61e-10] [1.03e-06, 1.38e-06, 4.02e-07, 1.22e-06, 9.29e-07, 8.33e-07, 7.21e-07, 3.38e-09, 1.49e-09, 2.14e-08, 1.54e-06, 1.81e-06, 1.66e-06, 1.31e-07, 3.46e-09, 0.00e+00, 5.22e-10, 5.42e-10, 3.29e-10, 5.58e-12, 9.43e-09, 2.61e-10] []
447800 [4.03e-06, 1.82e-06, 6.82e-07, 1.51e-06, 1.34e-06, 1.23e-06, 9.29e-07, 3.76e-06, 8.80e-11, 3.67e-06, 7.01e-06, 3.67e-05, 7.12e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-13, 5.99e-06, 1.36e-08] [4.03e-06, 1.82e-06, 6.82e-07, 1.51e-06, 1.34e-06, 1.23e-06, 9.29e-07, 3.76e-06, 8.80e-11, 3.67e-06, 7.01e-06, 3.67e-05, 7.12e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-13, 5.99e-06, 1.36e-08] []
447900 [7.61e-06, 3.47e-06, 6.98e-07, 3.13e-06, 1.30e-06, 2.40e-06, 8.02e-07, 5.34e-06, 2.93e-07, 8.58e-06, 1.38e-05, 7.42e-05, 1.15e-04, 4.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 1.09e-05, 1.28e-07] [7.61e-06, 3.47e-06, 6.98e-07, 3.13e-06, 1.30e-06, 2.40e-06, 8.02e-07, 5.34e-06, 2.93e-07, 8.58e-06, 1.38e-05, 7.42e-05, 1.15e-04, 4.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.19e-08, 1.09e-05, 1.28e-07] []
448000 [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06] [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 53.339517 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
448000 [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06] [3.98e-06, 2.92e-06, 8.27e-07, 3.81e-06, 9.04e-07, 1.95e-06, 7.87e-07, 4.04e-06, 5.78e-05, 6.22e-06, 1.19e-05, 3.41e-05, 6.88e-05, 1.93e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-06, 9.93e-06] []
448100 [1.72e-06, 1.16e-06, 5.37e-07, 1.46e-06, 7.58e-07, 1.03e-06, 6.77e-07, 1.72e-06, 2.42e-06, 1.04e-06, 8.33e-06, 1.82e-05, 6.08e-05, 7.29e-05, 4.10e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.08e-08, 4.08e-07, 4.62e-07, 2.15e-06] [1.72e-06, 1.16e-06, 5.37e-07, 1.46e-06, 7.58e-07, 1.03e-06, 6.77e-07, 1.72e-06, 2.42e-06, 1.04e-06, 8.33e-06, 1.82e-05, 6.08e-05, 7.29e-05, 4.10e-10, 0.00e+00, 0.00e+00, 0.00e+00, 7.08e-08, 4.08e-07, 4.62e-07, 2.15e-06] []
448200 [2.37e-06, 1.53e-06, 6.12e-07, 1.83e-06, 8.14e-07, 1.07e-06, 7.52e-07, 6.13e-06, 8.57e-08, 1.53e-06, 1.34e-05, 2.50e-05, 8.59e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.67e-10, 1.10e-05, 2.16e-07] [2.37e-06, 1.53e-06, 6.12e-07, 1.83e-06, 8.14e-07, 1.07e-06, 7.52e-07, 6.13e-06, 8.57e-08, 1.53e-06, 1.34e-05, 2.50e-05, 8.59e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.67e-10, 1.10e-05, 2.16e-07] []
448300 [2.87e-06, 1.94e-06, 8.03e-07, 1.39e-06, 9.92e-07, 1.10e-06, 8.21e-07, 5.17e-07, 1.88e-09, 1.76e-06, 8.23e-06, 4.17e-05, 1.72e-05, 4.72e-05, 3.47e-06, 3.64e-07, 2.12e-07, 1.69e-07, 0.00e+00, 9.14e-10, 4.58e-07, 6.11e-09] [2.87e-06, 1.94e-06, 8.03e-07, 1.39e-06, 9.92e-07, 1.10e-06, 8.21e-07, 5.17e-07, 1.88e-09, 1.76e-06, 8.23e-06, 4.17e-05, 1.72e-05, 4.72e-05, 3.47e-06, 3.64e-07, 2.12e-07, 1.69e-07, 0.00e+00, 9.14e-10, 4.58e-07, 6.11e-09] []
448400 [1.30e-06, 1.65e-06, 5.72e-07, 1.46e-06, 8.41e-07, 9.12e-07, 6.96e-07, 7.75e-07, 8.22e-08, 6.29e-08, 2.60e-06, 2.32e-05, 1.02e-05, 1.13e-05, 3.01e-06, 1.34e-10, 2.83e-08, 2.32e-09, 2.24e-07, 0.00e+00, 1.50e-06, 6.21e-08] [1.30e-06, 1.65e-06, 5.72e-07, 1.46e-06, 8.41e-07, 9.12e-07, 6.96e-07, 7.75e-07, 8.22e-08, 6.29e-08, 2.60e-06, 2.32e-05, 1.02e-05, 1.13e-05, 3.01e-06, 1.34e-10, 2.83e-08, 2.32e-09, 2.24e-07, 0.00e+00, 1.50e-06, 6.21e-08] []
448500 [2.45e-06, 1.60e-06, 5.05e-07, 1.73e-06, 8.04e-07, 1.14e-06, 8.07e-07, 4.47e-07, 2.08e-05, 1.01e-06, 9.46e-06, 1.99e-05, 4.83e-05, 5.28e-05, 0.00e+00, 8.79e-08, 0.00e+00, 0.00e+00, 2.44e-09, 0.00e+00, 3.63e-07, 2.99e-05] [2.45e-06, 1.60e-06, 5.05e-07, 1.73e-06, 8.04e-07, 1.14e-06, 8.07e-07, 4.47e-07, 2.08e-05, 1.01e-06, 9.46e-06, 1.99e-05, 4.83e-05, 5.28e-05, 0.00e+00, 8.79e-08, 0.00e+00, 0.00e+00, 2.44e-09, 0.00e+00, 3.63e-07, 2.99e-05] []
448600 [2.76e-06, 1.81e-06, 1.66e-06, 3.29e-06, 3.43e-06, 1.51e-06, 1.22e-06, 4.46e-05, 4.77e-10, 3.83e-06, 1.69e-05, 1.10e-05, 3.71e-05, 4.04e-05, 4.83e-06, 1.09e-08, 1.44e-08, 0.00e+00, 1.39e-05, 2.60e-12, 7.25e-05, 1.10e-07] [2.76e-06, 1.81e-06, 1.66e-06, 3.29e-06, 3.43e-06, 1.51e-06, 1.22e-06, 4.46e-05, 4.77e-10, 3.83e-06, 1.69e-05, 1.10e-05, 3.71e-05, 4.04e-05, 4.83e-06, 1.09e-08, 1.44e-08, 0.00e+00, 1.39e-05, 2.60e-12, 7.25e-05, 1.10e-07] []
448700 [4.85e-07, 7.32e-07, 5.13e-07, 7.45e-07, 7.10e-07, 6.28e-07, 6.80e-07, 2.37e-08, 1.55e-12, 5.44e-10, 8.52e-07, 8.56e-07, 7.20e-07, 1.61e-08, 1.71e-08, 5.41e-09, 7.08e-09, 3.17e-09, 1.66e-11, 5.49e-13, 7.37e-08, 9.52e-11] [4.85e-07, 7.32e-07, 5.13e-07, 7.45e-07, 7.10e-07, 6.28e-07, 6.80e-07, 2.37e-08, 1.55e-12, 5.44e-10, 8.52e-07, 8.56e-07, 7.20e-07, 1.61e-08, 1.71e-08, 5.41e-09, 7.08e-09, 3.17e-09, 1.66e-11, 5.49e-13, 7.37e-08, 9.52e-11] []
448800 [1.85e-06, 2.07e-06, 6.23e-07, 1.49e-06, 1.03e-06, 1.16e-06, 7.57e-07, 2.96e-06, 1.05e-05, 5.72e-07, 3.39e-06, 4.12e-06, 2.32e-06, 3.52e-06, 3.55e-08, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 7.41e-06, 2.85e-06, 3.05e-05] [1.85e-06, 2.07e-06, 6.23e-07, 1.49e-06, 1.03e-06, 1.16e-06, 7.57e-07, 2.96e-06, 1.05e-05, 5.72e-07, 3.39e-06, 4.12e-06, 2.32e-06, 3.52e-06, 3.55e-08, 0.00e+00, 4.35e-10, 0.00e+00, 0.00e+00, 7.41e-06, 2.85e-06, 3.05e-05] []
448900 [5.85e-07, 6.56e-07, 3.96e-07, 7.00e-07, 5.82e-07, 5.46e-07, 6.38e-07, 6.38e-08, 3.54e-10, 8.47e-08, 1.19e-06, 1.44e-06, 2.28e-06, 5.07e-06, 1.17e-07, 5.69e-08, 7.13e-08, 5.41e-08, 1.72e-08, 9.02e-12, 1.05e-07, 2.10e-10] [5.85e-07, 6.56e-07, 3.96e-07, 7.00e-07, 5.82e-07, 5.46e-07, 6.38e-07, 6.38e-08, 3.54e-10, 8.47e-08, 1.19e-06, 1.44e-06, 2.28e-06, 5.07e-06, 1.17e-07, 5.69e-08, 7.13e-08, 5.41e-08, 1.72e-08, 9.02e-12, 1.05e-07, 2.10e-10] []
449000 [5.65e-07, 7.39e-07, 4.01e-07, 7.04e-07, 6.27e-07, 5.96e-07, 6.59e-07, 1.76e-08, 2.70e-10, 7.85e-09, 9.35e-07, 1.06e-06, 8.14e-07, 4.69e-07, 6.75e-08, 1.57e-09, 1.96e-08, 6.46e-09, 1.75e-09, 0.00e+00, 1.79e-08, 5.11e-10] [5.65e-07, 7.39e-07, 4.01e-07, 7.04e-07, 6.27e-07, 5.96e-07, 6.59e-07, 1.76e-08, 2.70e-10, 7.85e-09, 9.35e-07, 1.06e-06, 8.14e-07, 4.69e-07, 6.75e-08, 1.57e-09, 1.96e-08, 6.46e-09, 1.75e-09, 0.00e+00, 1.79e-08, 5.11e-10] []
449100 [1.20e-06, 1.14e-06, 4.66e-07, 8.51e-07, 7.03e-07, 7.77e-07, 6.82e-07, 1.42e-06, 1.52e-08, 6.92e-07, 1.66e-06, 5.76e-06, 1.53e-05, 2.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-06, 2.15e-08] [1.20e-06, 1.14e-06, 4.66e-07, 8.51e-07, 7.03e-07, 7.77e-07, 6.82e-07, 1.42e-06, 1.52e-08, 6.92e-07, 1.66e-06, 5.76e-06, 1.53e-05, 2.70e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-06, 2.15e-08] []
449200 [1.17e-05, 5.48e-06, 1.97e-06, 2.74e-06, 2.20e-06, 2.50e-06, 1.28e-06, 7.48e-08, 7.50e-05, 1.50e-05, 4.46e-05, 8.49e-05, 1.87e-04, 6.84e-04, 1.77e-05, 3.75e-06, 3.51e-06, 2.45e-06, 3.27e-08, 1.32e-05, 2.19e-07, 5.24e-05] [1.17e-05, 5.48e-06, 1.97e-06, 2.74e-06, 2.20e-06, 2.50e-06, 1.28e-06, 7.48e-08, 7.50e-05, 1.50e-05, 4.46e-05, 8.49e-05, 1.87e-04, 6.84e-04, 1.77e-05, 3.75e-06, 3.51e-06, 2.45e-06, 3.27e-08, 1.32e-05, 2.19e-07, 5.24e-05] []
449300 [1.23e-06, 6.88e-07, 3.96e-07, 6.60e-07, 6.47e-07, 5.77e-07, 6.90e-07, 1.77e-06, 1.12e-08, 5.99e-07, 4.20e-06, 6.46e-06, 2.03e-05, 3.89e-05, 5.18e-07, 3.33e-07, 4.34e-07, 3.38e-07, 5.04e-07, 2.38e-09, 3.32e-06, 1.57e-08] [1.23e-06, 6.88e-07, 3.96e-07, 6.60e-07, 6.47e-07, 5.77e-07, 6.90e-07, 1.77e-06, 1.12e-08, 5.99e-07, 4.20e-06, 6.46e-06, 2.03e-05, 3.89e-05, 5.18e-07, 3.33e-07, 4.34e-07, 3.38e-07, 5.04e-07, 2.38e-09, 3.32e-06, 1.57e-08] []
449400 [5.03e-07, 6.57e-07, 3.60e-07, 6.42e-07, 5.41e-07, 5.83e-07, 6.30e-07, 3.35e-08, 9.54e-10, 1.22e-09, 8.49e-07, 9.25e-07, 7.82e-07, 1.19e-07, 6.34e-09, 2.08e-09, 3.03e-09, 1.25e-09, 1.53e-10, 1.98e-11, 3.80e-08, 1.27e-10] [5.03e-07, 6.57e-07, 3.60e-07, 6.42e-07, 5.41e-07, 5.83e-07, 6.30e-07, 3.35e-08, 9.54e-10, 1.22e-09, 8.49e-07, 9.25e-07, 7.82e-07, 1.19e-07, 6.34e-09, 2.08e-09, 3.03e-09, 1.25e-09, 1.53e-10, 1.98e-11, 3.80e-08, 1.27e-10] []
449500 [3.42e-06, 5.97e-06, 4.57e-06, 1.03e-05, 6.37e-06, 5.30e-06, 4.64e-06, 7.21e-06, 1.50e-05, 2.24e-06, 7.24e-05, 5.68e-05, 1.05e-04, 3.97e-05, 0.00e+00, 4.48e-05, 3.51e-06, 4.58e-06, 1.32e-06, 0.00e+00, 8.60e-06, 1.33e-05] [3.42e-06, 5.97e-06, 4.57e-06, 1.03e-05, 6.37e-06, 5.30e-06, 4.64e-06, 7.21e-06, 1.50e-05, 2.24e-06, 7.24e-05, 5.68e-05, 1.05e-04, 3.97e-05, 0.00e+00, 4.48e-05, 3.51e-06, 4.58e-06, 1.32e-06, 0.00e+00, 8.60e-06, 1.33e-05] []
449600 [5.09e-07, 9.36e-07, 8.98e-07, 9.98e-07, 1.03e-06, 8.81e-07, 1.20e-06, 6.02e-08, 1.02e-09, 2.35e-10, 8.74e-07, 7.64e-07, 5.90e-07, 2.17e-08, 1.15e-08, 5.60e-10, 4.17e-09, 3.69e-09, 1.43e-08, 1.24e-10, 8.73e-08, 7.02e-10] [5.09e-07, 9.36e-07, 8.98e-07, 9.98e-07, 1.03e-06, 8.81e-07, 1.20e-06, 6.02e-08, 1.02e-09, 2.35e-10, 8.74e-07, 7.64e-07, 5.90e-07, 2.17e-08, 1.15e-08, 5.60e-10, 4.17e-09, 3.69e-09, 1.43e-08, 1.24e-10, 8.73e-08, 7.02e-10] []
449700 [3.85e-07, 7.34e-07, 5.66e-07, 7.84e-07, 7.37e-07, 6.54e-07, 8.87e-07, 3.22e-08, 6.01e-09, 1.97e-10, 6.86e-07, 5.54e-07, 4.62e-07, 6.16e-09, 3.02e-08, 2.21e-09, 7.49e-09, 3.67e-09, 6.62e-09, 8.27e-10, 4.29e-08, 5.41e-09] [3.85e-07, 7.34e-07, 5.66e-07, 7.84e-07, 7.37e-07, 6.54e-07, 8.87e-07, 3.22e-08, 6.01e-09, 1.97e-10, 6.86e-07, 5.54e-07, 4.62e-07, 6.16e-09, 3.02e-08, 2.21e-09, 7.49e-09, 3.67e-09, 6.62e-09, 8.27e-10, 4.29e-08, 5.41e-09] []
449800 [1.21e-06, 1.24e-06, 4.63e-07, 9.92e-07, 7.65e-07, 8.00e-07, 9.24e-07, 1.78e-07, 6.75e-07, 3.95e-07, 1.63e-06, 4.23e-06, 7.30e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-08, 0.00e+00, 6.72e-08, 7.82e-07] [1.21e-06, 1.24e-06, 4.63e-07, 9.92e-07, 7.65e-07, 8.00e-07, 9.24e-07, 1.78e-07, 6.75e-07, 3.95e-07, 1.63e-06, 4.23e-06, 7.30e-06, 2.11e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-08, 0.00e+00, 6.72e-08, 7.82e-07] []
449900 [4.12e-07, 6.20e-07, 3.80e-07, 6.54e-07, 5.58e-07, 5.74e-07, 7.46e-07, 4.96e-08, 1.05e-10, 7.06e-10, 7.74e-07, 6.66e-07, 5.59e-07, 1.40e-08, 2.52e-08, 3.15e-09, 8.98e-09, 3.76e-09, 1.79e-08, 7.83e-12, 1.10e-07, 2.90e-10] [4.12e-07, 6.20e-07, 3.80e-07, 6.54e-07, 5.58e-07, 5.74e-07, 7.46e-07, 4.96e-08, 1.05e-10, 7.06e-10, 7.74e-07, 6.66e-07, 5.59e-07, 1.40e-08, 2.52e-08, 3.15e-09, 8.98e-09, 3.76e-09, 1.79e-08, 7.83e-12, 1.10e-07, 2.90e-10] []
450000 [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07] [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.600685 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
450000 [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07] [2.22e-06, 1.52e-06, 5.89e-07, 7.38e-07, 1.33e-06, 8.66e-07, 1.05e-06, 8.55e-08, 1.13e-07, 3.62e-07, 3.22e-06, 7.01e-06, 1.77e-05, 5.23e-05, 3.51e-08, 7.49e-07, 5.52e-07, 4.46e-07, 3.56e-08, 0.00e+00, 2.31e-07, 1.17e-07] []
450100 [4.59e-07, 6.08e-07, 3.60e-07, 6.17e-07, 5.20e-07, 5.80e-07, 6.89e-07, 1.04e-09, 4.40e-11, 4.88e-11, 8.56e-07, 7.60e-07, 6.36e-07, 1.95e-08, 2.89e-08, 6.50e-09, 1.01e-08, 5.66e-09, 3.48e-14, 7.41e-12, 5.09e-08, 1.32e-10] [4.59e-07, 6.08e-07, 3.60e-07, 6.17e-07, 5.20e-07, 5.80e-07, 6.89e-07, 1.04e-09, 4.40e-11, 4.88e-11, 8.56e-07, 7.60e-07, 6.36e-07, 1.95e-08, 2.89e-08, 6.50e-09, 1.01e-08, 5.66e-09, 3.48e-14, 7.41e-12, 5.09e-08, 1.32e-10] []
450200 [2.62e-06, 2.08e-06, 4.80e-07, 1.58e-06, 8.98e-07, 1.60e-06, 8.16e-07, 1.72e-05, 1.87e-04, 1.23e-06, 6.90e-06, 2.18e-05, 2.73e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-05, 2.22e-05, 1.34e-04] [2.62e-06, 2.08e-06, 4.80e-07, 1.58e-06, 8.98e-07, 1.60e-06, 8.16e-07, 1.72e-05, 1.87e-04, 1.23e-06, 6.90e-06, 2.18e-05, 2.73e-05, 1.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-05, 2.22e-05, 1.34e-04] []
450300 [1.16e-06, 6.11e-07, 3.82e-07, 5.77e-07, 5.85e-07, 5.62e-07, 7.66e-07, 8.58e-07, 3.21e-08, 6.36e-07, 2.94e-06, 5.93e-06, 1.31e-05, 3.71e-05, 5.51e-07, 3.40e-07, 3.67e-07, 2.94e-07, 2.24e-07, 5.82e-07, 1.51e-06, 2.80e-06] [1.16e-06, 6.11e-07, 3.82e-07, 5.77e-07, 5.85e-07, 5.62e-07, 7.66e-07, 8.58e-07, 3.21e-08, 6.36e-07, 2.94e-06, 5.93e-06, 1.31e-05, 3.71e-05, 5.51e-07, 3.40e-07, 3.67e-07, 2.94e-07, 2.24e-07, 5.82e-07, 1.51e-06, 2.80e-06] []
450400 [5.09e-07, 6.32e-07, 3.23e-07, 5.85e-07, 5.02e-07, 5.97e-07, 6.96e-07, 1.21e-09, 9.58e-09, 1.54e-08, 8.53e-07, 9.85e-07, 8.93e-07, 7.81e-07, 7.73e-09, 1.69e-10, 8.70e-10, 6.19e-13, 1.98e-10, 1.60e-09, 2.35e-08, 1.11e-08] [5.09e-07, 6.32e-07, 3.23e-07, 5.85e-07, 5.02e-07, 5.97e-07, 6.96e-07, 1.21e-09, 9.58e-09, 1.54e-08, 8.53e-07, 9.85e-07, 8.93e-07, 7.81e-07, 7.73e-09, 1.69e-10, 8.70e-10, 6.19e-13, 1.98e-10, 1.60e-09, 2.35e-08, 1.11e-08] []
450500 [6.71e-07, 7.57e-07, 3.17e-07, 5.26e-07, 6.50e-07, 6.70e-07, 7.69e-07, 7.00e-09, 1.67e-08, 5.83e-09, 1.07e-06, 1.38e-06, 1.43e-06, 2.11e-07, 8.31e-09, 2.07e-09, 4.18e-09, 5.36e-10, 5.86e-14, 1.53e-09, 8.58e-08, 1.03e-08] [6.71e-07, 7.57e-07, 3.17e-07, 5.26e-07, 6.50e-07, 6.70e-07, 7.69e-07, 7.00e-09, 1.67e-08, 5.83e-09, 1.07e-06, 1.38e-06, 1.43e-06, 2.11e-07, 8.31e-09, 2.07e-09, 4.18e-09, 5.36e-10, 5.86e-14, 1.53e-09, 8.58e-08, 1.03e-08] []
450600 [1.99e-06, 2.03e-06, 3.86e-07, 1.69e-06, 6.90e-07, 1.56e-06, 7.37e-07, 2.06e-06, 5.28e-08, 5.58e-07, 8.04e-06, 1.73e-05, 2.86e-05, 9.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.95e-08] [1.99e-06, 2.03e-06, 3.86e-07, 1.69e-06, 6.90e-07, 1.56e-06, 7.37e-07, 2.06e-06, 5.28e-08, 5.58e-07, 8.04e-06, 1.73e-05, 2.86e-05, 9.28e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-06, 1.95e-08] []
450700 [4.77e-05, 1.05e-05, 3.99e-06, 6.83e-06, 5.57e-06, 6.36e-06, 3.57e-06, 2.75e-04, 4.81e-05, 6.01e-05, 1.35e-04, 4.58e-04, 7.82e-04, 2.96e-03, 6.44e-05, 4.44e-05, 2.48e-05, 1.70e-05, 7.94e-05, 1.44e-05, 3.70e-04, 5.75e-05] [4.77e-05, 1.05e-05, 3.99e-06, 6.83e-06, 5.57e-06, 6.36e-06, 3.57e-06, 2.75e-04, 4.81e-05, 6.01e-05, 1.35e-04, 4.58e-04, 7.82e-04, 2.96e-03, 6.44e-05, 4.44e-05, 2.48e-05, 1.70e-05, 7.94e-05, 1.44e-05, 3.70e-04, 5.75e-05] []
450800 [5.20e-07, 6.01e-07, 3.43e-07, 5.91e-07, 5.21e-07, 6.52e-07, 7.33e-07, 5.50e-08, 5.18e-09, 1.25e-10, 8.68e-07, 1.14e-06, 8.98e-07, 2.66e-07, 6.08e-09, 4.68e-10, 3.19e-09, 6.17e-10, 6.13e-10, 5.19e-10, 1.55e-08, 3.47e-09] [5.20e-07, 6.01e-07, 3.43e-07, 5.91e-07, 5.21e-07, 6.52e-07, 7.33e-07, 5.50e-08, 5.18e-09, 1.25e-10, 8.68e-07, 1.14e-06, 8.98e-07, 2.66e-07, 6.08e-09, 4.68e-10, 3.19e-09, 6.17e-10, 6.13e-10, 5.19e-10, 1.55e-08, 3.47e-09] []
450900 [1.25e-06, 1.21e-06, 4.28e-07, 7.02e-07, 6.64e-07, 8.51e-07, 7.44e-07, 3.39e-06, 3.61e-09, 6.49e-07, 4.95e-06, 6.68e-06, 3.27e-06, 3.09e-05, 0.00e+00, 5.33e-11, 0.00e+00, 3.18e-09, 0.00e+00, 0.00e+00, 3.15e-06, 6.75e-08] [1.25e-06, 1.21e-06, 4.28e-07, 7.02e-07, 6.64e-07, 8.51e-07, 7.44e-07, 3.39e-06, 3.61e-09, 6.49e-07, 4.95e-06, 6.68e-06, 3.27e-06, 3.09e-05, 0.00e+00, 5.33e-11, 0.00e+00, 3.18e-09, 0.00e+00, 0.00e+00, 3.15e-06, 6.75e-08] []
451000 [3.69e-05, 7.23e-06, 4.07e-06, 4.68e-06, 5.75e-06, 4.46e-06, 4.23e-06, 6.69e-09, 1.60e-05, 5.52e-05, 1.05e-04, 3.57e-04, 4.50e-04, 2.37e-03, 2.85e-05, 4.37e-05, 1.37e-05, 8.52e-06, 1.04e-07, 3.81e-06, 6.87e-07, 1.62e-05] [3.69e-05, 7.23e-06, 4.07e-06, 4.68e-06, 5.75e-06, 4.46e-06, 4.23e-06, 6.69e-09, 1.60e-05, 5.52e-05, 1.05e-04, 3.57e-04, 4.50e-04, 2.37e-03, 2.85e-05, 4.37e-05, 1.37e-05, 8.52e-06, 1.04e-07, 3.81e-06, 6.87e-07, 1.62e-05] []
451100 [1.02e-06, 7.13e-07, 7.18e-07, 6.98e-07, 4.45e-07, 7.12e-07, 6.33e-07, 2.88e-06, 2.46e-04, 6.40e-07, 2.35e-06, 7.16e-06, 2.04e-05, 3.75e-05, 2.65e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-05, 3.43e-06, 2.59e-04] [1.02e-06, 7.13e-07, 7.18e-07, 6.98e-07, 4.45e-07, 7.12e-07, 6.33e-07, 2.88e-06, 2.46e-04, 6.40e-07, 2.35e-06, 7.16e-06, 2.04e-05, 3.75e-05, 2.65e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.91e-05, 3.43e-06, 2.59e-04] []
451200 [3.92e-06, 1.08e-06, 5.34e-07, 7.18e-07, 8.92e-07, 7.72e-07, 9.00e-07, 1.01e-05, 3.40e-08, 3.29e-06, 1.36e-05, 2.74e-05, 8.48e-05, 1.87e-04, 2.70e-06, 1.59e-06, 1.79e-06, 1.48e-06, 2.50e-06, 1.20e-08, 1.50e-05, 7.43e-08] [3.92e-06, 1.08e-06, 5.34e-07, 7.18e-07, 8.92e-07, 7.72e-07, 9.00e-07, 1.01e-05, 3.40e-08, 3.29e-06, 1.36e-05, 2.74e-05, 8.48e-05, 1.87e-04, 2.70e-06, 1.59e-06, 1.79e-06, 1.48e-06, 2.50e-06, 1.20e-08, 1.50e-05, 7.43e-08] []
451300 [4.94e-07, 5.88e-07, 3.40e-07, 5.34e-07, 4.74e-07, 6.09e-07, 6.83e-07, 5.66e-09, 2.74e-10, 9.84e-09, 8.36e-07, 9.31e-07, 8.71e-07, 4.21e-07, 2.03e-08, 2.46e-11, 1.32e-09, 8.49e-10, 4.17e-09, 0.00e+00, 3.00e-08, 2.10e-09] [4.94e-07, 5.88e-07, 3.40e-07, 5.34e-07, 4.74e-07, 6.09e-07, 6.83e-07, 5.66e-09, 2.74e-10, 9.84e-09, 8.36e-07, 9.31e-07, 8.71e-07, 4.21e-07, 2.03e-08, 2.46e-11, 1.32e-09, 8.49e-10, 4.17e-09, 0.00e+00, 3.00e-08, 2.10e-09] []
451400 [6.38e-07, 6.87e-07, 3.80e-07, 5.75e-07, 4.90e-07, 6.77e-07, 7.20e-07, 1.57e-07, 1.49e-08, 6.82e-09, 2.50e-06, 2.98e-06, 8.21e-06, 5.10e-06, 9.58e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-07, 2.31e-08] [6.38e-07, 6.87e-07, 3.80e-07, 5.75e-07, 4.90e-07, 6.77e-07, 7.20e-07, 1.57e-07, 1.49e-08, 6.82e-09, 2.50e-06, 2.98e-06, 8.21e-06, 5.10e-06, 9.58e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.98e-07, 2.31e-08] []
451500 [5.17e-06, 3.54e-06, 1.95e-06, 4.50e-06, 2.09e-06, 3.10e-06, 1.79e-06, 3.48e-05, 1.15e-05, 1.86e-08, 3.00e-05, 1.32e-04, 4.75e-05, 2.24e-04, 1.76e-09, 2.54e-09, 0.00e+00, 0.00e+00, 1.90e-07, 1.17e-06, 2.45e-05, 5.51e-06] [5.17e-06, 3.54e-06, 1.95e-06, 4.50e-06, 2.09e-06, 3.10e-06, 1.79e-06, 3.48e-05, 1.15e-05, 1.86e-08, 3.00e-05, 1.32e-04, 4.75e-05, 2.24e-04, 1.76e-09, 2.54e-09, 0.00e+00, 0.00e+00, 1.90e-07, 1.17e-06, 2.45e-05, 5.51e-06] []
451600 [4.44e-07, 5.48e-07, 4.09e-07, 4.58e-07, 6.12e-07, 6.46e-07, 7.66e-07, 7.79e-08, 2.42e-10, 1.20e-09, 8.08e-07, 8.31e-07, 7.08e-07, 7.41e-09, 2.95e-08, 2.99e-09, 6.88e-09, 3.71e-09, 1.49e-10, 8.42e-12, 3.08e-08, 1.31e-10] [4.44e-07, 5.48e-07, 4.09e-07, 4.58e-07, 6.12e-07, 6.46e-07, 7.66e-07, 7.79e-08, 2.42e-10, 1.20e-09, 8.08e-07, 8.31e-07, 7.08e-07, 7.41e-09, 2.95e-08, 2.99e-09, 6.88e-09, 3.71e-09, 1.49e-10, 8.42e-12, 3.08e-08, 1.31e-10] []
451700 [3.66e-06, 2.85e-06, 1.08e-06, 1.89e-06, 1.29e-06, 1.62e-06, 9.17e-07, 1.21e-04, 1.18e-06, 1.75e-06, 1.53e-05, 8.45e-06, 2.59e-05, 3.20e-05, 3.71e-07, 1.07e-07, 0.00e+00, 5.34e-09, 7.96e-06, 4.21e-07, 4.34e-05, 2.00e-06] [3.66e-06, 2.85e-06, 1.08e-06, 1.89e-06, 1.29e-06, 1.62e-06, 9.17e-07, 1.21e-04, 1.18e-06, 1.75e-06, 1.53e-05, 8.45e-06, 2.59e-05, 3.20e-05, 3.71e-07, 1.07e-07, 0.00e+00, 5.34e-09, 7.96e-06, 4.21e-07, 4.34e-05, 2.00e-06] []
451800 [4.63e-07, 5.74e-07, 3.76e-07, 4.68e-07, 5.28e-07, 6.08e-07, 7.05e-07, 6.82e-09, 6.61e-09, 6.21e-10, 8.04e-07, 8.37e-07, 6.96e-07, 2.62e-08, 3.45e-08, 4.21e-09, 6.45e-09, 4.82e-09, 1.84e-09, 0.00e+00, 1.99e-08, 4.61e-09] [4.63e-07, 5.74e-07, 3.76e-07, 4.68e-07, 5.28e-07, 6.08e-07, 7.05e-07, 6.82e-09, 6.61e-09, 6.21e-10, 8.04e-07, 8.37e-07, 6.96e-07, 2.62e-08, 3.45e-08, 4.21e-09, 6.45e-09, 4.82e-09, 1.84e-09, 0.00e+00, 1.99e-08, 4.61e-09] []
451900 [1.42e-06, 3.13e-06, 1.17e-06, 5.53e-06, 6.77e-07, 2.58e-06, 1.44e-06, 6.01e-08, 5.27e-06, 9.83e-07, 5.18e-06, 9.11e-06, 7.67e-06, 2.69e-06, 0.00e+00, 4.14e-08, 0.00e+00, 8.59e-09, 0.00e+00, 2.45e-06, 3.11e-07, 1.15e-05] [1.42e-06, 3.13e-06, 1.17e-06, 5.53e-06, 6.77e-07, 2.58e-06, 1.44e-06, 6.01e-08, 5.27e-06, 9.83e-07, 5.18e-06, 9.11e-06, 7.67e-06, 2.69e-06, 0.00e+00, 4.14e-08, 0.00e+00, 8.59e-09, 0.00e+00, 2.45e-06, 3.11e-07, 1.15e-05] []
452000 [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10] [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.220280 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
452000 [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10] [3.92e-07, 4.61e-07, 2.97e-07, 4.25e-07, 4.34e-07, 5.48e-07, 7.37e-07, 1.12e-08, 2.38e-10, 1.93e-09, 7.42e-07, 7.32e-07, 6.04e-07, 8.70e-08, 1.13e-08, 1.08e-09, 3.25e-09, 1.28e-09, 3.03e-10, 6.82e-12, 1.09e-08, 4.01e-10] []
452100 [1.14e-06, 9.47e-07, 3.51e-07, 5.67e-07, 5.99e-07, 7.57e-07, 8.40e-07, 8.51e-07, 2.30e-08, 2.54e-07, 2.79e-06, 2.65e-06, 4.92e-06, 1.72e-05, 9.93e-08, 2.73e-08, 2.12e-08, 4.96e-08, 8.05e-08, 2.31e-09, 5.45e-07, 1.56e-08] [1.14e-06, 9.47e-07, 3.51e-07, 5.67e-07, 5.99e-07, 7.57e-07, 8.40e-07, 8.51e-07, 2.30e-08, 2.54e-07, 2.79e-06, 2.65e-06, 4.92e-06, 1.72e-05, 9.93e-08, 2.73e-08, 2.12e-08, 4.96e-08, 8.05e-08, 2.31e-09, 5.45e-07, 1.56e-08] []
452200 [5.17e-07, 4.24e-07, 3.21e-07, 4.08e-07, 4.66e-07, 5.08e-07, 7.02e-07, 1.04e-06, 7.16e-11, 1.04e-07, 1.57e-06, 1.64e-06, 4.78e-06, 7.27e-06, 1.36e-07, 6.35e-08, 9.82e-08, 7.92e-08, 1.52e-07, 1.57e-10, 1.04e-06, 8.16e-10] [5.17e-07, 4.24e-07, 3.21e-07, 4.08e-07, 4.66e-07, 5.08e-07, 7.02e-07, 1.04e-06, 7.16e-11, 1.04e-07, 1.57e-06, 1.64e-06, 4.78e-06, 7.27e-06, 1.36e-07, 6.35e-08, 9.82e-08, 7.92e-08, 1.52e-07, 1.57e-10, 1.04e-06, 8.16e-10] []
452300 [5.25e-07, 5.93e-07, 3.67e-07, 4.58e-07, 5.29e-07, 6.19e-07, 7.31e-07, 1.19e-08, 1.74e-10, 7.56e-09, 9.02e-07, 9.20e-07, 1.23e-06, 2.62e-07, 1.35e-08, 1.05e-09, 1.08e-08, 8.23e-09, 1.00e-09, 5.52e-11, 1.37e-08, 3.14e-10] [5.25e-07, 5.93e-07, 3.67e-07, 4.58e-07, 5.29e-07, 6.19e-07, 7.31e-07, 1.19e-08, 1.74e-10, 7.56e-09, 9.02e-07, 9.20e-07, 1.23e-06, 2.62e-07, 1.35e-08, 1.05e-09, 1.08e-08, 8.23e-09, 1.00e-09, 5.52e-11, 1.37e-08, 3.14e-10] []
452400 [8.06e-06, 1.08e-05, 1.74e-06, 1.36e-05, 1.93e-06, 6.09e-06, 1.60e-06, 5.05e-06, 4.37e-08, 4.56e-07, 8.73e-06, 5.02e-05, 4.15e-05, 1.16e-04, 3.40e-06, 2.86e-06, 3.80e-06, 1.42e-06, 7.82e-07, 5.03e-09, 4.91e-06, 3.19e-08] [8.06e-06, 1.08e-05, 1.74e-06, 1.36e-05, 1.93e-06, 6.09e-06, 1.60e-06, 5.05e-06, 4.37e-08, 4.56e-07, 8.73e-06, 5.02e-05, 4.15e-05, 1.16e-04, 3.40e-06, 2.86e-06, 3.80e-06, 1.42e-06, 7.82e-07, 5.03e-09, 4.91e-06, 3.19e-08] []
452500 [4.52e-07, 5.55e-07, 3.73e-07, 4.35e-07, 4.97e-07, 5.89e-07, 6.74e-07, 3.78e-10, 6.25e-11, 7.86e-10, 7.97e-07, 7.64e-07, 6.16e-07, 4.92e-08, 3.78e-08, 4.30e-09, 6.66e-09, 4.79e-09, 3.29e-10, 5.22e-12, 1.52e-08, 7.88e-11] [4.52e-07, 5.55e-07, 3.73e-07, 4.35e-07, 4.97e-07, 5.89e-07, 6.74e-07, 3.78e-10, 6.25e-11, 7.86e-10, 7.97e-07, 7.64e-07, 6.16e-07, 4.92e-08, 3.78e-08, 4.30e-09, 6.66e-09, 4.79e-09, 3.29e-10, 5.22e-12, 1.52e-08, 7.88e-11] []
452600 [1.42e-06, 8.89e-07, 4.77e-07, 5.77e-07, 8.17e-07, 7.29e-07, 8.50e-07, 2.64e-06, 9.63e-09, 6.05e-07, 3.33e-06, 6.93e-06, 1.21e-05, 4.47e-05, 1.08e-06, 1.70e-07, 2.68e-07, 1.86e-07, 3.68e-07, 0.00e+00, 2.44e-06, 1.05e-08] [1.42e-06, 8.89e-07, 4.77e-07, 5.77e-07, 8.17e-07, 7.29e-07, 8.50e-07, 2.64e-06, 9.63e-09, 6.05e-07, 3.33e-06, 6.93e-06, 1.21e-05, 4.47e-05, 1.08e-06, 1.70e-07, 2.68e-07, 1.86e-07, 3.68e-07, 0.00e+00, 2.44e-06, 1.05e-08] []
452700 [1.40e-06, 3.68e-06, 6.35e-07, 4.07e-06, 9.51e-07, 2.58e-06, 8.96e-07, 2.36e-07, 2.26e-06, 2.20e-08, 1.68e-05, 2.97e-05, 2.61e-05, 1.68e-05, 9.06e-10, 1.00e-08, 2.63e-07, 1.10e-08, 9.13e-08, 0.00e+00, 6.19e-07, 3.81e-06] [1.40e-06, 3.68e-06, 6.35e-07, 4.07e-06, 9.51e-07, 2.58e-06, 8.96e-07, 2.36e-07, 2.26e-06, 2.20e-08, 1.68e-05, 2.97e-05, 2.61e-05, 1.68e-05, 9.06e-10, 1.00e-08, 2.63e-07, 1.10e-08, 9.13e-08, 0.00e+00, 6.19e-07, 3.81e-06] []
452800 [4.06e-07, 4.59e-07, 3.31e-07, 4.08e-07, 4.21e-07, 5.48e-07, 6.59e-07, 2.11e-08, 5.92e-11, 3.50e-08, 7.53e-07, 1.05e-06, 1.25e-06, 1.88e-06, 4.90e-09, 0.00e+00, 5.95e-10, 0.00e+00, 1.18e-10, 1.59e-13, 3.56e-08, 1.86e-10] [4.06e-07, 4.59e-07, 3.31e-07, 4.08e-07, 4.21e-07, 5.48e-07, 6.59e-07, 2.11e-08, 5.92e-11, 3.50e-08, 7.53e-07, 1.05e-06, 1.25e-06, 1.88e-06, 4.90e-09, 0.00e+00, 5.95e-10, 0.00e+00, 1.18e-10, 1.59e-13, 3.56e-08, 1.86e-10] []
452900 [6.02e-07, 6.55e-07, 4.29e-07, 4.92e-07, 5.77e-07, 6.61e-07, 7.38e-07, 9.78e-08, 5.38e-09, 1.02e-09, 1.84e-06, 1.21e-06, 2.11e-06, 1.31e-06, 1.98e-08, 1.65e-08, 1.56e-08, 3.47e-08, 5.15e-10, 8.23e-10, 1.49e-08, 5.62e-09] [6.02e-07, 6.55e-07, 4.29e-07, 4.92e-07, 5.77e-07, 6.61e-07, 7.38e-07, 9.78e-08, 5.38e-09, 1.02e-09, 1.84e-06, 1.21e-06, 2.11e-06, 1.31e-06, 1.98e-08, 1.65e-08, 1.56e-08, 3.47e-08, 5.15e-10, 8.23e-10, 1.49e-08, 5.62e-09] []
453000 [1.61e-06, 1.77e-06, 1.23e-06, 1.36e-06, 1.24e-06, 1.49e-06, 8.34e-07, 8.74e-06, 6.33e-06, 2.08e-06, 4.71e-06, 6.05e-06, 1.25e-05, 3.14e-07, 9.64e-12, 0.00e+00, 0.00e+00, 3.45e-08, 0.00e+00, 1.18e-06, 7.98e-06, 5.35e-06] [1.61e-06, 1.77e-06, 1.23e-06, 1.36e-06, 1.24e-06, 1.49e-06, 8.34e-07, 8.74e-06, 6.33e-06, 2.08e-06, 4.71e-06, 6.05e-06, 1.25e-05, 3.14e-07, 9.64e-12, 0.00e+00, 0.00e+00, 3.45e-08, 0.00e+00, 1.18e-06, 7.98e-06, 5.35e-06] []
453100 [4.33e-07, 5.16e-07, 3.66e-07, 4.17e-07, 4.81e-07, 5.55e-07, 6.69e-07, 3.62e-08, 2.01e-08, 1.55e-09, 7.83e-07, 7.14e-07, 7.16e-07, 1.65e-07, 3.81e-08, 5.22e-09, 7.84e-09, 6.78e-09, 3.76e-10, 1.44e-09, 1.65e-08, 9.66e-09] [4.33e-07, 5.16e-07, 3.66e-07, 4.17e-07, 4.81e-07, 5.55e-07, 6.69e-07, 3.62e-08, 2.01e-08, 1.55e-09, 7.83e-07, 7.14e-07, 7.16e-07, 1.65e-07, 3.81e-08, 5.22e-09, 7.84e-09, 6.78e-09, 3.76e-10, 1.44e-09, 1.65e-08, 9.66e-09] []
453200 [1.28e-06, 9.03e-07, 4.82e-07, 8.64e-07, 6.20e-07, 7.09e-07, 7.89e-07, 1.73e-07, 2.12e-06, 3.30e-07, 2.61e-06, 5.21e-06, 9.19e-06, 2.72e-05, 2.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 9.42e-10, 0.00e+00, 6.91e-07, 2.34e-06] [1.28e-06, 9.03e-07, 4.82e-07, 8.64e-07, 6.20e-07, 7.09e-07, 7.89e-07, 1.73e-07, 2.12e-06, 3.30e-07, 2.61e-06, 5.21e-06, 9.19e-06, 2.72e-05, 2.28e-08, 0.00e+00, 0.00e+00, 0.00e+00, 9.42e-10, 0.00e+00, 6.91e-07, 2.34e-06] []
453300 [7.42e-06, 1.65e-06, 8.55e-07, 1.00e-06, 1.24e-06, 1.02e-06, 1.02e-06, 4.04e-05, 1.28e-08, 6.51e-06, 3.71e-05, 6.20e-05, 2.17e-04, 4.18e-04, 5.70e-06, 3.80e-06, 4.13e-06, 3.22e-06, 1.20e-05, 1.87e-08, 6.40e-05, 1.09e-07] [7.42e-06, 1.65e-06, 8.55e-07, 1.00e-06, 1.24e-06, 1.02e-06, 1.02e-06, 4.04e-05, 1.28e-08, 6.51e-06, 3.71e-05, 6.20e-05, 2.17e-04, 4.18e-04, 5.70e-06, 3.80e-06, 4.13e-06, 3.22e-06, 1.20e-05, 1.87e-08, 6.40e-05, 1.09e-07] []
453400 [4.96e-07, 6.11e-07, 3.76e-07, 4.37e-07, 5.01e-07, 6.07e-07, 6.98e-07, 6.41e-10, 2.76e-10, 2.10e-09, 8.49e-07, 8.37e-07, 6.99e-07, 2.31e-08, 1.78e-08, 4.87e-10, 3.45e-09, 3.41e-09, 1.31e-11, 0.00e+00, 6.02e-08, 4.53e-10] [4.96e-07, 6.11e-07, 3.76e-07, 4.37e-07, 5.01e-07, 6.07e-07, 6.98e-07, 6.41e-10, 2.76e-10, 2.10e-09, 8.49e-07, 8.37e-07, 6.99e-07, 2.31e-08, 1.78e-08, 4.87e-10, 3.45e-09, 3.41e-09, 1.31e-11, 0.00e+00, 6.02e-08, 4.53e-10] []
453500 [1.48e-06, 1.49e-06, 6.43e-07, 1.93e-06, 7.75e-07, 1.49e-06, 9.22e-07, 1.79e-05, 2.64e-07, 7.55e-07, 9.16e-06, 8.51e-06, 1.28e-05, 2.99e-05, 0.00e+00, 1.19e-07, 0.00e+00, 1.60e-09, 0.00e+00, 2.23e-08, 7.70e-06, 1.27e-07] [1.48e-06, 1.49e-06, 6.43e-07, 1.93e-06, 7.75e-07, 1.49e-06, 9.22e-07, 1.79e-05, 2.64e-07, 7.55e-07, 9.16e-06, 8.51e-06, 1.28e-05, 2.99e-05, 0.00e+00, 1.19e-07, 0.00e+00, 1.60e-09, 0.00e+00, 2.23e-08, 7.70e-06, 1.27e-07] []
453600 [3.08e-06, 1.16e-06, 5.30e-07, 1.10e-06, 4.28e-07, 9.95e-07, 6.25e-07, 7.65e-06, 6.35e-06, 2.28e-06, 1.31e-05, 2.90e-05, 9.10e-05, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-05, 9.89e-06] [3.08e-06, 1.16e-06, 5.30e-07, 1.10e-06, 4.28e-07, 9.95e-07, 6.25e-07, 7.65e-06, 6.35e-06, 2.28e-06, 1.31e-05, 2.90e-05, 9.10e-05, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-05, 9.89e-06] []
453700 [4.68e-07, 5.96e-07, 3.29e-07, 4.33e-07, 4.81e-07, 5.79e-07, 7.24e-07, 1.12e-07, 1.13e-07, 2.92e-09, 8.20e-07, 8.94e-07, 8.07e-07, 2.36e-07, 3.38e-08, 0.00e+00, 5.65e-10, 1.36e-11, 8.83e-09, 0.00e+00, 5.47e-08, 4.31e-09] [4.68e-07, 5.96e-07, 3.29e-07, 4.33e-07, 4.81e-07, 5.79e-07, 7.24e-07, 1.12e-07, 1.13e-07, 2.92e-09, 8.20e-07, 8.94e-07, 8.07e-07, 2.36e-07, 3.38e-08, 0.00e+00, 5.65e-10, 1.36e-11, 8.83e-09, 0.00e+00, 5.47e-08, 4.31e-09] []
453800 [1.59e-06, 1.30e-06, 1.58e-06, 2.32e-06, 1.56e-06, 1.17e-06, 1.63e-06, 5.54e-06, 3.52e-08, 2.12e-08, 6.62e-06, 7.86e-05, 4.46e-05, 4.05e-05, 4.21e-09, 4.68e-06, 6.88e-08, 1.08e-07, 2.80e-07, 1.48e-12, 2.03e-06, 2.72e-10] [1.59e-06, 1.30e-06, 1.58e-06, 2.32e-06, 1.56e-06, 1.17e-06, 1.63e-06, 5.54e-06, 3.52e-08, 2.12e-08, 6.62e-06, 7.86e-05, 4.46e-05, 4.05e-05, 4.21e-09, 4.68e-06, 6.88e-08, 1.08e-07, 2.80e-07, 1.48e-12, 2.03e-06, 2.72e-10] []
453900 [3.97e-07, 4.39e-07, 3.95e-07, 4.29e-07, 5.10e-07, 5.42e-07, 7.14e-07, 3.59e-08, 2.92e-08, 4.18e-10, 7.22e-07, 7.97e-07, 7.00e-07, 1.16e-08, 1.05e-08, 1.88e-09, 2.97e-09, 2.70e-09, 7.78e-09, 0.00e+00, 4.94e-08, 4.94e-09] [3.97e-07, 4.39e-07, 3.95e-07, 4.29e-07, 5.10e-07, 5.42e-07, 7.14e-07, 3.59e-08, 2.92e-08, 4.18e-10, 7.22e-07, 7.97e-07, 7.00e-07, 1.16e-08, 1.05e-08, 1.88e-09, 2.97e-09, 2.70e-09, 7.78e-09, 0.00e+00, 4.94e-08, 4.94e-09] []
454000 [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09] [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.482827 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
454000 [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09] [1.73e-06, 1.52e-06, 6.70e-07, 8.25e-07, 9.09e-07, 1.33e-06, 9.27e-07, 8.07e-07, 1.11e-11, 6.86e-07, 6.88e-06, 3.67e-06, 4.61e-06, 8.71e-06, 0.00e+00, 1.91e-08, 0.00e+00, 1.06e-08, 1.16e-07, 3.25e-10, 7.82e-07, 2.14e-09] []
454100 [4.21e-07, 5.57e-07, 3.92e-07, 4.05e-07, 4.82e-07, 5.53e-07, 6.75e-07, 4.37e-09, 7.71e-11, 3.82e-10, 7.97e-07, 7.31e-07, 6.35e-07, 1.19e-08, 2.37e-08, 4.09e-09, 5.77e-09, 3.99e-09, 1.86e-10, 1.80e-11, 2.37e-08, 1.31e-10] [4.21e-07, 5.57e-07, 3.92e-07, 4.05e-07, 4.82e-07, 5.53e-07, 6.75e-07, 4.37e-09, 7.71e-11, 3.82e-10, 7.97e-07, 7.31e-07, 6.35e-07, 1.19e-08, 2.37e-08, 4.09e-09, 5.77e-09, 3.99e-09, 1.86e-10, 1.80e-11, 2.37e-08, 1.31e-10] []
454200 [6.42e-06, 1.51e-06, 8.98e-07, 9.84e-07, 1.11e-06, 9.68e-07, 9.42e-07, 2.58e-05, 4.77e-07, 6.14e-06, 2.78e-05, 5.40e-05, 1.52e-04, 3.75e-04, 5.59e-06, 3.88e-06, 3.40e-06, 2.68e-06, 6.52e-06, 9.70e-08, 3.68e-05, 5.15e-07] [6.42e-06, 1.51e-06, 8.98e-07, 9.84e-07, 1.11e-06, 9.68e-07, 9.42e-07, 2.58e-05, 4.77e-07, 6.14e-06, 2.78e-05, 5.40e-05, 1.52e-04, 3.75e-04, 5.59e-06, 3.88e-06, 3.40e-06, 2.68e-06, 6.52e-06, 9.70e-08, 3.68e-05, 5.15e-07] []
454300 [5.53e-07, 6.52e-07, 4.00e-07, 4.31e-07, 5.28e-07, 6.11e-07, 7.21e-07, 5.23e-08, 1.09e-07, 1.29e-08, 8.68e-07, 9.34e-07, 1.03e-06, 5.15e-07, 1.33e-08, 1.03e-08, 8.90e-09, 1.51e-08, 2.85e-10, 2.25e-07, 1.07e-07, 1.12e-06] [5.53e-07, 6.52e-07, 4.00e-07, 4.31e-07, 5.28e-07, 6.11e-07, 7.21e-07, 5.23e-08, 1.09e-07, 1.29e-08, 8.68e-07, 9.34e-07, 1.03e-06, 5.15e-07, 1.33e-08, 1.03e-08, 8.90e-09, 1.51e-08, 2.85e-10, 2.25e-07, 1.07e-07, 1.12e-06] []
454400 [4.92e-06, 1.43e-06, 7.04e-07, 1.32e-06, 5.01e-07, 1.14e-06, 6.37e-07, 4.44e-05, 2.00e-07, 2.92e-06, 3.10e-05, 4.95e-05, 1.64e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-05, 4.15e-07] [4.92e-06, 1.43e-06, 7.04e-07, 1.32e-06, 5.01e-07, 1.14e-06, 6.37e-07, 4.44e-05, 2.00e-07, 2.92e-06, 3.10e-05, 4.95e-05, 1.64e-04, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.00e-05, 4.15e-07] []
454500 [4.83e-07, 5.88e-07, 3.84e-07, 4.15e-07, 4.94e-07, 5.64e-07, 6.74e-07, 1.05e-07, 1.88e-11, 1.70e-09, 9.05e-07, 8.04e-07, 9.96e-07, 2.87e-07, 2.87e-08, 4.66e-09, 7.87e-09, 1.34e-08, 6.73e-09, 0.00e+00, 4.41e-08, 2.36e-10] [4.83e-07, 5.88e-07, 3.84e-07, 4.15e-07, 4.94e-07, 5.64e-07, 6.74e-07, 1.05e-07, 1.88e-11, 1.70e-09, 9.05e-07, 8.04e-07, 9.96e-07, 2.87e-07, 2.87e-08, 4.66e-09, 7.87e-09, 1.34e-08, 6.73e-09, 0.00e+00, 4.41e-08, 2.36e-10] []
454600 [3.95e-06, 1.65e-06, 1.16e-06, 1.25e-06, 1.57e-06, 1.05e-06, 1.40e-06, 1.69e-06, 1.15e-05, 2.59e-06, 2.78e-05, 2.76e-05, 8.30e-05, 1.19e-04, 6.41e-07, 4.89e-06, 9.52e-07, 1.45e-06, 1.91e-07, 6.25e-08, 1.34e-06, 2.04e-07] [3.95e-06, 1.65e-06, 1.16e-06, 1.25e-06, 1.57e-06, 1.05e-06, 1.40e-06, 1.69e-06, 1.15e-05, 2.59e-06, 2.78e-05, 2.76e-05, 8.30e-05, 1.19e-04, 6.41e-07, 4.89e-06, 9.52e-07, 1.45e-06, 1.91e-07, 6.25e-08, 1.34e-06, 2.04e-07] []
454700 [3.56e-07, 4.61e-07, 3.13e-07, 3.80e-07, 4.16e-07, 4.99e-07, 7.27e-07, 1.07e-08, 7.64e-09, 7.06e-09, 6.61e-07, 6.84e-07, 5.64e-07, 2.53e-07, 9.35e-09, 9.78e-11, 1.04e-09, 2.01e-10, 7.21e-11, 0.00e+00, 3.52e-08, 6.61e-09] [3.56e-07, 4.61e-07, 3.13e-07, 3.80e-07, 4.16e-07, 4.99e-07, 7.27e-07, 1.07e-08, 7.64e-09, 7.06e-09, 6.61e-07, 6.84e-07, 5.64e-07, 2.53e-07, 9.35e-09, 9.78e-11, 1.04e-09, 2.01e-10, 7.21e-11, 0.00e+00, 3.52e-08, 6.61e-09] []
454800 [6.23e-07, 7.22e-07, 4.15e-07, 5.03e-07, 4.91e-07, 6.43e-07, 7.42e-07, 1.24e-06, 9.44e-11, 6.01e-12, 9.50e-07, 2.19e-06, 1.43e-06, 2.61e-07, 8.52e-08, 1.54e-08, 3.69e-09, 1.25e-09, 0.00e+00, 0.00e+00, 6.79e-07, 9.32e-10] [6.23e-07, 7.22e-07, 4.15e-07, 5.03e-07, 4.91e-07, 6.43e-07, 7.42e-07, 1.24e-06, 9.44e-11, 6.01e-12, 9.50e-07, 2.19e-06, 1.43e-06, 2.61e-07, 8.52e-08, 1.54e-08, 3.69e-09, 1.25e-09, 0.00e+00, 0.00e+00, 6.79e-07, 9.32e-10] []
454900 [2.89e-05, 6.24e-06, 4.28e-06, 4.86e-06, 5.08e-06, 3.44e-06, 3.03e-06, 3.99e-06, 2.11e-09, 4.86e-05, 9.67e-05, 2.45e-04, 4.53e-04, 1.64e-03, 2.18e-05, 3.39e-05, 1.33e-05, 1.33e-05, 6.09e-09, 4.68e-09, 7.18e-08, 2.94e-08] [2.89e-05, 6.24e-06, 4.28e-06, 4.86e-06, 5.08e-06, 3.44e-06, 3.03e-06, 3.99e-06, 2.11e-09, 4.86e-05, 9.67e-05, 2.45e-04, 4.53e-04, 1.64e-03, 2.18e-05, 3.39e-05, 1.33e-05, 1.33e-05, 6.09e-09, 4.68e-09, 7.18e-08, 2.94e-08] []
455000 [4.11e-07, 5.02e-07, 3.58e-07, 3.59e-07, 4.71e-07, 5.13e-07, 6.85e-07, 3.54e-07, 6.62e-10, 2.69e-09, 7.65e-07, 6.88e-07, 7.13e-07, 2.23e-07, 2.82e-08, 7.71e-09, 8.70e-09, 8.05e-09, 8.85e-09, 5.89e-13, 5.18e-08, 1.95e-10] [4.11e-07, 5.02e-07, 3.58e-07, 3.59e-07, 4.71e-07, 5.13e-07, 6.85e-07, 3.54e-07, 6.62e-10, 2.69e-09, 7.65e-07, 6.88e-07, 7.13e-07, 2.23e-07, 2.82e-08, 7.71e-09, 8.70e-09, 8.05e-09, 8.85e-09, 5.89e-13, 5.18e-08, 1.95e-10] []
455100 [6.94e-07, 7.62e-07, 4.14e-07, 6.04e-07, 5.22e-07, 6.22e-07, 7.36e-07, 6.60e-07, 1.26e-11, 2.97e-09, 1.39e-06, 2.34e-06, 2.33e-06, 1.19e-06, 2.33e-07, 2.62e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-06, 1.70e-10] [6.94e-07, 7.62e-07, 4.14e-07, 6.04e-07, 5.22e-07, 6.22e-07, 7.36e-07, 6.60e-07, 1.26e-11, 2.97e-09, 1.39e-06, 2.34e-06, 2.33e-06, 1.19e-06, 2.33e-07, 2.62e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-06, 1.70e-10] []
455200 [2.32e-06, 2.40e-06, 9.10e-07, 2.14e-06, 9.43e-07, 2.24e-06, 1.82e-06, 3.31e-05, 5.20e-08, 2.40e-06, 4.26e-05, 1.10e-04, 8.97e-05, 4.84e-05, 7.02e-06, 0.00e+00, 0.00e+00, 5.34e-09, 2.25e-06, 4.44e-09, 1.35e-05, 2.88e-08] [2.32e-06, 2.40e-06, 9.10e-07, 2.14e-06, 9.43e-07, 2.24e-06, 1.82e-06, 3.31e-05, 5.20e-08, 2.40e-06, 4.26e-05, 1.10e-04, 8.97e-05, 4.84e-05, 7.02e-06, 0.00e+00, 0.00e+00, 5.34e-09, 2.25e-06, 4.44e-09, 1.35e-05, 2.88e-08] []
455300 [3.96e-07, 4.86e-07, 3.77e-07, 3.64e-07, 4.62e-07, 5.03e-07, 6.59e-07, 9.30e-09, 1.19e-10, 8.49e-10, 7.08e-07, 7.29e-07, 5.91e-07, 5.29e-08, 1.26e-08, 4.85e-10, 2.10e-09, 1.69e-09, 1.70e-09, 1.22e-11, 1.73e-08, 8.59e-11] [3.96e-07, 4.86e-07, 3.77e-07, 3.64e-07, 4.62e-07, 5.03e-07, 6.59e-07, 9.30e-09, 1.19e-10, 8.49e-10, 7.08e-07, 7.29e-07, 5.91e-07, 5.29e-08, 1.26e-08, 4.85e-10, 2.10e-09, 1.69e-09, 1.70e-09, 1.22e-11, 1.73e-08, 8.59e-11] []
455400 [1.02e-06, 1.58e-06, 5.14e-07, 1.95e-06, 5.75e-07, 1.27e-06, 9.01e-07, 8.57e-06, 1.41e-07, 9.62e-07, 8.17e-06, 1.83e-05, 1.42e-05, 6.17e-05, 8.32e-06, 1.52e-07, 1.65e-08, 5.49e-09, 1.32e-07, 0.00e+00, 7.33e-07, 4.19e-07] [1.02e-06, 1.58e-06, 5.14e-07, 1.95e-06, 5.75e-07, 1.27e-06, 9.01e-07, 8.57e-06, 1.41e-07, 9.62e-07, 8.17e-06, 1.83e-05, 1.42e-05, 6.17e-05, 8.32e-06, 1.52e-07, 1.65e-08, 5.49e-09, 1.32e-07, 0.00e+00, 7.33e-07, 4.19e-07] []
455500 [3.72e-07, 4.89e-07, 4.35e-07, 3.85e-07, 5.18e-07, 4.79e-07, 6.60e-07, 8.20e-09, 4.20e-10, 1.26e-11, 7.27e-07, 6.58e-07, 5.73e-07, 1.05e-08, 1.68e-08, 2.90e-09, 5.36e-09, 4.30e-09, 7.03e-09, 0.00e+00, 4.67e-08, 2.44e-10] [3.72e-07, 4.89e-07, 4.35e-07, 3.85e-07, 5.18e-07, 4.79e-07, 6.60e-07, 8.20e-09, 4.20e-10, 1.26e-11, 7.27e-07, 6.58e-07, 5.73e-07, 1.05e-08, 1.68e-08, 2.90e-09, 5.36e-09, 4.30e-09, 7.03e-09, 0.00e+00, 4.67e-08, 2.44e-10] []
455600 [9.30e-07, 9.22e-07, 5.61e-07, 6.43e-07, 7.00e-07, 8.52e-07, 9.76e-07, 3.31e-06, 1.37e-05, 4.88e-09, 1.44e-06, 1.57e-06, 1.11e-06, 6.87e-08, 1.19e-11, 1.55e-08, 3.84e-09, 1.98e-08, 0.00e+00, 4.26e-06, 4.76e-06, 1.91e-05] [9.30e-07, 9.22e-07, 5.61e-07, 6.43e-07, 7.00e-07, 8.52e-07, 9.76e-07, 3.31e-06, 1.37e-05, 4.88e-09, 1.44e-06, 1.57e-06, 1.11e-06, 6.87e-08, 1.19e-11, 1.55e-08, 3.84e-09, 1.98e-08, 0.00e+00, 4.26e-06, 4.76e-06, 1.91e-05] []
455700 [3.38e-07, 4.63e-07, 3.12e-07, 3.66e-07, 4.27e-07, 4.56e-07, 7.01e-07, 3.94e-08, 5.24e-10, 7.29e-09, 6.55e-07, 6.82e-07, 5.10e-07, 2.40e-07, 7.72e-09, 1.53e-10, 1.79e-09, 6.58e-10, 2.52e-09, 3.63e-11, 2.14e-08, 3.44e-10] [3.38e-07, 4.63e-07, 3.12e-07, 3.66e-07, 4.27e-07, 4.56e-07, 7.01e-07, 3.94e-08, 5.24e-10, 7.29e-09, 6.55e-07, 6.82e-07, 5.10e-07, 2.40e-07, 7.72e-09, 1.53e-10, 1.79e-09, 6.58e-10, 2.52e-09, 3.63e-11, 2.14e-08, 3.44e-10] []
455800 [7.00e-07, 8.02e-07, 4.40e-07, 5.51e-07, 5.40e-07, 7.26e-07, 7.39e-07, 2.04e-07, 1.32e-09, 4.04e-08, 1.22e-06, 1.82e-06, 3.98e-06, 4.23e-06, 3.73e-09, 7.67e-15, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.20e-07, 3.23e-09] [7.00e-07, 8.02e-07, 4.40e-07, 5.51e-07, 5.40e-07, 7.26e-07, 7.39e-07, 2.04e-07, 1.32e-09, 4.04e-08, 1.22e-06, 1.82e-06, 3.98e-06, 4.23e-06, 3.73e-09, 7.67e-15, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.20e-07, 3.23e-09] []
455900 [4.78e-07, 4.76e-07, 3.45e-07, 4.14e-07, 3.65e-07, 4.80e-07, 6.12e-07, 2.71e-07, 1.64e-12, 1.63e-07, 1.31e-06, 2.45e-06, 5.66e-06, 1.06e-05, 5.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.92e-15, 5.44e-07, 8.18e-10] [4.78e-07, 4.76e-07, 3.45e-07, 4.14e-07, 3.65e-07, 4.80e-07, 6.12e-07, 2.71e-07, 1.64e-12, 1.63e-07, 1.31e-06, 2.45e-06, 5.66e-06, 1.06e-05, 5.69e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.92e-15, 5.44e-07, 8.18e-10] []
456000 [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10] [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.498841 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
456000 [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10] [5.42e-07, 6.20e-07, 4.31e-07, 4.15e-07, 5.55e-07, 5.96e-07, 7.18e-07, 3.78e-08, 1.41e-10, 2.63e-08, 9.73e-07, 9.21e-07, 1.16e-06, 4.85e-07, 7.76e-09, 2.17e-08, 2.49e-08, 1.98e-08, 7.23e-09, 8.37e-11, 4.70e-08, 4.89e-10] []
456100 [1.96e-06, 1.63e-06, 1.22e-06, 1.60e-06, 7.11e-07, 1.92e-06, 1.03e-06, 2.17e-07, 2.80e-08, 1.20e-06, 1.72e-05, 1.96e-05, 2.80e-05, 5.01e-06, 3.06e-08, 0.00e+00, 0.00e+00, 1.29e-08, 1.18e-09, 1.65e-09, 4.53e-07, 1.10e-08] [1.96e-06, 1.63e-06, 1.22e-06, 1.60e-06, 7.11e-07, 1.92e-06, 1.03e-06, 2.17e-07, 2.80e-08, 1.20e-06, 1.72e-05, 1.96e-05, 2.80e-05, 5.01e-06, 3.06e-08, 0.00e+00, 0.00e+00, 1.29e-08, 1.18e-09, 1.65e-09, 4.53e-07, 1.10e-08] []
456200 [4.32e-07, 5.43e-07, 3.92e-07, 3.83e-07, 4.68e-07, 5.18e-07, 6.58e-07, 9.48e-08, 3.74e-11, 2.15e-09, 7.38e-07, 7.48e-07, 6.11e-07, 6.38e-08, 1.79e-08, 3.99e-10, 1.23e-09, 9.17e-10, 0.00e+00, 3.12e-11, 1.86e-07, 1.87e-10] [4.32e-07, 5.43e-07, 3.92e-07, 3.83e-07, 4.68e-07, 5.18e-07, 6.58e-07, 9.48e-08, 3.74e-11, 2.15e-09, 7.38e-07, 7.48e-07, 6.11e-07, 6.38e-08, 1.79e-08, 3.99e-10, 1.23e-09, 9.17e-10, 0.00e+00, 3.12e-11, 1.86e-07, 1.87e-10] []
456300 [9.97e-07, 1.00e-06, 5.66e-07, 8.21e-07, 4.73e-07, 8.87e-07, 7.03e-07, 2.57e-07, 3.15e-06, 1.60e-07, 3.41e-06, 7.65e-06, 9.68e-06, 9.69e-06, 0.00e+00, 8.46e-09, 0.00e+00, 1.58e-08, 4.18e-09, 4.58e-07, 2.49e-08, 2.16e-06] [9.97e-07, 1.00e-06, 5.66e-07, 8.21e-07, 4.73e-07, 8.87e-07, 7.03e-07, 2.57e-07, 3.15e-06, 1.60e-07, 3.41e-06, 7.65e-06, 9.68e-06, 9.69e-06, 0.00e+00, 8.46e-09, 0.00e+00, 1.58e-08, 4.18e-09, 4.58e-07, 2.49e-08, 2.16e-06] []
456400 [1.95e-06, 7.19e-07, 6.57e-07, 4.46e-07, 8.43e-07, 5.48e-07, 7.83e-07, 4.18e-06, 1.64e-04, 1.91e-06, 9.01e-06, 1.65e-05, 6.60e-05, 1.19e-04, 1.32e-06, 6.89e-07, 8.97e-07, 8.33e-07, 9.65e-07, 0.00e+00, 6.13e-06, 1.25e-04] [1.95e-06, 7.19e-07, 6.57e-07, 4.46e-07, 8.43e-07, 5.48e-07, 7.83e-07, 4.18e-06, 1.64e-04, 1.91e-06, 9.01e-06, 1.65e-05, 6.60e-05, 1.19e-04, 1.32e-06, 6.89e-07, 8.97e-07, 8.33e-07, 9.65e-07, 0.00e+00, 6.13e-06, 1.25e-04] []
456500 [4.96e-07, 6.21e-07, 3.82e-07, 3.70e-07, 5.36e-07, 5.71e-07, 7.23e-07, 2.38e-08, 8.49e-09, 1.51e-08, 8.33e-07, 8.77e-07, 1.11e-06, 5.36e-07, 3.34e-08, 1.30e-08, 1.07e-08, 1.12e-08, 9.94e-12, 0.00e+00, 6.06e-08, 9.41e-09] [4.96e-07, 6.21e-07, 3.82e-07, 3.70e-07, 5.36e-07, 5.71e-07, 7.23e-07, 2.38e-08, 8.49e-09, 1.51e-08, 8.33e-07, 8.77e-07, 1.11e-06, 5.36e-07, 3.34e-08, 1.30e-08, 1.07e-08, 1.12e-08, 9.94e-12, 0.00e+00, 6.06e-08, 9.41e-09] []
456600 [1.38e-05, 4.99e-06, 3.42e-06, 3.51e-06, 1.67e-06, 3.87e-06, 1.52e-06, 6.09e-06, 5.83e-10, 1.12e-05, 4.77e-05, 9.75e-05, 1.46e-04, 5.59e-04, 1.34e-05, 6.64e-06, 4.71e-06, 4.42e-06, 6.26e-10, 1.77e-08, 2.89e-08, 1.00e-07] [1.38e-05, 4.99e-06, 3.42e-06, 3.51e-06, 1.67e-06, 3.87e-06, 1.52e-06, 6.09e-06, 5.83e-10, 1.12e-05, 4.77e-05, 9.75e-05, 1.46e-04, 5.59e-04, 1.34e-05, 6.64e-06, 4.71e-06, 4.42e-06, 6.26e-10, 1.77e-08, 2.89e-08, 1.00e-07] []
456700 [4.56e-07, 5.70e-07, 5.10e-07, 3.86e-07, 6.67e-07, 5.70e-07, 7.61e-07, 1.90e-08, 1.82e-10, 1.01e-08, 7.46e-07, 8.80e-07, 8.26e-07, 5.79e-08, 2.21e-09, 1.93e-08, 2.76e-09, 1.04e-10, 0.00e+00, 1.27e-10, 1.76e-07, 7.89e-10] [4.56e-07, 5.70e-07, 5.10e-07, 3.86e-07, 6.67e-07, 5.70e-07, 7.61e-07, 1.90e-08, 1.82e-10, 1.01e-08, 7.46e-07, 8.80e-07, 8.26e-07, 5.79e-08, 2.21e-09, 1.93e-08, 2.76e-09, 1.04e-10, 0.00e+00, 1.27e-10, 1.76e-07, 7.89e-10] []
456800 [1.38e-06, 3.11e-06, 5.62e-07, 4.86e-06, 7.52e-07, 3.31e-06, 1.38e-06, 6.73e-05, 1.35e-04, 1.31e-06, 1.50e-05, 2.43e-05, 5.18e-05, 1.38e-04, 1.06e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-05, 5.69e-05, 1.22e-04] [1.38e-06, 3.11e-06, 5.62e-07, 4.86e-06, 7.52e-07, 3.31e-06, 1.38e-06, 6.73e-05, 1.35e-04, 1.31e-06, 1.50e-05, 2.43e-05, 5.18e-05, 1.38e-04, 1.06e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-05, 5.69e-05, 1.22e-04] []
456900 [5.01e-07, 6.56e-07, 4.43e-07, 4.32e-07, 5.25e-07, 5.53e-07, 7.00e-07, 1.63e-08, 4.36e-09, 3.87e-09, 8.04e-07, 8.12e-07, 6.68e-07, 1.17e-07, 4.39e-08, 3.70e-09, 5.48e-09, 7.17e-09, 5.33e-10, 0.00e+00, 1.63e-08, 2.20e-09] [5.01e-07, 6.56e-07, 4.43e-07, 4.32e-07, 5.25e-07, 5.53e-07, 7.00e-07, 1.63e-08, 4.36e-09, 3.87e-09, 8.04e-07, 8.12e-07, 6.68e-07, 1.17e-07, 4.39e-08, 3.70e-09, 5.48e-09, 7.17e-09, 5.33e-10, 0.00e+00, 1.63e-08, 2.20e-09] []
457000 [4.60e-06, 1.91e-06, 6.67e-07, 1.35e-06, 5.78e-07, 1.49e-06, 6.51e-07, 4.75e-06, 2.58e-07, 4.91e-06, 1.09e-05, 4.78e-05, 7.40e-05, 2.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.67e-06, 4.34e-07] [4.60e-06, 1.91e-06, 6.67e-07, 1.35e-06, 5.78e-07, 1.49e-06, 6.51e-07, 4.75e-06, 2.58e-07, 4.91e-06, 1.09e-05, 4.78e-05, 7.40e-05, 2.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.67e-06, 4.34e-07] []
457100 [5.16e-07, 6.50e-07, 3.91e-07, 4.30e-07, 4.96e-07, 5.56e-07, 7.02e-07, 7.25e-10, 5.64e-08, 8.82e-09, 9.10e-07, 8.35e-07, 8.79e-07, 6.21e-07, 6.33e-08, 3.95e-09, 7.01e-09, 9.33e-09, 1.98e-09, 6.98e-09, 1.86e-08, 4.53e-08] [5.16e-07, 6.50e-07, 3.91e-07, 4.30e-07, 4.96e-07, 5.56e-07, 7.02e-07, 7.25e-10, 5.64e-08, 8.82e-09, 9.10e-07, 8.35e-07, 8.79e-07, 6.21e-07, 6.33e-08, 3.95e-09, 7.01e-09, 9.33e-09, 1.98e-09, 6.98e-09, 1.86e-08, 4.53e-08] []
457200 [2.08e-06, 1.22e-06, 1.03e-06, 2.92e-06, 9.40e-07, 2.58e-06, 1.96e-06, 5.78e-05, 7.14e-08, 1.58e-07, 7.11e-06, 4.71e-05, 2.99e-05, 1.40e-05, 1.18e-06, 2.11e-07, 6.86e-08, 0.00e+00, 7.00e-06, 1.77e-11, 3.88e-05, 5.36e-10] [2.08e-06, 1.22e-06, 1.03e-06, 2.92e-06, 9.40e-07, 2.58e-06, 1.96e-06, 5.78e-05, 7.14e-08, 1.58e-07, 7.11e-06, 4.71e-05, 2.99e-05, 1.40e-05, 1.18e-06, 2.11e-07, 6.86e-08, 0.00e+00, 7.00e-06, 1.77e-11, 3.88e-05, 5.36e-10] []
457300 [4.51e-07, 5.87e-07, 4.05e-07, 4.11e-07, 4.68e-07, 5.34e-07, 6.58e-07, 5.29e-09, 3.23e-09, 2.15e-09, 7.37e-07, 8.11e-07, 6.71e-07, 1.89e-07, 1.32e-08, 2.37e-10, 6.89e-10, 5.73e-10, 1.78e-12, 0.00e+00, 6.27e-08, 3.11e-09] [4.51e-07, 5.87e-07, 4.05e-07, 4.11e-07, 4.68e-07, 5.34e-07, 6.58e-07, 5.29e-09, 3.23e-09, 2.15e-09, 7.37e-07, 8.11e-07, 6.71e-07, 1.89e-07, 1.32e-08, 2.37e-10, 6.89e-10, 5.73e-10, 1.78e-12, 0.00e+00, 6.27e-08, 3.11e-09] []
457400 [2.79e-06, 2.77e-06, 6.05e-07, 1.36e-06, 7.88e-07, 1.53e-06, 8.68e-07, 2.90e-05, 5.59e-05, 7.63e-07, 2.95e-05, 3.49e-05, 3.06e-05, 2.35e-04, 9.04e-06, 4.98e-08, 7.20e-08, 3.40e-08, 3.51e-06, 1.21e-05, 2.02e-05, 5.00e-05] [2.79e-06, 2.77e-06, 6.05e-07, 1.36e-06, 7.88e-07, 1.53e-06, 8.68e-07, 2.90e-05, 5.59e-05, 7.63e-07, 2.95e-05, 3.49e-05, 3.06e-05, 2.35e-04, 9.04e-06, 4.98e-08, 7.20e-08, 3.40e-08, 3.51e-06, 1.21e-05, 2.02e-05, 5.00e-05] []
457500 [3.68e-07, 5.05e-07, 3.51e-07, 3.88e-07, 4.08e-07, 4.75e-07, 6.36e-07, 3.65e-08, 8.44e-10, 1.34e-08, 6.84e-07, 8.46e-07, 9.85e-07, 8.39e-07, 3.78e-09, 0.00e+00, 1.30e-10, 0.00e+00, 6.96e-09, 1.04e-11, 4.54e-08, 1.99e-10] [3.68e-07, 5.05e-07, 3.51e-07, 3.88e-07, 4.08e-07, 4.75e-07, 6.36e-07, 3.65e-08, 8.44e-10, 1.34e-08, 6.84e-07, 8.46e-07, 9.85e-07, 8.39e-07, 3.78e-09, 0.00e+00, 1.30e-10, 0.00e+00, 6.96e-09, 1.04e-11, 4.54e-08, 1.99e-10] []
457600 [6.57e-07, 7.22e-07, 3.89e-07, 4.52e-07, 5.01e-07, 6.63e-07, 7.01e-07, 2.07e-07, 1.88e-10, 1.21e-07, 9.58e-07, 1.85e-06, 2.85e-06, 5.57e-06, 6.06e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-12, 2.03e-07, 9.60e-11] [6.57e-07, 7.22e-07, 3.89e-07, 4.52e-07, 5.01e-07, 6.63e-07, 7.01e-07, 2.07e-07, 1.88e-10, 1.21e-07, 9.58e-07, 1.85e-06, 2.85e-06, 5.57e-06, 6.06e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-12, 2.03e-07, 9.60e-11] []
457700 [2.26e-06, 1.90e-06, 8.87e-07, 3.02e-06, 1.14e-06, 2.06e-06, 1.17e-06, 1.18e-05, 3.07e-07, 1.57e-06, 1.33e-05, 1.27e-05, 3.05e-05, 7.95e-05, 0.00e+00, 1.68e-06, 0.00e+00, 5.41e-10, 0.00e+00, 1.50e-08, 1.12e-06, 8.80e-08] [2.26e-06, 1.90e-06, 8.87e-07, 3.02e-06, 1.14e-06, 2.06e-06, 1.17e-06, 1.18e-05, 3.07e-07, 1.57e-06, 1.33e-05, 1.27e-05, 3.05e-05, 7.95e-05, 0.00e+00, 1.68e-06, 0.00e+00, 5.41e-10, 0.00e+00, 1.50e-08, 1.12e-06, 8.80e-08] []
457800 [5.37e-07, 5.10e-07, 3.61e-07, 3.64e-07, 5.21e-07, 4.56e-07, 6.62e-07, 5.03e-07, 8.24e-09, 1.58e-07, 1.68e-06, 2.09e-06, 7.32e-06, 1.12e-05, 1.87e-07, 6.62e-08, 1.01e-07, 8.05e-08, 1.01e-07, 2.05e-09, 6.87e-07, 1.35e-08] [5.37e-07, 5.10e-07, 3.61e-07, 3.64e-07, 5.21e-07, 4.56e-07, 6.62e-07, 5.03e-07, 8.24e-09, 1.58e-07, 1.68e-06, 2.09e-06, 7.32e-06, 1.12e-05, 1.87e-07, 6.62e-08, 1.01e-07, 8.05e-08, 1.01e-07, 2.05e-09, 6.87e-07, 1.35e-08] []
457900 [5.08e-07, 6.19e-07, 4.23e-07, 3.94e-07, 5.44e-07, 5.71e-07, 7.30e-07, 8.83e-08, 1.46e-07, 2.94e-08, 8.41e-07, 9.07e-07, 1.19e-06, 9.40e-07, 2.97e-08, 2.10e-08, 2.04e-08, 1.67e-08, 2.60e-09, 4.72e-08, 2.40e-08, 2.78e-07] [5.08e-07, 6.19e-07, 4.23e-07, 3.94e-07, 5.44e-07, 5.71e-07, 7.30e-07, 8.83e-08, 1.46e-07, 2.94e-08, 8.41e-07, 9.07e-07, 1.19e-06, 9.40e-07, 2.97e-08, 2.10e-08, 2.04e-08, 1.67e-08, 2.60e-09, 4.72e-08, 2.40e-08, 2.78e-07] []
458000 [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10] [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.180968 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
458000 [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10] [1.52e-06, 1.51e-06, 4.95e-07, 1.62e-06, 9.51e-07, 1.52e-06, 1.05e-06, 6.19e-06, 8.40e-09, 7.37e-08, 2.94e-06, 7.50e-06, 2.43e-05, 1.70e-05, 0.00e+00, 3.56e-07, 0.00e+00, 1.40e-08, 6.27e-07, 4.58e-11, 4.01e-06, 2.74e-10] []
458100 [6.11e-07, 5.21e-07, 3.69e-07, 3.63e-07, 5.32e-07, 4.56e-07, 6.83e-07, 1.74e-07, 2.28e-10, 2.46e-07, 2.00e-06, 2.74e-06, 9.70e-06, 1.63e-05, 2.45e-07, 9.06e-08, 1.34e-07, 1.09e-07, 5.63e-08, 1.09e-10, 3.74e-07, 6.32e-10] [6.11e-07, 5.21e-07, 3.69e-07, 3.63e-07, 5.32e-07, 4.56e-07, 6.83e-07, 1.74e-07, 2.28e-10, 2.46e-07, 2.00e-06, 2.74e-06, 9.70e-06, 1.63e-05, 2.45e-07, 9.06e-08, 1.34e-07, 1.09e-07, 5.63e-08, 1.09e-10, 3.74e-07, 6.32e-10] []
458200 [5.33e-07, 6.32e-07, 4.55e-07, 3.86e-07, 5.63e-07, 5.77e-07, 6.95e-07, 8.56e-08, 6.03e-10, 2.62e-08, 9.29e-07, 9.76e-07, 1.36e-06, 1.06e-06, 1.65e-08, 3.61e-08, 2.52e-08, 1.55e-08, 5.19e-09, 3.33e-10, 3.50e-08, 2.23e-09] [5.33e-07, 6.32e-07, 4.55e-07, 3.86e-07, 5.63e-07, 5.77e-07, 6.95e-07, 8.56e-08, 6.03e-10, 2.62e-08, 9.29e-07, 9.76e-07, 1.36e-06, 1.06e-06, 1.65e-08, 3.61e-08, 2.52e-08, 1.55e-08, 5.19e-09, 3.33e-10, 3.50e-08, 2.23e-09] []
458300 [4.87e-06, 1.77e-06, 1.02e-06, 9.82e-07, 1.69e-06, 1.14e-06, 1.34e-06, 8.92e-06, 1.25e-05, 1.19e-05, 4.50e-06, 2.63e-05, 3.57e-05, 1.27e-04, 1.23e-06, 4.01e-06, 6.87e-07, 8.95e-07, 9.03e-07, 0.00e+00, 5.65e-06, 1.81e-05] [4.87e-06, 1.77e-06, 1.02e-06, 9.82e-07, 1.69e-06, 1.14e-06, 1.34e-06, 8.92e-06, 1.25e-05, 1.19e-05, 4.50e-06, 2.63e-05, 3.57e-05, 1.27e-04, 1.23e-06, 4.01e-06, 6.87e-07, 8.95e-07, 9.03e-07, 0.00e+00, 5.65e-06, 1.81e-05] []
458400 [4.28e-07, 5.15e-07, 3.78e-07, 3.93e-07, 3.70e-07, 4.82e-07, 5.89e-07, 1.42e-07, 1.05e-09, 1.07e-07, 9.45e-07, 1.93e-06, 4.29e-06, 6.65e-06, 4.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.08e-07, 3.36e-10] [4.28e-07, 5.15e-07, 3.78e-07, 3.93e-07, 3.70e-07, 4.82e-07, 5.89e-07, 1.42e-07, 1.05e-09, 1.07e-07, 9.45e-07, 1.93e-06, 4.29e-06, 6.65e-06, 4.61e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.08e-07, 3.36e-10] []
458500 [5.11e-07, 6.61e-07, 4.46e-07, 4.21e-07, 5.28e-07, 6.14e-07, 6.91e-07, 1.12e-08, 3.29e-08, 1.99e-10, 9.04e-07, 1.10e-06, 1.02e-06, 6.74e-07, 5.64e-10, 1.10e-09, 1.96e-10, 0.00e+00, 6.53e-11, 0.00e+00, 3.46e-08, 1.67e-08] [5.11e-07, 6.61e-07, 4.46e-07, 4.21e-07, 5.28e-07, 6.14e-07, 6.91e-07, 1.12e-08, 3.29e-08, 1.99e-10, 9.04e-07, 1.10e-06, 1.02e-06, 6.74e-07, 5.64e-10, 1.10e-09, 1.96e-10, 0.00e+00, 6.53e-11, 0.00e+00, 3.46e-08, 1.67e-08] []
458600 [6.60e-06, 4.57e-06, 2.26e-06, 8.83e-06, 1.23e-06, 3.38e-06, 1.43e-06, 2.24e-05, 1.16e-04, 1.53e-05, 9.68e-06, 6.35e-05, 1.12e-04, 2.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 0.00e+00, 0.00e+00, 3.16e-05, 1.16e-04] [6.60e-06, 4.57e-06, 2.26e-06, 8.83e-06, 1.23e-06, 3.38e-06, 1.43e-06, 2.24e-05, 1.16e-04, 1.53e-05, 9.68e-06, 6.35e-05, 1.12e-04, 2.14e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 0.00e+00, 0.00e+00, 3.16e-05, 1.16e-04] []
458700 [4.18e-07, 5.28e-07, 4.71e-07, 4.14e-07, 5.44e-07, 5.40e-07, 7.03e-07, 3.93e-08, 7.00e-12, 2.42e-09, 6.87e-07, 8.45e-07, 6.92e-07, 7.69e-08, 3.25e-09, 6.40e-10, 8.13e-10, 5.42e-10, 1.75e-10, 2.06e-11, 2.42e-08, 1.47e-10] [4.18e-07, 5.28e-07, 4.71e-07, 4.14e-07, 5.44e-07, 5.40e-07, 7.03e-07, 3.93e-08, 7.00e-12, 2.42e-09, 6.87e-07, 8.45e-07, 6.92e-07, 7.69e-08, 3.25e-09, 6.40e-10, 8.13e-10, 5.42e-10, 1.75e-10, 2.06e-11, 2.42e-08, 1.47e-10] []
458800 [2.13e-06, 1.98e-06, 1.03e-06, 8.42e-07, 8.62e-07, 1.05e-06, 6.74e-07, 2.72e-06, 1.24e-06, 6.84e-07, 7.68e-06, 7.95e-06, 1.73e-05, 1.30e-05, 4.13e-07, 3.54e-10, 2.34e-08, 1.69e-08, 8.38e-07, 0.00e+00, 5.17e-06, 1.84e-06] [2.13e-06, 1.98e-06, 1.03e-06, 8.42e-07, 8.62e-07, 1.05e-06, 6.74e-07, 2.72e-06, 1.24e-06, 6.84e-07, 7.68e-06, 7.95e-06, 1.73e-05, 1.30e-05, 4.13e-07, 3.54e-10, 2.34e-08, 1.69e-08, 8.38e-07, 0.00e+00, 5.17e-06, 1.84e-06] []
458900 [4.08e-07, 5.63e-07, 4.04e-07, 3.68e-07, 4.74e-07, 4.89e-07, 6.41e-07, 5.17e-09, 1.47e-09, 1.92e-10, 7.21e-07, 7.07e-07, 5.80e-07, 1.94e-08, 2.22e-08, 4.19e-09, 4.13e-09, 3.82e-09, 4.09e-09, 6.95e-12, 3.12e-08, 1.28e-10] [4.08e-07, 5.63e-07, 4.04e-07, 3.68e-07, 4.74e-07, 4.89e-07, 6.41e-07, 5.17e-09, 1.47e-09, 1.92e-10, 7.21e-07, 7.07e-07, 5.80e-07, 1.94e-08, 2.22e-08, 4.19e-09, 4.13e-09, 3.82e-09, 4.09e-09, 6.95e-12, 3.12e-08, 1.28e-10] []
459000 [4.54e-06, 2.90e-06, 1.12e-06, 2.39e-06, 2.18e-06, 2.04e-06, 1.68e-06, 3.93e-07, 7.01e-07, 9.35e-06, 2.64e-05, 1.66e-05, 2.49e-05, 7.31e-05, 3.58e-07, 6.15e-06, 2.18e-07, 4.13e-07, 0.00e+00, 6.14e-06, 2.52e-06, 2.51e-05] [4.54e-06, 2.90e-06, 1.12e-06, 2.39e-06, 2.18e-06, 2.04e-06, 1.68e-06, 3.93e-07, 7.01e-07, 9.35e-06, 2.64e-05, 1.66e-05, 2.49e-05, 7.31e-05, 3.58e-07, 6.15e-06, 2.18e-07, 4.13e-07, 0.00e+00, 6.14e-06, 2.52e-06, 2.51e-05] []
459100 [3.90e-07, 5.63e-07, 3.74e-07, 3.70e-07, 4.53e-07, 4.90e-07, 6.55e-07, 7.24e-09, 3.98e-09, 1.48e-09, 7.00e-07, 6.83e-07, 5.50e-07, 3.00e-08, 1.43e-08, 9.84e-10, 2.99e-09, 2.51e-09, 3.94e-11, 5.36e-11, 1.03e-07, 2.91e-10] [3.90e-07, 5.63e-07, 3.74e-07, 3.70e-07, 4.53e-07, 4.90e-07, 6.55e-07, 7.24e-09, 3.98e-09, 1.48e-09, 7.00e-07, 6.83e-07, 5.50e-07, 3.00e-08, 1.43e-08, 9.84e-10, 2.99e-09, 2.51e-09, 3.94e-11, 5.36e-11, 1.03e-07, 2.91e-10] []
459200 [2.10e-06, 1.45e-06, 6.82e-07, 1.43e-06, 9.42e-07, 1.48e-06, 1.01e-06, 1.46e-06, 2.57e-08, 2.86e-07, 2.27e-05, 1.65e-05, 5.85e-05, 3.18e-05, 0.00e+00, 2.17e-07, 0.00e+00, 8.67e-09, 0.00e+00, 3.61e-09, 1.63e-06, 2.45e-08] [2.10e-06, 1.45e-06, 6.82e-07, 1.43e-06, 9.42e-07, 1.48e-06, 1.01e-06, 1.46e-06, 2.57e-08, 2.86e-07, 2.27e-05, 1.65e-05, 5.85e-05, 3.18e-05, 0.00e+00, 2.17e-07, 0.00e+00, 8.67e-09, 0.00e+00, 3.61e-09, 1.63e-06, 2.45e-08] []
459300 [3.72e-07, 5.11e-07, 3.76e-07, 3.61e-07, 4.48e-07, 4.56e-07, 6.33e-07, 2.75e-08, 7.09e-10, 8.65e-11, 6.74e-07, 6.74e-07, 5.57e-07, 1.08e-08, 1.35e-08, 1.31e-09, 2.90e-09, 2.28e-09, 1.22e-09, 4.90e-12, 1.66e-08, 1.50e-10] [3.72e-07, 5.11e-07, 3.76e-07, 3.61e-07, 4.48e-07, 4.56e-07, 6.33e-07, 2.75e-08, 7.09e-10, 8.65e-11, 6.74e-07, 6.74e-07, 5.57e-07, 1.08e-08, 1.35e-08, 1.31e-09, 2.90e-09, 2.28e-09, 1.22e-09, 4.90e-12, 1.66e-08, 1.50e-10] []
459400 [1.91e-06, 2.22e-06, 2.67e-06, 6.24e-06, 5.22e-06, 2.86e-06, 2.59e-06, 1.42e-06, 6.99e-07, 7.14e-06, 2.97e-05, 1.14e-04, 1.09e-04, 6.09e-05, 9.26e-07, 1.20e-06, 2.12e-06, 1.11e-06, 7.74e-09, 7.10e-09, 2.04e-05, 3.02e-08] [1.91e-06, 2.22e-06, 2.67e-06, 6.24e-06, 5.22e-06, 2.86e-06, 2.59e-06, 1.42e-06, 6.99e-07, 7.14e-06, 2.97e-05, 1.14e-04, 1.09e-04, 6.09e-05, 9.26e-07, 1.20e-06, 2.12e-06, 1.11e-06, 7.74e-09, 7.10e-09, 2.04e-05, 3.02e-08] []
459500 [4.27e-07, 6.28e-07, 8.18e-07, 7.73e-07, 6.85e-07, 4.70e-07, 7.79e-07, 1.54e-08, 3.02e-07, 5.45e-11, 6.94e-07, 5.83e-07, 4.67e-07, 1.58e-08, 8.46e-09, 1.85e-08, 5.09e-09, 2.17e-09, 9.80e-10, 0.00e+00, 1.40e-08, 3.36e-07] [4.27e-07, 6.28e-07, 8.18e-07, 7.73e-07, 6.85e-07, 4.70e-07, 7.79e-07, 1.54e-08, 3.02e-07, 5.45e-11, 6.94e-07, 5.83e-07, 4.67e-07, 1.58e-08, 8.46e-09, 1.85e-08, 5.09e-09, 2.17e-09, 9.80e-10, 0.00e+00, 1.40e-08, 3.36e-07] []
459600 [1.60e-06, 2.01e-06, 7.60e-07, 1.44e-06, 1.07e-06, 1.30e-06, 8.26e-07, 1.29e-06, 2.39e-07, 7.14e-07, 2.45e-06, 8.09e-06, 8.68e-06, 2.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 0.00e+00, 1.30e-09, 9.24e-07, 5.87e-07] [1.60e-06, 2.01e-06, 7.60e-07, 1.44e-06, 1.07e-06, 1.30e-06, 8.26e-07, 1.29e-06, 2.39e-07, 7.14e-07, 2.45e-06, 8.09e-06, 8.68e-06, 2.65e-05, 0.00e+00, 0.00e+00, 0.00e+00, 8.04e-09, 0.00e+00, 1.30e-09, 9.24e-07, 5.87e-07] []
459700 [4.09e-07, 6.11e-07, 4.44e-07, 5.05e-07, 4.80e-07, 4.67e-07, 6.91e-07, 1.39e-08, 5.35e-10, 3.90e-10, 7.04e-07, 6.16e-07, 4.87e-07, 2.97e-08, 1.87e-08, 1.20e-09, 2.66e-09, 2.26e-09, 2.31e-11, 5.29e-12, 1.88e-08, 2.70e-10] [4.09e-07, 6.11e-07, 4.44e-07, 5.05e-07, 4.80e-07, 4.67e-07, 6.91e-07, 1.39e-08, 5.35e-10, 3.90e-10, 7.04e-07, 6.16e-07, 4.87e-07, 2.97e-08, 1.87e-08, 1.20e-09, 2.66e-09, 2.26e-09, 2.31e-11, 5.29e-12, 1.88e-08, 2.70e-10] []
459800 [1.43e-06, 1.24e-06, 5.59e-07, 7.56e-07, 6.38e-07, 1.10e-06, 8.02e-07, 1.11e-06, 9.51e-10, 3.50e-07, 2.49e-06, 1.67e-06, 1.89e-06, 1.06e-06, 6.46e-11, 1.48e-08, 5.30e-09, 1.66e-08, 0.00e+00, 1.87e-12, 1.65e-06, 1.12e-10] [1.43e-06, 1.24e-06, 5.59e-07, 7.56e-07, 6.38e-07, 1.10e-06, 8.02e-07, 1.11e-06, 9.51e-10, 3.50e-07, 2.49e-06, 1.67e-06, 1.89e-06, 1.06e-06, 6.46e-11, 1.48e-08, 5.30e-09, 1.66e-08, 0.00e+00, 1.87e-12, 1.65e-06, 1.12e-10] []
459900 [3.94e-07, 5.72e-07, 4.05e-07, 4.48e-07, 4.60e-07, 4.76e-07, 6.37e-07, 8.92e-10, 1.97e-10, 7.11e-16, 6.93e-07, 6.25e-07, 5.00e-07, 8.36e-09, 2.69e-08, 3.27e-09, 3.81e-09, 2.99e-09, 9.57e-12, 9.48e-12, 3.66e-08, 1.41e-10] [3.94e-07, 5.72e-07, 4.05e-07, 4.48e-07, 4.60e-07, 4.76e-07, 6.37e-07, 8.92e-10, 1.97e-10, 7.11e-16, 6.93e-07, 6.25e-07, 5.00e-07, 8.36e-09, 2.69e-08, 3.27e-09, 3.81e-09, 2.99e-09, 9.57e-12, 9.48e-12, 3.66e-08, 1.41e-10] []
460000 [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07] [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.965539 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
460000 [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07] [3.29e-06, 2.31e-06, 5.87e-07, 8.37e-07, 1.29e-06, 1.57e-06, 1.12e-06, 5.13e-06, 3.83e-07, 6.64e-07, 6.63e-06, 9.06e-06, 9.78e-06, 1.31e-05, 2.15e-07, 1.03e-08, 3.83e-08, 1.91e-07, 0.00e+00, 0.00e+00, 7.82e-06, 6.99e-07] []
460100 [4.32e-07, 6.22e-07, 4.20e-07, 4.40e-07, 4.76e-07, 5.28e-07, 6.37e-07, 5.01e-09, 5.97e-09, 1.03e-09, 7.53e-07, 7.00e-07, 5.55e-07, 3.61e-08, 2.04e-08, 2.46e-09, 3.24e-09, 2.30e-09, 4.46e-11, 0.00e+00, 3.60e-08, 6.96e-09] [4.32e-07, 6.22e-07, 4.20e-07, 4.40e-07, 4.76e-07, 5.28e-07, 6.37e-07, 5.01e-09, 5.97e-09, 1.03e-09, 7.53e-07, 7.00e-07, 5.55e-07, 3.61e-08, 2.04e-08, 2.46e-09, 3.24e-09, 2.30e-09, 4.46e-11, 0.00e+00, 3.60e-08, 6.96e-09] []
460200 [1.81e-06, 1.44e-06, 5.71e-07, 1.11e-06, 7.09e-07, 1.15e-06, 6.62e-07, 6.01e-06, 4.44e-08, 1.96e-06, 5.99e-06, 1.35e-05, 1.50e-05, 6.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 1.61e-07, 6.18e-06, 8.49e-07] [1.81e-06, 1.44e-06, 5.71e-07, 1.11e-06, 7.09e-07, 1.15e-06, 6.62e-07, 6.01e-06, 4.44e-08, 1.96e-06, 5.99e-06, 1.35e-05, 1.50e-05, 6.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-09, 0.00e+00, 1.61e-07, 6.18e-06, 8.49e-07] []
460300 [9.71e-07, 5.78e-07, 4.06e-07, 4.25e-07, 5.58e-07, 4.77e-07, 7.16e-07, 1.75e-06, 3.41e-10, 6.23e-07, 3.21e-06, 5.44e-06, 1.53e-05, 3.66e-05, 4.88e-07, 2.43e-07, 2.99e-07, 2.32e-07, 3.45e-07, 7.94e-10, 2.31e-06, 5.18e-09] [9.71e-07, 5.78e-07, 4.06e-07, 4.25e-07, 5.58e-07, 4.77e-07, 7.16e-07, 1.75e-06, 3.41e-10, 6.23e-07, 3.21e-06, 5.44e-06, 1.53e-05, 3.66e-05, 4.88e-07, 2.43e-07, 2.99e-07, 2.32e-07, 3.45e-07, 7.94e-10, 2.31e-06, 5.18e-09] []
460400 [5.48e-07, 7.02e-07, 4.24e-07, 4.47e-07, 5.15e-07, 6.07e-07, 6.83e-07, 1.84e-09, 1.55e-10, 9.70e-09, 8.93e-07, 8.18e-07, 7.45e-07, 2.76e-07, 2.40e-08, 8.54e-09, 6.25e-09, 4.63e-09, 4.69e-09, 1.49e-10, 3.09e-08, 9.23e-10] [5.48e-07, 7.02e-07, 4.24e-07, 4.47e-07, 5.15e-07, 6.07e-07, 6.83e-07, 1.84e-09, 1.55e-10, 9.70e-09, 8.93e-07, 8.18e-07, 7.45e-07, 2.76e-07, 2.40e-08, 8.54e-09, 6.25e-09, 4.63e-09, 4.69e-09, 1.49e-10, 3.09e-08, 9.23e-10] []
460500 [2.98e-05, 5.45e-06, 4.90e-06, 7.63e-06, 7.10e-06, 3.22e-06, 4.51e-06, 1.29e-05, 4.56e-07, 4.30e-05, 1.13e-04, 2.55e-04, 4.38e-04, 1.72e-03, 1.01e-05, 5.42e-05, 1.01e-05, 1.17e-05, 0.00e+00, 1.11e-07, 3.13e-06, 5.72e-07] [2.98e-05, 5.45e-06, 4.90e-06, 7.63e-06, 7.10e-06, 3.22e-06, 4.51e-06, 1.29e-05, 4.56e-07, 4.30e-05, 1.13e-04, 2.55e-04, 4.38e-04, 1.72e-03, 1.01e-05, 5.42e-05, 1.01e-05, 1.17e-05, 0.00e+00, 1.11e-07, 3.13e-06, 5.72e-07] []
460600 [4.37e-07, 5.87e-07, 4.18e-07, 4.16e-07, 4.72e-07, 5.24e-07, 6.33e-07, 1.70e-08, 3.72e-10, 1.59e-09, 7.21e-07, 6.90e-07, 5.59e-07, 6.73e-08, 1.84e-08, 4.68e-09, 4.35e-09, 4.56e-09, 6.55e-09, 0.00e+00, 4.22e-08, 9.80e-10] [4.37e-07, 5.87e-07, 4.18e-07, 4.16e-07, 4.72e-07, 5.24e-07, 6.33e-07, 1.70e-08, 3.72e-10, 1.59e-09, 7.21e-07, 6.90e-07, 5.59e-07, 6.73e-08, 1.84e-08, 4.68e-09, 4.35e-09, 4.56e-09, 6.55e-09, 0.00e+00, 4.22e-08, 9.80e-10] []
460700 [1.05e-06, 9.96e-07, 4.59e-07, 5.55e-07, 5.68e-07, 8.32e-07, 7.38e-07, 4.14e-07, 3.36e-06, 6.67e-08, 7.12e-06, 2.43e-06, 8.54e-06, 6.45e-06, 9.60e-10, 6.28e-09, 2.06e-07, 6.24e-08, 1.21e-07, 0.00e+00, 8.17e-07, 2.29e-05] [1.05e-06, 9.96e-07, 4.59e-07, 5.55e-07, 5.68e-07, 8.32e-07, 7.38e-07, 4.14e-07, 3.36e-06, 6.67e-08, 7.12e-06, 2.43e-06, 8.54e-06, 6.45e-06, 9.60e-10, 6.28e-09, 2.06e-07, 6.24e-08, 1.21e-07, 0.00e+00, 8.17e-07, 2.29e-05] []
460800 [6.96e-07, 5.85e-07, 4.19e-07, 5.07e-07, 3.48e-07, 5.33e-07, 5.80e-07, 1.78e-06, 3.39e-09, 3.11e-07, 2.73e-06, 5.74e-06, 1.72e-05, 2.29e-05, 9.54e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-11, 4.13e-06, 4.19e-09] [6.96e-07, 5.85e-07, 4.19e-07, 5.07e-07, 3.48e-07, 5.33e-07, 5.80e-07, 1.78e-06, 3.39e-09, 3.11e-07, 2.73e-06, 5.74e-06, 1.72e-05, 2.29e-05, 9.54e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-11, 4.13e-06, 4.19e-09] []
460900 [4.93e-07, 6.38e-07, 4.26e-07, 4.20e-07, 4.90e-07, 5.71e-07, 6.63e-07, 3.04e-09, 9.31e-11, 4.95e-10, 7.75e-07, 9.87e-07, 7.83e-07, 9.21e-08, 2.21e-08, 1.45e-09, 5.97e-10, 6.75e-11, 0.00e+00, 5.07e-13, 8.48e-08, 1.13e-09] [4.93e-07, 6.38e-07, 4.26e-07, 4.20e-07, 4.90e-07, 5.71e-07, 6.63e-07, 3.04e-09, 9.31e-11, 4.95e-10, 7.75e-07, 9.87e-07, 7.83e-07, 9.21e-08, 2.21e-08, 1.45e-09, 5.97e-10, 6.75e-11, 0.00e+00, 5.07e-13, 8.48e-08, 1.13e-09] []
461000 [1.24e-06, 1.10e-06, 6.99e-07, 9.60e-07, 4.73e-07, 1.19e-06, 6.96e-07, 8.86e-07, 4.66e-07, 2.33e-07, 4.43e-06, 9.63e-06, 1.37e-05, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-10, 4.83e-09, 1.77e-08, 1.75e-06, 1.02e-07] [1.24e-06, 1.10e-06, 6.99e-07, 9.60e-07, 4.73e-07, 1.19e-06, 6.96e-07, 8.86e-07, 4.66e-07, 2.33e-07, 4.43e-06, 9.63e-06, 1.37e-05, 2.30e-05, 0.00e+00, 0.00e+00, 0.00e+00, 9.30e-10, 4.83e-09, 1.77e-08, 1.75e-06, 1.02e-07] []
461100 [3.56e-07, 5.03e-07, 3.75e-07, 3.66e-07, 4.36e-07, 4.59e-07, 6.04e-07, 1.98e-08, 8.52e-10, 3.65e-09, 6.41e-07, 6.99e-07, 5.70e-07, 1.70e-07, 6.73e-09, 5.02e-10, 1.17e-09, 3.90e-10, 6.44e-11, 0.00e+00, 2.07e-08, 1.19e-09] [3.56e-07, 5.03e-07, 3.75e-07, 3.66e-07, 4.36e-07, 4.59e-07, 6.04e-07, 1.98e-08, 8.52e-10, 3.65e-09, 6.41e-07, 6.99e-07, 5.70e-07, 1.70e-07, 6.73e-09, 5.02e-10, 1.17e-09, 3.90e-10, 6.44e-11, 0.00e+00, 2.07e-08, 1.19e-09] []
461200 [7.13e-07, 7.74e-07, 5.80e-07, 6.44e-07, 6.68e-07, 7.92e-07, 8.11e-07, 1.37e-07, 5.31e-08, 6.48e-09, 1.11e-06, 1.22e-06, 1.71e-06, 2.93e-06, 2.97e-09, 2.32e-08, 2.47e-09, 7.75e-09, 4.01e-07, 1.63e-06, 2.58e-06, 7.21e-06] [7.13e-07, 7.74e-07, 5.80e-07, 6.44e-07, 6.68e-07, 7.92e-07, 8.11e-07, 1.37e-07, 5.31e-08, 6.48e-09, 1.11e-06, 1.22e-06, 1.71e-06, 2.93e-06, 2.97e-09, 2.32e-08, 2.47e-09, 7.75e-09, 4.01e-07, 1.63e-06, 2.58e-06, 7.21e-06] []
461300 [3.31e-07, 4.90e-07, 3.67e-07, 3.86e-07, 4.22e-07, 4.37e-07, 6.26e-07, 1.30e-08, 4.51e-09, 7.69e-11, 6.22e-07, 6.10e-07, 5.04e-07, 8.17e-09, 1.34e-08, 1.78e-09, 2.71e-09, 1.75e-09, 6.29e-10, 2.46e-11, 1.15e-08, 2.13e-09] [3.31e-07, 4.90e-07, 3.67e-07, 3.86e-07, 4.22e-07, 4.37e-07, 6.26e-07, 1.30e-08, 4.51e-09, 7.69e-11, 6.22e-07, 6.10e-07, 5.04e-07, 8.17e-09, 1.34e-08, 1.78e-09, 2.71e-09, 1.75e-09, 6.29e-10, 2.46e-11, 1.15e-08, 2.13e-09] []
461400 [9.13e-07, 1.25e-06, 1.14e-06, 1.42e-06, 1.09e-06, 9.97e-07, 9.10e-07, 2.03e-06, 2.84e-08, 1.55e-07, 3.88e-06, 1.26e-05, 9.39e-06, 4.35e-05, 4.50e-07, 4.04e-07, 4.73e-08, 5.62e-08, 3.85e-07, 1.55e-10, 2.62e-06, 6.08e-09] [9.13e-07, 1.25e-06, 1.14e-06, 1.42e-06, 1.09e-06, 9.97e-07, 9.10e-07, 2.03e-06, 2.84e-08, 1.55e-07, 3.88e-06, 1.26e-05, 9.39e-06, 4.35e-05, 4.50e-07, 4.04e-07, 4.73e-08, 5.62e-08, 3.85e-07, 1.55e-10, 2.62e-06, 6.08e-09] []
461500 [3.78e-07, 5.84e-07, 5.33e-07, 5.21e-07, 5.55e-07, 4.97e-07, 6.36e-07, 1.08e-07, 1.72e-12, 1.93e-11, 6.97e-07, 5.54e-07, 4.58e-07, 2.58e-09, 2.04e-08, 2.68e-09, 5.70e-09, 3.61e-09, 2.74e-08, 2.55e-11, 1.70e-07, 1.77e-10] [3.78e-07, 5.84e-07, 5.33e-07, 5.21e-07, 5.55e-07, 4.97e-07, 6.36e-07, 1.08e-07, 1.72e-12, 1.93e-11, 6.97e-07, 5.54e-07, 4.58e-07, 2.58e-09, 2.04e-08, 2.68e-09, 5.70e-09, 3.61e-09, 2.74e-08, 2.55e-11, 1.70e-07, 1.77e-10] []
461600 [2.78e-06, 1.35e-06, 7.06e-07, 8.92e-07, 7.81e-07, 9.23e-07, 8.03e-07, 4.37e-06, 4.93e-07, 2.03e-06, 6.19e-06, 1.20e-05, 1.93e-05, 8.21e-05, 8.47e-07, 6.57e-07, 6.03e-07, 4.55e-07, 7.31e-07, 0.00e+00, 4.60e-06, 4.77e-07] [2.78e-06, 1.35e-06, 7.06e-07, 8.92e-07, 7.81e-07, 9.23e-07, 8.03e-07, 4.37e-06, 4.93e-07, 2.03e-06, 6.19e-06, 1.20e-05, 1.93e-05, 8.21e-05, 8.47e-07, 6.57e-07, 6.03e-07, 4.55e-07, 7.31e-07, 0.00e+00, 4.60e-06, 4.77e-07] []
461700 [3.68e-07, 5.59e-07, 8.59e-07, 5.27e-07, 5.19e-07, 4.59e-07, 6.21e-07, 2.53e-08, 5.65e-04, 6.03e-09, 8.40e-07, 6.12e-07, 6.26e-07, 7.83e-09, 2.17e-08, 4.16e-09, 8.12e-09, 6.64e-09, 3.26e-08, 1.44e-04, 2.05e-07, 5.05e-04] [3.68e-07, 5.59e-07, 8.59e-07, 5.27e-07, 5.19e-07, 4.59e-07, 6.21e-07, 2.53e-08, 5.65e-04, 6.03e-09, 8.40e-07, 6.12e-07, 6.26e-07, 7.83e-09, 2.17e-08, 4.16e-09, 8.12e-09, 6.64e-09, 3.26e-08, 1.44e-04, 2.05e-07, 5.05e-04] []
461800 [5.79e-07, 7.23e-07, 4.30e-07, 5.23e-07, 4.98e-07, 6.15e-07, 7.08e-07, 1.13e-07, 2.84e-07, 1.56e-07, 8.00e-07, 1.50e-06, 1.74e-06, 4.16e-06, 5.31e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 1.55e-07, 5.25e-06] [5.79e-07, 7.23e-07, 4.30e-07, 5.23e-07, 4.98e-07, 6.15e-07, 7.08e-07, 1.13e-07, 2.84e-07, 1.56e-07, 8.00e-07, 1.50e-06, 1.74e-06, 4.16e-06, 5.31e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-06, 1.55e-07, 5.25e-06] []
461900 [5.70e-06, 4.29e-06, 1.51e-06, 2.45e-06, 1.63e-06, 2.18e-06, 9.03e-07, 8.07e-07, 2.66e-10, 5.39e-06, 2.38e-05, 3.93e-05, 8.32e-05, 2.87e-04, 1.48e-05, 6.37e-07, 8.09e-07, 6.56e-07, 0.00e+00, 7.28e-10, 9.08e-07, 4.85e-09] [5.70e-06, 4.29e-06, 1.51e-06, 2.45e-06, 1.63e-06, 2.18e-06, 9.03e-07, 8.07e-07, 2.66e-10, 5.39e-06, 2.38e-05, 3.93e-05, 8.32e-05, 2.87e-04, 1.48e-05, 6.37e-07, 8.09e-07, 6.56e-07, 0.00e+00, 7.28e-10, 9.08e-07, 4.85e-09] []
462000 [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10] [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.253936 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
462000 [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10] [3.99e-07, 5.79e-07, 3.87e-07, 4.05e-07, 4.63e-07, 4.95e-07, 6.35e-07, 1.37e-07, 1.42e-10, 2.81e-09, 7.16e-07, 6.83e-07, 5.33e-07, 7.56e-08, 1.30e-08, 1.29e-09, 2.54e-09, 1.59e-09, 5.97e-09, 8.64e-12, 4.06e-08, 1.37e-10] []
462100 [1.32e-06, 1.15e-06, 8.33e-07, 1.13e-06, 4.92e-07, 1.05e-06, 7.67e-07, 2.09e-07, 3.11e-09, 1.20e-06, 1.32e-06, 1.19e-05, 2.24e-05, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-10, 8.22e-08, 3.56e-09] [1.32e-06, 1.15e-06, 8.33e-07, 1.13e-06, 4.92e-07, 1.05e-06, 7.67e-07, 2.09e-07, 3.11e-09, 1.20e-06, 1.32e-06, 1.19e-05, 2.24e-05, 2.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-10, 8.22e-08, 3.56e-09] []
462200 [3.56e-07, 5.10e-07, 3.79e-07, 3.83e-07, 4.54e-07, 4.52e-07, 6.12e-07, 3.06e-08, 7.26e-10, 7.11e-16, 6.86e-07, 6.45e-07, 6.47e-07, 3.04e-08, 1.65e-08, 3.82e-09, 5.45e-09, 4.61e-09, 1.26e-13, 4.09e-11, 5.13e-08, 2.16e-10] [3.56e-07, 5.10e-07, 3.79e-07, 3.83e-07, 4.54e-07, 4.52e-07, 6.12e-07, 3.06e-08, 7.26e-10, 7.11e-16, 6.86e-07, 6.45e-07, 6.47e-07, 3.04e-08, 1.65e-08, 3.82e-09, 5.45e-09, 4.61e-09, 1.26e-13, 4.09e-11, 5.13e-08, 2.16e-10] []
462300 [6.75e-07, 7.54e-07, 5.19e-07, 5.91e-07, 4.96e-07, 6.38e-07, 6.52e-07, 5.83e-08, 3.35e-07, 1.66e-07, 9.11e-07, 1.94e-06, 3.38e-06, 4.94e-06, 3.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-10, 3.36e-08, 5.85e-08, 1.92e-07] [6.75e-07, 7.54e-07, 5.19e-07, 5.91e-07, 4.96e-07, 6.38e-07, 6.52e-07, 5.83e-08, 3.35e-07, 1.66e-07, 9.11e-07, 1.94e-06, 3.38e-06, 4.94e-06, 3.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-10, 3.36e-08, 5.85e-08, 1.92e-07] []
462400 [4.35e-06, 1.96e-06, 1.45e-06, 1.92e-06, 9.69e-07, 2.45e-06, 1.36e-06, 2.08e-05, 7.39e-05, 4.29e-06, 1.31e-05, 4.51e-05, 1.23e-05, 1.38e-04, 4.43e-06, 1.11e-06, 1.07e-06, 0.00e+00, 2.55e-06, 0.00e+00, 1.51e-05, 9.25e-05] [4.35e-06, 1.96e-06, 1.45e-06, 1.92e-06, 9.69e-07, 2.45e-06, 1.36e-06, 2.08e-05, 7.39e-05, 4.29e-06, 1.31e-05, 4.51e-05, 1.23e-05, 1.38e-04, 4.43e-06, 1.11e-06, 1.07e-06, 0.00e+00, 2.55e-06, 0.00e+00, 1.51e-05, 9.25e-05] []
462500 [4.25e-07, 5.98e-07, 3.94e-07, 4.00e-07, 4.66e-07, 5.22e-07, 6.52e-07, 1.20e-07, 2.75e-09, 2.55e-09, 6.89e-07, 7.36e-07, 5.92e-07, 1.05e-07, 1.50e-08, 3.42e-11, 6.44e-10, 5.97e-10, 0.00e+00, 0.00e+00, 2.92e-07, 4.94e-10] [4.25e-07, 5.98e-07, 3.94e-07, 4.00e-07, 4.66e-07, 5.22e-07, 6.52e-07, 1.20e-07, 2.75e-09, 2.55e-09, 6.89e-07, 7.36e-07, 5.92e-07, 1.05e-07, 1.50e-08, 3.42e-11, 6.44e-10, 5.97e-10, 0.00e+00, 0.00e+00, 2.92e-07, 4.94e-10] []
462600 [4.48e-06, 1.36e-06, 8.45e-07, 8.06e-06, 4.82e-06, 1.15e-06, 6.56e-06, 6.88e-06, 2.18e-15, 4.06e-05, 1.27e-04, 1.31e-04, 1.31e-04, 3.50e-06, 3.03e-07, 0.00e+00, 7.55e-08, 3.13e-07, 0.00e+00, 0.00e+00, 3.46e-06, 5.00e-07] [4.48e-06, 1.36e-06, 8.45e-07, 8.06e-06, 4.82e-06, 1.15e-06, 6.56e-06, 6.88e-06, 2.18e-15, 4.06e-05, 1.27e-04, 1.31e-04, 1.31e-04, 3.50e-06, 3.03e-07, 0.00e+00, 7.55e-08, 3.13e-07, 0.00e+00, 0.00e+00, 3.46e-06, 5.00e-07] []
462700 [3.94e-07, 5.24e-07, 4.78e-07, 4.23e-07, 5.66e-07, 5.11e-07, 6.62e-07, 5.33e-10, 2.78e-10, 1.34e-09, 6.78e-07, 7.06e-07, 6.10e-07, 2.55e-08, 1.70e-08, 1.72e-09, 5.15e-09, 2.99e-09, 6.73e-11, 5.26e-12, 2.24e-08, 1.09e-10] [3.94e-07, 5.24e-07, 4.78e-07, 4.23e-07, 5.66e-07, 5.11e-07, 6.62e-07, 5.33e-10, 2.78e-10, 1.34e-09, 6.78e-07, 7.06e-07, 6.10e-07, 2.55e-08, 1.70e-08, 1.72e-09, 5.15e-09, 2.99e-09, 6.73e-11, 5.26e-12, 2.24e-08, 1.09e-10] []
462800 [1.17e-06, 1.19e-06, 5.81e-07, 8.77e-07, 6.94e-07, 8.48e-07, 7.79e-07, 1.51e-06, 8.56e-08, 1.01e-07, 1.47e-06, 2.69e-06, 3.84e-06, 1.04e-05, 8.42e-07, 5.45e-08, 8.26e-08, 8.32e-08, 1.58e-07, 1.08e-08, 1.07e-06, 6.44e-08] [1.17e-06, 1.19e-06, 5.81e-07, 8.77e-07, 6.94e-07, 8.48e-07, 7.79e-07, 1.51e-06, 8.56e-08, 1.01e-07, 1.47e-06, 2.69e-06, 3.84e-06, 1.04e-05, 8.42e-07, 5.45e-08, 8.26e-08, 8.32e-08, 1.58e-07, 1.08e-08, 1.07e-06, 6.44e-08] []
462900 [3.72e-07, 5.17e-07, 4.16e-07, 3.85e-07, 5.26e-07, 4.53e-07, 6.43e-07, 5.23e-08, 4.19e-05, 3.24e-08, 7.80e-07, 7.24e-07, 1.20e-06, 1.15e-06, 4.98e-08, 2.63e-08, 2.17e-08, 2.31e-08, 0.00e+00, 0.00e+00, 1.51e-07, 8.45e-05] [3.72e-07, 5.17e-07, 4.16e-07, 3.85e-07, 5.26e-07, 4.53e-07, 6.43e-07, 5.23e-08, 4.19e-05, 3.24e-08, 7.80e-07, 7.24e-07, 1.20e-06, 1.15e-06, 4.98e-08, 2.63e-08, 2.17e-08, 2.31e-08, 0.00e+00, 0.00e+00, 1.51e-07, 8.45e-05] []
463000 [1.06e-06, 9.64e-07, 5.15e-07, 7.23e-07, 6.07e-07, 7.84e-07, 7.65e-07, 1.22e-06, 4.10e-10, 2.48e-07, 2.69e-06, 5.48e-06, 8.01e-06, 2.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-11, 2.31e-06, 1.58e-10] [1.06e-06, 9.64e-07, 5.15e-07, 7.23e-07, 6.07e-07, 7.84e-07, 7.65e-07, 1.22e-06, 4.10e-10, 2.48e-07, 2.69e-06, 5.48e-06, 8.01e-06, 2.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.49e-11, 2.31e-06, 1.58e-10] []
463100 [1.44e-06, 9.02e-07, 4.34e-07, 6.32e-07, 4.08e-07, 7.48e-07, 5.83e-07, 2.21e-06, 8.81e-10, 1.28e-06, 3.60e-06, 1.28e-05, 2.29e-05, 7.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.10e-06, 1.20e-08] [1.44e-06, 9.02e-07, 4.34e-07, 6.32e-07, 4.08e-07, 7.48e-07, 5.83e-07, 2.21e-06, 8.81e-10, 1.28e-06, 3.60e-06, 1.28e-05, 2.29e-05, 7.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.10e-06, 1.20e-08] []
463200 [5.52e-07, 7.10e-07, 4.65e-07, 4.68e-07, 5.13e-07, 5.99e-07, 6.68e-07, 1.78e-08, 9.12e-09, 2.34e-09, 8.26e-07, 8.57e-07, 6.68e-07, 4.20e-08, 3.20e-08, 2.18e-10, 2.47e-09, 4.54e-09, 2.30e-11, 0.00e+00, 3.68e-08, 7.74e-09] [5.52e-07, 7.10e-07, 4.65e-07, 4.68e-07, 5.13e-07, 5.99e-07, 6.68e-07, 1.78e-08, 9.12e-09, 2.34e-09, 8.26e-07, 8.57e-07, 6.68e-07, 4.20e-08, 3.20e-08, 2.18e-10, 2.47e-09, 4.54e-09, 2.30e-11, 0.00e+00, 3.68e-08, 7.74e-09] []
463300 [7.40e-05, 2.59e-05, 6.49e-06, 1.55e-05, 5.95e-06, 1.57e-05, 2.96e-06, 2.61e-04, 4.71e-05, 6.48e-05, 1.57e-04, 7.73e-04, 1.02e-03, 4.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-04, 1.02e-04] [7.40e-05, 2.59e-05, 6.49e-06, 1.55e-05, 5.95e-06, 1.57e-05, 2.96e-06, 2.61e-04, 4.71e-05, 6.48e-05, 1.57e-04, 7.73e-04, 1.02e-03, 4.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-04, 1.02e-04] []
463400 [4.85e-07, 6.66e-07, 4.42e-07, 4.18e-07, 4.88e-07, 5.78e-07, 6.72e-07, 4.23e-08, 9.32e-09, 1.11e-09, 7.53e-07, 8.92e-07, 7.86e-07, 3.71e-07, 2.87e-09, 5.61e-10, 2.91e-10, 0.00e+00, 2.39e-10, 0.00e+00, 4.40e-08, 6.15e-10] [4.85e-07, 6.66e-07, 4.42e-07, 4.18e-07, 4.88e-07, 5.78e-07, 6.72e-07, 4.23e-08, 9.32e-09, 1.11e-09, 7.53e-07, 8.92e-07, 7.86e-07, 3.71e-07, 2.87e-09, 5.61e-10, 2.91e-10, 0.00e+00, 2.39e-10, 0.00e+00, 4.40e-08, 6.15e-10] []
463500 [2.34e-05, 4.90e-06, 3.84e-06, 4.35e-06, 4.73e-06, 2.61e-06, 2.88e-06, 1.53e-05, 3.25e-09, 3.45e-05, 8.70e-05, 2.06e-04, 4.02e-04, 1.44e-03, 1.27e-05, 3.14e-05, 1.00e-05, 9.98e-06, 0.00e+00, 1.99e-09, 5.59e-06, 1.30e-08] [2.34e-05, 4.90e-06, 3.84e-06, 4.35e-06, 4.73e-06, 2.61e-06, 2.88e-06, 1.53e-05, 3.25e-09, 3.45e-05, 8.70e-05, 2.06e-04, 4.02e-04, 1.44e-03, 1.27e-05, 3.14e-05, 1.00e-05, 9.98e-06, 0.00e+00, 1.99e-09, 5.59e-06, 1.30e-08] []
463600 [4.02e-07, 5.60e-07, 3.85e-07, 3.87e-07, 4.33e-07, 4.91e-07, 6.08e-07, 2.56e-08, 2.75e-11, 1.90e-08, 6.66e-07, 8.69e-07, 8.45e-07, 9.65e-07, 1.60e-09, 0.00e+00, 5.98e-11, 0.00e+00, 5.25e-11, 5.97e-12, 2.47e-08, 9.03e-11] [4.02e-07, 5.60e-07, 3.85e-07, 3.87e-07, 4.33e-07, 4.91e-07, 6.08e-07, 2.56e-08, 2.75e-11, 1.90e-08, 6.66e-07, 8.69e-07, 8.45e-07, 9.65e-07, 1.60e-09, 0.00e+00, 5.98e-11, 0.00e+00, 5.25e-11, 5.97e-12, 2.47e-08, 9.03e-11] []
463700 [6.06e-07, 7.44e-07, 5.01e-07, 4.66e-07, 4.96e-07, 6.48e-07, 6.47e-07, 6.32e-07, 3.94e-09, 1.50e-08, 1.06e-06, 1.57e-06, 2.96e-06, 2.74e-06, 4.77e-09, 2.12e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-11, 1.03e-06, 5.25e-10] [6.06e-07, 7.44e-07, 5.01e-07, 4.66e-07, 4.96e-07, 6.48e-07, 6.47e-07, 6.32e-07, 3.94e-09, 1.50e-08, 1.06e-06, 1.57e-06, 2.96e-06, 2.74e-06, 4.77e-09, 2.12e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-11, 1.03e-06, 5.25e-10] []
463800 [5.45e-06, 5.14e-06, 1.96e-06, 6.96e-06, 2.10e-06, 2.92e-06, 1.93e-06, 1.41e-05, 1.29e-06, 7.77e-08, 3.61e-05, 3.08e-05, 9.47e-05, 1.73e-04, 2.45e-06, 8.44e-06, 1.69e-06, 1.26e-06, 2.24e-06, 2.47e-06, 1.30e-05, 1.05e-05] [5.45e-06, 5.14e-06, 1.96e-06, 6.96e-06, 2.10e-06, 2.92e-06, 1.93e-06, 1.41e-05, 1.29e-06, 7.77e-08, 3.61e-05, 3.08e-05, 9.47e-05, 1.73e-04, 2.45e-06, 8.44e-06, 1.69e-06, 1.26e-06, 2.24e-06, 2.47e-06, 1.30e-05, 1.05e-05] []
463900 [3.94e-07, 5.20e-07, 4.20e-07, 3.89e-07, 4.77e-07, 4.93e-07, 6.71e-07, 7.23e-09, 3.54e-10, 2.28e-11, 6.65e-07, 7.81e-07, 6.63e-07, 2.31e-08, 7.40e-09, 2.93e-10, 1.77e-09, 1.18e-09, 3.49e-10, 3.68e-11, 1.05e-08, 2.30e-10] [3.94e-07, 5.20e-07, 4.20e-07, 3.89e-07, 4.77e-07, 4.93e-07, 6.71e-07, 7.23e-09, 3.54e-10, 2.28e-11, 6.65e-07, 7.81e-07, 6.63e-07, 2.31e-08, 7.40e-09, 2.93e-10, 1.77e-09, 1.18e-09, 3.49e-10, 3.68e-11, 1.05e-08, 2.30e-10] []
464000 [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08] [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.956786 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
464000 [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08] [5.58e-06, 1.77e-06, 1.01e-06, 7.49e-07, 1.92e-06, 1.27e-06, 1.21e-06, 6.27e-08, 1.10e-08, 4.93e-06, 1.56e-05, 1.91e-05, 1.26e-05, 9.13e-05, 3.92e-07, 3.50e-06, 6.71e-07, 4.67e-07, 0.00e+00, 4.24e-09, 8.22e-07, 2.75e-08] []
464100 [4.12e-07, 6.00e-07, 4.27e-07, 4.02e-07, 4.63e-07, 5.06e-07, 6.26e-07, 4.02e-09, 6.11e-11, 7.11e-14, 7.22e-07, 6.96e-07, 5.91e-07, 1.69e-08, 2.03e-08, 2.77e-09, 4.49e-09, 3.74e-09, 0.00e+00, 7.18e-13, 1.23e-07, 1.22e-10] [4.12e-07, 6.00e-07, 4.27e-07, 4.02e-07, 4.63e-07, 5.06e-07, 6.26e-07, 4.02e-09, 6.11e-11, 7.11e-14, 7.22e-07, 6.96e-07, 5.91e-07, 1.69e-08, 2.03e-08, 2.77e-09, 4.49e-09, 3.74e-09, 0.00e+00, 7.18e-13, 1.23e-07, 1.22e-10] []
464200 [5.70e-06, 2.34e-06, 2.12e-06, 4.49e-06, 1.97e-06, 2.58e-06, 2.60e-06, 1.28e-05, 2.65e-06, 6.31e-06, 4.08e-05, 1.04e-04, 5.09e-05, 1.12e-04, 6.72e-07, 3.91e-06, 3.99e-08, 3.32e-07, 5.86e-07, 5.88e-07, 3.70e-06, 2.80e-06] [5.70e-06, 2.34e-06, 2.12e-06, 4.49e-06, 1.97e-06, 2.58e-06, 2.60e-06, 1.28e-05, 2.65e-06, 6.31e-06, 4.08e-05, 1.04e-04, 5.09e-05, 1.12e-04, 6.72e-07, 3.91e-06, 3.99e-08, 3.32e-07, 5.86e-07, 5.88e-07, 3.70e-06, 2.80e-06] []
464300 [4.24e-07, 5.99e-07, 4.27e-07, 3.84e-07, 4.83e-07, 5.14e-07, 6.21e-07, 2.88e-09, 1.45e-11, 3.32e-09, 7.05e-07, 7.66e-07, 6.17e-07, 1.61e-07, 6.42e-09, 1.78e-09, 1.13e-09, 5.71e-10, 5.34e-10, 7.92e-14, 1.21e-08, 1.27e-10] [4.24e-07, 5.99e-07, 4.27e-07, 3.84e-07, 4.83e-07, 5.14e-07, 6.21e-07, 2.88e-09, 1.45e-11, 3.32e-09, 7.05e-07, 7.66e-07, 6.17e-07, 1.61e-07, 6.42e-09, 1.78e-09, 1.13e-09, 5.71e-10, 5.34e-10, 7.92e-14, 1.21e-08, 1.27e-10] []
464400 [3.56e-05, 1.00e-05, 5.02e-06, 1.85e-05, 6.81e-06, 7.03e-06, 4.49e-06, 4.02e-06, 3.51e-05, 4.59e-04, 2.82e-04, 4.75e-04, 3.62e-04, 3.45e-05, 0.00e+00, 0.00e+00, 1.40e-06, 1.47e-06, 0.00e+00, 0.00e+00, 5.83e-06, 3.03e-05] [3.56e-05, 1.00e-05, 5.02e-06, 1.85e-05, 6.81e-06, 7.03e-06, 4.49e-06, 4.02e-06, 3.51e-05, 4.59e-04, 2.82e-04, 4.75e-04, 3.62e-04, 3.45e-05, 0.00e+00, 0.00e+00, 1.40e-06, 1.47e-06, 0.00e+00, 0.00e+00, 5.83e-06, 3.03e-05] []
464500 [5.20e-07, 8.38e-07, 1.06e-06, 1.16e-06, 9.74e-07, 7.86e-07, 1.03e-06, 5.81e-08, 5.89e-08, 1.84e-08, 7.57e-07, 6.93e-07, 5.79e-07, 2.37e-08, 6.75e-09, 3.88e-09, 4.73e-09, 4.37e-09, 2.06e-10, 0.00e+00, 1.08e-08, 5.48e-08] [5.20e-07, 8.38e-07, 1.06e-06, 1.16e-06, 9.74e-07, 7.86e-07, 1.03e-06, 5.81e-08, 5.89e-08, 1.84e-08, 7.57e-07, 6.93e-07, 5.79e-07, 2.37e-08, 6.75e-09, 3.88e-09, 4.73e-09, 4.37e-09, 2.06e-10, 0.00e+00, 1.08e-08, 5.48e-08] []
464600 [6.30e-07, 7.12e-07, 6.83e-07, 6.06e-07, 6.89e-07, 4.92e-07, 8.15e-07, 5.37e-08, 1.56e-11, 2.41e-07, 1.09e-06, 2.00e-06, 3.01e-06, 1.13e-05, 2.37e-07, 6.58e-08, 7.74e-08, 8.33e-08, 1.55e-08, 6.53e-11, 9.69e-08, 3.53e-10] [6.30e-07, 7.12e-07, 6.83e-07, 6.06e-07, 6.89e-07, 4.92e-07, 8.15e-07, 5.37e-08, 1.56e-11, 2.41e-07, 1.09e-06, 2.00e-06, 3.01e-06, 1.13e-05, 2.37e-07, 6.58e-08, 7.74e-08, 8.33e-08, 1.55e-08, 6.53e-11, 9.69e-08, 3.53e-10] []
464700 [6.66e-07, 1.02e-06, 5.41e-07, 6.40e-07, 6.91e-07, 7.42e-07, 7.72e-07, 1.72e-08, 3.68e-10, 3.35e-08, 8.89e-07, 1.24e-06, 9.14e-07, 1.91e-06, 6.45e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-11, 2.57e-12, 8.55e-08, 2.21e-10] [6.66e-07, 1.02e-06, 5.41e-07, 6.40e-07, 6.91e-07, 7.42e-07, 7.72e-07, 1.72e-08, 3.68e-10, 3.35e-08, 8.89e-07, 1.24e-06, 9.14e-07, 1.91e-06, 6.45e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.38e-11, 2.57e-12, 8.55e-08, 2.21e-10] []
464800 [4.43e-07, 6.52e-07, 4.36e-07, 4.65e-07, 5.06e-07, 5.05e-07, 6.26e-07, 5.18e-08, 1.66e-11, 1.48e-07, 9.05e-07, 1.98e-06, 2.26e-06, 7.77e-06, 2.47e-10, 0.00e+00, 3.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-08, 9.00e-10] [4.43e-07, 6.52e-07, 4.36e-07, 4.65e-07, 5.06e-07, 5.05e-07, 6.26e-07, 5.18e-08, 1.66e-11, 1.48e-07, 9.05e-07, 1.98e-06, 2.26e-06, 7.77e-06, 2.47e-10, 0.00e+00, 3.79e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.31e-08, 9.00e-10] []
464900 [6.36e-07, 8.77e-07, 4.78e-07, 5.64e-07, 6.19e-07, 6.80e-07, 7.07e-07, 5.21e-09, 6.37e-10, 2.73e-08, 8.82e-07, 9.70e-07, 8.76e-07, 8.86e-07, 1.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-09, 1.41e-10, 2.77e-08, 8.73e-10] [6.36e-07, 8.77e-07, 4.78e-07, 5.64e-07, 6.19e-07, 6.80e-07, 7.07e-07, 5.21e-09, 6.37e-10, 2.73e-08, 8.82e-07, 9.70e-07, 8.76e-07, 8.86e-07, 1.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-09, 1.41e-10, 2.77e-08, 8.73e-10] []
465000 [9.12e-06, 3.44e-06, 1.13e-06, 2.24e-06, 9.11e-07, 2.36e-06, 7.62e-07, 1.76e-05, 1.54e-07, 9.38e-06, 2.40e-05, 9.80e-05, 1.57e-04, 5.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-05, 2.76e-07] [9.12e-06, 3.44e-06, 1.13e-06, 2.24e-06, 9.11e-07, 2.36e-06, 7.62e-07, 1.76e-05, 1.54e-07, 9.38e-06, 2.40e-05, 9.80e-05, 1.57e-04, 5.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.98e-05, 2.76e-07] []
465100 [6.27e-07, 8.00e-07, 4.67e-07, 4.83e-07, 6.03e-07, 6.33e-07, 6.86e-07, 6.18e-12, 6.59e-10, 5.76e-09, 8.92e-07, 8.61e-07, 6.94e-07, 2.43e-07, 3.86e-08, 7.00e-09, 4.37e-09, 7.71e-09, 1.60e-09, 9.78e-11, 1.77e-08, 6.09e-10] [6.27e-07, 8.00e-07, 4.67e-07, 4.83e-07, 6.03e-07, 6.33e-07, 6.86e-07, 6.18e-12, 6.59e-10, 5.76e-09, 8.92e-07, 8.61e-07, 6.94e-07, 2.43e-07, 3.86e-08, 7.00e-09, 4.37e-09, 7.71e-09, 1.60e-09, 9.78e-11, 1.77e-08, 6.09e-10] []
465200 [3.31e-05, 6.44e-06, 3.65e-06, 4.50e-06, 4.24e-06, 3.89e-06, 2.94e-06, 1.19e-04, 4.06e-06, 4.28e-05, 1.05e-04, 3.20e-04, 6.24e-04, 2.23e-03, 3.59e-05, 3.23e-05, 1.64e-05, 1.19e-05, 3.28e-05, 0.00e+00, 1.63e-04, 8.20e-07] [3.31e-05, 6.44e-06, 3.65e-06, 4.50e-06, 4.24e-06, 3.89e-06, 2.94e-06, 1.19e-04, 4.06e-06, 4.28e-05, 1.05e-04, 3.20e-04, 6.24e-04, 2.23e-03, 3.59e-05, 3.23e-05, 1.64e-05, 1.19e-05, 3.28e-05, 0.00e+00, 1.63e-04, 8.20e-07] []
465300 [4.20e-07, 5.56e-07, 3.54e-07, 3.80e-07, 4.71e-07, 4.96e-07, 6.81e-07, 1.33e-09, 5.43e-10, 3.22e-11, 6.96e-07, 6.51e-07, 5.37e-07, 1.74e-08, 1.22e-08, 2.03e-09, 2.64e-09, 4.25e-09, 6.10e-10, 1.31e-10, 9.13e-09, 6.71e-10] [4.20e-07, 5.56e-07, 3.54e-07, 3.80e-07, 4.71e-07, 4.96e-07, 6.81e-07, 1.33e-09, 5.43e-10, 3.22e-11, 6.96e-07, 6.51e-07, 5.37e-07, 1.74e-08, 1.22e-08, 2.03e-09, 2.64e-09, 4.25e-09, 6.10e-10, 1.31e-10, 9.13e-09, 6.71e-10] []
465400 [1.13e-06, 1.19e-06, 4.63e-07, 1.00e-06, 7.04e-07, 8.52e-07, 7.62e-07, 1.31e-06, 1.10e-11, 1.17e-07, 2.11e-06, 2.16e-06, 4.64e-06, 5.58e-06, 5.85e-07, 1.52e-08, 6.79e-08, 7.80e-08, 3.88e-08, 3.28e-13, 2.86e-07, 1.01e-10] [1.13e-06, 1.19e-06, 4.63e-07, 1.00e-06, 7.04e-07, 8.52e-07, 7.62e-07, 1.31e-06, 1.10e-11, 1.17e-07, 2.11e-06, 2.16e-06, 4.64e-06, 5.58e-06, 5.85e-07, 1.52e-08, 6.79e-08, 7.80e-08, 3.88e-08, 3.28e-13, 2.86e-07, 1.01e-10] []
465500 [3.87e-07, 5.57e-07, 3.88e-07, 3.94e-07, 4.68e-07, 4.82e-07, 6.21e-07, 2.06e-08, 7.89e-11, 9.57e-11, 7.20e-07, 6.41e-07, 5.06e-07, 6.75e-09, 1.81e-08, 3.01e-09, 4.64e-09, 3.18e-09, 9.81e-10, 6.04e-13, 1.78e-08, 2.03e-10] [3.87e-07, 5.57e-07, 3.88e-07, 3.94e-07, 4.68e-07, 4.82e-07, 6.21e-07, 2.06e-08, 7.89e-11, 9.57e-11, 7.20e-07, 6.41e-07, 5.06e-07, 6.75e-09, 1.81e-08, 3.01e-09, 4.64e-09, 3.18e-09, 9.81e-10, 6.04e-13, 1.78e-08, 2.03e-10] []
465600 [1.72e-06, 1.49e-06, 6.08e-07, 9.80e-07, 7.92e-07, 1.45e-06, 9.25e-07, 2.48e-07, 2.46e-09, 2.67e-07, 5.86e-06, 1.27e-05, 7.65e-06, 2.76e-05, 0.00e+00, 8.61e-11, 0.00e+00, 5.72e-10, 1.35e-09, 4.14e-11, 2.16e-08, 2.07e-10] [1.72e-06, 1.49e-06, 6.08e-07, 9.80e-07, 7.92e-07, 1.45e-06, 9.25e-07, 2.48e-07, 2.46e-09, 2.67e-07, 5.86e-06, 1.27e-05, 7.65e-06, 2.76e-05, 0.00e+00, 8.61e-11, 0.00e+00, 5.72e-10, 1.35e-09, 4.14e-11, 2.16e-08, 2.07e-10] []
465700 [3.88e-07, 5.30e-07, 3.79e-07, 3.76e-07, 4.62e-07, 4.65e-07, 6.08e-07, 2.76e-10, 8.83e-11, 1.61e-09, 7.35e-07, 6.32e-07, 6.81e-07, 2.02e-07, 2.87e-08, 6.11e-09, 8.62e-09, 8.03e-09, 1.83e-11, 2.22e-11, 2.22e-08, 1.48e-10] [3.88e-07, 5.30e-07, 3.79e-07, 3.76e-07, 4.62e-07, 4.65e-07, 6.08e-07, 2.76e-10, 8.83e-11, 1.61e-09, 7.35e-07, 6.32e-07, 6.81e-07, 2.02e-07, 2.87e-08, 6.11e-09, 8.62e-09, 8.03e-09, 1.83e-11, 2.22e-11, 2.22e-08, 1.48e-10] []
465800 [5.97e-07, 6.79e-07, 3.91e-07, 4.48e-07, 5.81e-07, 5.99e-07, 6.83e-07, 2.38e-08, 1.97e-08, 1.91e-08, 9.61e-07, 1.32e-06, 2.97e-06, 1.45e-06, 5.45e-08, 3.02e-09, 8.14e-09, 1.11e-08, 2.51e-12, 0.00e+00, 3.68e-08, 2.59e-08] [5.97e-07, 6.79e-07, 3.91e-07, 4.48e-07, 5.81e-07, 5.99e-07, 6.83e-07, 2.38e-08, 1.97e-08, 1.91e-08, 9.61e-07, 1.32e-06, 2.97e-06, 1.45e-06, 5.45e-08, 3.02e-09, 8.14e-09, 1.11e-08, 2.51e-12, 0.00e+00, 3.68e-08, 2.59e-08] []
465900 [1.48e-06, 1.11e-06, 8.06e-07, 1.44e-06, 5.34e-07, 9.94e-07, 8.51e-07, 2.72e-07, 3.71e-05, 2.44e-07, 2.07e-06, 1.58e-05, 1.36e-05, 8.97e-06, 0.00e+00, 5.13e-09, 0.00e+00, 7.99e-09, 6.98e-10, 2.02e-07, 1.27e-08, 4.72e-06] [1.48e-06, 1.11e-06, 8.06e-07, 1.44e-06, 5.34e-07, 9.94e-07, 8.51e-07, 2.72e-07, 3.71e-05, 2.44e-07, 2.07e-06, 1.58e-05, 1.36e-05, 8.97e-06, 0.00e+00, 5.13e-09, 0.00e+00, 7.99e-09, 6.98e-10, 2.02e-07, 1.27e-08, 4.72e-06] []
466000 [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09] [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.274165 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
466000 [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09] [5.76e-07, 5.19e-07, 3.78e-07, 3.61e-07, 4.98e-07, 4.56e-07, 6.78e-07, 1.57e-07, 6.13e-10, 2.11e-07, 1.50e-06, 2.10e-06, 5.69e-06, 1.25e-05, 1.94e-07, 7.37e-08, 9.91e-08, 8.58e-08, 2.12e-08, 0.00e+00, 1.33e-07, 3.33e-09] []
466100 [5.89e-07, 6.80e-07, 4.88e-07, 4.73e-07, 5.78e-07, 6.67e-07, 7.16e-07, 4.58e-08, 5.18e-13, 2.09e-09, 8.35e-07, 9.38e-07, 9.45e-07, 2.38e-07, 1.14e-09, 8.81e-10, 2.39e-09, 4.24e-11, 2.52e-10, 1.80e-12, 5.35e-08, 8.80e-11] [5.89e-07, 6.80e-07, 4.88e-07, 4.73e-07, 5.78e-07, 6.67e-07, 7.16e-07, 4.58e-08, 5.18e-13, 2.09e-09, 8.35e-07, 9.38e-07, 9.45e-07, 2.38e-07, 1.14e-09, 8.81e-10, 2.39e-09, 4.24e-11, 2.52e-10, 1.80e-12, 5.35e-08, 8.80e-11] []
466200 [3.04e-05, 5.99e-06, 2.98e-06, 3.86e-06, 3.77e-06, 3.58e-06, 2.27e-06, 1.39e-04, 1.16e-07, 3.61e-05, 1.06e-04, 2.83e-04, 6.36e-04, 2.00e-03, 3.24e-05, 2.82e-05, 1.57e-05, 1.25e-05, 4.08e-05, 4.79e-08, 1.98e-04, 2.67e-07] [3.04e-05, 5.99e-06, 2.98e-06, 3.86e-06, 3.77e-06, 3.58e-06, 2.27e-06, 1.39e-04, 1.16e-07, 3.61e-05, 1.06e-04, 2.83e-04, 6.36e-04, 2.00e-03, 3.24e-05, 2.82e-05, 1.57e-05, 1.25e-05, 4.08e-05, 4.79e-08, 1.98e-04, 2.67e-07] []
466300 [5.26e-07, 7.11e-07, 4.58e-07, 4.06e-07, 5.37e-07, 5.87e-07, 6.65e-07, 8.74e-08, 1.31e-09, 1.95e-09, 9.91e-07, 8.52e-07, 9.61e-07, 2.24e-07, 2.68e-08, 8.17e-09, 8.20e-09, 7.20e-09, 5.84e-09, 1.10e-10, 3.86e-08, 6.92e-10] [5.26e-07, 7.11e-07, 4.58e-07, 4.06e-07, 5.37e-07, 5.87e-07, 6.65e-07, 8.74e-08, 1.31e-09, 1.95e-09, 9.91e-07, 8.52e-07, 9.61e-07, 2.24e-07, 2.68e-08, 8.17e-09, 8.20e-09, 7.20e-09, 5.84e-09, 1.10e-10, 3.86e-08, 6.92e-10] []
466400 [4.41e-06, 3.11e-06, 1.02e-06, 2.36e-06, 1.38e-06, 2.48e-06, 9.50e-07, 7.59e-06, 2.22e-04, 2.99e-06, 3.83e-05, 7.16e-05, 3.87e-04, 5.32e-04, 1.30e-05, 0.00e+00, 2.65e-06, 6.45e-08, 0.00e+00, 5.06e-05, 8.07e-07, 1.85e-04] [4.41e-06, 3.11e-06, 1.02e-06, 2.36e-06, 1.38e-06, 2.48e-06, 9.50e-07, 7.59e-06, 2.22e-04, 2.99e-06, 3.83e-05, 7.16e-05, 3.87e-04, 5.32e-04, 1.30e-05, 0.00e+00, 2.65e-06, 6.45e-08, 0.00e+00, 5.06e-05, 8.07e-07, 1.85e-04] []
466500 [4.19e-07, 5.68e-07, 4.13e-07, 3.98e-07, 4.52e-07, 4.92e-07, 6.18e-07, 1.70e-09, 4.44e-08, 1.28e-08, 6.93e-07, 8.00e-07, 6.55e-07, 3.80e-07, 7.31e-09, 0.00e+00, 4.46e-10, 1.00e-11, 2.77e-10, 3.01e-09, 1.01e-08, 1.98e-08] [4.19e-07, 5.68e-07, 4.13e-07, 3.98e-07, 4.52e-07, 4.92e-07, 6.18e-07, 1.70e-09, 4.44e-08, 1.28e-08, 6.93e-07, 8.00e-07, 6.55e-07, 3.80e-07, 7.31e-09, 0.00e+00, 4.46e-10, 1.00e-11, 2.77e-10, 3.01e-09, 1.01e-08, 1.98e-08] []
466600 [1.01e-06, 8.58e-07, 5.18e-07, 4.71e-07, 6.34e-07, 7.53e-07, 7.42e-07, 4.66e-07, 3.33e-08, 1.42e-07, 1.62e-06, 2.64e-06, 3.42e-06, 8.21e-06, 2.83e-08, 1.02e-07, 6.97e-08, 7.94e-08, 2.30e-10, 0.00e+00, 1.23e-08, 3.35e-08] [1.01e-06, 8.58e-07, 5.18e-07, 4.71e-07, 6.34e-07, 7.53e-07, 7.42e-07, 4.66e-07, 3.33e-08, 1.42e-07, 1.62e-06, 2.64e-06, 3.42e-06, 8.21e-06, 2.83e-08, 1.02e-07, 6.97e-08, 7.94e-08, 2.30e-10, 0.00e+00, 1.23e-08, 3.35e-08] []
466700 [1.75e-05, 4.45e-06, 2.06e-06, 2.98e-06, 2.06e-06, 2.91e-06, 1.75e-06, 3.33e-09, 1.43e-05, 2.38e-05, 4.72e-05, 1.57e-04, 2.58e-04, 1.10e-03, 2.00e-05, 9.96e-06, 7.35e-06, 3.85e-06, 2.00e-07, 1.53e-06, 1.29e-06, 7.16e-06] [1.75e-05, 4.45e-06, 2.06e-06, 2.98e-06, 2.06e-06, 2.91e-06, 1.75e-06, 3.33e-09, 1.43e-05, 2.38e-05, 4.72e-05, 1.57e-04, 2.58e-04, 1.10e-03, 2.00e-05, 9.96e-06, 7.35e-06, 3.85e-06, 2.00e-07, 1.53e-06, 1.29e-06, 7.16e-06] []
466800 [8.87e-06, 4.26e-06, 2.02e-06, 2.88e-06, 1.61e-06, 3.28e-06, 1.47e-06, 1.48e-05, 3.09e-08, 1.07e-05, 1.66e-05, 1.09e-04, 6.72e-05, 4.77e-04, 1.99e-05, 5.98e-06, 3.49e-06, 1.77e-06, 2.11e-06, 1.30e-08, 1.26e-05, 8.00e-08] [8.87e-06, 4.26e-06, 2.02e-06, 2.88e-06, 1.61e-06, 3.28e-06, 1.47e-06, 1.48e-05, 3.09e-08, 1.07e-05, 1.66e-05, 1.09e-04, 6.72e-05, 4.77e-04, 1.99e-05, 5.98e-06, 3.49e-06, 1.77e-06, 2.11e-06, 1.30e-08, 1.26e-05, 8.00e-08] []
466900 [4.23e-07, 5.79e-07, 3.85e-07, 3.80e-07, 4.14e-07, 5.00e-07, 6.11e-07, 3.53e-09, 1.53e-11, 3.09e-08, 7.26e-07, 1.08e-06, 1.23e-06, 1.72e-06, 9.13e-10, 0.00e+00, 1.84e-10, 0.00e+00, 7.24e-11, 8.34e-14, 2.65e-08, 7.81e-10] [4.23e-07, 5.79e-07, 3.85e-07, 3.80e-07, 4.14e-07, 5.00e-07, 6.11e-07, 3.53e-09, 1.53e-11, 3.09e-08, 7.26e-07, 1.08e-06, 1.23e-06, 1.72e-06, 9.13e-10, 0.00e+00, 1.84e-10, 0.00e+00, 7.24e-11, 8.34e-14, 2.65e-08, 7.81e-10] []
467000 [6.52e-07, 6.93e-07, 5.42e-07, 5.29e-07, 5.31e-07, 6.58e-07, 6.95e-07, 1.58e-08, 2.77e-08, 3.66e-08, 1.09e-06, 1.67e-06, 8.05e-07, 8.33e-07, 1.67e-08, 7.25e-10, 5.20e-12, 2.32e-10, 3.31e-11, 0.00e+00, 3.57e-08, 3.60e-09] [6.52e-07, 6.93e-07, 5.42e-07, 5.29e-07, 5.31e-07, 6.58e-07, 6.95e-07, 1.58e-08, 2.77e-08, 3.66e-08, 1.09e-06, 1.67e-06, 8.05e-07, 8.33e-07, 1.67e-08, 7.25e-10, 5.20e-12, 2.32e-10, 3.31e-11, 0.00e+00, 3.57e-08, 3.60e-09] []
467100 [7.69e-06, 7.60e-06, 2.25e-06, 3.41e-06, 1.95e-06, 4.19e-06, 1.46e-06, 3.25e-06, 1.10e-04, 1.76e-05, 4.10e-05, 1.48e-04, 2.13e-04, 1.02e-03, 3.33e-05, 5.53e-06, 5.06e-07, 7.04e-07, 3.55e-07, 2.43e-05, 2.33e-06, 9.65e-05] [7.69e-06, 7.60e-06, 2.25e-06, 3.41e-06, 1.95e-06, 4.19e-06, 1.46e-06, 3.25e-06, 1.10e-04, 1.76e-05, 4.10e-05, 1.48e-04, 2.13e-04, 1.02e-03, 3.33e-05, 5.53e-06, 5.06e-07, 7.04e-07, 3.55e-07, 2.43e-05, 2.33e-06, 9.65e-05] []
467200 [4.02e-07, 5.65e-07, 4.00e-07, 3.90e-07, 4.29e-07, 4.87e-07, 6.52e-07, 2.56e-08, 3.15e-08, 5.24e-10, 7.09e-07, 6.90e-07, 6.41e-07, 6.80e-08, 1.69e-08, 3.51e-09, 6.42e-09, 6.01e-09, 2.59e-09, 6.40e-09, 2.20e-08, 4.21e-08] [4.02e-07, 5.65e-07, 4.00e-07, 3.90e-07, 4.29e-07, 4.87e-07, 6.52e-07, 2.56e-08, 3.15e-08, 5.24e-10, 7.09e-07, 6.90e-07, 6.41e-07, 6.80e-08, 1.69e-08, 3.51e-09, 6.42e-09, 6.01e-09, 2.59e-09, 6.40e-09, 2.20e-08, 4.21e-08] []
467300 [7.04e-07, 9.46e-07, 5.95e-07, 6.94e-07, 5.73e-07, 8.56e-07, 7.57e-07, 2.92e-06, 1.65e-09, 2.57e-11, 1.35e-06, 2.69e-06, 9.82e-06, 4.34e-06, 0.00e+00, 2.31e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-07, 3.14e-09] [7.04e-07, 9.46e-07, 5.95e-07, 6.94e-07, 5.73e-07, 8.56e-07, 7.57e-07, 2.92e-06, 1.65e-09, 2.57e-11, 1.35e-06, 2.69e-06, 9.82e-06, 4.34e-06, 0.00e+00, 2.31e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.41e-07, 3.14e-09] []
467400 [9.94e-05, 3.54e-05, 9.48e-06, 1.99e-05, 8.55e-06, 2.16e-05, 4.58e-06, 1.29e-04, 1.60e-07, 9.46e-05, 1.61e-04, 1.16e-03, 9.74e-04, 5.41e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-04, 5.14e-07] [9.94e-05, 3.54e-05, 9.48e-06, 1.99e-05, 8.55e-06, 2.16e-05, 4.58e-06, 1.29e-04, 1.60e-07, 9.46e-05, 1.61e-04, 1.16e-03, 9.74e-04, 5.41e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-04, 5.14e-07] []
467500 [5.04e-07, 6.65e-07, 4.90e-07, 4.24e-07, 4.93e-07, 5.62e-07, 6.39e-07, 6.90e-08, 4.66e-11, 4.47e-10, 7.81e-07, 8.07e-07, 6.65e-07, 8.29e-08, 1.31e-08, 5.76e-09, 4.84e-09, 2.34e-09, 4.27e-08, 3.69e-11, 2.72e-07, 2.36e-10] [5.04e-07, 6.65e-07, 4.90e-07, 4.24e-07, 4.93e-07, 5.62e-07, 6.39e-07, 6.90e-08, 4.66e-11, 4.47e-10, 7.81e-07, 8.07e-07, 6.65e-07, 8.29e-08, 1.31e-08, 5.76e-09, 4.84e-09, 2.34e-09, 4.27e-08, 3.69e-11, 2.72e-07, 2.36e-10] []
467600 [5.94e-06, 4.41e-06, 1.11e-06, 6.15e-06, 1.34e-06, 3.63e-06, 1.03e-06, 8.54e-06, 2.31e-06, 3.48e-06, 2.21e-05, 3.88e-05, 2.22e-05, 2.09e-04, 0.00e+00, 1.31e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 6.87e-06, 2.66e-06] [5.94e-06, 4.41e-06, 1.11e-06, 6.15e-06, 1.34e-06, 3.63e-06, 1.03e-06, 8.54e-06, 2.31e-06, 3.48e-06, 2.21e-05, 3.88e-05, 2.22e-05, 2.09e-04, 0.00e+00, 1.31e-06, 0.00e+00, 3.51e-09, 0.00e+00, 0.00e+00, 6.87e-06, 2.66e-06] []
467700 [4.67e-07, 5.64e-07, 4.33e-07, 3.95e-07, 5.15e-07, 4.60e-07, 6.27e-07, 4.16e-08, 8.61e-05, 1.51e-07, 1.03e-06, 1.34e-06, 2.92e-06, 7.43e-06, 1.63e-07, 2.43e-08, 4.24e-08, 6.42e-08, 0.00e+00, 0.00e+00, 3.72e-07, 2.92e-05] [4.67e-07, 5.64e-07, 4.33e-07, 3.95e-07, 5.15e-07, 4.60e-07, 6.27e-07, 4.16e-08, 8.61e-05, 1.51e-07, 1.03e-06, 1.34e-06, 2.92e-06, 7.43e-06, 1.63e-07, 2.43e-08, 4.24e-08, 6.42e-08, 0.00e+00, 0.00e+00, 3.72e-07, 2.92e-05] []
467800 [9.03e-07, 1.00e-06, 4.71e-07, 1.18e-06, 7.10e-07, 7.31e-07, 8.15e-07, 4.76e-08, 2.46e-07, 1.36e-08, 1.22e-06, 2.28e-06, 3.39e-06, 3.20e-07, 3.45e-07, 1.04e-09, 3.26e-09, 2.64e-08, 2.59e-10, 0.00e+00, 1.50e-07, 4.38e-07] [9.03e-07, 1.00e-06, 4.71e-07, 1.18e-06, 7.10e-07, 7.31e-07, 8.15e-07, 4.76e-08, 2.46e-07, 1.36e-08, 1.22e-06, 2.28e-06, 3.39e-06, 3.20e-07, 3.45e-07, 1.04e-09, 3.26e-09, 2.64e-08, 2.59e-10, 0.00e+00, 1.50e-07, 4.38e-07] []
467900 [3.54e-07, 5.18e-07, 3.95e-07, 3.90e-07, 3.96e-07, 4.34e-07, 6.01e-07, 6.91e-08, 4.67e-11, 1.11e-09, 6.62e-07, 7.55e-07, 6.74e-07, 8.62e-08, 1.04e-08, 1.08e-09, 1.78e-09, 8.37e-10, 3.64e-09, 1.01e-10, 2.94e-08, 5.37e-10] [3.54e-07, 5.18e-07, 3.95e-07, 3.90e-07, 3.96e-07, 4.34e-07, 6.01e-07, 6.91e-08, 4.67e-11, 1.11e-09, 6.62e-07, 7.55e-07, 6.74e-07, 8.62e-08, 1.04e-08, 1.08e-09, 1.78e-09, 8.37e-10, 3.64e-09, 1.01e-10, 2.94e-08, 5.37e-10] []
468000 [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09] [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.595730 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
468000 [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09] [6.83e-07, 7.81e-07, 5.54e-07, 5.63e-07, 4.99e-07, 7.30e-07, 6.91e-07, 7.17e-09, 2.48e-08, 2.87e-07, 9.78e-07, 1.93e-06, 3.04e-06, 2.86e-06, 1.63e-10, 5.76e-10, 0.00e+00, 0.00e+00, 7.42e-11, 0.00e+00, 2.31e-08, 1.14e-09] []
468100 [8.74e-06, 2.03e-06, 1.09e-06, 1.23e-06, 1.38e-06, 1.20e-06, 1.01e-06, 2.35e-05, 1.62e-07, 9.01e-06, 4.16e-05, 7.70e-05, 2.59e-04, 5.69e-04, 7.52e-06, 5.29e-06, 4.56e-06, 3.68e-06, 7.93e-06, 4.51e-08, 4.32e-05, 2.51e-07] [8.74e-06, 2.03e-06, 1.09e-06, 1.23e-06, 1.38e-06, 1.20e-06, 1.01e-06, 2.35e-05, 1.62e-07, 9.01e-06, 4.16e-05, 7.70e-05, 2.59e-04, 5.69e-04, 7.52e-06, 5.29e-06, 4.56e-06, 3.68e-06, 7.93e-06, 4.51e-08, 4.32e-05, 2.51e-07] []
468200 [4.98e-07, 6.35e-07, 4.57e-07, 4.05e-07, 4.80e-07, 5.36e-07, 6.33e-07, 3.45e-10, 1.88e-11, 1.07e-09, 8.19e-07, 8.40e-07, 8.45e-07, 2.33e-07, 3.02e-08, 3.09e-09, 7.41e-09, 8.52e-09, 1.53e-08, 5.95e-13, 8.90e-08, 6.06e-11] [4.98e-07, 6.35e-07, 4.57e-07, 4.05e-07, 4.80e-07, 5.36e-07, 6.33e-07, 3.45e-10, 1.88e-11, 1.07e-09, 8.19e-07, 8.40e-07, 8.45e-07, 2.33e-07, 3.02e-08, 3.09e-09, 7.41e-09, 8.52e-09, 1.53e-08, 5.95e-13, 8.90e-08, 6.06e-11] []
468300 [2.97e-06, 2.06e-06, 6.96e-07, 5.76e-07, 1.32e-06, 1.05e-06, 1.20e-06, 1.99e-05, 4.30e-05, 3.65e-06, 5.22e-06, 2.84e-05, 2.44e-04, 2.32e-04, 6.28e-07, 7.41e-08, 7.10e-07, 6.29e-07, 4.47e-06, 1.66e-05, 2.49e-05, 6.81e-05] [2.97e-06, 2.06e-06, 6.96e-07, 5.76e-07, 1.32e-06, 1.05e-06, 1.20e-06, 1.99e-05, 4.30e-05, 3.65e-06, 5.22e-06, 2.84e-05, 2.44e-04, 2.32e-04, 6.28e-07, 7.41e-08, 7.10e-07, 6.29e-07, 4.47e-06, 1.66e-05, 2.49e-05, 6.81e-05] []
468400 [3.81e-07, 5.37e-07, 4.08e-07, 3.99e-07, 4.65e-07, 4.86e-07, 7.01e-07, 4.37e-08, 1.48e-08, 5.03e-10, 6.42e-07, 7.50e-07, 6.69e-07, 4.48e-08, 1.27e-08, 8.80e-12, 2.12e-09, 7.58e-10, 8.32e-10, 0.00e+00, 1.30e-08, 3.62e-08] [3.81e-07, 5.37e-07, 4.08e-07, 3.99e-07, 4.65e-07, 4.86e-07, 7.01e-07, 4.37e-08, 1.48e-08, 5.03e-10, 6.42e-07, 7.50e-07, 6.69e-07, 4.48e-08, 1.27e-08, 8.80e-12, 2.12e-09, 7.58e-10, 8.32e-10, 0.00e+00, 1.30e-08, 3.62e-08] []
468500 [2.74e-06, 1.35e-06, 7.72e-07, 6.33e-07, 9.18e-07, 1.01e-06, 8.69e-07, 3.55e-06, 5.22e-12, 4.18e-07, 1.30e-05, 1.18e-05, 3.09e-05, 6.28e-05, 3.30e-07, 9.82e-07, 8.55e-07, 5.13e-07, 0.00e+00, 8.40e-12, 2.00e-06, 1.21e-10] [2.74e-06, 1.35e-06, 7.72e-07, 6.33e-07, 9.18e-07, 1.01e-06, 8.69e-07, 3.55e-06, 5.22e-12, 4.18e-07, 1.30e-05, 1.18e-05, 3.09e-05, 6.28e-05, 3.30e-07, 9.82e-07, 8.55e-07, 5.13e-07, 0.00e+00, 8.40e-12, 2.00e-06, 1.21e-10] []
468600 [3.94e-07, 5.82e-07, 4.16e-07, 3.95e-07, 4.32e-07, 4.75e-07, 6.28e-07, 2.31e-08, 1.08e-10, 8.85e-11, 6.94e-07, 7.17e-07, 5.80e-07, 8.91e-09, 1.66e-08, 1.81e-09, 3.24e-09, 2.19e-09, 1.47e-09, 5.75e-12, 1.93e-08, 2.07e-10] [3.94e-07, 5.82e-07, 4.16e-07, 3.95e-07, 4.32e-07, 4.75e-07, 6.28e-07, 2.31e-08, 1.08e-10, 8.85e-11, 6.94e-07, 7.17e-07, 5.80e-07, 8.91e-09, 1.66e-08, 1.81e-09, 3.24e-09, 2.19e-09, 1.47e-09, 5.75e-12, 1.93e-08, 2.07e-10] []
468700 [2.95e-06, 2.02e-06, 4.90e-07, 1.40e-06, 7.17e-07, 1.33e-06, 7.42e-07, 1.44e-06, 6.69e-10, 1.83e-06, 5.88e-06, 8.30e-06, 3.19e-05, 7.70e-05, 3.68e-06, 1.96e-08, 4.44e-08, 1.28e-07, 1.41e-07, 1.19e-10, 9.48e-07, 7.18e-10] [2.95e-06, 2.02e-06, 4.90e-07, 1.40e-06, 7.17e-07, 1.33e-06, 7.42e-07, 1.44e-06, 6.69e-10, 1.83e-06, 5.88e-06, 8.30e-06, 3.19e-05, 7.70e-05, 3.68e-06, 1.96e-08, 4.44e-08, 1.28e-07, 1.41e-07, 1.19e-10, 9.48e-07, 7.18e-10] []
468800 [3.91e-07, 5.63e-07, 4.17e-07, 4.00e-07, 4.23e-07, 4.67e-07, 6.00e-07, 9.18e-08, 8.19e-11, 3.65e-10, 6.73e-07, 7.07e-07, 5.68e-07, 3.13e-08, 1.04e-08, 1.30e-09, 1.86e-09, 1.09e-09, 0.00e+00, 1.35e-12, 2.05e-07, 1.46e-10] [3.91e-07, 5.63e-07, 4.17e-07, 4.00e-07, 4.23e-07, 4.67e-07, 6.00e-07, 9.18e-08, 8.19e-11, 3.65e-10, 6.73e-07, 7.07e-07, 5.68e-07, 3.13e-08, 1.04e-08, 1.30e-09, 1.86e-09, 1.09e-09, 0.00e+00, 1.35e-12, 2.05e-07, 1.46e-10] []
468900 [8.92e-07, 1.07e-06, 4.72e-07, 1.34e-06, 6.57e-07, 7.89e-07, 7.41e-07, 6.40e-08, 9.89e-09, 1.12e-08, 1.97e-06, 1.83e-06, 5.82e-06, 1.49e-05, 1.50e-06, 6.91e-11, 1.56e-10, 1.92e-08, 2.05e-09, 1.59e-09, 1.65e-08, 1.06e-08] [8.92e-07, 1.07e-06, 4.72e-07, 1.34e-06, 6.57e-07, 7.89e-07, 7.41e-07, 6.40e-08, 9.89e-09, 1.12e-08, 1.97e-06, 1.83e-06, 5.82e-06, 1.49e-05, 1.50e-06, 6.91e-11, 1.56e-10, 1.92e-08, 2.05e-09, 1.59e-09, 1.65e-08, 1.06e-08] []
469000 [3.74e-07, 5.01e-07, 4.00e-07, 3.95e-07, 4.17e-07, 4.21e-07, 5.78e-07, 2.91e-08, 1.07e-09, 1.95e-08, 7.34e-07, 7.27e-07, 1.11e-06, 1.29e-06, 4.80e-08, 1.56e-08, 1.75e-08, 1.81e-08, 4.26e-10, 0.00e+00, 9.02e-09, 2.36e-10] [3.74e-07, 5.01e-07, 4.00e-07, 3.95e-07, 4.17e-07, 4.21e-07, 5.78e-07, 2.91e-08, 1.07e-09, 1.95e-08, 7.34e-07, 7.27e-07, 1.11e-06, 1.29e-06, 4.80e-08, 1.56e-08, 1.75e-08, 1.81e-08, 4.26e-10, 0.00e+00, 9.02e-09, 2.36e-10] []
469100 [9.91e-07, 1.02e-06, 6.49e-07, 8.96e-07, 7.29e-07, 9.33e-07, 7.34e-07, 1.34e-07, 4.97e-07, 4.85e-08, 1.45e-06, 1.63e-06, 1.18e-06, 3.87e-07, 1.16e-09, 9.82e-09, 1.80e-08, 6.66e-10, 1.43e-07, 0.00e+00, 9.47e-07, 8.84e-08] [9.91e-07, 1.02e-06, 6.49e-07, 8.96e-07, 7.29e-07, 9.33e-07, 7.34e-07, 1.34e-07, 4.97e-07, 4.85e-08, 1.45e-06, 1.63e-06, 1.18e-06, 3.87e-07, 1.16e-09, 9.82e-09, 1.80e-08, 6.66e-10, 1.43e-07, 0.00e+00, 9.47e-07, 8.84e-08] []
469200 [3.83e-07, 5.59e-07, 4.53e-07, 4.32e-07, 4.59e-07, 4.90e-07, 6.03e-07, 2.58e-08, 3.55e-10, 4.32e-12, 6.58e-07, 6.54e-07, 5.26e-07, 3.48e-09, 1.18e-08, 2.81e-09, 3.80e-09, 2.30e-09, 1.43e-09, 6.01e-11, 1.91e-08, 3.56e-10] [3.83e-07, 5.59e-07, 4.53e-07, 4.32e-07, 4.59e-07, 4.90e-07, 6.03e-07, 2.58e-08, 3.55e-10, 4.32e-12, 6.58e-07, 6.54e-07, 5.26e-07, 3.48e-09, 1.18e-08, 2.81e-09, 3.80e-09, 2.30e-09, 1.43e-09, 6.01e-11, 1.91e-08, 3.56e-10] []
469300 [1.37e-06, 1.29e-06, 6.36e-07, 8.70e-07, 7.31e-07, 1.03e-06, 8.12e-07, 6.57e-06, 2.35e-07, 2.26e-07, 2.19e-06, 1.92e-06, 2.97e-06, 3.70e-06, 2.37e-09, 1.61e-08, 7.79e-09, 1.44e-08, 6.85e-07, 0.00e+00, 4.34e-06, 5.22e-07] [1.37e-06, 1.29e-06, 6.36e-07, 8.70e-07, 7.31e-07, 1.03e-06, 8.12e-07, 6.57e-06, 2.35e-07, 2.26e-07, 2.19e-06, 1.92e-06, 2.97e-06, 3.70e-06, 2.37e-09, 1.61e-08, 7.79e-09, 1.44e-08, 6.85e-07, 0.00e+00, 4.34e-06, 5.22e-07] []
469400 [3.52e-07, 5.77e-07, 4.24e-07, 4.37e-07, 4.02e-07, 4.70e-07, 6.41e-07, 8.94e-08, 2.30e-05, 7.69e-09, 8.13e-07, 7.81e-07, 7.06e-07, 6.34e-08, 7.61e-09, 2.32e-09, 9.06e-09, 8.64e-09, 1.14e-08, 1.08e-05, 7.09e-08, 4.49e-05] [3.52e-07, 5.77e-07, 4.24e-07, 4.37e-07, 4.02e-07, 4.70e-07, 6.41e-07, 8.94e-08, 2.30e-05, 7.69e-09, 8.13e-07, 7.81e-07, 7.06e-07, 6.34e-08, 7.61e-09, 2.32e-09, 9.06e-09, 8.64e-09, 1.14e-08, 1.08e-05, 7.09e-08, 4.49e-05] []
469500 [2.14e-06, 1.68e-06, 6.99e-07, 7.69e-07, 5.64e-07, 9.67e-07, 6.91e-07, 9.27e-07, 7.60e-09, 1.31e-09, 1.26e-05, 1.03e-05, 1.31e-05, 6.62e-06, 2.42e-08, 0.00e+00, 4.28e-09, 3.53e-08, 6.52e-09, 4.14e-11, 2.16e-08, 5.95e-09] [2.14e-06, 1.68e-06, 6.99e-07, 7.69e-07, 5.64e-07, 9.67e-07, 6.91e-07, 9.27e-07, 7.60e-09, 1.31e-09, 1.26e-05, 1.03e-05, 1.31e-05, 6.62e-06, 2.42e-08, 0.00e+00, 4.28e-09, 3.53e-08, 6.52e-09, 4.14e-11, 2.16e-08, 5.95e-09] []
469600 [3.85e-07, 5.51e-07, 3.94e-07, 3.78e-07, 4.27e-07, 4.56e-07, 6.15e-07, 9.63e-10, 2.42e-10, 1.13e-10, 6.62e-07, 6.75e-07, 5.73e-07, 2.85e-08, 1.68e-08, 3.37e-09, 4.25e-09, 3.75e-09, 4.02e-09, 1.32e-12, 2.95e-08, 4.59e-10] [3.85e-07, 5.51e-07, 3.94e-07, 3.78e-07, 4.27e-07, 4.56e-07, 6.15e-07, 9.63e-10, 2.42e-10, 1.13e-10, 6.62e-07, 6.75e-07, 5.73e-07, 2.85e-08, 1.68e-08, 3.37e-09, 4.25e-09, 3.75e-09, 4.02e-09, 1.32e-12, 2.95e-08, 4.59e-10] []
469700 [1.97e-06, 2.01e-06, 9.04e-07, 1.89e-06, 9.39e-07, 1.86e-06, 7.80e-07, 1.65e-05, 5.79e-08, 3.37e-07, 2.38e-05, 2.12e-05, 3.10e-05, 3.41e-05, 1.32e-07, 8.82e-07, 4.51e-07, 8.29e-07, 4.02e-06, 1.63e-11, 2.31e-05, 3.58e-10] [1.97e-06, 2.01e-06, 9.04e-07, 1.89e-06, 9.39e-07, 1.86e-06, 7.80e-07, 1.65e-05, 5.79e-08, 3.37e-07, 2.38e-05, 2.12e-05, 3.10e-05, 3.41e-05, 1.32e-07, 8.82e-07, 4.51e-07, 8.29e-07, 4.02e-06, 1.63e-11, 2.31e-05, 3.58e-10] []
469800 [3.64e-07, 5.06e-07, 4.26e-07, 3.75e-07, 4.49e-07, 4.55e-07, 6.03e-07, 2.77e-10, 3.49e-11, 3.73e-10, 6.28e-07, 7.14e-07, 5.98e-07, 9.30e-09, 7.99e-09, 1.51e-09, 3.26e-09, 1.88e-09, 3.60e-09, 5.32e-12, 2.60e-08, 1.03e-10] [3.64e-07, 5.06e-07, 4.26e-07, 3.75e-07, 4.49e-07, 4.55e-07, 6.03e-07, 2.77e-10, 3.49e-11, 3.73e-10, 6.28e-07, 7.14e-07, 5.98e-07, 9.30e-09, 7.99e-09, 1.51e-09, 3.26e-09, 1.88e-09, 3.60e-09, 5.32e-12, 2.60e-08, 1.03e-10] []
469900 [1.00e-06, 1.09e-06, 5.29e-07, 7.85e-07, 5.98e-07, 8.73e-07, 7.73e-07, 5.81e-10, 9.72e-09, 6.50e-07, 1.90e-06, 1.70e-06, 1.44e-06, 1.03e-06, 4.41e-08, 9.32e-09, 3.79e-09, 3.95e-09, 6.28e-09, 0.00e+00, 3.68e-08, 3.08e-07] [1.00e-06, 1.09e-06, 5.29e-07, 7.85e-07, 5.98e-07, 8.73e-07, 7.73e-07, 5.81e-10, 9.72e-09, 6.50e-07, 1.90e-06, 1.70e-06, 1.44e-06, 1.03e-06, 4.41e-08, 9.32e-09, 3.79e-09, 3.95e-09, 6.28e-09, 0.00e+00, 3.68e-08, 3.08e-07] []
470000 [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09] [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 54.981198 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
470000 [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09] [3.82e-07, 5.95e-07, 4.34e-07, 3.99e-07, 4.44e-07, 4.69e-07, 6.03e-07, 5.60e-08, 8.12e-11, 4.16e-11, 6.70e-07, 7.03e-07, 5.71e-07, 4.76e-09, 1.70e-08, 3.10e-09, 3.72e-09, 2.59e-09, 2.80e-11, 4.42e-13, 2.10e-08, 1.08e-09] []
470100 [6.56e-06, 2.42e-06, 1.58e-06, 2.19e-06, 1.42e-06, 2.12e-06, 1.54e-06, 8.35e-07, 1.25e-04, 3.66e-06, 1.54e-05, 3.64e-05, 7.14e-05, 2.67e-04, 1.62e-06, 3.15e-06, 7.86e-07, 1.80e-06, 1.13e-07, 2.95e-05, 7.65e-07, 1.14e-04] [6.56e-06, 2.42e-06, 1.58e-06, 2.19e-06, 1.42e-06, 2.12e-06, 1.54e-06, 8.35e-07, 1.25e-04, 3.66e-06, 1.54e-05, 3.64e-05, 7.14e-05, 2.67e-04, 1.62e-06, 3.15e-06, 7.86e-07, 1.80e-06, 1.13e-07, 2.95e-05, 7.65e-07, 1.14e-04] []
470200 [4.11e-07, 5.79e-07, 4.01e-07, 3.84e-07, 4.38e-07, 4.74e-07, 6.16e-07, 8.09e-09, 1.69e-08, 2.70e-10, 6.68e-07, 6.94e-07, 5.77e-07, 1.86e-08, 1.79e-08, 2.63e-09, 2.71e-09, 2.33e-09, 0.00e+00, 0.00e+00, 7.61e-08, 1.35e-08] [4.11e-07, 5.79e-07, 4.01e-07, 3.84e-07, 4.38e-07, 4.74e-07, 6.16e-07, 8.09e-09, 1.69e-08, 2.70e-10, 6.68e-07, 6.94e-07, 5.77e-07, 1.86e-08, 1.79e-08, 2.63e-09, 2.71e-09, 2.33e-09, 0.00e+00, 0.00e+00, 7.61e-08, 1.35e-08] []
470300 [7.82e-07, 9.21e-07, 5.48e-07, 8.31e-07, 6.30e-07, 7.27e-07, 7.18e-07, 8.31e-08, 1.82e-09, 3.46e-08, 1.87e-06, 6.98e-06, 1.63e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.39e-10, 1.23e-09, 5.12e-10, 0.00e+00, 1.03e-08, 9.36e-09] [7.82e-07, 9.21e-07, 5.48e-07, 8.31e-07, 6.30e-07, 7.27e-07, 7.18e-07, 8.31e-08, 1.82e-09, 3.46e-08, 1.87e-06, 6.98e-06, 1.63e-06, 1.58e-05, 0.00e+00, 0.00e+00, 1.39e-10, 1.23e-09, 5.12e-10, 0.00e+00, 1.03e-08, 9.36e-09] []
470400 [2.63e-05, 5.42e-06, 2.69e-06, 3.54e-06, 3.41e-06, 3.26e-06, 2.19e-06, 1.20e-04, 5.60e-06, 3.24e-05, 8.80e-05, 2.56e-04, 5.19e-04, 1.78e-03, 2.87e-05, 2.56e-05, 1.29e-05, 1.01e-05, 3.19e-05, 1.91e-06, 1.57e-04, 8.31e-06] [2.63e-05, 5.42e-06, 2.69e-06, 3.54e-06, 3.41e-06, 3.26e-06, 2.19e-06, 1.20e-04, 5.60e-06, 3.24e-05, 8.80e-05, 2.56e-04, 5.19e-04, 1.78e-03, 2.87e-05, 2.56e-05, 1.29e-05, 1.01e-05, 3.19e-05, 1.91e-06, 1.57e-04, 8.31e-06] []
470500 [4.40e-07, 6.17e-07, 4.41e-07, 3.78e-07, 4.53e-07, 5.23e-07, 6.26e-07, 3.71e-12, 7.85e-08, 1.09e-10, 7.13e-07, 8.26e-07, 6.56e-07, 2.96e-07, 1.61e-09, 3.87e-09, 1.52e-09, 5.16e-10, 2.02e-14, 5.88e-09, 6.99e-08, 3.83e-08] [4.40e-07, 6.17e-07, 4.41e-07, 3.78e-07, 4.53e-07, 5.23e-07, 6.26e-07, 3.71e-12, 7.85e-08, 1.09e-10, 7.13e-07, 8.26e-07, 6.56e-07, 2.96e-07, 1.61e-09, 3.87e-09, 1.52e-09, 5.16e-10, 2.02e-14, 5.88e-09, 6.99e-08, 3.83e-08] []
470600 [1.06e-06, 1.55e-06, 6.05e-07, 1.32e-06, 1.25e-06, 1.58e-06, 1.25e-06, 3.73e-06, 1.55e-07, 1.80e-07, 2.96e-06, 5.63e-05, 2.22e-05, 3.92e-05, 0.00e+00, 1.09e-07, 1.11e-09, 1.81e-09, 0.00e+00, 1.26e-08, 1.15e-06, 7.58e-08] [1.06e-06, 1.55e-06, 6.05e-07, 1.32e-06, 1.25e-06, 1.58e-06, 1.25e-06, 3.73e-06, 1.55e-07, 1.80e-07, 2.96e-06, 5.63e-05, 2.22e-05, 3.92e-05, 0.00e+00, 1.09e-07, 1.11e-09, 1.81e-09, 0.00e+00, 1.26e-08, 1.15e-06, 7.58e-08] []
470700 [3.65e-07, 5.23e-07, 4.30e-07, 3.81e-07, 4.31e-07, 4.37e-07, 5.87e-07, 4.35e-09, 9.64e-10, 5.37e-11, 6.29e-07, 6.97e-07, 5.93e-07, 1.19e-08, 1.23e-08, 1.86e-09, 3.98e-09, 3.01e-09, 1.65e-09, 0.00e+00, 1.64e-08, 1.36e-09] [3.65e-07, 5.23e-07, 4.30e-07, 3.81e-07, 4.31e-07, 4.37e-07, 5.87e-07, 4.35e-09, 9.64e-10, 5.37e-11, 6.29e-07, 6.97e-07, 5.93e-07, 1.19e-08, 1.23e-08, 1.86e-09, 3.98e-09, 3.01e-09, 1.65e-09, 0.00e+00, 1.64e-08, 1.36e-09] []
470800 [9.10e-07, 1.05e-06, 4.15e-07, 8.41e-07, 6.75e-07, 7.82e-07, 8.29e-07, 2.64e-07, 1.77e-08, 5.18e-11, 1.52e-06, 2.87e-06, 8.29e-06, 5.81e-06, 3.75e-07, 7.09e-09, 1.44e-08, 4.75e-09, 1.44e-09, 1.55e-10, 4.21e-07, 6.21e-10] [9.10e-07, 1.05e-06, 4.15e-07, 8.41e-07, 6.75e-07, 7.82e-07, 8.29e-07, 2.64e-07, 1.77e-08, 5.18e-11, 1.52e-06, 2.87e-06, 8.29e-06, 5.81e-06, 3.75e-07, 7.09e-09, 1.44e-08, 4.75e-09, 1.44e-09, 1.55e-10, 4.21e-07, 6.21e-10] []
470900 [3.63e-07, 5.55e-07, 4.07e-07, 4.03e-07, 4.12e-07, 4.46e-07, 6.21e-07, 2.54e-08, 1.50e-09, 5.03e-10, 6.61e-07, 6.80e-07, 5.49e-07, 1.91e-08, 1.16e-08, 2.07e-09, 3.27e-09, 2.08e-09, 1.25e-11, 3.00e-11, 2.17e-08, 3.05e-10] [3.63e-07, 5.55e-07, 4.07e-07, 4.03e-07, 4.12e-07, 4.46e-07, 6.21e-07, 2.54e-08, 1.50e-09, 5.03e-10, 6.61e-07, 6.80e-07, 5.49e-07, 1.91e-08, 1.16e-08, 2.07e-09, 3.27e-09, 2.08e-09, 1.25e-11, 3.00e-11, 2.17e-08, 3.05e-10] []
471000 [8.43e-07, 9.66e-07, 4.93e-07, 9.87e-07, 4.26e-07, 7.23e-07, 6.54e-07, 3.14e-07, 1.13e-10, 6.06e-08, 2.66e-06, 4.22e-06, 5.39e-06, 7.65e-07, 8.68e-07, 0.00e+00, 0.00e+00, 1.13e-11, 0.00e+00, 0.00e+00, 3.23e-06, 5.06e-09] [8.43e-07, 9.66e-07, 4.93e-07, 9.87e-07, 4.26e-07, 7.23e-07, 6.54e-07, 3.14e-07, 1.13e-10, 6.06e-08, 2.66e-06, 4.22e-06, 5.39e-06, 7.65e-07, 8.68e-07, 0.00e+00, 0.00e+00, 1.13e-11, 0.00e+00, 0.00e+00, 3.23e-06, 5.06e-09] []
471100 [9.05e-07, 7.04e-07, 4.59e-07, 5.66e-07, 3.28e-07, 5.47e-07, 5.44e-07, 3.86e-07, 3.68e-09, 6.36e-07, 3.02e-06, 7.26e-06, 2.16e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-06, 7.69e-09] [9.05e-07, 7.04e-07, 4.59e-07, 5.66e-07, 3.28e-07, 5.47e-07, 5.44e-07, 3.86e-07, 3.68e-09, 6.36e-07, 3.02e-06, 7.26e-06, 2.16e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-06, 7.69e-09] []
471200 [8.17e-07, 1.99e-06, 1.17e-06, 1.41e-06, 1.36e-06, 1.29e-06, 9.10e-07, 1.59e-07, 7.77e-09, 8.44e-12, 1.21e-06, 2.06e-06, 1.58e-06, 2.26e-06, 7.40e-08, 5.59e-07, 4.94e-09, 0.00e+00, 3.04e-10, 5.21e-10, 1.49e-08, 3.82e-09] [8.17e-07, 1.99e-06, 1.17e-06, 1.41e-06, 1.36e-06, 1.29e-06, 9.10e-07, 1.59e-07, 7.77e-09, 8.44e-12, 1.21e-06, 2.06e-06, 1.58e-06, 2.26e-06, 7.40e-08, 5.59e-07, 4.94e-09, 0.00e+00, 3.04e-10, 5.21e-10, 1.49e-08, 3.82e-09] []
471300 [5.02e-07, 8.87e-07, 7.86e-07, 8.52e-07, 6.67e-07, 8.57e-07, 5.64e-07, 2.96e-11, 2.53e-10, 1.03e-10, 6.89e-07, 5.79e-07, 5.14e-07, 8.96e-09, 1.23e-08, 4.88e-09, 6.03e-09, 4.57e-09, 7.18e-10, 5.61e-11, 1.09e-08, 2.94e-10] [5.02e-07, 8.87e-07, 7.86e-07, 8.52e-07, 6.67e-07, 8.57e-07, 5.64e-07, 2.96e-11, 2.53e-10, 1.03e-10, 6.89e-07, 5.79e-07, 5.14e-07, 8.96e-09, 1.23e-08, 4.88e-09, 6.03e-09, 4.57e-09, 7.18e-10, 5.61e-11, 1.09e-08, 2.94e-10] []
471400 [3.01e-06, 1.82e-06, 1.00e-06, 1.96e-06, 9.02e-07, 1.14e-06, 9.20e-07, 2.21e-06, 3.75e-05, 1.45e-06, 4.16e-06, 1.40e-05, 1.64e-05, 6.20e-05, 5.96e-07, 1.26e-06, 4.83e-07, 5.92e-07, 0.00e+00, 5.20e-06, 2.69e-06, 2.20e-05] [3.01e-06, 1.82e-06, 1.00e-06, 1.96e-06, 9.02e-07, 1.14e-06, 9.20e-07, 2.21e-06, 3.75e-05, 1.45e-06, 4.16e-06, 1.40e-05, 1.64e-05, 6.20e-05, 5.96e-07, 1.26e-06, 4.83e-07, 5.92e-07, 0.00e+00, 5.20e-06, 2.69e-06, 2.20e-05] []
471500 [4.86e-07, 7.19e-07, 5.39e-07, 6.37e-07, 5.33e-07, 6.10e-07, 5.52e-07, 9.93e-10, 8.59e-09, 3.92e-11, 7.27e-07, 7.06e-07, 6.08e-07, 1.15e-08, 1.89e-08, 4.10e-09, 4.48e-09, 3.09e-09, 7.53e-12, 1.30e-09, 2.20e-08, 8.83e-09] [4.86e-07, 7.19e-07, 5.39e-07, 6.37e-07, 5.33e-07, 6.10e-07, 5.52e-07, 9.93e-10, 8.59e-09, 3.92e-11, 7.27e-07, 7.06e-07, 6.08e-07, 1.15e-08, 1.89e-08, 4.10e-09, 4.48e-09, 3.09e-09, 7.53e-12, 1.30e-09, 2.20e-08, 8.83e-09] []
471600 [6.41e-06, 3.48e-06, 1.57e-06, 1.63e-06, 1.96e-06, 1.62e-06, 1.20e-06, 1.63e-05, 1.13e-07, 7.20e-06, 1.66e-05, 3.88e-05, 1.28e-04, 3.37e-04, 3.40e-06, 3.60e-06, 1.25e-06, 2.40e-06, 2.36e-06, 3.29e-09, 1.35e-05, 1.99e-08] [6.41e-06, 3.48e-06, 1.57e-06, 1.63e-06, 1.96e-06, 1.62e-06, 1.20e-06, 1.63e-05, 1.13e-07, 7.20e-06, 1.66e-05, 3.88e-05, 1.28e-04, 3.37e-04, 3.40e-06, 3.60e-06, 1.25e-06, 2.40e-06, 2.36e-06, 3.29e-09, 1.35e-05, 1.99e-08] []
471700 [5.05e-07, 6.79e-07, 5.02e-07, 5.68e-07, 5.23e-07, 5.97e-07, 5.59e-07, 1.82e-09, 2.20e-09, 1.29e-09, 7.45e-07, 7.79e-07, 6.49e-07, 4.31e-08, 1.72e-08, 3.16e-09, 4.66e-09, 2.68e-09, 3.39e-11, 0.00e+00, 2.76e-08, 5.90e-10] [5.05e-07, 6.79e-07, 5.02e-07, 5.68e-07, 5.23e-07, 5.97e-07, 5.59e-07, 1.82e-09, 2.20e-09, 1.29e-09, 7.45e-07, 7.79e-07, 6.49e-07, 4.31e-08, 1.72e-08, 3.16e-09, 4.66e-09, 2.68e-09, 3.39e-11, 0.00e+00, 2.76e-08, 5.90e-10] []
471800 [1.20e-05, 4.31e-06, 1.99e-06, 2.78e-06, 1.89e-06, 2.69e-06, 1.43e-06, 6.99e-06, 2.26e-05, 1.81e-05, 4.16e-05, 8.70e-05, 1.94e-04, 6.52e-04, 1.38e-05, 4.53e-06, 3.01e-06, 2.28e-06, 1.72e-06, 0.00e+00, 1.02e-05, 1.44e-06] [1.20e-05, 4.31e-06, 1.99e-06, 2.78e-06, 1.89e-06, 2.69e-06, 1.43e-06, 6.99e-06, 2.26e-05, 1.81e-05, 4.16e-05, 8.70e-05, 1.94e-04, 6.52e-04, 1.38e-05, 4.53e-06, 3.01e-06, 2.28e-06, 1.72e-06, 0.00e+00, 1.02e-05, 1.44e-06] []
471900 [4.36e-07, 5.35e-07, 4.00e-07, 4.69e-07, 4.77e-07, 5.16e-07, 5.97e-07, 1.42e-07, 1.38e-06, 4.01e-10, 7.11e-07, 7.00e-07, 6.12e-07, 2.31e-08, 1.48e-08, 3.84e-09, 5.31e-09, 3.96e-09, 5.31e-10, 0.00e+00, 1.44e-08, 9.00e-07] [4.36e-07, 5.35e-07, 4.00e-07, 4.69e-07, 4.77e-07, 5.16e-07, 5.97e-07, 1.42e-07, 1.38e-06, 4.01e-10, 7.11e-07, 7.00e-07, 6.12e-07, 2.31e-08, 1.48e-08, 3.84e-09, 5.31e-09, 3.96e-09, 5.31e-10, 0.00e+00, 1.44e-08, 9.00e-07] []
472000 [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08] [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 57.434790 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
472000 [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08] [1.26e-06, 9.88e-07, 8.53e-07, 1.20e-06, 6.66e-07, 9.50e-07, 7.30e-07, 2.63e-06, 1.41e-08, 5.09e-09, 9.87e-06, 6.89e-06, 1.31e-05, 2.60e-06, 3.01e-08, 3.63e-08, 2.62e-07, 5.04e-08, 5.04e-07, 0.00e+00, 3.33e-06, 4.34e-08] []
472100 [4.08e-07, 5.03e-07, 4.65e-07, 4.71e-07, 5.09e-07, 5.14e-07, 5.89e-07, 3.72e-09, 9.81e-12, 1.13e-10, 6.95e-07, 7.05e-07, 5.95e-07, 9.55e-09, 1.15e-08, 3.40e-09, 6.06e-09, 3.35e-09, 6.29e-10, 5.35e-14, 1.25e-08, 3.15e-10] [4.08e-07, 5.03e-07, 4.65e-07, 4.71e-07, 5.09e-07, 5.14e-07, 5.89e-07, 3.72e-09, 9.81e-12, 1.13e-10, 6.95e-07, 7.05e-07, 5.95e-07, 9.55e-09, 1.15e-08, 3.40e-09, 6.06e-09, 3.35e-09, 6.29e-10, 5.35e-14, 1.25e-08, 3.15e-10] []
472200 [6.63e-06, 2.69e-06, 7.65e-07, 3.25e-06, 1.57e-06, 2.55e-06, 1.53e-06, 1.60e-07, 1.81e-07, 1.60e-06, 5.66e-05, 7.68e-05, 1.14e-04, 8.82e-05, 0.00e+00, 2.59e-08, 0.00e+00, 1.66e-09, 8.71e-10, 4.29e-08, 3.72e-07, 2.35e-07] [6.63e-06, 2.69e-06, 7.65e-07, 3.25e-06, 1.57e-06, 2.55e-06, 1.53e-06, 1.60e-07, 1.81e-07, 1.60e-06, 5.66e-05, 7.68e-05, 1.14e-04, 8.82e-05, 0.00e+00, 2.59e-08, 0.00e+00, 1.66e-09, 8.71e-10, 4.29e-08, 3.72e-07, 2.35e-07] []
472300 [5.32e-07, 6.77e-07, 6.05e-07, 5.94e-07, 6.62e-07, 6.20e-07, 6.57e-07, 9.97e-08, 1.41e-10, 1.41e-10, 7.88e-07, 8.80e-07, 7.35e-07, 3.41e-08, 1.22e-08, 2.42e-09, 5.61e-09, 2.36e-09, 4.96e-11, 0.00e+00, 4.40e-08, 2.38e-09] [5.32e-07, 6.77e-07, 6.05e-07, 5.94e-07, 6.62e-07, 6.20e-07, 6.57e-07, 9.97e-08, 1.41e-10, 1.41e-10, 7.88e-07, 8.80e-07, 7.35e-07, 3.41e-08, 1.22e-08, 2.42e-09, 5.61e-09, 2.36e-09, 4.96e-11, 0.00e+00, 4.40e-08, 2.38e-09] []
472400 [3.27e-07, 5.15e-07, 3.79e-07, 4.51e-07, 4.07e-07, 4.34e-07, 6.26e-07, 6.39e-07, 7.97e-05, 3.97e-08, 8.05e-07, 1.14e-06, 1.44e-06, 2.09e-06, 3.60e-09, 0.00e+00, 4.98e-09, 0.00e+00, 6.89e-08, 4.83e-07, 4.53e-07, 7.70e-07] [3.27e-07, 5.15e-07, 3.79e-07, 4.51e-07, 4.07e-07, 4.34e-07, 6.26e-07, 6.39e-07, 7.97e-05, 3.97e-08, 8.05e-07, 1.14e-06, 1.44e-06, 2.09e-06, 3.60e-09, 0.00e+00, 4.98e-09, 0.00e+00, 6.89e-08, 4.83e-07, 4.53e-07, 7.70e-07] []
472500 [8.68e-07, 7.75e-07, 4.92e-07, 5.96e-07, 7.25e-07, 6.54e-07, 7.71e-07, 6.09e-07, 7.41e-05, 2.88e-07, 1.48e-06, 1.82e-06, 2.83e-06, 8.86e-06, 1.43e-07, 7.34e-08, 3.88e-08, 4.47e-08, 3.56e-08, 0.00e+00, 2.31e-07, 8.32e-05] [8.68e-07, 7.75e-07, 4.92e-07, 5.96e-07, 7.25e-07, 6.54e-07, 7.71e-07, 6.09e-07, 7.41e-05, 2.88e-07, 1.48e-06, 1.82e-06, 2.83e-06, 8.86e-06, 1.43e-07, 7.34e-08, 3.88e-08, 4.47e-08, 3.56e-08, 0.00e+00, 2.31e-07, 8.32e-05] []
472600 [1.84e-06, 1.03e-06, 4.87e-07, 6.86e-07, 4.59e-07, 7.75e-07, 5.95e-07, 2.78e-06, 1.76e-08, 1.75e-06, 4.04e-06, 1.76e-05, 2.64e-05, 1.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-06, 3.69e-08] [1.84e-06, 1.03e-06, 4.87e-07, 6.86e-07, 4.59e-07, 7.75e-07, 5.95e-07, 2.78e-06, 1.76e-08, 1.75e-06, 4.04e-06, 1.76e-05, 2.64e-05, 1.00e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.62e-06, 3.69e-08] []
472700 [6.26e-07, 7.80e-07, 4.90e-07, 5.09e-07, 5.97e-07, 6.37e-07, 6.82e-07, 9.85e-08, 6.52e-11, 5.51e-10, 8.85e-07, 9.70e-07, 7.82e-07, 1.22e-07, 1.04e-08, 1.30e-09, 2.19e-09, 3.62e-09, 2.40e-08, 8.65e-12, 1.46e-07, 1.34e-10] [6.26e-07, 7.80e-07, 4.90e-07, 5.09e-07, 5.97e-07, 6.37e-07, 6.82e-07, 9.85e-08, 6.52e-11, 5.51e-10, 8.85e-07, 9.70e-07, 7.82e-07, 1.22e-07, 1.04e-08, 1.30e-09, 2.19e-09, 3.62e-09, 2.40e-08, 8.65e-12, 1.46e-07, 1.34e-10] []
472800 [3.69e-07, 4.93e-07, 3.99e-07, 3.67e-07, 4.69e-07, 4.21e-07, 5.87e-07, 1.42e-09, 7.43e-12, 1.62e-08, 7.28e-07, 7.10e-07, 7.39e-07, 9.01e-07, 4.60e-08, 1.36e-08, 1.65e-08, 1.55e-08, 4.91e-09, 5.54e-13, 3.46e-08, 2.73e-10] [3.69e-07, 4.93e-07, 3.99e-07, 3.67e-07, 4.69e-07, 4.21e-07, 5.87e-07, 1.42e-09, 7.43e-12, 1.62e-08, 7.28e-07, 7.10e-07, 7.39e-07, 9.01e-07, 4.60e-08, 1.36e-08, 1.65e-08, 1.55e-08, 4.91e-09, 5.54e-13, 3.46e-08, 2.73e-10] []
472900 [7.05e-07, 7.88e-07, 4.87e-07, 5.04e-07, 6.28e-07, 6.70e-07, 6.80e-07, 2.99e-07, 7.12e-10, 2.01e-09, 1.50e-06, 1.35e-06, 2.51e-06, 1.22e-06, 2.29e-08, 4.23e-09, 3.05e-08, 5.20e-08, 0.00e+00, 1.04e-13, 1.35e-06, 1.20e-10] [7.05e-07, 7.88e-07, 4.87e-07, 5.04e-07, 6.28e-07, 6.70e-07, 6.80e-07, 2.99e-07, 7.12e-10, 2.01e-09, 1.50e-06, 1.35e-06, 2.51e-06, 1.22e-06, 2.29e-08, 4.23e-09, 3.05e-08, 5.20e-08, 0.00e+00, 1.04e-13, 1.35e-06, 1.20e-10] []
473000 [3.97e-07, 5.01e-07, 4.05e-07, 3.64e-07, 4.82e-07, 4.23e-07, 5.78e-07, 6.66e-09, 6.41e-12, 4.27e-08, 7.98e-07, 8.26e-07, 1.43e-06, 2.48e-06, 6.84e-08, 2.25e-08, 2.64e-08, 2.62e-08, 2.91e-09, 5.76e-11, 2.33e-08, 2.88e-10] [3.97e-07, 5.01e-07, 4.05e-07, 3.64e-07, 4.82e-07, 4.23e-07, 5.78e-07, 6.66e-09, 6.41e-12, 4.27e-08, 7.98e-07, 8.26e-07, 1.43e-06, 2.48e-06, 6.84e-08, 2.25e-08, 2.64e-08, 2.62e-08, 2.91e-09, 5.76e-11, 2.33e-08, 2.88e-10] []
473100 [6.85e-07, 8.19e-07, 5.05e-07, 5.53e-07, 5.91e-07, 6.21e-07, 6.39e-07, 2.32e-08, 9.68e-10, 4.65e-09, 1.35e-06, 1.13e-06, 1.30e-06, 6.95e-07, 9.67e-08, 0.00e+00, 1.40e-08, 1.14e-08, 2.42e-08, 6.19e-11, 1.46e-07, 4.17e-10] [6.85e-07, 8.19e-07, 5.05e-07, 5.53e-07, 5.91e-07, 6.21e-07, 6.39e-07, 2.32e-08, 9.68e-10, 4.65e-09, 1.35e-06, 1.13e-06, 1.30e-06, 6.95e-07, 9.67e-08, 0.00e+00, 1.40e-08, 1.14e-08, 2.42e-08, 6.19e-11, 1.46e-07, 4.17e-10] []
473200 [5.93e-06, 2.10e-06, 8.56e-07, 1.74e-06, 5.95e-07, 1.42e-06, 6.14e-07, 5.04e-05, 1.35e-06, 4.27e-06, 3.50e-05, 6.34e-05, 2.08e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 2.08e-06] [5.93e-06, 2.10e-06, 8.56e-07, 1.74e-06, 5.95e-07, 1.42e-06, 6.14e-07, 5.04e-05, 1.35e-06, 4.27e-06, 3.50e-05, 6.34e-05, 2.08e-04, 3.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 2.08e-06] []
473300 [4.87e-07, 6.16e-07, 4.36e-07, 3.89e-07, 5.25e-07, 5.17e-07, 6.21e-07, 6.20e-09, 3.32e-07, 4.13e-09, 8.68e-07, 8.46e-07, 1.23e-06, 5.61e-07, 1.81e-08, 5.92e-09, 9.96e-09, 1.46e-08, 1.50e-10, 2.43e-09, 1.48e-08, 2.17e-08] [4.87e-07, 6.16e-07, 4.36e-07, 3.89e-07, 5.25e-07, 5.17e-07, 6.21e-07, 6.20e-09, 3.32e-07, 4.13e-09, 8.68e-07, 8.46e-07, 1.23e-06, 5.61e-07, 1.81e-08, 5.92e-09, 9.96e-09, 1.46e-08, 1.50e-10, 2.43e-09, 1.48e-08, 2.17e-08] []
473400 [3.44e-06, 1.66e-06, 5.98e-07, 9.37e-07, 8.65e-07, 1.06e-06, 7.66e-07, 5.14e-06, 3.69e-08, 4.75e-06, 4.94e-06, 1.91e-05, 2.74e-05, 1.07e-04, 2.56e-06, 1.01e-06, 3.59e-07, 4.00e-07, 6.13e-07, 2.79e-09, 3.93e-06, 1.82e-08] [3.44e-06, 1.66e-06, 5.98e-07, 9.37e-07, 8.65e-07, 1.06e-06, 7.66e-07, 5.14e-06, 3.69e-08, 4.75e-06, 4.94e-06, 1.91e-05, 2.74e-05, 1.07e-04, 2.56e-06, 1.01e-06, 3.59e-07, 4.00e-07, 6.13e-07, 2.79e-09, 3.93e-06, 1.82e-08] []
473500 [3.75e-07, 5.21e-07, 4.02e-07, 3.60e-07, 4.47e-07, 4.37e-07, 5.70e-07, 2.01e-08, 6.41e-14, 1.77e-11, 6.66e-07, 6.65e-07, 5.33e-07, 1.08e-08, 1.28e-08, 2.68e-09, 4.51e-09, 3.09e-09, 4.79e-11, 3.57e-11, 2.12e-08, 1.98e-10] [3.75e-07, 5.21e-07, 4.02e-07, 3.60e-07, 4.47e-07, 4.37e-07, 5.70e-07, 2.01e-08, 6.41e-14, 1.77e-11, 6.66e-07, 6.65e-07, 5.33e-07, 1.08e-08, 1.28e-08, 2.68e-09, 4.51e-09, 3.09e-09, 4.79e-11, 3.57e-11, 2.12e-08, 1.98e-10] []
473600 [1.86e-06, 2.01e-06, 2.98e-06, 6.06e-06, 2.77e-06, 1.94e-06, 2.01e-06, 2.55e-06, 1.36e-06, 1.71e-07, 2.97e-06, 4.19e-06, 1.78e-06, 4.30e-06, 6.60e-06, 8.29e-07, 2.79e-08, 5.19e-09, 3.02e-06, 0.00e+00, 1.72e-05, 1.50e-06] [1.86e-06, 2.01e-06, 2.98e-06, 6.06e-06, 2.77e-06, 1.94e-06, 2.01e-06, 2.55e-06, 1.36e-06, 1.71e-07, 2.97e-06, 4.19e-06, 1.78e-06, 4.30e-06, 6.60e-06, 8.29e-07, 2.79e-08, 5.19e-09, 3.02e-06, 0.00e+00, 1.72e-05, 1.50e-06] []
473700 [6.04e-07, 9.48e-07, 1.35e-06, 1.80e-06, 9.62e-07, 9.25e-07, 1.16e-06, 1.25e-07, 1.41e-10, 1.67e-10, 7.09e-07, 8.67e-07, 7.62e-07, 9.57e-09, 6.93e-09, 7.72e-09, 4.88e-09, 2.88e-09, 3.42e-11, 5.98e-13, 3.26e-08, 9.96e-11] [6.04e-07, 9.48e-07, 1.35e-06, 1.80e-06, 9.62e-07, 9.25e-07, 1.16e-06, 1.25e-07, 1.41e-10, 1.67e-10, 7.09e-07, 8.67e-07, 7.62e-07, 9.57e-09, 6.93e-09, 7.72e-09, 4.88e-09, 2.88e-09, 3.42e-11, 5.98e-13, 3.26e-08, 9.96e-11] []
473800 [4.18e-07, 6.59e-07, 6.78e-07, 7.20e-07, 6.91e-07, 4.87e-07, 8.14e-07, 4.40e-09, 4.63e-07, 2.56e-14, 5.83e-07, 6.57e-07, 5.83e-07, 6.34e-09, 3.45e-09, 2.12e-09, 4.57e-09, 3.35e-09, 1.20e-09, 6.42e-08, 1.02e-08, 3.53e-07] [4.18e-07, 6.59e-07, 6.78e-07, 7.20e-07, 6.91e-07, 4.87e-07, 8.14e-07, 4.40e-09, 4.63e-07, 2.56e-14, 5.83e-07, 6.57e-07, 5.83e-07, 6.34e-09, 3.45e-09, 2.12e-09, 4.57e-09, 3.35e-09, 1.20e-09, 6.42e-08, 1.02e-08, 3.53e-07] []
473900 [6.41e-07, 8.02e-07, 5.24e-07, 7.14e-07, 6.49e-07, 5.69e-07, 8.66e-07, 9.44e-09, 9.39e-08, 1.06e-10, 8.18e-07, 7.62e-07, 6.54e-07, 3.83e-08, 3.01e-09, 3.71e-09, 2.47e-10, 6.69e-10, 3.13e-09, 5.74e-09, 2.30e-08, 3.74e-08] [6.41e-07, 8.02e-07, 5.24e-07, 7.14e-07, 6.49e-07, 5.69e-07, 8.66e-07, 9.44e-09, 9.39e-08, 1.06e-10, 8.18e-07, 7.62e-07, 6.54e-07, 3.83e-08, 3.01e-09, 3.71e-09, 2.47e-10, 6.69e-10, 3.13e-09, 5.74e-09, 2.30e-08, 3.74e-08] []
474000 [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07] [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.940176 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
474000 [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07] [2.85e-06, 2.20e-06, 1.45e-06, 3.30e-06, 1.03e-06, 2.52e-06, 8.45e-07, 8.91e-06, 1.64e-07, 8.97e-07, 5.20e-06, 1.35e-05, 4.09e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 0.00e+00, 1.02e-05, 2.60e-07] []
474100 [5.41e-07, 7.07e-07, 4.28e-07, 4.69e-07, 6.14e-07, 5.63e-07, 7.22e-07, 4.65e-08, 9.87e-11, 6.44e-11, 7.81e-07, 8.28e-07, 6.60e-07, 4.19e-08, 1.72e-08, 1.78e-09, 2.56e-09, 2.51e-09, 0.00e+00, 6.10e-13, 1.41e-07, 1.41e-10] [5.41e-07, 7.07e-07, 4.28e-07, 4.69e-07, 6.14e-07, 5.63e-07, 7.22e-07, 4.65e-08, 9.87e-11, 6.44e-11, 7.81e-07, 8.28e-07, 6.60e-07, 4.19e-08, 1.72e-08, 1.78e-09, 2.56e-09, 2.51e-09, 0.00e+00, 6.10e-13, 1.41e-07, 1.41e-10] []
474200 [9.00e-05, 1.76e-05, 8.56e-06, 1.32e-05, 1.28e-05, 1.11e-05, 7.50e-06, 3.28e-04, 6.32e-06, 1.34e-04, 2.73e-04, 9.68e-04, 1.50e-03, 6.33e-03, 1.17e-04, 1.15e-04, 4.62e-05, 3.55e-05, 8.90e-05, 3.34e-06, 4.07e-04, 1.40e-05] [9.00e-05, 1.76e-05, 8.56e-06, 1.32e-05, 1.28e-05, 1.11e-05, 7.50e-06, 3.28e-04, 6.32e-06, 1.34e-04, 2.73e-04, 9.68e-04, 1.50e-03, 6.33e-03, 1.17e-04, 1.15e-04, 4.62e-05, 3.55e-05, 8.90e-05, 3.34e-06, 4.07e-04, 1.40e-05] []
474300 [5.92e-07, 7.36e-07, 4.29e-07, 4.74e-07, 6.09e-07, 6.04e-07, 7.06e-07, 2.58e-08, 3.16e-09, 7.21e-10, 8.40e-07, 8.50e-07, 7.04e-07, 6.54e-08, 2.61e-08, 4.93e-09, 3.55e-09, 4.94e-09, 2.35e-09, 0.00e+00, 2.14e-08, 5.16e-10] [5.92e-07, 7.36e-07, 4.29e-07, 4.74e-07, 6.09e-07, 6.04e-07, 7.06e-07, 2.58e-08, 3.16e-09, 7.21e-10, 8.40e-07, 8.50e-07, 7.04e-07, 6.54e-08, 2.61e-08, 4.93e-09, 3.55e-09, 4.94e-09, 2.35e-09, 0.00e+00, 2.14e-08, 5.16e-10] []
474400 [1.25e-05, 4.19e-06, 1.27e-06, 2.91e-06, 1.01e-06, 2.68e-06, 7.53e-07, 7.44e-05, 2.65e-06, 1.08e-05, 4.47e-05, 1.22e-04, 2.75e-04, 7.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 1.42e-04, 1.48e-05] [1.25e-05, 4.19e-06, 1.27e-06, 2.91e-06, 1.01e-06, 2.68e-06, 7.53e-07, 7.44e-05, 2.65e-06, 1.08e-05, 4.47e-05, 1.22e-04, 2.75e-04, 7.19e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-08, 1.42e-04, 1.48e-05] []
474500 [4.89e-07, 6.26e-07, 3.41e-07, 4.16e-07, 5.15e-07, 5.52e-07, 7.16e-07, 7.89e-10, 7.53e-08, 1.79e-08, 7.40e-07, 8.70e-07, 8.03e-07, 5.60e-07, 8.78e-09, 0.00e+00, 8.89e-10, 4.39e-10, 4.27e-10, 3.82e-11, 9.40e-09, 7.15e-10] [4.89e-07, 6.26e-07, 3.41e-07, 4.16e-07, 5.15e-07, 5.52e-07, 7.16e-07, 7.89e-10, 7.53e-08, 1.79e-08, 7.40e-07, 8.70e-07, 8.03e-07, 5.60e-07, 8.78e-09, 0.00e+00, 8.89e-10, 4.39e-10, 4.27e-10, 3.82e-11, 9.40e-09, 7.15e-10] []
474600 [6.52e-06, 4.25e-06, 1.54e-06, 1.57e-06, 2.09e-06, 1.82e-06, 1.38e-06, 9.91e-06, 1.48e-08, 1.35e-05, 6.58e-05, 5.45e-05, 5.21e-05, 4.41e-04, 8.66e-06, 3.70e-06, 1.82e-06, 1.79e-06, 1.81e-07, 2.60e-09, 1.06e-06, 1.76e-08] [6.52e-06, 4.25e-06, 1.54e-06, 1.57e-06, 2.09e-06, 1.82e-06, 1.38e-06, 9.91e-06, 1.48e-08, 1.35e-05, 6.58e-05, 5.45e-05, 5.21e-05, 4.41e-04, 8.66e-06, 3.70e-06, 1.82e-06, 1.79e-06, 1.81e-07, 2.60e-09, 1.06e-06, 1.76e-08] []
474700 [4.89e-07, 5.57e-07, 4.81e-07, 4.32e-07, 5.13e-07, 5.64e-07, 6.86e-07, 1.99e-07, 2.80e-12, 8.80e-08, 4.37e-06, 1.94e-06, 3.77e-06, 6.16e-07, 1.70e-08, 4.90e-09, 1.86e-08, 3.33e-08, 5.34e-09, 1.31e-10, 4.16e-08, 7.73e-10] [4.89e-07, 5.57e-07, 4.81e-07, 4.32e-07, 5.13e-07, 5.64e-07, 6.86e-07, 1.99e-07, 2.80e-12, 8.80e-08, 4.37e-06, 1.94e-06, 3.77e-06, 6.16e-07, 1.70e-08, 4.90e-09, 1.86e-08, 3.33e-08, 5.34e-09, 1.31e-10, 4.16e-08, 7.73e-10] []
474800 [8.49e-06, 4.40e-06, 2.54e-06, 1.97e-06, 2.50e-06, 1.50e-06, 1.51e-06, 3.97e-06, 1.49e-08, 5.77e-06, 3.98e-05, 7.30e-05, 2.36e-04, 6.33e-04, 4.48e-06, 7.47e-06, 5.46e-06, 4.51e-06, 0.00e+00, 4.27e-09, 2.35e-06, 2.70e-08] [8.49e-06, 4.40e-06, 2.54e-06, 1.97e-06, 2.50e-06, 1.50e-06, 1.51e-06, 3.97e-06, 1.49e-08, 5.77e-06, 3.98e-05, 7.30e-05, 2.36e-04, 6.33e-04, 4.48e-06, 7.47e-06, 5.46e-06, 4.51e-06, 0.00e+00, 4.27e-09, 2.35e-06, 2.70e-08] []
474900 [4.65e-07, 6.29e-07, 3.92e-07, 3.60e-07, 5.41e-07, 5.26e-07, 6.52e-07, 1.01e-07, 3.23e-10, 6.02e-11, 7.31e-07, 7.95e-07, 6.41e-07, 2.67e-08, 1.61e-08, 1.35e-09, 2.69e-09, 1.73e-09, 2.90e-10, 1.95e-12, 1.53e-08, 1.21e-10] [4.65e-07, 6.29e-07, 3.92e-07, 3.60e-07, 5.41e-07, 5.26e-07, 6.52e-07, 1.01e-07, 3.23e-10, 6.02e-11, 7.31e-07, 7.95e-07, 6.41e-07, 2.67e-08, 1.61e-08, 1.35e-09, 2.69e-09, 1.73e-09, 2.90e-10, 1.95e-12, 1.53e-08, 1.21e-10] []
475000 [8.05e-05, 1.52e-05, 7.63e-06, 1.19e-05, 1.13e-05, 9.63e-06, 6.62e-06, 3.70e-04, 2.01e-06, 1.09e-04, 2.48e-04, 8.54e-04, 1.39e-03, 5.57e-03, 9.97e-05, 1.01e-04, 4.17e-05, 3.24e-05, 1.04e-04, 5.37e-07, 4.69e-04, 2.51e-06] [8.05e-05, 1.52e-05, 7.63e-06, 1.19e-05, 1.13e-05, 9.63e-06, 6.62e-06, 3.70e-04, 2.01e-06, 1.09e-04, 2.48e-04, 8.54e-04, 1.39e-03, 5.57e-03, 9.97e-05, 1.01e-04, 4.17e-05, 3.24e-05, 1.04e-04, 5.37e-07, 4.69e-04, 2.51e-06] []
475100 [6.29e-07, 7.20e-07, 3.98e-07, 4.62e-07, 6.97e-07, 6.30e-07, 7.27e-07, 2.23e-07, 3.76e-11, 7.48e-09, 1.82e-06, 1.86e-06, 2.93e-06, 3.33e-07, 2.64e-08, 3.46e-11, 9.11e-11, 0.00e+00, 1.21e-09, 0.00e+00, 4.06e-07, 3.20e-10] [6.29e-07, 7.20e-07, 3.98e-07, 4.62e-07, 6.97e-07, 6.30e-07, 7.27e-07, 2.23e-07, 3.76e-11, 7.48e-09, 1.82e-06, 1.86e-06, 2.93e-06, 3.33e-07, 2.64e-08, 3.46e-11, 9.11e-11, 0.00e+00, 1.21e-09, 0.00e+00, 4.06e-07, 3.20e-10] []
475200 [4.76e-07, 5.30e-07, 3.35e-07, 3.77e-07, 4.07e-07, 4.65e-07, 6.16e-07, 7.09e-07, 4.17e-07, 1.97e-07, 1.22e-06, 2.69e-06, 4.60e-06, 1.19e-05, 0.00e+00, 0.00e+00, 8.42e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 2.43e-08] [4.76e-07, 5.30e-07, 3.35e-07, 3.77e-07, 4.07e-07, 4.65e-07, 6.16e-07, 7.09e-07, 4.17e-07, 1.97e-07, 1.22e-06, 2.69e-06, 4.60e-06, 1.19e-05, 0.00e+00, 0.00e+00, 8.42e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-06, 2.43e-08] []
475300 [5.65e-07, 6.98e-07, 3.89e-07, 4.14e-07, 5.31e-07, 5.83e-07, 6.79e-07, 3.51e-09, 1.73e-10, 9.02e-10, 8.28e-07, 8.91e-07, 6.94e-07, 5.36e-08, 2.08e-08, 3.63e-11, 2.42e-09, 1.34e-09, 4.80e-10, 6.00e-11, 1.06e-08, 3.43e-10] [5.65e-07, 6.98e-07, 3.89e-07, 4.14e-07, 5.31e-07, 5.83e-07, 6.79e-07, 3.51e-09, 1.73e-10, 9.02e-10, 8.28e-07, 8.91e-07, 6.94e-07, 5.36e-08, 2.08e-08, 3.63e-11, 2.42e-09, 1.34e-09, 4.80e-10, 6.00e-11, 1.06e-08, 3.43e-10] []
475400 [3.18e-06, 4.45e-06, 1.04e-06, 5.05e-06, 1.17e-06, 2.56e-06, 1.15e-06, 1.59e-06, 1.38e-09, 8.22e-08, 2.77e-06, 8.89e-06, 1.42e-05, 2.10e-05, 3.16e-07, 7.79e-07, 8.07e-07, 1.95e-07, 2.03e-07, 1.87e-12, 1.35e-06, 1.33e-10] [3.18e-06, 4.45e-06, 1.04e-06, 5.05e-06, 1.17e-06, 2.56e-06, 1.15e-06, 1.59e-06, 1.38e-09, 8.22e-08, 2.77e-06, 8.89e-06, 1.42e-05, 2.10e-05, 3.16e-07, 7.79e-07, 8.07e-07, 1.95e-07, 2.03e-07, 1.87e-12, 1.35e-06, 1.33e-10] []
475500 [4.16e-07, 5.70e-07, 3.69e-07, 3.45e-07, 4.66e-07, 4.84e-07, 6.17e-07, 8.02e-08, 3.97e-11, 2.14e-09, 6.85e-07, 7.63e-07, 6.22e-07, 1.05e-07, 8.86e-09, 2.99e-10, 1.55e-09, 7.05e-10, 1.35e-10, 1.56e-11, 2.25e-08, 1.21e-10] [4.16e-07, 5.70e-07, 3.69e-07, 3.45e-07, 4.66e-07, 4.84e-07, 6.17e-07, 8.02e-08, 3.97e-11, 2.14e-09, 6.85e-07, 7.63e-07, 6.22e-07, 1.05e-07, 8.86e-09, 2.99e-10, 1.55e-09, 7.05e-10, 1.35e-10, 1.56e-11, 2.25e-08, 1.21e-10] []
475600 [7.06e-07, 8.39e-07, 5.20e-07, 4.85e-07, 6.36e-07, 7.33e-07, 7.11e-07, 7.09e-07, 9.71e-09, 2.15e-08, 1.10e-06, 1.13e-06, 9.99e-07, 6.28e-07, 1.26e-09, 4.37e-08, 1.12e-08, 1.96e-09, 1.43e-09, 0.00e+00, 2.24e-08, 5.84e-09] [7.06e-07, 8.39e-07, 5.20e-07, 4.85e-07, 6.36e-07, 7.33e-07, 7.11e-07, 7.09e-07, 9.71e-09, 2.15e-08, 1.10e-06, 1.13e-06, 9.99e-07, 6.28e-07, 1.26e-09, 4.37e-08, 1.12e-08, 1.96e-09, 1.43e-09, 0.00e+00, 2.24e-08, 5.84e-09] []
475700 [8.32e-05, 2.41e-05, 7.87e-06, 1.76e-05, 8.84e-06, 1.34e-05, 3.65e-06, 3.49e-05, 2.75e-05, 1.01e-04, 1.25e-04, 8.79e-04, 9.90e-04, 4.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.93e-05, 3.76e-05] [8.32e-05, 2.41e-05, 7.87e-06, 1.76e-05, 8.84e-06, 1.34e-05, 3.65e-06, 3.49e-05, 2.75e-05, 1.01e-04, 1.25e-04, 8.79e-04, 9.90e-04, 4.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.93e-05, 3.76e-05] []
475800 [6.24e-07, 6.32e-07, 5.25e-07, 5.95e-07, 6.69e-07, 6.76e-07, 7.24e-07, 1.59e-07, 1.89e-08, 2.20e-08, 1.06e-06, 1.32e-06, 1.39e-06, 1.97e-07, 0.00e+00, 1.19e-09, 1.54e-09, 4.39e-11, 2.22e-10, 1.71e-08, 2.65e-08, 1.04e-07] [6.24e-07, 6.32e-07, 5.25e-07, 5.95e-07, 6.69e-07, 6.76e-07, 7.24e-07, 1.59e-07, 1.89e-08, 2.20e-08, 1.06e-06, 1.32e-06, 1.39e-06, 1.97e-07, 0.00e+00, 1.19e-09, 1.54e-09, 4.39e-11, 2.22e-10, 1.71e-08, 2.65e-08, 1.04e-07] []
475900 [6.98e-05, 1.90e-05, 6.53e-06, 1.29e-05, 7.24e-06, 1.22e-05, 5.72e-06, 3.75e-04, 2.72e-07, 1.29e-04, 2.57e-04, 7.96e-04, 1.29e-03, 5.82e-03, 1.21e-04, 6.02e-05, 3.93e-05, 1.72e-05, 7.97e-05, 1.05e-07, 3.68e-04, 5.55e-07] [6.98e-05, 1.90e-05, 6.53e-06, 1.29e-05, 7.24e-06, 1.22e-05, 5.72e-06, 3.75e-04, 2.72e-07, 1.29e-04, 2.57e-04, 7.96e-04, 1.29e-03, 5.82e-03, 1.21e-04, 6.02e-05, 3.93e-05, 1.72e-05, 7.97e-05, 1.05e-07, 3.68e-04, 5.55e-07] []
476000 [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10] [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.264498 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
476000 [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10] [5.58e-07, 8.06e-07, 4.47e-07, 4.15e-07, 5.43e-07, 6.06e-07, 6.81e-07, 2.52e-09, 6.21e-12, 4.14e-10, 8.42e-07, 8.87e-07, 8.30e-07, 1.04e-07, 2.80e-08, 9.80e-10, 5.95e-09, 6.08e-09, 1.49e-09, 0.00e+00, 1.68e-08, 1.40e-10] []
476100 [3.41e-07, 5.28e-07, 3.77e-07, 3.81e-07, 4.48e-07, 4.38e-07, 5.92e-07, 4.17e-09, 6.58e-11, 2.34e-10, 6.27e-07, 6.21e-07, 5.26e-07, 2.71e-08, 1.90e-08, 4.13e-09, 5.64e-09, 4.08e-09, 1.78e-09, 1.91e-11, 1.72e-08, 1.65e-10] [3.41e-07, 5.28e-07, 3.77e-07, 3.81e-07, 4.48e-07, 4.38e-07, 5.92e-07, 4.17e-09, 6.58e-11, 2.34e-10, 6.27e-07, 6.21e-07, 5.26e-07, 2.71e-08, 1.90e-08, 4.13e-09, 5.64e-09, 4.08e-09, 1.78e-09, 1.91e-11, 1.72e-08, 1.65e-10] []
476200 [7.05e-07, 8.29e-07, 4.66e-07, 5.24e-07, 5.28e-07, 7.05e-07, 6.77e-07, 6.19e-09, 1.23e-07, 4.49e-09, 9.65e-07, 1.36e-06, 1.28e-06, 1.77e-06, 6.85e-09, 1.32e-11, 1.06e-10, 7.56e-11, 5.42e-12, 2.22e-08, 1.62e-08, 1.27e-07] [7.05e-07, 8.29e-07, 4.66e-07, 5.24e-07, 5.28e-07, 7.05e-07, 6.77e-07, 6.19e-09, 1.23e-07, 4.49e-09, 9.65e-07, 1.36e-06, 1.28e-06, 1.77e-06, 6.85e-09, 1.32e-11, 1.06e-10, 7.56e-11, 5.42e-12, 2.22e-08, 1.62e-08, 1.27e-07] []
476300 [4.83e-06, 1.31e-06, 1.20e-06, 7.58e-07, 1.21e-06, 8.24e-07, 8.16e-07, 6.72e-05, 1.90e-04, 4.55e-06, 2.52e-05, 4.18e-05, 1.61e-04, 3.04e-04, 3.74e-06, 2.24e-06, 2.67e-06, 2.23e-06, 1.42e-05, 0.00e+00, 7.57e-05, 2.96e-04] [4.83e-06, 1.31e-06, 1.20e-06, 7.58e-07, 1.21e-06, 8.24e-07, 8.16e-07, 6.72e-05, 1.90e-04, 4.55e-06, 2.52e-05, 4.18e-05, 1.61e-04, 3.04e-04, 3.74e-06, 2.24e-06, 2.67e-06, 2.23e-06, 1.42e-05, 0.00e+00, 7.57e-05, 2.96e-04] []
476400 [4.69e-07, 6.49e-07, 3.83e-07, 3.86e-07, 4.42e-07, 5.41e-07, 6.41e-07, 1.54e-08, 2.27e-09, 1.80e-08, 7.18e-07, 9.31e-07, 8.37e-07, 4.83e-07, 2.29e-09, 0.00e+00, 1.61e-10, 3.35e-11, 7.08e-09, 0.00e+00, 4.50e-08, 1.23e-09] [4.69e-07, 6.49e-07, 3.83e-07, 3.86e-07, 4.42e-07, 5.41e-07, 6.41e-07, 1.54e-08, 2.27e-09, 1.80e-08, 7.18e-07, 9.31e-07, 8.37e-07, 4.83e-07, 2.29e-09, 0.00e+00, 1.61e-10, 3.35e-11, 7.08e-09, 0.00e+00, 4.50e-08, 1.23e-09] []
476500 [4.02e-06, 1.49e-06, 1.63e-06, 3.50e-06, 1.58e-06, 1.32e-06, 1.83e-06, 5.70e-06, 8.11e-08, 4.08e-06, 4.03e-06, 1.01e-04, 1.59e-04, 1.33e-04, 0.00e+00, 4.75e-14, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.58e-06, 3.81e-07] [4.02e-06, 1.49e-06, 1.63e-06, 3.50e-06, 1.58e-06, 1.32e-06, 1.83e-06, 5.70e-06, 8.11e-08, 4.08e-06, 4.03e-06, 1.01e-04, 1.59e-04, 1.33e-04, 0.00e+00, 4.75e-14, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.58e-06, 3.81e-07] []
476600 [4.24e-07, 5.43e-07, 4.65e-07, 4.09e-07, 5.08e-07, 5.09e-07, 6.38e-07, 5.92e-09, 9.06e-09, 3.01e-08, 1.23e-06, 8.79e-07, 9.87e-07, 7.01e-08, 4.76e-09, 7.31e-09, 8.69e-09, 1.64e-09, 1.51e-09, 4.94e-11, 1.60e-08, 3.12e-08] [4.24e-07, 5.43e-07, 4.65e-07, 4.09e-07, 5.08e-07, 5.09e-07, 6.38e-07, 5.92e-09, 9.06e-09, 3.01e-08, 1.23e-06, 8.79e-07, 9.87e-07, 7.01e-08, 4.76e-09, 7.31e-09, 8.69e-09, 1.64e-09, 1.51e-09, 4.94e-11, 1.60e-08, 3.12e-08] []
476700 [3.31e-06, 2.70e-06, 4.67e-07, 2.32e-06, 2.26e-06, 2.50e-06, 2.46e-06, 1.31e-05, 1.31e-05, 1.79e-06, 1.58e-05, 4.41e-05, 3.51e-05, 8.57e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 6.27e-07, 3.57e-06, 3.91e-06, 1.50e-05] [3.31e-06, 2.70e-06, 4.67e-07, 2.32e-06, 2.26e-06, 2.50e-06, 2.46e-06, 1.31e-05, 1.31e-05, 1.79e-06, 1.58e-05, 4.41e-05, 3.51e-05, 8.57e-05, 0.00e+00, 2.87e-08, 0.00e+00, 0.00e+00, 6.27e-07, 3.57e-06, 3.91e-06, 1.50e-05] []
476800 [4.23e-07, 6.10e-07, 3.19e-07, 3.40e-07, 4.51e-07, 5.16e-07, 7.06e-07, 7.25e-09, 7.89e-10, 2.81e-10, 7.17e-07, 7.35e-07, 5.92e-07, 6.82e-09, 1.56e-08, 1.11e-09, 3.57e-09, 2.97e-09, 1.60e-10, 4.30e-12, 2.67e-08, 1.58e-09] [4.23e-07, 6.10e-07, 3.19e-07, 3.40e-07, 4.51e-07, 5.16e-07, 7.06e-07, 7.25e-09, 7.89e-10, 2.81e-10, 7.17e-07, 7.35e-07, 5.92e-07, 6.82e-09, 1.56e-08, 1.11e-09, 3.57e-09, 2.97e-09, 1.60e-10, 4.30e-12, 2.67e-08, 1.58e-09] []
476900 [1.40e-05, 5.17e-06, 1.04e-06, 4.20e-06, 1.61e-06, 3.34e-06, 9.77e-07, 2.22e-05, 7.09e-04, 1.34e-05, 4.17e-05, 1.44e-04, 2.66e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-05, 1.13e-03] [1.40e-05, 5.17e-06, 1.04e-06, 4.20e-06, 1.61e-06, 3.34e-06, 9.77e-07, 2.22e-05, 7.09e-04, 1.34e-05, 4.17e-05, 1.44e-04, 2.66e-04, 8.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.06e-05, 1.13e-03] []
477000 [4.75e-07, 6.28e-07, 3.17e-07, 3.58e-07, 4.49e-07, 5.50e-07, 9.40e-07, 8.29e-08, 5.31e-08, 1.37e-08, 7.41e-07, 8.75e-07, 7.32e-07, 3.06e-07, 4.98e-09, 6.87e-11, 8.82e-10, 5.33e-10, 1.74e-08, 2.12e-09, 1.07e-07, 1.57e-08] [4.75e-07, 6.28e-07, 3.17e-07, 3.58e-07, 4.49e-07, 5.50e-07, 9.40e-07, 8.29e-08, 5.31e-08, 1.37e-08, 7.41e-07, 8.75e-07, 7.32e-07, 3.06e-07, 4.98e-09, 6.87e-11, 8.82e-10, 5.33e-10, 1.74e-08, 2.12e-09, 1.07e-07, 1.57e-08] []
477100 [2.96e-06, 1.77e-06, 6.38e-07, 4.05e-06, 1.63e-06, 1.54e-06, 2.41e-06, 7.22e-06, 6.51e-08, 5.40e-10, 1.24e-05, 1.27e-05, 3.42e-05, 3.30e-05, 4.77e-08, 1.14e-06, 6.23e-07, 2.81e-07, 2.36e-06, 1.55e-06, 1.36e-05, 1.80e-07] [2.96e-06, 1.77e-06, 6.38e-07, 4.05e-06, 1.63e-06, 1.54e-06, 2.41e-06, 7.22e-06, 6.51e-08, 5.40e-10, 1.24e-05, 1.27e-05, 3.42e-05, 3.30e-05, 4.77e-08, 1.14e-06, 6.23e-07, 2.81e-07, 2.36e-06, 1.55e-06, 1.36e-05, 1.80e-07] []
477200 [3.99e-07, 4.92e-07, 4.93e-07, 4.03e-07, 5.30e-07, 5.12e-07, 1.21e-06, 9.68e-08, 1.17e-10, 7.06e-10, 6.96e-07, 7.06e-07, 5.90e-07, 2.94e-08, 7.18e-09, 8.55e-10, 1.25e-08, 1.96e-09, 7.33e-10, 0.00e+00, 1.34e-08, 6.63e-09] [3.99e-07, 4.92e-07, 4.93e-07, 4.03e-07, 5.30e-07, 5.12e-07, 1.21e-06, 9.68e-08, 1.17e-10, 7.06e-10, 6.96e-07, 7.06e-07, 5.90e-07, 2.94e-08, 7.18e-09, 8.55e-10, 1.25e-08, 1.96e-09, 7.33e-10, 0.00e+00, 1.34e-08, 6.63e-09] []
477300 [6.37e-06, 2.58e-05, 7.41e-06, 4.05e-05, 1.98e-05, 3.69e-05, 1.72e-05, 7.16e-05, 9.21e-06, 8.28e-05, 8.98e-04, 3.84e-04, 7.30e-04, 2.44e-03, 3.74e-08, 8.12e-09, 0.00e+00, 0.00e+00, 2.05e-06, 1.90e-07, 1.45e-05, 1.29e-06] [6.37e-06, 2.58e-05, 7.41e-06, 4.05e-05, 1.98e-05, 3.69e-05, 1.72e-05, 7.16e-05, 9.21e-06, 8.28e-05, 8.98e-04, 3.84e-04, 7.30e-04, 2.44e-03, 3.74e-08, 8.12e-09, 0.00e+00, 0.00e+00, 2.05e-06, 1.90e-07, 1.45e-05, 1.29e-06] []
477400 [5.60e-07, 6.42e-06, 4.52e-06, 4.10e-06, 1.16e-05, 5.37e-06, 5.55e-06, 5.59e-08, 3.86e-08, 2.22e-10, 1.51e-06, 8.25e-06, 6.52e-06, 3.13e-07, 2.06e-07, 1.38e-06, 9.44e-07, 2.43e-08, 3.05e-10, 9.93e-10, 1.40e-08, 1.32e-08] [5.60e-07, 6.42e-06, 4.52e-06, 4.10e-06, 1.16e-05, 5.37e-06, 5.55e-06, 5.59e-08, 3.86e-08, 2.22e-10, 1.51e-06, 8.25e-06, 6.52e-06, 3.13e-07, 2.06e-07, 1.38e-06, 9.44e-07, 2.43e-08, 3.05e-10, 9.93e-10, 1.40e-08, 1.32e-08] []
477500 [7.00e-07, 5.39e-06, 4.44e-06, 4.24e-06, 8.97e-06, 3.62e-06, 3.25e-06, 2.58e-11, 5.12e-09, 7.19e-10, 7.24e-07, 3.98e-06, 2.94e-06, 1.07e-07, 4.18e-08, 6.15e-07, 2.63e-07, 4.72e-09, 5.35e-11, 2.35e-09, 2.97e-09, 1.97e-08] [7.00e-07, 5.39e-06, 4.44e-06, 4.24e-06, 8.97e-06, 3.62e-06, 3.25e-06, 2.58e-11, 5.12e-09, 7.19e-10, 7.24e-07, 3.98e-06, 2.94e-06, 1.07e-07, 4.18e-08, 6.15e-07, 2.63e-07, 4.72e-09, 5.35e-11, 2.35e-09, 2.97e-09, 1.97e-08] []
477600 [8.08e-07, 3.57e-06, 5.28e-06, 3.83e-06, 8.01e-06, 2.28e-06, 3.92e-06, 4.90e-09, 1.86e-08, 8.83e-07, 1.11e-06, 7.18e-06, 6.30e-06, 8.02e-06, 2.38e-10, 1.50e-07, 0.00e+00, 8.32e-09, 2.80e-10, 0.00e+00, 3.12e-09, 1.06e-08] [8.08e-07, 3.57e-06, 5.28e-06, 3.83e-06, 8.01e-06, 2.28e-06, 3.92e-06, 4.90e-09, 1.86e-08, 8.83e-07, 1.11e-06, 7.18e-06, 6.30e-06, 8.02e-06, 2.38e-10, 1.50e-07, 0.00e+00, 8.32e-09, 2.80e-10, 0.00e+00, 3.12e-09, 1.06e-08] []
477700 [8.42e-07, 3.96e-06, 3.97e-06, 4.04e-06, 6.73e-06, 1.70e-06, 2.21e-06, 2.14e-10, 4.35e-09, 3.58e-10, 3.14e-07, 2.80e-06, 2.31e-06, 3.85e-08, 9.50e-09, 9.11e-08, 2.17e-07, 6.71e-09, 2.25e-10, 2.14e-10, 3.23e-09, 2.60e-09] [8.42e-07, 3.96e-06, 3.97e-06, 4.04e-06, 6.73e-06, 1.70e-06, 2.21e-06, 2.14e-10, 4.35e-09, 3.58e-10, 3.14e-07, 2.80e-06, 2.31e-06, 3.85e-08, 9.50e-09, 9.11e-08, 2.17e-07, 6.71e-09, 2.25e-10, 2.14e-10, 3.23e-09, 2.60e-09] []
477800 [2.40e-06, 3.05e-06, 3.70e-06, 3.32e-06, 6.92e-06, 9.75e-07, 2.84e-06, 5.19e-11, 8.58e-10, 1.05e-06, 2.59e-06, 1.07e-05, 1.50e-05, 4.66e-05, 1.66e-07, 1.65e-07, 3.13e-07, 1.73e-07, 2.49e-09, 1.08e-09, 1.42e-08, 6.81e-09] [2.40e-06, 3.05e-06, 3.70e-06, 3.32e-06, 6.92e-06, 9.75e-07, 2.84e-06, 5.19e-11, 8.58e-10, 1.05e-06, 2.59e-06, 1.07e-05, 1.50e-05, 4.66e-05, 1.66e-07, 1.65e-07, 3.13e-07, 1.73e-07, 2.49e-09, 1.08e-09, 1.42e-08, 6.81e-09] []
477900 [8.59e-07, 3.78e-06, 2.83e-06, 4.06e-06, 4.98e-06, 9.01e-07, 1.71e-06, 3.40e-07, 1.62e-09, 6.96e-12, 2.58e-07, 2.16e-06, 1.88e-06, 1.68e-08, 7.59e-09, 1.84e-10, 7.76e-08, 3.55e-09, 0.00e+00, 0.00e+00, 3.74e-07, 1.88e-05] [8.59e-07, 3.78e-06, 2.83e-06, 4.06e-06, 4.98e-06, 9.01e-07, 1.71e-06, 3.40e-07, 1.62e-09, 6.96e-12, 2.58e-07, 2.16e-06, 1.88e-06, 1.68e-08, 7.59e-09, 1.84e-10, 7.76e-08, 3.55e-09, 0.00e+00, 0.00e+00, 3.74e-07, 1.88e-05] []
478000 [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08] [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.506110 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
478000 [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08] [9.96e-06, 6.40e-06, 3.04e-06, 5.19e-06, 5.42e-06, 2.37e-06, 1.48e-06, 3.15e-07, 8.10e-12, 1.60e-05, 1.96e-05, 1.19e-04, 1.33e-04, 6.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.82e-07, 1.69e-08] []
478100 [6.19e-07, 2.71e-06, 2.61e-06, 2.82e-06, 5.48e-06, 7.18e-07, 1.40e-06, 1.45e-08, 1.24e-10, 1.66e-09, 2.53e-07, 2.38e-06, 2.18e-06, 9.90e-08, 6.07e-09, 1.80e-08, 3.05e-07, 1.24e-08, 1.15e-09, 6.75e-13, 7.24e-09, 6.78e-10] [6.19e-07, 2.71e-06, 2.61e-06, 2.82e-06, 5.48e-06, 7.18e-07, 1.40e-06, 1.45e-08, 1.24e-10, 1.66e-09, 2.53e-07, 2.38e-06, 2.18e-06, 9.90e-08, 6.07e-09, 1.80e-08, 3.05e-07, 1.24e-08, 1.15e-09, 6.75e-13, 7.24e-09, 6.78e-10] []
478200 [5.56e-07, 2.62e-06, 2.08e-06, 2.43e-06, 5.17e-06, 6.36e-07, 1.19e-06, 1.79e-08, 4.00e-11, 1.04e-09, 2.22e-07, 2.06e-06, 1.81e-06, 3.38e-08, 3.16e-09, 3.00e-09, 2.79e-07, 8.59e-09, 4.06e-09, 3.76e-11, 2.40e-08, 5.81e-10] [5.56e-07, 2.62e-06, 2.08e-06, 2.43e-06, 5.17e-06, 6.36e-07, 1.19e-06, 1.79e-08, 4.00e-11, 1.04e-09, 2.22e-07, 2.06e-06, 1.81e-06, 3.38e-08, 3.16e-09, 3.00e-09, 2.79e-07, 8.59e-09, 4.06e-09, 3.76e-11, 2.40e-08, 5.81e-10] []
478300 [2.81e-06, 2.12e-06, 2.03e-06, 2.46e-06, 5.37e-06, 3.07e-07, 1.42e-06, 2.41e-06, 7.49e-08, 2.97e-06, 4.43e-06, 1.56e-05, 2.60e-05, 8.71e-05, 1.52e-06, 1.02e-07, 8.34e-07, 7.76e-07, 2.50e-07, 1.39e-08, 1.57e-06, 8.44e-08] [2.81e-06, 2.12e-06, 2.03e-06, 2.46e-06, 5.37e-06, 3.07e-07, 1.42e-06, 2.41e-06, 7.49e-08, 2.97e-06, 4.43e-06, 1.56e-05, 2.60e-05, 8.71e-05, 1.52e-06, 1.02e-07, 8.34e-07, 7.76e-07, 2.50e-07, 1.39e-08, 1.57e-06, 8.44e-08] []
478400 [5.95e-07, 2.64e-06, 1.70e-06, 2.30e-06, 4.42e-06, 5.06e-07, 1.19e-06, 4.16e-07, 1.78e-05, 2.17e-08, 4.10e-07, 2.14e-06, 1.66e-06, 5.31e-07, 4.91e-08, 3.75e-09, 1.49e-07, 1.13e-08, 1.56e-08, 0.00e+00, 9.84e-08, 2.24e-05] [5.95e-07, 2.64e-06, 1.70e-06, 2.30e-06, 4.42e-06, 5.06e-07, 1.19e-06, 4.16e-07, 1.78e-05, 2.17e-08, 4.10e-07, 2.14e-06, 1.66e-06, 5.31e-07, 4.91e-08, 3.75e-09, 1.49e-07, 1.13e-08, 1.56e-08, 0.00e+00, 9.84e-08, 2.24e-05] []
478500 [3.71e-06, 2.13e-06, 1.93e-06, 1.89e-06, 4.93e-06, 3.91e-07, 1.41e-06, 8.96e-06, 3.28e-13, 3.20e-06, 7.93e-06, 1.59e-05, 2.59e-05, 8.75e-05, 8.75e-07, 2.32e-07, 3.75e-07, 3.53e-07, 1.30e-06, 5.59e-09, 7.41e-06, 3.46e-08] [3.71e-06, 2.13e-06, 1.93e-06, 1.89e-06, 4.93e-06, 3.91e-07, 1.41e-06, 8.96e-06, 3.28e-13, 3.20e-06, 7.93e-06, 1.59e-05, 2.59e-05, 8.75e-05, 8.75e-07, 2.32e-07, 3.75e-07, 3.53e-07, 1.30e-06, 5.59e-09, 7.41e-06, 3.46e-08] []
478600 [4.48e-07, 2.25e-06, 1.53e-06, 1.85e-06, 4.15e-06, 4.80e-07, 1.14e-06, 7.74e-08, 1.19e-11, 5.34e-10, 2.45e-07, 1.81e-06, 1.59e-06, 4.70e-08, 5.53e-09, 1.11e-10, 1.62e-07, 3.41e-09, 0.00e+00, 4.59e-13, 7.66e-08, 3.43e-10] [4.48e-07, 2.25e-06, 1.53e-06, 1.85e-06, 4.15e-06, 4.80e-07, 1.14e-06, 7.74e-08, 1.19e-11, 5.34e-10, 2.45e-07, 1.81e-06, 1.59e-06, 4.70e-08, 5.53e-09, 1.11e-10, 1.62e-07, 3.41e-09, 0.00e+00, 4.59e-13, 7.66e-08, 3.43e-10] []
478700 [5.60e-07, 2.03e-06, 1.62e-06, 1.75e-06, 4.11e-06, 4.29e-07, 1.26e-06, 1.10e-06, 2.52e-08, 3.09e-08, 4.13e-07, 2.28e-06, 2.16e-06, 7.11e-07, 0.00e+00, 0.00e+00, 1.83e-07, 0.00e+00, 0.00e+00, 2.34e-09, 1.49e-06, 1.57e-08] [5.60e-07, 2.03e-06, 1.62e-06, 1.75e-06, 4.11e-06, 4.29e-07, 1.26e-06, 1.10e-06, 2.52e-08, 3.09e-08, 4.13e-07, 2.28e-06, 2.16e-06, 7.11e-07, 0.00e+00, 0.00e+00, 1.83e-07, 0.00e+00, 0.00e+00, 2.34e-09, 1.49e-06, 1.57e-08] []
478800 [4.43e-07, 2.10e-06, 1.38e-06, 1.68e-06, 3.84e-06, 4.36e-07, 1.13e-06, 1.59e-09, 3.44e-13, 6.96e-11, 2.56e-07, 1.66e-06, 1.46e-06, 1.86e-08, 1.08e-08, 4.80e-10, 1.31e-07, 3.86e-09, 1.58e-10, 3.17e-12, 4.54e-09, 2.16e-10] [4.43e-07, 2.10e-06, 1.38e-06, 1.68e-06, 3.84e-06, 4.36e-07, 1.13e-06, 1.59e-09, 3.44e-13, 6.96e-11, 2.56e-07, 1.66e-06, 1.46e-06, 1.86e-08, 1.08e-08, 4.80e-10, 1.31e-07, 3.86e-09, 1.58e-10, 3.17e-12, 4.54e-09, 2.16e-10] []
478900 [5.34e-07, 1.96e-06, 1.46e-06, 1.65e-06, 3.90e-06, 4.51e-07, 1.27e-06, 1.53e-06, 4.92e-06, 1.69e-09, 8.64e-07, 2.75e-06, 4.10e-06, 2.06e-06, 1.95e-12, 0.00e+00, 1.55e-07, 0.00e+00, 1.30e-07, 6.85e-08, 8.64e-07, 3.28e-07] [5.34e-07, 1.96e-06, 1.46e-06, 1.65e-06, 3.90e-06, 4.51e-07, 1.27e-06, 1.53e-06, 4.92e-06, 1.69e-09, 8.64e-07, 2.75e-06, 4.10e-06, 2.06e-06, 1.95e-12, 0.00e+00, 1.55e-07, 0.00e+00, 1.30e-07, 6.85e-08, 8.64e-07, 3.28e-07] []
479000 [4.30e-07, 1.96e-06, 1.29e-06, 1.54e-06, 3.61e-06, 4.16e-07, 1.17e-06, 1.24e-10, 1.52e-09, 1.57e-12, 2.64e-07, 1.59e-06, 1.39e-06, 1.34e-08, 1.15e-08, 6.03e-10, 1.10e-07, 3.77e-09, 4.03e-11, 9.71e-11, 4.78e-09, 6.33e-10] [4.30e-07, 1.96e-06, 1.29e-06, 1.54e-06, 3.61e-06, 4.16e-07, 1.17e-06, 1.24e-10, 1.52e-09, 1.57e-12, 2.64e-07, 1.59e-06, 1.39e-06, 1.34e-08, 1.15e-08, 6.03e-10, 1.10e-07, 3.77e-09, 4.03e-11, 9.71e-11, 4.78e-09, 6.33e-10] []
479100 [8.23e-07, 1.50e-06, 1.41e-06, 1.36e-06, 3.87e-06, 3.38e-07, 1.48e-06, 1.09e-05, 1.68e-09, 2.05e-07, 4.65e-06, 5.11e-06, 6.93e-06, 3.38e-07, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-05, 3.87e-08] [8.23e-07, 1.50e-06, 1.41e-06, 1.36e-06, 3.87e-06, 3.38e-07, 1.48e-06, 1.09e-05, 1.68e-09, 2.05e-07, 4.65e-06, 5.11e-06, 6.93e-06, 3.38e-07, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-05, 3.87e-08] []
479200 [4.24e-07, 1.82e-06, 1.23e-06, 1.39e-06, 3.47e-06, 3.98e-07, 1.18e-06, 1.98e-09, 1.30e-10, 1.11e-11, 2.79e-07, 1.52e-06, 1.34e-06, 1.36e-08, 1.13e-08, 6.36e-10, 1.01e-07, 3.32e-09, 0.00e+00, 0.00e+00, 1.18e-08, 3.30e-10] [4.24e-07, 1.82e-06, 1.23e-06, 1.39e-06, 3.47e-06, 3.98e-07, 1.18e-06, 1.98e-09, 1.30e-10, 1.11e-11, 2.79e-07, 1.52e-06, 1.34e-06, 1.36e-08, 1.13e-08, 6.36e-10, 1.01e-07, 3.32e-09, 0.00e+00, 0.00e+00, 1.18e-08, 3.30e-10] []
479300 [1.79e-06, 1.32e-06, 1.36e-06, 1.38e-06, 4.34e-06, 3.04e-07, 1.60e-06, 2.14e-07, 2.48e-09, 7.10e-08, 8.36e-06, 9.84e-06, 2.33e-05, 3.49e-05, 9.05e-08, 3.09e-07, 4.56e-07, 2.41e-07, 0.00e+00, 0.00e+00, 9.07e-08, 9.08e-09] [1.79e-06, 1.32e-06, 1.36e-06, 1.38e-06, 4.34e-06, 3.04e-07, 1.60e-06, 2.14e-07, 2.48e-09, 7.10e-08, 8.36e-06, 9.84e-06, 2.33e-05, 3.49e-05, 9.05e-08, 3.09e-07, 4.56e-07, 2.41e-07, 0.00e+00, 0.00e+00, 9.07e-08, 9.08e-09] []
479400 [4.03e-07, 1.67e-06, 1.17e-06, 1.23e-06, 3.36e-06, 3.96e-07, 1.16e-06, 1.87e-08, 2.34e-11, 1.10e-10, 2.92e-07, 1.47e-06, 1.30e-06, 1.98e-08, 8.53e-09, 5.46e-10, 9.80e-08, 2.97e-09, 3.13e-09, 2.40e-13, 2.03e-08, 2.14e-10] [4.03e-07, 1.67e-06, 1.17e-06, 1.23e-06, 3.36e-06, 3.96e-07, 1.16e-06, 1.87e-08, 2.34e-11, 1.10e-10, 2.92e-07, 1.47e-06, 1.30e-06, 1.98e-08, 8.53e-09, 5.46e-10, 9.80e-08, 2.97e-09, 3.13e-09, 2.40e-13, 2.03e-08, 2.14e-10] []
479500 [1.46e-06, 1.31e-06, 1.24e-06, 1.04e-06, 3.57e-06, 3.37e-07, 1.46e-06, 2.14e-06, 3.60e-07, 1.31e-06, 3.33e-06, 8.06e-06, 2.23e-05, 2.93e-05, 1.10e-07, 9.26e-08, 6.87e-07, 3.01e-07, 0.00e+00, 8.08e-09, 1.22e-06, 4.69e-08] [1.46e-06, 1.31e-06, 1.24e-06, 1.04e-06, 3.57e-06, 3.37e-07, 1.46e-06, 2.14e-06, 3.60e-07, 1.31e-06, 3.33e-06, 8.06e-06, 2.23e-05, 2.93e-05, 1.10e-07, 9.26e-08, 6.87e-07, 3.01e-07, 0.00e+00, 8.08e-09, 1.22e-06, 4.69e-08] []
479600 [4.07e-07, 1.52e-06, 1.10e-06, 1.11e-06, 3.20e-06, 3.73e-07, 1.13e-06, 2.75e-08, 3.65e-10, 2.73e-09, 3.11e-07, 1.40e-06, 1.26e-06, 8.97e-08, 1.90e-08, 2.24e-09, 9.47e-08, 6.11e-09, 6.37e-11, 4.23e-11, 6.06e-09, 3.22e-10] [4.07e-07, 1.52e-06, 1.10e-06, 1.11e-06, 3.20e-06, 3.73e-07, 1.13e-06, 2.75e-08, 3.65e-10, 2.73e-09, 3.11e-07, 1.40e-06, 1.26e-06, 8.97e-08, 1.90e-08, 2.24e-09, 9.47e-08, 6.11e-09, 6.37e-11, 4.23e-11, 6.06e-09, 3.22e-10] []
479700 [3.99e-07, 1.54e-06, 1.14e-06, 1.04e-06, 3.19e-06, 4.92e-07, 1.21e-06, 6.45e-08, 1.33e-06, 8.10e-08, 6.40e-07, 3.13e-06, 2.18e-06, 6.42e-06, 0.00e+00, 0.00e+00, 9.69e-08, 0.00e+00, 7.06e-09, 8.12e-08, 4.30e-08, 4.55e-07] [3.99e-07, 1.54e-06, 1.14e-06, 1.04e-06, 3.19e-06, 4.92e-07, 1.21e-06, 6.45e-08, 1.33e-06, 8.10e-08, 6.40e-07, 3.13e-06, 2.18e-06, 6.42e-06, 0.00e+00, 0.00e+00, 9.69e-08, 0.00e+00, 7.06e-09, 8.12e-08, 4.30e-08, 4.55e-07] []
479800 [3.88e-05, 1.21e-05, 5.88e-06, 8.03e-06, 5.61e-06, 5.88e-06, 2.46e-06, 2.25e-05, 3.09e-08, 5.14e-05, 6.32e-05, 3.60e-04, 5.17e-04, 2.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.49e-05, 1.60e-07] [3.88e-05, 1.21e-05, 5.88e-06, 8.03e-06, 5.61e-06, 5.88e-06, 2.46e-06, 2.25e-05, 3.09e-08, 5.14e-05, 6.32e-05, 3.60e-04, 5.17e-04, 2.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.49e-05, 1.60e-07] []
479900 [3.67e-07, 1.40e-06, 1.06e-06, 9.89e-07, 3.08e-06, 3.93e-07, 1.15e-06, 6.31e-08, 5.96e-10, 4.70e-09, 3.33e-07, 1.42e-06, 1.24e-06, 1.48e-07, 2.81e-10, 4.61e-10, 7.67e-08, 2.25e-09, 0.00e+00, 3.25e-12, 2.96e-08, 5.00e-10] [3.67e-07, 1.40e-06, 1.06e-06, 9.89e-07, 3.08e-06, 3.93e-07, 1.15e-06, 6.31e-08, 5.96e-10, 4.70e-09, 3.33e-07, 1.42e-06, 1.24e-06, 1.48e-07, 2.81e-10, 4.61e-10, 7.67e-08, 2.25e-09, 0.00e+00, 3.25e-12, 2.96e-08, 5.00e-10] []
480000 [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06] [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.630780 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
480000 [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06] [2.36e-06, 1.53e-06, 1.29e-06, 1.20e-06, 2.87e-06, 4.89e-07, 1.65e-06, 4.33e-05, 9.36e-06, 1.92e-07, 1.21e-05, 1.81e-05, 2.27e-05, 5.13e-06, 1.03e-06, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-06, 1.38e-06, 3.35e-05, 6.31e-06] []
480100 [3.62e-07, 1.39e-06, 1.39e-06, 1.05e-06, 2.69e-06, 3.94e-07, 1.07e-06, 5.17e-07, 3.50e-04, 3.62e-07, 8.50e-07, 2.83e-06, 3.37e-06, 1.17e-05, 6.50e-11, 0.00e+00, 4.59e-08, 0.00e+00, 0.00e+00, 7.54e-05, 2.28e-07, 2.87e-04] [3.62e-07, 1.39e-06, 1.39e-06, 1.05e-06, 2.69e-06, 3.94e-07, 1.07e-06, 5.17e-07, 3.50e-04, 3.62e-07, 8.50e-07, 2.83e-06, 3.37e-06, 1.17e-05, 6.50e-11, 0.00e+00, 4.59e-08, 0.00e+00, 0.00e+00, 7.54e-05, 2.28e-07, 2.87e-04] []
480200 [4.18e-07, 1.21e-06, 1.02e-06, 9.61e-07, 2.68e-06, 3.68e-07, 1.14e-06, 5.40e-08, 2.35e-09, 2.06e-07, 7.68e-07, 2.89e-06, 4.26e-06, 9.42e-06, 0.00e+00, 0.00e+00, 4.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-07, 5.01e-09] [4.18e-07, 1.21e-06, 1.02e-06, 9.61e-07, 2.68e-06, 3.68e-07, 1.14e-06, 5.40e-08, 2.35e-09, 2.06e-07, 7.68e-07, 2.89e-06, 4.26e-06, 9.42e-06, 0.00e+00, 0.00e+00, 4.72e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-07, 5.01e-09] []
480300 [7.94e-07, 1.44e-06, 1.14e-06, 9.76e-07, 3.02e-06, 4.65e-07, 1.44e-06, 8.55e-07, 4.80e-13, 4.12e-07, 1.83e-06, 7.22e-06, 1.73e-05, 1.16e-05, 0.00e+00, 8.34e-10, 7.19e-08, 0.00e+00, 5.17e-08, 1.35e-12, 3.46e-07, 1.29e-10] [7.94e-07, 1.44e-06, 1.14e-06, 9.76e-07, 3.02e-06, 4.65e-07, 1.44e-06, 8.55e-07, 4.80e-13, 4.12e-07, 1.83e-06, 7.22e-06, 1.73e-05, 1.16e-05, 0.00e+00, 8.34e-10, 7.19e-08, 0.00e+00, 5.17e-08, 1.35e-12, 3.46e-07, 1.29e-10] []
480400 [4.09e-07, 1.12e-06, 9.03e-07, 8.65e-07, 2.53e-06, 3.42e-07, 1.07e-06, 2.85e-08, 1.17e-11, 1.98e-08, 3.63e-07, 1.28e-06, 1.25e-06, 6.35e-07, 3.84e-08, 7.08e-09, 5.09e-08, 1.06e-08, 1.55e-10, 0.00e+00, 4.76e-08, 3.09e-10] [4.09e-07, 1.12e-06, 9.03e-07, 8.65e-07, 2.53e-06, 3.42e-07, 1.07e-06, 2.85e-08, 1.17e-11, 1.98e-08, 3.63e-07, 1.28e-06, 1.25e-06, 6.35e-07, 3.84e-08, 7.08e-09, 5.09e-08, 1.06e-08, 1.55e-10, 0.00e+00, 4.76e-08, 3.09e-10] []
480500 [5.27e-07, 1.13e-06, 1.11e-06, 8.77e-07, 2.58e-06, 3.63e-07, 1.14e-06, 7.99e-07, 2.28e-04, 3.51e-08, 4.78e-07, 1.79e-06, 1.65e-06, 1.82e-06, 8.97e-08, 1.13e-08, 4.14e-08, 2.33e-08, 1.28e-07, 4.28e-05, 8.55e-07, 1.65e-04] [5.27e-07, 1.13e-06, 1.11e-06, 8.77e-07, 2.58e-06, 3.63e-07, 1.14e-06, 7.99e-07, 2.28e-04, 3.51e-08, 4.78e-07, 1.79e-06, 1.65e-06, 1.82e-06, 8.97e-08, 1.13e-08, 4.14e-08, 2.33e-08, 1.28e-07, 4.28e-05, 8.55e-07, 1.65e-04] []
480600 [5.40e-06, 2.46e-06, 1.81e-06, 4.60e-06, 3.56e-06, 1.40e-06, 2.36e-06, 1.05e-05, 1.68e-06, 5.60e-06, 3.20e-05, 7.20e-05, 2.15e-04, 4.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 2.52e-08, 4.36e-07, 1.26e-07] [5.40e-06, 2.46e-06, 1.81e-06, 4.60e-06, 3.56e-06, 1.40e-06, 2.36e-06, 1.05e-05, 1.68e-06, 5.60e-06, 3.20e-05, 7.20e-05, 2.15e-04, 4.62e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 2.52e-08, 4.36e-07, 1.26e-07] []
480700 [3.32e-07, 1.03e-06, 8.39e-07, 7.70e-07, 2.28e-06, 3.50e-07, 9.93e-07, 5.27e-11, 1.93e-08, 2.55e-08, 3.85e-07, 1.37e-06, 1.29e-06, 1.09e-06, 0.00e+00, 0.00e+00, 3.16e-08, 0.00e+00, 2.87e-13, 0.00e+00, 5.04e-08, 1.74e-08] [3.32e-07, 1.03e-06, 8.39e-07, 7.70e-07, 2.28e-06, 3.50e-07, 9.93e-07, 5.27e-11, 1.93e-08, 2.55e-08, 3.85e-07, 1.37e-06, 1.29e-06, 1.09e-06, 0.00e+00, 0.00e+00, 3.16e-08, 0.00e+00, 2.87e-13, 0.00e+00, 5.04e-08, 1.74e-08] []
480800 [3.47e-07, 1.06e-06, 8.56e-07, 8.10e-07, 2.47e-06, 3.69e-07, 1.12e-06, 4.04e-11, 8.39e-09, 9.88e-10, 4.04e-07, 1.44e-06, 1.19e-06, 2.71e-07, 1.53e-07, 1.62e-09, 3.55e-08, 0.00e+00, 2.20e-13, 2.44e-08, 6.96e-07, 1.44e-07] [3.47e-07, 1.06e-06, 8.56e-07, 8.10e-07, 2.47e-06, 3.69e-07, 1.12e-06, 4.04e-11, 8.39e-09, 9.88e-10, 4.04e-07, 1.44e-06, 1.19e-06, 2.71e-07, 1.53e-07, 1.62e-09, 3.55e-08, 0.00e+00, 2.20e-13, 2.44e-08, 6.96e-07, 1.44e-07] []
480900 [7.60e-06, 6.50e-06, 1.71e-06, 9.34e-06, 3.17e-06, 3.42e-06, 3.07e-06, 1.16e-04, 2.86e-08, 9.55e-06, 2.73e-05, 1.01e-04, 1.92e-04, 6.42e-04, 0.00e+00, 0.00e+00, 4.12e-08, 0.00e+00, 0.00e+00, 1.56e-10, 1.40e-04, 1.13e-07] [7.60e-06, 6.50e-06, 1.71e-06, 9.34e-06, 3.17e-06, 3.42e-06, 3.07e-06, 1.16e-04, 2.86e-08, 9.55e-06, 2.73e-05, 1.01e-04, 1.92e-04, 6.42e-04, 0.00e+00, 0.00e+00, 4.12e-08, 0.00e+00, 0.00e+00, 1.56e-10, 1.40e-04, 1.13e-07] []
481000 [3.57e-07, 9.46e-07, 7.80e-07, 7.04e-07, 2.17e-06, 3.49e-07, 9.95e-07, 4.78e-08, 3.64e-10, 1.60e-09, 3.71e-07, 1.14e-06, 1.02e-06, 5.90e-08, 2.27e-08, 2.28e-09, 2.95e-08, 2.88e-09, 0.00e+00, 2.91e-11, 6.28e-08, 2.60e-10] [3.57e-07, 9.46e-07, 7.80e-07, 7.04e-07, 2.17e-06, 3.49e-07, 9.95e-07, 4.78e-08, 3.64e-10, 1.60e-09, 3.71e-07, 1.14e-06, 1.02e-06, 5.90e-08, 2.27e-08, 2.28e-09, 2.95e-08, 2.88e-09, 0.00e+00, 2.91e-11, 6.28e-08, 2.60e-10] []
481100 [8.17e-07, 9.83e-07, 8.64e-07, 7.04e-07, 2.48e-06, 3.86e-07, 1.20e-06, 9.34e-07, 1.02e-07, 3.02e-09, 1.18e-06, 2.97e-06, 2.46e-06, 2.53e-06, 8.42e-09, 2.46e-07, 4.35e-08, 2.27e-08, 2.81e-07, 7.35e-08, 1.80e-06, 3.86e-07] [8.17e-07, 9.83e-07, 8.64e-07, 7.04e-07, 2.48e-06, 3.86e-07, 1.20e-06, 9.34e-07, 1.02e-07, 3.02e-09, 1.18e-06, 2.97e-06, 2.46e-06, 2.53e-06, 8.42e-09, 2.46e-07, 4.35e-08, 2.27e-08, 2.81e-07, 7.35e-08, 1.80e-06, 3.86e-07] []
481200 [4.40e-05, 7.74e-06, 6.05e-06, 4.81e-06, 8.01e-06, 4.85e-06, 5.39e-06, 2.47e-06, 1.94e-05, 8.55e-05, 1.21e-04, 4.62e-04, 6.52e-04, 3.03e-03, 4.11e-05, 6.15e-05, 2.13e-05, 1.16e-05, 2.97e-06, 0.00e+00, 1.63e-05, 6.20e-06] [4.40e-05, 7.74e-06, 6.05e-06, 4.81e-06, 8.01e-06, 4.85e-06, 5.39e-06, 2.47e-06, 1.94e-05, 8.55e-05, 1.21e-04, 4.62e-04, 6.52e-04, 3.03e-03, 4.11e-05, 6.15e-05, 2.13e-05, 1.16e-05, 2.97e-06, 0.00e+00, 1.63e-05, 6.20e-06] []
481300 [4.32e-07, 9.32e-07, 7.39e-07, 7.01e-07, 1.89e-06, 3.81e-07, 9.26e-07, 5.72e-08, 2.08e-09, 2.92e-07, 7.14e-07, 2.95e-06, 3.88e-06, 1.13e-05, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 3.12e-10, 1.42e-11, 2.83e-08, 2.87e-10] [4.32e-07, 9.32e-07, 7.39e-07, 7.01e-07, 1.89e-06, 3.81e-07, 9.26e-07, 5.72e-08, 2.08e-09, 2.92e-07, 7.14e-07, 2.95e-06, 3.88e-06, 1.13e-05, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 3.12e-10, 1.42e-11, 2.83e-08, 2.87e-10] []
481400 [3.93e-07, 8.58e-07, 7.28e-07, 6.13e-07, 2.05e-06, 3.52e-07, 9.99e-07, 1.78e-07, 8.76e-10, 6.92e-08, 5.05e-07, 1.35e-06, 1.15e-06, 1.41e-06, 1.67e-08, 1.69e-08, 2.25e-08, 6.45e-09, 1.20e-08, 6.16e-10, 7.20e-08, 4.00e-09] [3.93e-07, 8.58e-07, 7.28e-07, 6.13e-07, 2.05e-06, 3.52e-07, 9.99e-07, 1.78e-07, 8.76e-10, 6.92e-08, 5.05e-07, 1.35e-06, 1.15e-06, 1.41e-06, 1.67e-08, 1.69e-08, 2.25e-08, 6.45e-09, 1.20e-08, 6.16e-10, 7.20e-08, 4.00e-09] []
481500 [3.32e-06, 1.28e-06, 1.01e-06, 6.69e-07, 3.05e-06, 3.02e-07, 1.42e-06, 1.36e-05, 1.21e-06, 4.01e-06, 5.38e-06, 2.04e-05, 9.54e-06, 6.58e-05, 4.66e-07, 1.42e-06, 1.35e-06, 2.79e-07, 5.41e-07, 0.00e+00, 3.29e-06, 2.89e-07] [3.32e-06, 1.28e-06, 1.01e-06, 6.69e-07, 3.05e-06, 3.02e-07, 1.42e-06, 1.36e-05, 1.21e-06, 4.01e-06, 5.38e-06, 2.04e-05, 9.54e-06, 6.58e-05, 4.66e-07, 1.42e-06, 1.35e-06, 2.79e-07, 5.41e-07, 0.00e+00, 3.29e-06, 2.89e-07] []
481600 [3.14e-07, 7.71e-07, 6.67e-07, 6.17e-07, 1.72e-06, 3.48e-07, 8.91e-07, 2.07e-08, 2.81e-06, 1.12e-10, 3.85e-07, 1.08e-06, 9.65e-07, 5.77e-09, 1.32e-08, 6.66e-10, 1.51e-08, 1.46e-09, 1.96e-09, 1.25e-07, 1.55e-08, 6.77e-07] [3.14e-07, 7.71e-07, 6.67e-07, 6.17e-07, 1.72e-06, 3.48e-07, 8.91e-07, 2.07e-08, 2.81e-06, 1.12e-10, 3.85e-07, 1.08e-06, 9.65e-07, 5.77e-09, 1.32e-08, 6.66e-10, 1.51e-08, 1.46e-09, 1.96e-09, 1.25e-07, 1.55e-08, 6.77e-07] []
481700 [5.37e-06, 6.61e-06, 4.72e-06, 3.08e-06, 1.05e-05, 3.45e-06, 7.74e-06, 4.10e-07, 1.13e-05, 1.61e-07, 3.52e-05, 2.83e-05, 4.85e-05, 1.56e-05, 1.08e-08, 5.46e-07, 1.38e-06, 8.01e-07, 3.33e-08, 0.00e+00, 2.22e-07, 2.18e-06] [5.37e-06, 6.61e-06, 4.72e-06, 3.08e-06, 1.05e-05, 3.45e-06, 7.74e-06, 4.10e-07, 1.13e-05, 1.61e-07, 3.52e-05, 2.83e-05, 4.85e-05, 1.56e-05, 1.08e-08, 5.46e-07, 1.38e-06, 8.01e-07, 3.33e-08, 0.00e+00, 2.22e-07, 2.18e-06] []
481800 [1.02e-06, 3.09e-06, 3.25e-06, 3.67e-06, 7.99e-06, 1.19e-06, 4.76e-06, 3.69e-09, 3.51e-09, 1.26e-09, 5.51e-07, 5.53e-06, 5.80e-06, 1.38e-07, 3.86e-08, 1.74e-07, 8.95e-07, 1.14e-07, 3.38e-10, 5.13e-10, 5.59e-09, 3.12e-09] [1.02e-06, 3.09e-06, 3.25e-06, 3.67e-06, 7.99e-06, 1.19e-06, 4.76e-06, 3.69e-09, 3.51e-09, 1.26e-09, 5.51e-07, 5.53e-06, 5.80e-06, 1.38e-07, 3.86e-08, 1.74e-07, 8.95e-07, 1.14e-07, 3.38e-10, 5.13e-10, 5.59e-09, 3.12e-09] []
481900 [6.59e-07, 2.19e-06, 3.01e-06, 2.65e-06, 6.69e-06, 7.75e-07, 3.70e-06, 1.39e-07, 2.69e-11, 5.22e-10, 4.26e-07, 4.49e-06, 4.91e-06, 5.56e-08, 3.33e-08, 1.45e-07, 2.29e-07, 3.90e-08, 4.25e-09, 9.47e-12, 2.61e-08, 2.39e-10] [6.59e-07, 2.19e-06, 3.01e-06, 2.65e-06, 6.69e-06, 7.75e-07, 3.70e-06, 1.39e-07, 2.69e-11, 5.22e-10, 4.26e-07, 4.49e-06, 4.91e-06, 5.56e-08, 3.33e-08, 1.45e-07, 2.29e-07, 3.90e-08, 4.25e-09, 9.47e-12, 2.61e-08, 2.39e-10] []
482000 [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09] [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.364164 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
482000 [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09] [4.89e-07, 1.69e-06, 2.86e-06, 2.12e-06, 5.81e-06, 6.26e-07, 3.08e-06, 3.24e-09, 7.44e-09, 2.07e-12, 4.01e-07, 3.99e-06, 4.42e-06, 1.90e-08, 2.74e-08, 5.82e-08, 1.14e-08, 1.26e-09, 2.96e-09, 0.00e+00, 2.08e-08, 3.59e-09] []
482100 [3.74e-07, 1.41e-06, 2.79e-06, 1.83e-06, 5.06e-06, 5.83e-07, 2.79e-06, 1.32e-07, 2.12e-08, 4.58e-10, 3.88e-07, 3.67e-06, 4.10e-06, 1.35e-08, 3.38e-08, 2.95e-08, 4.08e-09, 1.04e-08, 1.06e-08, 9.99e-09, 6.46e-08, 6.55e-08] [3.74e-07, 1.41e-06, 2.79e-06, 1.83e-06, 5.06e-06, 5.83e-07, 2.79e-06, 1.32e-07, 2.12e-08, 4.58e-10, 3.88e-07, 3.67e-06, 4.10e-06, 1.35e-08, 3.38e-08, 2.95e-08, 4.08e-09, 1.04e-08, 1.06e-08, 9.99e-09, 6.46e-08, 6.55e-08] []
482200 [3.16e-07, 1.22e-06, 2.73e-06, 1.71e-06, 4.67e-06, 5.54e-07, 2.54e-06, 1.45e-09, 1.62e-10, 1.34e-10, 3.99e-07, 3.42e-06, 3.83e-06, 7.72e-09, 3.48e-08, 2.05e-08, 9.10e-09, 2.93e-10, 1.13e-09, 8.84e-13, 1.20e-08, 9.33e-10] [3.16e-07, 1.22e-06, 2.73e-06, 1.71e-06, 4.67e-06, 5.54e-07, 2.54e-06, 1.45e-09, 1.62e-10, 1.34e-10, 3.99e-07, 3.42e-06, 3.83e-06, 7.72e-09, 3.48e-08, 2.05e-08, 9.10e-09, 2.93e-10, 1.13e-09, 8.84e-13, 1.20e-08, 9.33e-10] []
482300 [6.48e-06, 4.00e-06, 3.20e-06, 5.96e-06, 9.38e-06, 2.89e-06, 2.18e-06, 1.48e-04, 6.55e-07, 2.90e-05, 2.76e-05, 9.40e-05, 1.34e-04, 5.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.89e-08, 6.14e-05, 3.57e-09, 2.82e-04, 8.03e-07] [6.48e-06, 4.00e-06, 3.20e-06, 5.96e-06, 9.38e-06, 2.89e-06, 2.18e-06, 1.48e-04, 6.55e-07, 2.90e-05, 2.76e-05, 9.40e-05, 1.34e-04, 5.96e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.89e-08, 6.14e-05, 3.57e-09, 2.82e-04, 8.03e-07] []
482400 [4.32e-07, 1.44e-06, 2.86e-06, 2.23e-06, 4.76e-06, 5.15e-07, 2.26e-06, 1.61e-08, 4.73e-10, 7.97e-10, 4.82e-07, 3.17e-06, 3.58e-06, 3.43e-08, 1.59e-08, 2.03e-09, 1.33e-08, 5.29e-10, 1.21e-09, 3.74e-12, 1.23e-08, 1.86e-10] [4.32e-07, 1.44e-06, 2.86e-06, 2.23e-06, 4.76e-06, 5.15e-07, 2.26e-06, 1.61e-08, 4.73e-10, 7.97e-10, 4.82e-07, 3.17e-06, 3.58e-06, 3.43e-08, 1.59e-08, 2.03e-09, 1.33e-08, 5.29e-10, 1.21e-09, 3.74e-12, 1.23e-08, 1.86e-10] []
482500 [5.58e-06, 4.47e-06, 3.27e-06, 3.05e-06, 4.47e-06, 3.17e-06, 2.02e-06, 1.40e-08, 5.56e-07, 9.83e-06, 1.28e-05, 7.16e-05, 8.69e-05, 4.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-07, 6.28e-07] [5.58e-06, 4.47e-06, 3.27e-06, 3.05e-06, 4.47e-06, 3.17e-06, 2.02e-06, 1.40e-08, 5.56e-07, 9.83e-06, 1.28e-05, 7.16e-05, 8.69e-05, 4.20e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-07, 6.28e-07] []
482600 [4.53e-07, 1.32e-06, 2.74e-06, 2.14e-06, 4.66e-06, 4.81e-07, 2.19e-06, 2.80e-09, 1.79e-07, 7.91e-10, 5.21e-07, 3.29e-06, 3.67e-06, 1.01e-06, 6.36e-08, 8.17e-09, 3.19e-08, 4.20e-09, 4.76e-10, 0.00e+00, 9.14e-09, 3.16e-07] [4.53e-07, 1.32e-06, 2.74e-06, 2.14e-06, 4.66e-06, 4.81e-07, 2.19e-06, 2.80e-09, 1.79e-07, 7.91e-10, 5.21e-07, 3.29e-06, 3.67e-06, 1.01e-06, 6.36e-08, 8.17e-09, 3.19e-08, 4.20e-09, 4.76e-10, 0.00e+00, 9.14e-09, 3.16e-07] []
482700 [3.42e-07, 1.20e-06, 2.61e-06, 1.85e-06, 4.25e-06, 5.88e-07, 2.01e-06, 5.87e-13, 2.36e-09, 1.20e-11, 4.04e-07, 3.03e-06, 3.37e-06, 7.81e-09, 2.89e-08, 3.06e-09, 4.05e-08, 8.24e-10, 0.00e+00, 1.57e-10, 4.25e-08, 9.80e-10] [3.42e-07, 1.20e-06, 2.61e-06, 1.85e-06, 4.25e-06, 5.88e-07, 2.01e-06, 5.87e-13, 2.36e-09, 1.20e-11, 4.04e-07, 3.03e-06, 3.37e-06, 7.81e-09, 2.89e-08, 3.06e-09, 4.05e-08, 8.24e-10, 0.00e+00, 1.57e-10, 4.25e-08, 9.80e-10] []
482800 [8.65e-06, 7.07e-06, 2.68e-06, 6.51e-06, 6.39e-06, 5.75e-06, 2.31e-06, 1.08e-05, 7.46e-08, 5.40e-06, 2.55e-05, 2.23e-04, 1.07e-04, 8.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-05, 1.18e-07] [8.65e-06, 7.07e-06, 2.68e-06, 6.51e-06, 6.39e-06, 5.75e-06, 2.31e-06, 1.08e-05, 7.46e-08, 5.40e-06, 2.55e-05, 2.23e-04, 1.07e-04, 8.34e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-05, 1.18e-07] []
482900 [3.85e-07, 1.22e-06, 2.57e-06, 1.85e-06, 4.28e-06, 5.42e-07, 1.98e-06, 8.84e-08, 7.33e-10, 1.69e-10, 4.25e-07, 3.09e-06, 3.41e-06, 1.60e-08, 1.70e-08, 3.63e-09, 3.40e-08, 3.96e-10, 0.00e+00, 0.00e+00, 6.05e-08, 1.83e-09] [3.85e-07, 1.22e-06, 2.57e-06, 1.85e-06, 4.28e-06, 5.42e-07, 1.98e-06, 8.84e-08, 7.33e-10, 1.69e-10, 4.25e-07, 3.09e-06, 3.41e-06, 1.60e-08, 1.70e-08, 3.63e-09, 3.40e-08, 3.96e-10, 0.00e+00, 0.00e+00, 6.05e-08, 1.83e-09] []
483000 [3.19e-07, 1.11e-06, 2.46e-06, 1.68e-06, 3.99e-06, 5.71e-07, 1.85e-06, 5.83e-08, 3.61e-11, 3.02e-10, 4.01e-07, 2.98e-06, 3.27e-06, 6.37e-09, 3.11e-08, 2.63e-09, 3.31e-08, 7.70e-10, 0.00e+00, 1.97e-13, 1.66e-07, 7.80e-10] [3.19e-07, 1.11e-06, 2.46e-06, 1.68e-06, 3.99e-06, 5.71e-07, 1.85e-06, 5.83e-08, 3.61e-11, 3.02e-10, 4.01e-07, 2.98e-06, 3.27e-06, 6.37e-09, 3.11e-08, 2.63e-09, 3.31e-08, 7.70e-10, 0.00e+00, 1.97e-13, 1.66e-07, 7.80e-10] []
483100 [2.46e-06, 1.78e-06, 2.50e-06, 1.96e-06, 4.20e-06, 1.14e-06, 1.77e-06, 2.81e-07, 6.61e-08, 5.39e-06, 6.44e-06, 2.11e-05, 4.02e-05, 8.16e-05, 2.64e-09, 5.30e-09, 0.00e+00, 0.00e+00, 1.56e-09, 2.57e-09, 1.08e-08, 1.67e-08] [2.46e-06, 1.78e-06, 2.50e-06, 1.96e-06, 4.20e-06, 1.14e-06, 1.77e-06, 2.81e-07, 6.61e-08, 5.39e-06, 6.44e-06, 2.11e-05, 4.02e-05, 8.16e-05, 2.64e-09, 5.30e-09, 0.00e+00, 0.00e+00, 1.56e-09, 2.57e-09, 1.08e-08, 1.67e-08] []
483200 [3.55e-07, 1.13e-06, 2.39e-06, 1.65e-06, 3.90e-06, 5.47e-07, 1.80e-06, 8.30e-08, 2.16e-11, 2.58e-10, 4.20e-07, 2.98e-06, 3.26e-06, 1.19e-08, 2.75e-08, 1.84e-09, 2.74e-08, 8.92e-10, 0.00e+00, 8.00e-13, 1.56e-07, 1.43e-10] [3.55e-07, 1.13e-06, 2.39e-06, 1.65e-06, 3.90e-06, 5.47e-07, 1.80e-06, 8.30e-08, 2.16e-11, 2.58e-10, 4.20e-07, 2.98e-06, 3.26e-06, 1.19e-08, 2.75e-08, 1.84e-09, 2.74e-08, 8.92e-10, 0.00e+00, 8.00e-13, 1.56e-07, 1.43e-10] []
483300 [8.37e-06, 4.44e-06, 2.46e-06, 4.22e-06, 4.13e-06, 3.62e-06, 1.65e-06, 6.90e-06, 1.92e-05, 9.29e-06, 1.86e-05, 8.56e-05, 1.42e-04, 5.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.23e-05, 1.77e-05, 1.96e-04] [8.37e-06, 4.44e-06, 2.46e-06, 4.22e-06, 4.13e-06, 3.62e-06, 1.65e-06, 6.90e-06, 1.92e-05, 9.29e-06, 1.86e-05, 8.56e-05, 1.42e-04, 5.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.23e-05, 1.77e-05, 1.96e-04] []
483400 [3.62e-07, 1.15e-06, 2.28e-06, 1.57e-06, 3.77e-06, 5.51e-07, 1.78e-06, 1.23e-07, 7.11e-09, 3.04e-11, 4.38e-07, 2.97e-06, 3.23e-06, 2.19e-08, 2.02e-08, 1.87e-09, 2.11e-08, 3.52e-10, 7.62e-10, 0.00e+00, 1.51e-08, 1.51e-09] [3.62e-07, 1.15e-06, 2.28e-06, 1.57e-06, 3.77e-06, 5.51e-07, 1.78e-06, 1.23e-07, 7.11e-09, 3.04e-11, 4.38e-07, 2.97e-06, 3.23e-06, 2.19e-08, 2.02e-08, 1.87e-09, 2.11e-08, 3.52e-10, 7.62e-10, 0.00e+00, 1.51e-08, 1.51e-09] []
483500 [1.43e-05, 6.71e-06, 2.41e-06, 6.11e-06, 4.06e-06, 5.94e-06, 1.74e-06, 2.81e-05, 1.57e-09, 2.36e-05, 5.31e-05, 1.58e-04, 4.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 1.80e-08] [1.43e-05, 6.71e-06, 2.41e-06, 6.11e-06, 4.06e-06, 5.94e-06, 1.74e-06, 2.81e-05, 1.57e-09, 2.36e-05, 5.31e-05, 1.58e-04, 4.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 1.80e-08] []
483600 [3.70e-07, 1.12e-06, 2.21e-06, 1.50e-06, 3.66e-06, 5.57e-07, 1.75e-06, 8.10e-08, 3.29e-10, 5.44e-10, 4.56e-07, 3.06e-06, 3.29e-06, 6.90e-08, 1.09e-08, 1.03e-09, 1.77e-08, 8.07e-11, 4.43e-10, 2.49e-11, 1.51e-08, 2.78e-10] [3.70e-07, 1.12e-06, 2.21e-06, 1.50e-06, 3.66e-06, 5.57e-07, 1.75e-06, 8.10e-08, 3.29e-10, 5.44e-10, 4.56e-07, 3.06e-06, 3.29e-06, 6.90e-08, 1.09e-08, 1.03e-09, 1.77e-08, 8.07e-11, 4.43e-10, 2.49e-11, 1.51e-08, 2.78e-10] []
483700 [1.79e-05, 5.11e-06, 2.54e-06, 4.39e-06, 4.84e-06, 4.80e-06, 1.74e-06, 4.36e-05, 1.75e-07, 1.16e-05, 6.57e-05, 1.97e-04, 5.11e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-05, 2.99e-07] [1.79e-05, 5.11e-06, 2.54e-06, 4.39e-06, 4.84e-06, 4.80e-06, 1.74e-06, 4.36e-05, 1.75e-07, 1.16e-05, 6.57e-05, 1.97e-04, 5.11e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-05, 2.99e-07] []
483800 [3.88e-07, 1.11e-06, 2.13e-06, 1.40e-06, 3.51e-06, 5.82e-07, 1.68e-06, 1.84e-09, 1.02e-10, 3.80e-10, 4.80e-07, 2.97e-06, 3.23e-06, 7.37e-09, 2.04e-08, 2.60e-09, 1.65e-08, 5.93e-10, 1.95e-09, 1.71e-12, 1.73e-08, 1.65e-10] [3.88e-07, 1.11e-06, 2.13e-06, 1.40e-06, 3.51e-06, 5.82e-07, 1.68e-06, 1.84e-09, 1.02e-10, 3.80e-10, 4.80e-07, 2.97e-06, 3.23e-06, 7.37e-09, 2.04e-08, 2.60e-09, 1.65e-08, 5.93e-10, 1.95e-09, 1.71e-12, 1.73e-08, 1.65e-10] []
483900 [1.50e-06, 1.64e-06, 2.16e-06, 1.78e-06, 3.12e-06, 1.29e-06, 1.39e-06, 5.24e-05, 6.83e-08, 2.33e-06, 5.54e-06, 1.97e-05, 1.49e-05, 6.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.16e-05, 6.63e-08] [1.50e-06, 1.64e-06, 2.16e-06, 1.78e-06, 3.12e-06, 1.29e-06, 1.39e-06, 5.24e-05, 6.83e-08, 2.33e-06, 5.54e-06, 1.97e-05, 1.49e-05, 6.32e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.16e-05, 6.63e-08] []
484000 [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07] [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.835158 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
484000 [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07] [3.69e-07, 1.07e-06, 2.04e-06, 1.31e-06, 3.28e-06, 6.24e-07, 1.63e-06, 1.73e-07, 1.10e-06, 1.09e-09, 4.83e-07, 3.02e-06, 3.23e-06, 3.87e-08, 1.24e-08, 1.08e-09, 1.54e-08, 3.28e-10, 9.43e-09, 5.49e-08, 5.68e-08, 3.15e-07] []
484100 [9.79e-07, 9.55e-07, 2.20e-06, 1.19e-06, 3.04e-06, 5.25e-07, 1.67e-06, 5.79e-07, 2.46e-08, 5.69e-07, 7.74e-06, 9.85e-06, 8.60e-06, 6.12e-06, 9.02e-08, 3.43e-08, 2.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 4.10e-08] [9.79e-07, 9.55e-07, 2.20e-06, 1.19e-06, 3.04e-06, 5.25e-07, 1.67e-06, 5.79e-07, 2.46e-08, 5.69e-07, 7.74e-06, 9.85e-06, 8.60e-06, 6.12e-06, 9.02e-08, 3.43e-08, 2.25e-09, 0.00e+00, 0.00e+00, 0.00e+00, 4.35e-06, 4.10e-08] []
484200 [3.96e-07, 1.04e-06, 1.85e-06, 1.23e-06, 3.15e-06, 7.26e-07, 1.67e-06, 6.35e-08, 1.51e-05, 1.12e-09, 6.27e-07, 3.56e-06, 3.96e-06, 3.20e-09, 1.06e-08, 1.44e-09, 1.58e-08, 1.60e-09, 9.61e-09, 0.00e+00, 5.80e-08, 1.97e-05] [3.96e-07, 1.04e-06, 1.85e-06, 1.23e-06, 3.15e-06, 7.26e-07, 1.67e-06, 6.35e-08, 1.51e-05, 1.12e-09, 6.27e-07, 3.56e-06, 3.96e-06, 3.20e-09, 1.06e-08, 1.44e-09, 1.58e-08, 1.60e-09, 9.61e-09, 0.00e+00, 5.80e-08, 1.97e-05] []
484300 [3.43e-06, 2.31e-06, 2.49e-06, 2.92e-06, 2.77e-06, 2.58e-06, 1.47e-06, 2.26e-05, 9.70e-10, 8.14e-06, 1.23e-05, 3.56e-05, 1.04e-04, 2.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-06, 5.74e-10, 1.68e-05, 3.79e-09] [3.43e-06, 2.31e-06, 2.49e-06, 2.92e-06, 2.77e-06, 2.58e-06, 1.47e-06, 2.26e-05, 9.70e-10, 8.14e-06, 1.23e-05, 3.56e-05, 1.04e-04, 2.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.96e-06, 5.74e-10, 1.68e-05, 3.79e-09] []
484400 [4.75e-07, 8.27e-07, 1.88e-06, 1.08e-06, 2.63e-06, 7.62e-07, 1.48e-06, 2.57e-08, 6.99e-11, 1.59e-09, 6.17e-07, 3.72e-06, 3.75e-06, 1.41e-08, 2.04e-08, 6.35e-09, 1.58e-08, 2.97e-10, 0.00e+00, 0.00e+00, 3.92e-08, 6.33e-10] [4.75e-07, 8.27e-07, 1.88e-06, 1.08e-06, 2.63e-06, 7.62e-07, 1.48e-06, 2.57e-08, 6.99e-11, 1.59e-09, 6.17e-07, 3.72e-06, 3.75e-06, 1.41e-08, 2.04e-08, 6.35e-09, 1.58e-08, 2.97e-10, 0.00e+00, 0.00e+00, 3.92e-08, 6.33e-10] []
484500 [1.01e-05, 1.84e-06, 2.99e-06, 2.81e-06, 4.27e-06, 4.89e-06, 1.86e-06, 3.29e-05, 1.48e-06, 1.39e-07, 2.44e-04, 2.66e-04, 8.77e-04, 4.52e-04, 6.91e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.55e-04, 4.38e-07] [1.01e-05, 1.84e-06, 2.99e-06, 2.81e-06, 4.27e-06, 4.89e-06, 1.86e-06, 3.29e-05, 1.48e-06, 1.39e-07, 2.44e-04, 2.66e-04, 8.77e-04, 4.52e-04, 6.91e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.73e-08, 1.55e-04, 4.38e-07] []
484600 [4.81e-07, 5.79e-07, 1.97e-06, 1.12e-06, 2.03e-06, 7.57e-07, 1.25e-06, 6.53e-08, 1.00e-05, 4.27e-10, 6.08e-07, 3.77e-06, 3.70e-06, 6.28e-09, 1.72e-08, 9.60e-09, 1.04e-08, 5.44e-10, 4.28e-10, 1.51e-06, 1.08e-08, 7.01e-06] [4.81e-07, 5.79e-07, 1.97e-06, 1.12e-06, 2.03e-06, 7.57e-07, 1.25e-06, 6.53e-08, 1.00e-05, 4.27e-10, 6.08e-07, 3.77e-06, 3.70e-06, 6.28e-09, 1.72e-08, 9.60e-09, 1.04e-08, 5.44e-10, 4.28e-10, 1.51e-06, 1.08e-08, 7.01e-06] []
484700 [9.62e-05, 3.65e-05, 1.09e-05, 1.82e-05, 8.10e-06, 2.45e-05, 2.79e-06, 9.38e-05, 6.44e-09, 1.20e-04, 1.50e-04, 9.81e-04, 1.09e-03, 5.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-04, 3.41e-07] [9.62e-05, 3.65e-05, 1.09e-05, 1.82e-05, 8.10e-06, 2.45e-05, 2.79e-06, 9.38e-05, 6.44e-09, 1.20e-04, 1.50e-04, 9.81e-04, 1.09e-03, 5.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.73e-04, 3.41e-07] []
484800 [4.94e-07, 5.50e-07, 1.89e-06, 1.03e-06, 1.86e-06, 6.48e-07, 1.11e-06, 8.70e-08, 2.81e-11, 4.45e-10, 5.90e-07, 3.42e-06, 3.33e-06, 1.12e-08, 1.58e-08, 6.20e-09, 7.24e-09, 1.91e-10, 0.00e+00, 2.92e-12, 3.72e-08, 2.17e-10] [4.94e-07, 5.50e-07, 1.89e-06, 1.03e-06, 1.86e-06, 6.48e-07, 1.11e-06, 8.70e-08, 2.81e-11, 4.45e-10, 5.90e-07, 3.42e-06, 3.33e-06, 1.12e-08, 1.58e-08, 6.20e-09, 7.24e-09, 1.91e-10, 0.00e+00, 2.92e-12, 3.72e-08, 2.17e-10] []
484900 [3.99e-07, 5.29e-07, 1.79e-06, 9.03e-07, 1.60e-06, 6.20e-07, 9.17e-07, 9.22e-09, 2.04e-10, 5.28e-10, 5.37e-07, 2.97e-06, 2.88e-06, 2.01e-08, 2.33e-08, 5.69e-09, 7.34e-09, 8.01e-10, 7.56e-14, 1.11e-12, 1.20e-08, 1.03e-09] [3.99e-07, 5.29e-07, 1.79e-06, 9.03e-07, 1.60e-06, 6.20e-07, 9.17e-07, 9.22e-09, 2.04e-10, 5.28e-10, 5.37e-07, 2.97e-06, 2.88e-06, 2.01e-08, 2.33e-08, 5.69e-09, 7.34e-09, 8.01e-10, 7.56e-14, 1.11e-12, 1.20e-08, 1.03e-09] []
485000 [6.85e-07, 6.78e-07, 1.78e-06, 1.13e-06, 1.70e-06, 5.78e-07, 9.95e-07, 1.40e-06, 1.70e-08, 1.64e-07, 8.22e-07, 4.79e-06, 5.58e-06, 4.12e-06, 1.77e-08, 7.66e-09, 1.01e-08, 0.00e+00, 0.00e+00, 9.29e-11, 2.88e-07, 3.90e-09] [6.85e-07, 6.78e-07, 1.78e-06, 1.13e-06, 1.70e-06, 5.78e-07, 9.95e-07, 1.40e-06, 1.70e-08, 1.64e-07, 8.22e-07, 4.79e-06, 5.58e-06, 4.12e-06, 1.77e-08, 7.66e-09, 1.01e-08, 0.00e+00, 0.00e+00, 9.29e-11, 2.88e-07, 3.90e-09] []
485100 [3.42e-07, 5.79e-07, 1.62e-06, 8.48e-07, 1.52e-06, 6.04e-07, 8.82e-07, 7.42e-07, 4.87e-06, 1.04e-08, 5.51e-07, 3.05e-06, 2.75e-06, 2.94e-07, 2.50e-09, 3.37e-09, 2.73e-09, 2.91e-10, 4.04e-09, 4.61e-09, 3.01e-08, 6.62e-08] [3.42e-07, 5.79e-07, 1.62e-06, 8.48e-07, 1.52e-06, 6.04e-07, 8.82e-07, 7.42e-07, 4.87e-06, 1.04e-08, 5.51e-07, 3.05e-06, 2.75e-06, 2.94e-07, 2.50e-09, 3.37e-09, 2.73e-09, 2.91e-10, 4.04e-09, 4.61e-09, 3.01e-08, 6.62e-08] []
485200 [8.73e-07, 7.31e-07, 1.74e-06, 9.83e-07, 1.72e-06, 5.35e-07, 1.02e-06, 3.70e-07, 1.08e-09, 1.15e-06, 2.17e-06, 6.91e-06, 1.16e-05, 3.24e-05, 0.00e+00, 9.26e-11, 3.38e-10, 0.00e+00, 8.05e-08, 5.89e-12, 5.43e-07, 5.72e-09] [8.73e-07, 7.31e-07, 1.74e-06, 9.83e-07, 1.72e-06, 5.35e-07, 1.02e-06, 3.70e-07, 1.08e-09, 1.15e-06, 2.17e-06, 6.91e-06, 1.16e-05, 3.24e-05, 0.00e+00, 9.26e-11, 3.38e-10, 0.00e+00, 8.05e-08, 5.89e-12, 5.43e-07, 5.72e-09] []
485300 [3.54e-07, 5.46e-07, 1.54e-06, 7.12e-07, 1.53e-06, 4.90e-07, 8.13e-07, 2.22e-09, 3.36e-10, 8.24e-10, 4.59e-07, 2.57e-06, 2.47e-06, 2.04e-08, 1.94e-08, 3.39e-09, 3.51e-09, 9.09e-10, 8.48e-11, 1.87e-12, 8.58e-09, 2.80e-10] [3.54e-07, 5.46e-07, 1.54e-06, 7.12e-07, 1.53e-06, 4.90e-07, 8.13e-07, 2.22e-09, 3.36e-10, 8.24e-10, 4.59e-07, 2.57e-06, 2.47e-06, 2.04e-08, 1.94e-08, 3.39e-09, 3.51e-09, 9.09e-10, 8.48e-11, 1.87e-12, 8.58e-09, 2.80e-10] []
485400 [5.12e-07, 6.07e-07, 1.48e-06, 8.73e-07, 1.65e-06, 4.28e-07, 9.94e-07, 9.34e-07, 5.82e-09, 1.04e-09, 1.34e-06, 3.21e-06, 3.39e-06, 2.61e-07, 1.51e-07, 6.28e-10, 5.27e-09, 8.29e-09, 9.60e-09, 3.17e-11, 4.01e-08, 1.97e-08] [5.12e-07, 6.07e-07, 1.48e-06, 8.73e-07, 1.65e-06, 4.28e-07, 9.94e-07, 9.34e-07, 5.82e-09, 1.04e-09, 1.34e-06, 3.21e-06, 3.39e-06, 2.61e-07, 1.51e-07, 6.28e-10, 5.27e-09, 8.29e-09, 9.60e-09, 3.17e-11, 4.01e-08, 1.97e-08] []
485500 [3.37e-07, 5.43e-07, 1.38e-06, 6.47e-07, 1.50e-06, 4.66e-07, 8.01e-07, 1.42e-08, 3.09e-05, 3.24e-09, 4.35e-07, 2.58e-06, 2.47e-06, 7.97e-08, 2.32e-08, 4.01e-09, 2.72e-09, 1.11e-09, 1.29e-10, 0.00e+00, 8.95e-09, 2.57e-05] [3.37e-07, 5.43e-07, 1.38e-06, 6.47e-07, 1.50e-06, 4.66e-07, 8.01e-07, 1.42e-08, 3.09e-05, 3.24e-09, 4.35e-07, 2.58e-06, 2.47e-06, 7.97e-08, 2.32e-08, 4.01e-09, 2.72e-09, 1.11e-09, 1.29e-10, 0.00e+00, 8.95e-09, 2.57e-05] []
485600 [3.89e-07, 6.45e-07, 1.36e-06, 7.65e-07, 1.59e-06, 3.96e-07, 9.33e-07, 2.05e-07, 6.83e-08, 1.70e-08, 2.04e-06, 3.42e-06, 6.04e-06, 6.11e-06, 9.46e-10, 9.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-10, 2.53e-07, 8.23e-09] [3.89e-07, 6.45e-07, 1.36e-06, 7.65e-07, 1.59e-06, 3.96e-07, 9.33e-07, 2.05e-07, 6.83e-08, 1.70e-08, 2.04e-06, 3.42e-06, 6.04e-06, 6.11e-06, 9.46e-10, 9.00e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.72e-10, 2.53e-07, 8.23e-09] []
485700 [3.11e-07, 5.74e-07, 1.29e-06, 6.21e-07, 1.44e-06, 4.55e-07, 7.67e-07, 1.92e-08, 7.38e-11, 4.99e-09, 4.18e-07, 2.51e-06, 2.38e-06, 2.66e-07, 4.41e-09, 3.00e-09, 2.95e-10, 0.00e+00, 2.77e-13, 4.02e-13, 1.10e-08, 4.74e-10] [3.11e-07, 5.74e-07, 1.29e-06, 6.21e-07, 1.44e-06, 4.55e-07, 7.67e-07, 1.92e-08, 7.38e-11, 4.99e-09, 4.18e-07, 2.51e-06, 2.38e-06, 2.66e-07, 4.41e-09, 3.00e-09, 2.95e-10, 0.00e+00, 2.77e-13, 4.02e-13, 1.10e-08, 4.74e-10] []
485800 [4.20e-07, 5.84e-07, 1.28e-06, 6.26e-07, 1.61e-06, 3.62e-07, 9.16e-07, 6.29e-07, 5.04e-09, 9.04e-08, 9.84e-07, 3.36e-06, 4.57e-06, 4.79e-06, 0.00e+00, 1.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-11, 1.49e-07, 2.10e-08] [4.20e-07, 5.84e-07, 1.28e-06, 6.26e-07, 1.61e-06, 3.62e-07, 9.16e-07, 6.29e-07, 5.04e-09, 9.04e-08, 9.84e-07, 3.36e-06, 4.57e-06, 4.79e-06, 0.00e+00, 1.96e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.75e-11, 1.49e-07, 2.10e-08] []
485900 [6.28e-07, 5.62e-07, 1.26e-06, 5.45e-07, 1.51e-06, 4.26e-07, 7.47e-07, 7.29e-07, 1.88e-04, 3.25e-07, 1.60e-06, 4.57e-06, 9.49e-06, 1.56e-05, 3.52e-07, 7.38e-08, 1.32e-07, 7.35e-08, 1.40e-07, 0.00e+00, 9.41e-07, 1.55e-04] [6.28e-07, 5.62e-07, 1.26e-06, 5.45e-07, 1.51e-06, 4.26e-07, 7.47e-07, 7.29e-07, 1.88e-04, 3.25e-07, 1.60e-06, 4.57e-06, 9.49e-06, 1.56e-05, 3.52e-07, 7.38e-08, 1.32e-07, 7.35e-08, 1.40e-07, 0.00e+00, 9.41e-07, 1.55e-04] []
486000 [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10] [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.394087 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
486000 [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10] [3.88e-07, 5.37e-07, 1.12e-06, 4.74e-07, 1.52e-06, 3.66e-07, 8.17e-07, 2.33e-08, 4.04e-09, 2.34e-08, 5.29e-07, 2.54e-06, 2.96e-06, 9.51e-07, 3.93e-08, 8.48e-09, 4.93e-09, 8.34e-09, 1.20e-08, 7.26e-11, 7.20e-08, 4.72e-10] []
486100 [3.03e-06, 1.12e-06, 1.46e-06, 7.42e-07, 1.96e-06, 5.11e-07, 9.18e-07, 7.66e-06, 1.51e-07, 7.88e-06, 7.56e-06, 1.54e-05, 2.90e-05, 9.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.85e-08, 3.44e-05, 4.58e-07] [3.03e-06, 1.12e-06, 1.46e-06, 7.42e-07, 1.96e-06, 5.11e-07, 9.18e-07, 7.66e-06, 1.51e-07, 7.88e-06, 7.56e-06, 1.54e-05, 2.90e-05, 9.97e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.85e-08, 3.44e-05, 4.58e-07] []
486200 [3.35e-07, 5.57e-07, 1.03e-06, 4.21e-07, 1.46e-06, 3.89e-07, 7.81e-07, 2.37e-09, 5.69e-10, 8.23e-10, 4.16e-07, 2.27e-06, 2.19e-06, 2.23e-08, 1.89e-08, 3.23e-09, 4.20e-10, 8.37e-10, 1.29e-11, 3.10e-12, 3.23e-08, 1.36e-09] [3.35e-07, 5.57e-07, 1.03e-06, 4.21e-07, 1.46e-06, 3.89e-07, 7.81e-07, 2.37e-09, 5.69e-10, 8.23e-10, 4.16e-07, 2.27e-06, 2.19e-06, 2.23e-08, 1.89e-08, 3.23e-09, 4.20e-10, 8.37e-10, 1.29e-11, 3.10e-12, 3.23e-08, 1.36e-09] []
486300 [5.17e-06, 2.00e-06, 1.33e-06, 1.71e-06, 2.24e-06, 1.75e-06, 1.36e-06, 2.83e-05, 3.71e-06, 1.07e-05, 1.28e-05, 7.86e-05, 5.25e-05, 3.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-07, 9.03e-06, 2.70e-06] [5.17e-06, 2.00e-06, 1.33e-06, 1.71e-06, 2.24e-06, 1.75e-06, 1.36e-06, 2.83e-05, 3.71e-06, 1.07e-05, 1.28e-05, 7.86e-05, 5.25e-05, 3.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.46e-07, 9.03e-06, 2.70e-06] []
486400 [3.08e-07, 5.59e-07, 9.22e-07, 3.89e-07, 1.40e-06, 3.97e-07, 8.04e-07, 3.41e-08, 6.50e-10, 1.43e-10, 3.93e-07, 2.20e-06, 2.10e-06, 1.28e-08, 1.12e-08, 2.70e-09, 1.99e-10, 2.37e-10, 1.86e-10, 3.70e-12, 2.36e-08, 2.77e-10] [3.08e-07, 5.59e-07, 9.22e-07, 3.89e-07, 1.40e-06, 3.97e-07, 8.04e-07, 3.41e-08, 6.50e-10, 1.43e-10, 3.93e-07, 2.20e-06, 2.10e-06, 1.28e-08, 1.12e-08, 2.70e-09, 1.99e-10, 2.37e-10, 1.86e-10, 3.70e-12, 2.36e-08, 2.77e-10] []
486500 [1.35e-05, 5.82e-06, 3.39e-06, 1.68e-05, 1.06e-05, 5.54e-06, 5.06e-06, 8.11e-06, 1.63e-07, 3.09e-05, 4.37e-05, 1.78e-04, 3.33e-04, 3.18e-04, 0.00e+00, 3.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-09, 3.26e-05, 4.93e-08] [1.35e-05, 5.82e-06, 3.39e-06, 1.68e-05, 1.06e-05, 5.54e-06, 5.06e-06, 8.11e-06, 1.63e-07, 3.09e-05, 4.37e-05, 1.78e-04, 3.33e-04, 3.18e-04, 0.00e+00, 3.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-09, 3.26e-05, 4.93e-08] []
486600 [3.54e-07, 7.25e-07, 8.56e-07, 4.08e-07, 1.52e-06, 4.26e-07, 7.40e-07, 2.01e-09, 1.94e-09, 8.17e-10, 3.80e-07, 2.18e-06, 2.10e-06, 7.19e-09, 2.93e-08, 7.11e-09, 8.82e-10, 8.78e-10, 3.57e-10, 9.17e-11, 7.98e-09, 5.44e-10] [3.54e-07, 7.25e-07, 8.56e-07, 4.08e-07, 1.52e-06, 4.26e-07, 7.40e-07, 2.01e-09, 1.94e-09, 8.17e-10, 3.80e-07, 2.18e-06, 2.10e-06, 7.19e-09, 2.93e-08, 7.11e-09, 8.82e-10, 8.78e-10, 3.57e-10, 9.17e-11, 7.98e-09, 5.44e-10] []
486700 [5.81e-05, 1.11e-05, 9.48e-06, 8.91e-06, 1.03e-05, 6.73e-06, 6.39e-06, 8.62e-06, 2.54e-05, 1.09e-04, 1.49e-04, 6.17e-04, 8.26e-04, 3.94e-03, 6.47e-05, 9.00e-05, 2.56e-05, 1.49e-05, 3.05e-06, 0.00e+00, 1.69e-05, 3.74e-06] [5.81e-05, 1.11e-05, 9.48e-06, 8.91e-06, 1.03e-05, 6.73e-06, 6.39e-06, 8.62e-06, 2.54e-05, 1.09e-04, 1.49e-04, 6.17e-04, 8.26e-04, 3.94e-03, 6.47e-05, 9.00e-05, 2.56e-05, 1.49e-05, 3.05e-06, 0.00e+00, 1.69e-05, 3.74e-06] []
486800 [3.24e-07, 5.67e-07, 7.54e-07, 3.18e-07, 1.34e-06, 3.57e-07, 7.29e-07, 8.06e-10, 5.76e-07, 1.70e-08, 4.23e-07, 2.05e-06, 2.23e-06, 7.72e-07, 5.97e-08, 3.72e-09, 4.36e-09, 6.52e-09, 4.39e-12, 2.10e-07, 6.56e-08, 1.12e-06] [3.24e-07, 5.67e-07, 7.54e-07, 3.18e-07, 1.34e-06, 3.57e-07, 7.29e-07, 8.06e-10, 5.76e-07, 1.70e-08, 4.23e-07, 2.05e-06, 2.23e-06, 7.72e-07, 5.97e-08, 3.72e-09, 4.36e-09, 6.52e-09, 4.39e-12, 2.10e-07, 6.56e-08, 1.12e-06] []
486900 [9.35e-07, 6.47e-07, 7.62e-07, 2.93e-07, 1.59e-06, 2.63e-07, 8.44e-07, 1.32e-07, 2.50e-10, 4.99e-07, 1.20e-06, 5.18e-06, 5.62e-06, 1.80e-05, 3.16e-07, 9.96e-08, 3.81e-08, 9.30e-08, 4.01e-09, 0.00e+00, 2.41e-08, 4.21e-09] [9.35e-07, 6.47e-07, 7.62e-07, 2.93e-07, 1.59e-06, 2.63e-07, 8.44e-07, 1.32e-07, 2.50e-10, 4.99e-07, 1.20e-06, 5.18e-06, 5.62e-06, 1.80e-05, 3.16e-07, 9.96e-08, 3.81e-08, 9.30e-08, 4.01e-09, 0.00e+00, 2.41e-08, 4.21e-09] []
487000 [2.85e-07, 5.79e-07, 7.04e-07, 3.04e-07, 1.26e-06, 3.60e-07, 6.76e-07, 5.53e-11, 2.68e-10, 1.39e-08, 3.96e-07, 1.91e-06, 1.86e-06, 6.06e-07, 3.86e-10, 1.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-11, 1.20e-08, 2.58e-10] [2.85e-07, 5.79e-07, 7.04e-07, 3.04e-07, 1.26e-06, 3.60e-07, 6.76e-07, 5.53e-11, 2.68e-10, 1.39e-08, 3.96e-07, 1.91e-06, 1.86e-06, 6.06e-07, 3.86e-10, 1.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-11, 1.20e-08, 2.58e-10] []
487100 [3.38e-07, 6.01e-07, 7.03e-07, 2.95e-07, 1.46e-06, 3.35e-07, 7.79e-07, 2.40e-07, 1.20e-07, 1.39e-08, 4.94e-07, 2.19e-06, 2.06e-06, 3.71e-07, 4.75e-11, 1.86e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-08, 5.74e-07, 7.46e-08] [3.38e-07, 6.01e-07, 7.03e-07, 2.95e-07, 1.46e-06, 3.35e-07, 7.79e-07, 2.40e-07, 1.20e-07, 1.39e-08, 4.94e-07, 2.19e-06, 2.06e-06, 3.71e-07, 4.75e-11, 1.86e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.22e-08, 5.74e-07, 7.46e-08] []
487200 [4.06e-05, 7.86e-06, 7.27e-06, 6.57e-06, 8.68e-06, 4.95e-06, 5.98e-06, 6.09e-05, 3.05e-06, 7.23e-05, 9.43e-05, 4.81e-04, 4.62e-04, 2.60e-03, 4.53e-05, 7.41e-05, 1.81e-05, 7.35e-06, 2.33e-05, 1.67e-06, 1.13e-04, 7.71e-06] [4.06e-05, 7.86e-06, 7.27e-06, 6.57e-06, 8.68e-06, 4.95e-06, 5.98e-06, 6.09e-05, 3.05e-06, 7.23e-05, 9.43e-05, 4.81e-04, 4.62e-04, 2.60e-03, 4.53e-05, 7.41e-05, 1.81e-05, 7.35e-06, 2.33e-05, 1.67e-06, 1.13e-04, 7.71e-06] []
487300 [3.43e-07, 6.05e-07, 6.40e-07, 3.11e-07, 1.21e-06, 3.71e-07, 7.25e-07, 2.09e-08, 7.49e-10, 1.39e-07, 5.70e-07, 2.81e-06, 3.40e-06, 6.31e-06, 0.00e+00, 3.55e-10, 0.00e+00, 0.00e+00, 3.74e-11, 4.09e-12, 7.75e-09, 3.79e-10] [3.43e-07, 6.05e-07, 6.40e-07, 3.11e-07, 1.21e-06, 3.71e-07, 7.25e-07, 2.09e-08, 7.49e-10, 1.39e-07, 5.70e-07, 2.81e-06, 3.40e-06, 6.31e-06, 0.00e+00, 3.55e-10, 0.00e+00, 0.00e+00, 3.74e-11, 4.09e-12, 7.75e-09, 3.79e-10] []
487400 [3.32e-07, 6.38e-07, 6.44e-07, 2.71e-07, 1.43e-06, 3.30e-07, 7.76e-07, 2.24e-07, 2.81e-11, 8.06e-09, 4.52e-07, 2.13e-06, 2.24e-06, 9.30e-07, 4.33e-09, 2.81e-09, 0.00e+00, 0.00e+00, 3.27e-08, 1.53e-13, 2.17e-07, 9.03e-10] [3.32e-07, 6.38e-07, 6.44e-07, 2.71e-07, 1.43e-06, 3.30e-07, 7.76e-07, 2.24e-07, 2.81e-11, 8.06e-09, 4.52e-07, 2.13e-06, 2.24e-06, 9.30e-07, 4.33e-09, 2.81e-09, 0.00e+00, 0.00e+00, 3.27e-08, 1.53e-13, 2.17e-07, 9.03e-10] []
487500 [8.64e-07, 5.78e-07, 6.47e-07, 2.55e-07, 1.24e-06, 3.61e-07, 6.87e-07, 7.67e-09, 1.92e-09, 6.78e-07, 1.56e-06, 5.50e-06, 1.03e-05, 2.88e-05, 4.64e-07, 1.45e-07, 1.62e-07, 1.57e-07, 2.09e-09, 6.32e-10, 1.55e-08, 4.24e-09] [8.64e-07, 5.78e-07, 6.47e-07, 2.55e-07, 1.24e-06, 3.61e-07, 6.87e-07, 7.67e-09, 1.92e-09, 6.78e-07, 1.56e-06, 5.50e-06, 1.03e-05, 2.88e-05, 4.64e-07, 1.45e-07, 1.62e-07, 1.57e-07, 2.09e-09, 6.32e-10, 1.55e-08, 4.24e-09] []
487600 [3.15e-07, 5.76e-07, 6.13e-07, 2.33e-07, 1.39e-06, 3.52e-07, 7.59e-07, 3.41e-07, 1.65e-07, 2.32e-08, 4.43e-07, 2.01e-06, 2.32e-06, 3.48e-07, 2.26e-08, 3.72e-09, 2.22e-10, 1.25e-08, 0.00e+00, 5.17e-09, 1.26e-07, 3.17e-08] [3.15e-07, 5.76e-07, 6.13e-07, 2.33e-07, 1.39e-06, 3.52e-07, 7.59e-07, 3.41e-07, 1.65e-07, 2.32e-08, 4.43e-07, 2.01e-06, 2.32e-06, 3.48e-07, 2.26e-08, 3.72e-09, 2.22e-10, 1.25e-08, 0.00e+00, 5.17e-09, 1.26e-07, 3.17e-08] []
487700 [1.30e-05, 4.30e-06, 1.86e-06, 2.91e-06, 1.97e-06, 2.40e-06, 1.17e-06, 1.52e-05, 1.95e-07, 1.42e-05, 1.85e-05, 1.19e-04, 1.56e-04, 6.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 2.37e-05, 1.22e-09] [1.30e-05, 4.30e-06, 1.86e-06, 2.91e-06, 1.97e-06, 2.40e-06, 1.17e-06, 1.52e-05, 1.95e-07, 1.42e-05, 1.85e-05, 1.19e-04, 1.56e-04, 6.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-09, 2.37e-05, 1.22e-09] []
487800 [4.45e-07, 1.59e-06, 8.77e-07, 7.51e-07, 2.04e-06, 5.77e-07, 1.34e-06, 2.34e-12, 1.21e-10, 9.02e-08, 1.35e-06, 4.20e-06, 5.04e-06, 1.03e-06, 2.89e-08, 5.61e-09, 1.15e-08, 0.00e+00, 2.39e-07, 1.54e-12, 1.50e-06, 1.30e-10] [4.45e-07, 1.59e-06, 8.77e-07, 7.51e-07, 2.04e-06, 5.77e-07, 1.34e-06, 2.34e-12, 1.21e-10, 9.02e-08, 1.35e-06, 4.20e-06, 5.04e-06, 1.03e-06, 2.89e-08, 5.61e-09, 1.15e-08, 0.00e+00, 2.39e-07, 1.54e-12, 1.50e-06, 1.30e-10] []
487900 [3.51e-07, 9.53e-07, 6.75e-07, 3.83e-07, 1.50e-06, 4.56e-07, 8.46e-07, 7.36e-10, 4.71e-13, 4.10e-12, 3.88e-07, 2.55e-06, 2.53e-06, 5.47e-09, 2.15e-08, 8.97e-09, 1.56e-09, 5.92e-10, 1.34e-09, 3.85e-12, 1.15e-08, 1.09e-10] [3.51e-07, 9.53e-07, 6.75e-07, 3.83e-07, 1.50e-06, 4.56e-07, 8.46e-07, 7.36e-10, 4.71e-13, 4.10e-12, 3.88e-07, 2.55e-06, 2.53e-06, 5.47e-09, 2.15e-08, 8.97e-09, 1.56e-09, 5.92e-10, 1.34e-09, 3.85e-12, 1.15e-08, 1.09e-10] []
488000 [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10] [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 53.178910 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
488000 [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10] [3.02e-07, 7.91e-07, 5.45e-07, 3.09e-07, 1.25e-06, 4.05e-07, 6.83e-07, 3.91e-09, 5.80e-11, 1.74e-10, 3.76e-07, 2.03e-06, 1.94e-06, 3.23e-09, 1.58e-08, 4.83e-09, 6.04e-10, 3.16e-10, 8.13e-10, 3.07e-12, 8.85e-09, 1.47e-10] []
488100 [4.65e-06, 2.27e-06, 2.09e-06, 5.46e-07, 1.68e-06, 5.32e-07, 1.03e-06, 3.78e-05, 3.96e-05, 6.13e-06, 3.78e-05, 4.73e-05, 2.45e-04, 3.97e-04, 3.76e-06, 5.40e-07, 1.74e-06, 2.77e-06, 1.90e-06, 0.00e+00, 1.06e-05, 3.11e-05] [4.65e-06, 2.27e-06, 2.09e-06, 5.46e-07, 1.68e-06, 5.32e-07, 1.03e-06, 3.78e-05, 3.96e-05, 6.13e-06, 3.78e-05, 4.73e-05, 2.45e-04, 3.97e-04, 3.76e-06, 5.40e-07, 1.74e-06, 2.77e-06, 1.90e-06, 0.00e+00, 1.06e-05, 3.11e-05] []
488200 [3.09e-07, 7.12e-07, 5.18e-07, 3.09e-07, 1.14e-06, 3.35e-07, 7.40e-07, 2.71e-11, 7.24e-09, 1.32e-09, 3.76e-07, 1.83e-06, 1.73e-06, 4.88e-08, 2.06e-08, 3.43e-09, 1.05e-09, 1.11e-09, 5.45e-10, 0.00e+00, 7.94e-09, 2.49e-09] [3.09e-07, 7.12e-07, 5.18e-07, 3.09e-07, 1.14e-06, 3.35e-07, 7.40e-07, 2.71e-11, 7.24e-09, 1.32e-09, 3.76e-07, 1.83e-06, 1.73e-06, 4.88e-08, 2.06e-08, 3.43e-09, 1.05e-09, 1.11e-09, 5.45e-10, 0.00e+00, 7.94e-09, 2.49e-09] []
488300 [2.35e-06, 1.26e-06, 7.81e-07, 1.76e-07, 1.35e-06, 2.03e-07, 9.12e-07, 7.19e-08, 1.16e-09, 1.00e-06, 4.76e-06, 1.10e-05, 2.14e-05, 7.19e-05, 2.56e-07, 3.81e-07, 3.65e-07, 3.97e-07, 2.48e-09, 6.64e-11, 1.54e-08, 4.51e-10] [2.35e-06, 1.26e-06, 7.81e-07, 1.76e-07, 1.35e-06, 2.03e-07, 9.12e-07, 7.19e-08, 1.16e-09, 1.00e-06, 4.76e-06, 1.10e-05, 2.14e-05, 7.19e-05, 2.56e-07, 3.81e-07, 3.65e-07, 3.97e-07, 2.48e-09, 6.64e-11, 1.54e-08, 4.51e-10] []
488400 [2.93e-07, 6.31e-07, 5.28e-07, 2.67e-07, 1.13e-06, 3.27e-07, 6.48e-07, 2.44e-09, 4.53e-11, 3.13e-13, 3.77e-07, 1.71e-06, 1.60e-06, 2.62e-09, 1.10e-08, 2.79e-09, 2.57e-10, 3.19e-10, 2.11e-09, 5.66e-13, 1.53e-08, 2.16e-10] [2.93e-07, 6.31e-07, 5.28e-07, 2.67e-07, 1.13e-06, 3.27e-07, 6.48e-07, 2.44e-09, 4.53e-11, 3.13e-13, 3.77e-07, 1.71e-06, 1.60e-06, 2.62e-09, 1.10e-08, 2.79e-09, 2.57e-10, 3.19e-10, 2.11e-09, 5.66e-13, 1.53e-08, 2.16e-10] []
488500 [1.73e-05, 3.06e-06, 3.07e-06, 5.29e-06, 3.78e-06, 1.76e-06, 2.13e-06, 1.90e-05, 6.18e-08, 8.43e-06, 6.10e-05, 1.69e-04, 3.92e-04, 9.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 3.78e-07, 9.03e-08] [1.73e-05, 3.06e-06, 3.07e-06, 5.29e-06, 3.78e-06, 1.76e-06, 2.13e-06, 1.90e-05, 6.18e-08, 8.43e-06, 6.10e-05, 1.69e-04, 3.92e-04, 9.11e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-07, 0.00e+00, 3.78e-07, 9.03e-08] []
488600 [2.97e-07, 6.48e-07, 5.32e-07, 2.41e-07, 1.20e-06, 3.44e-07, 6.54e-07, 1.33e-07, 6.40e-10, 7.76e-10, 3.78e-07, 1.69e-06, 1.60e-06, 1.61e-08, 8.12e-09, 2.98e-09, 1.31e-10, 4.32e-10, 0.00e+00, 9.50e-12, 4.17e-08, 1.49e-10] [2.97e-07, 6.48e-07, 5.32e-07, 2.41e-07, 1.20e-06, 3.44e-07, 6.54e-07, 1.33e-07, 6.40e-10, 7.76e-10, 3.78e-07, 1.69e-06, 1.60e-06, 1.61e-08, 8.12e-09, 2.98e-09, 1.31e-10, 4.32e-10, 0.00e+00, 9.50e-12, 4.17e-08, 1.49e-10] []
488700 [4.57e-07, 7.59e-07, 5.04e-07, 3.32e-07, 1.04e-06, 3.98e-07, 5.86e-07, 6.80e-09, 2.09e-11, 3.22e-07, 8.27e-07, 3.93e-06, 5.50e-06, 1.51e-05, 0.00e+00, 5.89e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-11, 1.48e-07, 1.63e-10] [4.57e-07, 7.59e-07, 5.04e-07, 3.32e-07, 1.04e-06, 3.98e-07, 5.86e-07, 6.80e-09, 2.09e-11, 3.22e-07, 8.27e-07, 3.93e-06, 5.50e-06, 1.51e-05, 0.00e+00, 5.89e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.52e-11, 1.48e-07, 1.63e-10] []
488800 [3.05e-07, 6.84e-07, 5.06e-07, 2.44e-07, 1.23e-06, 3.13e-07, 6.47e-07, 5.71e-08, 1.68e-10, 2.41e-08, 4.33e-07, 1.91e-06, 1.86e-06, 1.27e-06, 6.51e-10, 9.99e-10, 0.00e+00, 0.00e+00, 1.01e-09, 2.00e-10, 1.17e-08, 1.24e-09] [3.05e-07, 6.84e-07, 5.06e-07, 2.44e-07, 1.23e-06, 3.13e-07, 6.47e-07, 5.71e-08, 1.68e-10, 2.41e-08, 4.33e-07, 1.91e-06, 1.86e-06, 1.27e-06, 6.51e-10, 9.99e-10, 0.00e+00, 0.00e+00, 1.01e-09, 2.00e-10, 1.17e-08, 1.24e-09] []
488900 [2.31e-06, 1.47e-06, 6.50e-07, 8.39e-07, 1.12e-06, 7.47e-07, 6.53e-07, 3.56e-08, 8.79e-08, 2.62e-06, 4.40e-06, 2.14e-05, 3.66e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.78e-07, 1.22e-07] [2.31e-06, 1.47e-06, 6.50e-07, 8.39e-07, 1.12e-06, 7.47e-07, 6.53e-07, 3.56e-08, 8.79e-08, 2.62e-06, 4.40e-06, 2.14e-05, 3.66e-05, 1.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.78e-07, 1.22e-07] []
489000 [2.66e-07, 6.57e-07, 4.50e-07, 2.41e-07, 1.11e-06, 3.52e-07, 7.74e-07, 9.33e-08, 3.88e-08, 2.74e-08, 3.88e-07, 1.77e-06, 1.76e-06, 9.58e-07, 3.91e-10, 7.37e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-09, 1.11e-07, 3.83e-08] [2.66e-07, 6.57e-07, 4.50e-07, 2.41e-07, 1.11e-06, 3.52e-07, 7.74e-07, 9.33e-08, 3.88e-08, 2.74e-08, 3.88e-07, 1.77e-06, 1.76e-06, 9.58e-07, 3.91e-10, 7.37e-10, 0.00e+00, 0.00e+00, 0.00e+00, 5.49e-09, 1.11e-07, 3.83e-08] []
489100 [4.73e-06, 1.43e-06, 3.28e-06, 2.83e-06, 1.52e-06, 5.38e-07, 1.58e-06, 1.96e-05, 6.27e-09, 1.57e-06, 4.84e-05, 6.20e-05, 2.22e-04, 2.04e-04, 7.20e-08, 4.51e-06, 1.91e-06, 5.18e-07, 3.31e-06, 4.30e-09, 1.78e-05, 2.77e-08] [4.73e-06, 1.43e-06, 3.28e-06, 2.83e-06, 1.52e-06, 5.38e-07, 1.58e-06, 1.96e-05, 6.27e-09, 1.57e-06, 4.84e-05, 6.20e-05, 2.22e-04, 2.04e-04, 7.20e-08, 4.51e-06, 1.91e-06, 5.18e-07, 3.31e-06, 4.30e-09, 1.78e-05, 2.77e-08] []
489200 [2.92e-07, 6.04e-07, 4.66e-07, 2.06e-07, 1.11e-06, 3.11e-07, 6.41e-07, 2.96e-09, 1.52e-12, 2.20e-09, 3.76e-07, 1.49e-06, 1.41e-06, 3.49e-08, 1.51e-08, 2.42e-09, 6.97e-10, 9.21e-10, 6.33e-09, 2.76e-12, 3.73e-08, 1.89e-10] [2.92e-07, 6.04e-07, 4.66e-07, 2.06e-07, 1.11e-06, 3.11e-07, 6.41e-07, 2.96e-09, 1.52e-12, 2.20e-09, 3.76e-07, 1.49e-06, 1.41e-06, 3.49e-08, 1.51e-08, 2.42e-09, 6.97e-10, 9.21e-10, 6.33e-09, 2.76e-12, 3.73e-08, 1.89e-10] []
489300 [1.47e-06, 8.13e-07, 6.44e-07, 2.76e-07, 1.25e-06, 2.30e-07, 9.30e-07, 2.84e-06, 3.63e-12, 1.41e-06, 3.24e-06, 1.10e-05, 6.46e-06, 4.50e-05, 5.81e-07, 4.48e-07, 1.13e-07, 1.76e-07, 2.73e-08, 1.94e-12, 1.09e-07, 1.14e-10] [1.47e-06, 8.13e-07, 6.44e-07, 2.76e-07, 1.25e-06, 2.30e-07, 9.30e-07, 2.84e-06, 3.63e-12, 1.41e-06, 3.24e-06, 1.10e-05, 6.46e-06, 4.50e-05, 5.81e-07, 4.48e-07, 1.13e-07, 1.76e-07, 2.73e-08, 1.94e-12, 1.09e-07, 1.14e-10] []
489400 [2.82e-06, 8.75e-07, 6.87e-07, 3.49e-07, 1.30e-06, 4.55e-07, 7.34e-07, 2.19e-06, 1.68e-09, 3.29e-06, 6.23e-06, 2.15e-05, 4.33e-05, 1.43e-04, 2.15e-06, 1.11e-06, 8.49e-07, 7.64e-07, 4.18e-07, 3.78e-10, 2.66e-06, 2.44e-09] [2.82e-06, 8.75e-07, 6.87e-07, 3.49e-07, 1.30e-06, 4.55e-07, 7.34e-07, 2.19e-06, 1.68e-09, 3.29e-06, 6.23e-06, 2.15e-05, 4.33e-05, 1.43e-04, 2.15e-06, 1.11e-06, 8.49e-07, 7.64e-07, 4.18e-07, 3.78e-10, 2.66e-06, 2.44e-09] []
489500 [2.95e-07, 6.03e-07, 4.57e-07, 1.88e-07, 1.15e-06, 3.17e-07, 6.34e-07, 2.04e-08, 6.29e-13, 7.25e-10, 3.84e-07, 1.50e-06, 1.51e-06, 1.14e-07, 1.54e-08, 8.08e-10, 7.42e-10, 5.56e-09, 1.11e-10, 2.52e-11, 9.43e-08, 1.89e-10] [2.95e-07, 6.03e-07, 4.57e-07, 1.88e-07, 1.15e-06, 3.17e-07, 6.34e-07, 2.04e-08, 6.29e-13, 7.25e-10, 3.84e-07, 1.50e-06, 1.51e-06, 1.14e-07, 1.54e-08, 8.08e-10, 7.42e-10, 5.56e-09, 1.11e-10, 2.52e-11, 9.43e-08, 1.89e-10] []
489600 [2.07e-06, 9.08e-07, 6.08e-07, 2.82e-07, 1.61e-06, 1.56e-07, 8.90e-07, 1.53e-05, 5.20e-08, 2.25e-06, 5.05e-06, 9.36e-06, 1.83e-05, 5.98e-05, 5.96e-08, 1.14e-06, 4.03e-07, 7.71e-08, 6.69e-07, 1.69e-09, 4.01e-06, 1.05e-08] [2.07e-06, 9.08e-07, 6.08e-07, 2.82e-07, 1.61e-06, 1.56e-07, 8.90e-07, 1.53e-05, 5.20e-08, 2.25e-06, 5.05e-06, 9.36e-06, 1.83e-05, 5.98e-05, 5.96e-08, 1.14e-06, 4.03e-07, 7.71e-08, 6.69e-07, 1.69e-09, 4.01e-06, 1.05e-08] []
489700 [2.72e-07, 6.18e-07, 4.37e-07, 2.03e-07, 1.05e-06, 3.29e-07, 5.79e-07, 2.58e-09, 7.99e-10, 2.04e-08, 3.89e-07, 1.49e-06, 1.50e-06, 8.39e-07, 3.81e-10, 4.42e-10, 0.00e+00, 2.68e-10, 1.95e-08, 2.79e-12, 1.23e-07, 1.06e-10] [2.72e-07, 6.18e-07, 4.37e-07, 2.03e-07, 1.05e-06, 3.29e-07, 5.79e-07, 2.58e-09, 7.99e-10, 2.04e-08, 3.89e-07, 1.49e-06, 1.50e-06, 8.39e-07, 3.81e-10, 4.42e-10, 0.00e+00, 2.68e-10, 1.95e-08, 2.79e-12, 1.23e-07, 1.06e-10] []
489800 [3.33e-07, 6.32e-07, 4.58e-07, 1.88e-07, 1.26e-06, 3.08e-07, 6.33e-07, 2.95e-07, 4.09e-06, 4.28e-09, 7.64e-07, 1.83e-06, 3.08e-06, 1.66e-06, 5.74e-08, 4.80e-09, 1.32e-09, 1.80e-08, 7.33e-09, 2.34e-07, 4.10e-08, 1.18e-06] [3.33e-07, 6.32e-07, 4.58e-07, 1.88e-07, 1.26e-06, 3.08e-07, 6.33e-07, 2.95e-07, 4.09e-06, 4.28e-09, 7.64e-07, 1.83e-06, 3.08e-06, 1.66e-06, 5.74e-08, 4.80e-09, 1.32e-09, 1.80e-08, 7.33e-09, 2.34e-07, 4.10e-08, 1.18e-06] []
489900 [1.26e-05, 1.91e-06, 2.36e-06, 4.78e-06, 2.73e-06, 1.03e-06, 2.24e-06, 4.36e-07, 6.40e-08, 1.31e-05, 3.87e-05, 1.14e-04, 2.38e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 1.72e-08, 1.43e-06, 9.99e-08] [1.26e-05, 1.91e-06, 2.36e-06, 4.78e-06, 2.73e-06, 1.03e-06, 2.24e-06, 4.36e-07, 6.40e-08, 1.31e-05, 3.87e-05, 1.14e-04, 2.38e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.22e-07, 1.72e-08, 1.43e-06, 9.99e-08] []
490000 [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09] [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.334738 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
490000 [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09] [2.81e-07, 6.18e-07, 4.23e-07, 2.02e-07, 1.05e-06, 3.32e-07, 6.06e-07, 1.23e-08, 6.23e-07, 5.97e-10, 3.51e-07, 1.33e-06, 1.25e-06, 3.88e-09, 1.27e-08, 9.18e-10, 6.42e-10, 1.51e-09, 1.80e-08, 3.99e-09, 1.14e-07, 8.38e-09] []
490100 [3.63e-07, 8.20e-07, 5.14e-07, 2.55e-07, 1.47e-06, 3.86e-07, 7.94e-07, 1.21e-06, 1.15e-09, 2.80e-07, 1.62e-06, 4.93e-06, 3.50e-06, 1.11e-05, 4.44e-08, 4.00e-12, 4.72e-10, 5.41e-10, 5.84e-08, 9.53e-10, 3.87e-07, 6.37e-09] [3.63e-07, 8.20e-07, 5.14e-07, 2.55e-07, 1.47e-06, 3.86e-07, 7.94e-07, 1.21e-06, 1.15e-09, 2.80e-07, 1.62e-06, 4.93e-06, 3.50e-06, 1.11e-05, 4.44e-08, 4.00e-12, 4.72e-10, 5.41e-10, 5.84e-08, 9.53e-10, 3.87e-07, 6.37e-09] []
490200 [2.84e-07, 5.98e-07, 4.34e-07, 1.96e-07, 9.72e-07, 3.25e-07, 5.41e-07, 2.38e-08, 1.76e-10, 1.99e-10, 3.53e-07, 1.32e-06, 1.24e-06, 5.90e-09, 1.45e-08, 1.10e-09, 8.61e-10, 1.29e-09, 1.24e-09, 9.59e-13, 1.18e-08, 1.17e-09] [2.84e-07, 5.98e-07, 4.34e-07, 1.96e-07, 9.72e-07, 3.25e-07, 5.41e-07, 2.38e-08, 1.76e-10, 1.99e-10, 3.53e-07, 1.32e-06, 1.24e-06, 5.90e-09, 1.45e-08, 1.10e-09, 8.61e-10, 1.29e-09, 1.24e-09, 9.59e-13, 1.18e-08, 1.17e-09] []
490300 [5.95e-07, 7.35e-07, 4.68e-07, 2.12e-07, 1.20e-06, 2.92e-07, 7.54e-07, 9.99e-07, 2.18e-05, 4.90e-08, 1.39e-06, 3.04e-06, 5.34e-06, 5.15e-06, 3.00e-07, 4.84e-09, 8.24e-08, 1.89e-07, 6.47e-08, 0.00e+00, 4.34e-07, 1.33e-05] [5.95e-07, 7.35e-07, 4.68e-07, 2.12e-07, 1.20e-06, 2.92e-07, 7.54e-07, 9.99e-07, 2.18e-05, 4.90e-08, 1.39e-06, 3.04e-06, 5.34e-06, 5.15e-06, 3.00e-07, 4.84e-09, 8.24e-08, 1.89e-07, 6.47e-08, 0.00e+00, 4.34e-07, 1.33e-05] []
490400 [2.69e-07, 5.71e-07, 4.39e-07, 2.21e-07, 9.03e-07, 3.35e-07, 5.97e-07, 6.69e-09, 7.86e-13, 1.15e-11, 3.53e-07, 1.47e-06, 1.37e-06, 2.41e-09, 1.37e-08, 7.56e-10, 5.03e-10, 4.29e-10, 2.20e-10, 3.78e-11, 6.99e-09, 3.14e-10] [2.69e-07, 5.71e-07, 4.39e-07, 2.21e-07, 9.03e-07, 3.35e-07, 5.97e-07, 6.69e-09, 7.86e-13, 1.15e-11, 3.53e-07, 1.47e-06, 1.37e-06, 2.41e-09, 1.37e-08, 7.56e-10, 5.03e-10, 4.29e-10, 2.20e-10, 3.78e-11, 6.99e-09, 3.14e-10] []
490500 [9.56e-07, 1.12e-06, 4.56e-07, 6.30e-07, 1.35e-06, 3.68e-07, 1.01e-06, 1.93e-06, 7.90e-09, 1.76e-06, 3.07e-06, 8.68e-06, 2.00e-05, 5.50e-06, 0.00e+00, 7.63e-08, 8.20e-09, 2.05e-10, 0.00e+00, 4.31e-11, 7.98e-07, 2.27e-10] [9.56e-07, 1.12e-06, 4.56e-07, 6.30e-07, 1.35e-06, 3.68e-07, 1.01e-06, 1.93e-06, 7.90e-09, 1.76e-06, 3.07e-06, 8.68e-06, 2.00e-05, 5.50e-06, 0.00e+00, 7.63e-08, 8.20e-09, 2.05e-10, 0.00e+00, 4.31e-11, 7.98e-07, 2.27e-10] []
490600 [2.91e-07, 6.25e-07, 4.59e-07, 2.24e-07, 9.71e-07, 3.44e-07, 5.82e-07, 1.55e-08, 2.44e-11, 1.60e-10, 3.69e-07, 1.44e-06, 1.34e-06, 4.34e-09, 1.12e-08, 8.55e-10, 4.48e-10, 7.62e-10, 4.28e-11, 8.15e-12, 7.01e-09, 1.47e-10] [2.91e-07, 6.25e-07, 4.59e-07, 2.24e-07, 9.71e-07, 3.44e-07, 5.82e-07, 1.55e-08, 2.44e-11, 1.60e-10, 3.69e-07, 1.44e-06, 1.34e-06, 4.34e-09, 1.12e-08, 8.55e-10, 4.48e-10, 7.62e-10, 4.28e-11, 8.15e-12, 7.01e-09, 1.47e-10] []
490700 [1.32e-05, 3.46e-06, 3.85e-06, 4.10e-06, 1.87e-06, 2.36e-06, 2.81e-06, 6.51e-05, 2.70e-07, 1.65e-05, 4.66e-05, 1.08e-04, 2.73e-04, 8.36e-04, 9.70e-06, 8.67e-06, 7.71e-06, 1.16e-06, 1.09e-05, 5.12e-08, 5.52e-05, 2.76e-07] [1.32e-05, 3.46e-06, 3.85e-06, 4.10e-06, 1.87e-06, 2.36e-06, 2.81e-06, 6.51e-05, 2.70e-07, 1.65e-05, 4.66e-05, 1.08e-04, 2.73e-04, 8.36e-04, 9.70e-06, 8.67e-06, 7.71e-06, 1.16e-06, 1.09e-05, 5.12e-08, 5.52e-05, 2.76e-07] []
490800 [2.90e-07, 5.92e-07, 4.37e-07, 1.89e-07, 9.78e-07, 3.26e-07, 5.60e-07, 4.60e-08, 4.55e-14, 6.02e-09, 3.68e-07, 1.43e-06, 1.41e-06, 3.32e-07, 2.85e-08, 6.60e-09, 4.14e-09, 2.79e-09, 0.00e+00, 1.80e-11, 2.27e-08, 1.50e-10] [2.90e-07, 5.92e-07, 4.37e-07, 1.89e-07, 9.78e-07, 3.26e-07, 5.60e-07, 4.60e-08, 4.55e-14, 6.02e-09, 3.68e-07, 1.43e-06, 1.41e-06, 3.32e-07, 2.85e-08, 6.60e-09, 4.14e-09, 2.79e-09, 0.00e+00, 1.80e-11, 2.27e-08, 1.50e-10] []
490900 [7.72e-07, 7.23e-07, 3.80e-07, 1.92e-07, 1.05e-06, 1.83e-07, 7.49e-07, 1.31e-06, 1.37e-07, 5.85e-08, 4.06e-06, 3.87e-06, 1.27e-05, 1.09e-05, 1.50e-07, 2.39e-08, 3.29e-08, 3.92e-08, 2.41e-07, 0.00e+00, 1.56e-06, 2.87e-07] [7.72e-07, 7.23e-07, 3.80e-07, 1.92e-07, 1.05e-06, 1.83e-07, 7.49e-07, 1.31e-06, 1.37e-07, 5.85e-08, 4.06e-06, 3.87e-06, 1.27e-05, 1.09e-05, 1.50e-07, 2.39e-08, 3.29e-08, 3.92e-08, 2.41e-07, 0.00e+00, 1.56e-06, 2.87e-07] []
491000 [8.46e-07, 8.46e-07, 4.46e-07, 3.93e-07, 9.01e-07, 4.85e-07, 5.54e-07, 9.80e-07, 1.80e-09, 7.81e-07, 1.63e-06, 6.97e-06, 1.28e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-06, 1.12e-08] [8.46e-07, 8.46e-07, 4.46e-07, 3.93e-07, 9.01e-07, 4.85e-07, 5.54e-07, 9.80e-07, 1.80e-09, 7.81e-07, 1.63e-06, 6.97e-06, 1.28e-05, 3.64e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-06, 1.12e-08] []
491100 [3.14e-07, 6.26e-07, 4.22e-07, 1.98e-07, 1.03e-06, 3.21e-07, 6.15e-07, 1.97e-09, 5.42e-08, 1.59e-08, 4.52e-07, 1.53e-06, 1.82e-06, 1.01e-06, 9.61e-08, 4.65e-09, 9.88e-10, 1.78e-08, 1.24e-09, 0.00e+00, 1.07e-08, 3.83e-08] [3.14e-07, 6.26e-07, 4.22e-07, 1.98e-07, 1.03e-06, 3.21e-07, 6.15e-07, 1.97e-09, 5.42e-08, 1.59e-08, 4.52e-07, 1.53e-06, 1.82e-06, 1.01e-06, 9.61e-08, 4.65e-09, 9.88e-10, 1.78e-08, 1.24e-09, 0.00e+00, 1.07e-08, 3.83e-08] []
491200 [7.78e-06, 2.80e-06, 1.12e-06, 2.58e-06, 2.25e-06, 2.55e-06, 2.28e-06, 2.94e-05, 2.46e-09, 1.07e-05, 1.08e-05, 1.38e-04, 4.17e-05, 4.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-09, 5.76e-05, 5.57e-08] [7.78e-06, 2.80e-06, 1.12e-06, 2.58e-06, 2.25e-06, 2.55e-06, 2.28e-06, 2.94e-05, 2.46e-09, 1.07e-05, 1.08e-05, 1.38e-04, 4.17e-05, 4.07e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.59e-09, 5.76e-05, 5.57e-08] []
491300 [2.97e-07, 6.35e-07, 4.18e-07, 2.24e-07, 9.22e-07, 3.56e-07, 5.40e-07, 7.90e-08, 1.56e-08, 8.00e-08, 4.95e-07, 1.84e-06, 2.31e-06, 3.62e-06, 0.00e+00, 1.52e-11, 0.00e+00, 1.38e-10, 3.53e-09, 0.00e+00, 2.24e-08, 2.09e-08] [2.97e-07, 6.35e-07, 4.18e-07, 2.24e-07, 9.22e-07, 3.56e-07, 5.40e-07, 7.90e-08, 1.56e-08, 8.00e-08, 4.95e-07, 1.84e-06, 2.31e-06, 3.62e-06, 0.00e+00, 1.52e-11, 0.00e+00, 1.38e-10, 3.53e-09, 0.00e+00, 2.24e-08, 2.09e-08] []
491400 [2.83e-07, 5.96e-07, 4.42e-07, 1.93e-07, 1.06e-06, 3.37e-07, 5.92e-07, 2.66e-08, 5.56e-08, 6.11e-10, 4.50e-07, 1.70e-06, 1.56e-06, 1.74e-07, 2.87e-08, 8.48e-11, 2.16e-08, 6.47e-10, 4.94e-12, 8.28e-09, 7.95e-09, 5.31e-08] [2.83e-07, 5.96e-07, 4.42e-07, 1.93e-07, 1.06e-06, 3.37e-07, 5.92e-07, 2.66e-08, 5.56e-08, 6.11e-10, 4.50e-07, 1.70e-06, 1.56e-06, 1.74e-07, 2.87e-08, 8.48e-11, 2.16e-08, 6.47e-10, 4.94e-12, 8.28e-09, 7.95e-09, 5.31e-08] []
491500 [1.60e-06, 1.01e-06, 6.08e-07, 7.51e-07, 1.38e-06, 5.37e-07, 8.37e-07, 2.08e-05, 1.71e-08, 1.93e-07, 9.62e-06, 1.67e-05, 4.97e-05, 3.43e-05, 0.00e+00, 2.59e-08, 0.00e+00, 4.30e-12, 0.00e+00, 0.00e+00, 2.96e-05, 1.08e-09] [1.60e-06, 1.01e-06, 6.08e-07, 7.51e-07, 1.38e-06, 5.37e-07, 8.37e-07, 2.08e-05, 1.71e-08, 1.93e-07, 9.62e-06, 1.67e-05, 4.97e-05, 3.43e-05, 0.00e+00, 2.59e-08, 0.00e+00, 4.30e-12, 0.00e+00, 0.00e+00, 2.96e-05, 1.08e-09] []
491600 [4.38e-05, 9.00e-06, 6.24e-06, 6.51e-06, 7.24e-06, 4.85e-06, 5.36e-06, 7.82e-05, 4.25e-06, 8.28e-05, 1.22e-04, 4.92e-04, 6.64e-04, 3.16e-03, 5.38e-05, 6.24e-05, 1.81e-05, 1.31e-05, 1.49e-05, 7.42e-07, 7.42e-05, 3.38e-06] [4.38e-05, 9.00e-06, 6.24e-06, 6.51e-06, 7.24e-06, 4.85e-06, 5.36e-06, 7.82e-05, 4.25e-06, 8.28e-05, 1.22e-04, 4.92e-04, 6.64e-04, 3.16e-03, 5.38e-05, 6.24e-05, 1.81e-05, 1.31e-05, 1.49e-05, 7.42e-07, 7.42e-05, 3.38e-06] []
491700 [2.95e-07, 6.14e-07, 4.35e-07, 2.09e-07, 9.29e-07, 3.51e-07, 5.34e-07, 1.95e-09, 6.59e-09, 5.18e-08, 4.93e-07, 1.76e-06, 2.14e-06, 2.63e-06, 0.00e+00, 0.00e+00, 0.00e+00, 7.29e-11, 0.00e+00, 5.90e-10, 1.55e-08, 3.91e-09] [2.95e-07, 6.14e-07, 4.35e-07, 2.09e-07, 9.29e-07, 3.51e-07, 5.34e-07, 1.95e-09, 6.59e-09, 5.18e-08, 4.93e-07, 1.76e-06, 2.14e-06, 2.63e-06, 0.00e+00, 0.00e+00, 0.00e+00, 7.29e-11, 0.00e+00, 5.90e-10, 1.55e-08, 3.91e-09] []
491800 [3.68e-07, 5.83e-07, 4.79e-07, 1.80e-07, 1.09e-06, 2.99e-07, 5.90e-07, 8.59e-10, 4.91e-07, 1.14e-07, 6.25e-07, 1.93e-06, 3.20e-06, 4.69e-06, 4.12e-08, 1.91e-08, 1.98e-08, 4.01e-08, 1.85e-08, 0.00e+00, 1.16e-07, 2.14e-07] [3.68e-07, 5.83e-07, 4.79e-07, 1.80e-07, 1.09e-06, 2.99e-07, 5.90e-07, 8.59e-10, 4.91e-07, 1.14e-07, 6.25e-07, 1.93e-06, 3.20e-06, 4.69e-06, 4.12e-08, 1.91e-08, 1.98e-08, 4.01e-08, 1.85e-08, 0.00e+00, 1.16e-07, 2.14e-07] []
491900 [1.08e-06, 7.72e-07, 6.05e-07, 1.88e-07, 1.35e-06, 3.15e-07, 7.82e-07, 3.24e-06, 1.93e-05, 1.17e-06, 1.46e-06, 9.52e-06, 5.45e-06, 3.01e-05, 6.48e-07, 3.73e-07, 1.76e-07, 3.06e-07, 3.81e-07, 1.88e-06, 2.42e-06, 8.25e-06] [1.08e-06, 7.72e-07, 6.05e-07, 1.88e-07, 1.35e-06, 3.15e-07, 7.82e-07, 3.24e-06, 1.93e-05, 1.17e-06, 1.46e-06, 9.52e-06, 5.45e-06, 3.01e-05, 6.48e-07, 3.73e-07, 1.76e-07, 3.06e-07, 3.81e-07, 1.88e-06, 2.42e-06, 8.25e-06] []
492000 [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07] [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.899055 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
492000 [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07] [1.27e-06, 7.77e-07, 7.91e-07, 1.64e-07, 1.83e-06, 3.18e-07, 1.35e-06, 8.03e-06, 5.67e-06, 1.07e-06, 5.07e-06, 3.37e-05, 1.00e-05, 4.61e-05, 1.21e-08, 3.71e-06, 1.27e-06, 3.53e-10, 3.02e-06, 0.00e+00, 1.66e-05, 8.26e-07] []
492100 [1.09e-06, 1.01e-06, 1.96e-06, 3.60e-06, 1.27e-06, 4.78e-07, 1.87e-06, 1.55e-06, 1.36e-06, 3.02e-06, 2.09e-05, 1.49e-05, 2.80e-05, 4.63e-06, 0.00e+00, 2.02e-08, 1.83e-09, 2.46e-08, 8.20e-07, 5.14e-07, 4.80e-06, 2.35e-06] [1.09e-06, 1.01e-06, 1.96e-06, 3.60e-06, 1.27e-06, 4.78e-07, 1.87e-06, 1.55e-06, 1.36e-06, 3.02e-06, 2.09e-05, 1.49e-05, 2.80e-05, 4.63e-06, 0.00e+00, 2.02e-08, 1.83e-09, 2.46e-08, 8.20e-07, 5.14e-07, 4.80e-06, 2.35e-06] []
492200 [2.81e-07, 5.79e-07, 4.44e-07, 2.10e-07, 8.50e-07, 3.58e-07, 5.27e-07, 2.24e-08, 5.59e-06, 4.32e-08, 4.41e-07, 1.70e-06, 1.79e-06, 2.12e-06, 0.00e+00, 1.86e-12, 0.00e+00, 1.86e-10, 0.00e+00, 0.00e+00, 5.22e-08, 4.26e-06] [2.81e-07, 5.79e-07, 4.44e-07, 2.10e-07, 8.50e-07, 3.58e-07, 5.27e-07, 2.24e-08, 5.59e-06, 4.32e-08, 4.41e-07, 1.70e-06, 1.79e-06, 2.12e-06, 0.00e+00, 1.86e-12, 0.00e+00, 1.86e-10, 0.00e+00, 0.00e+00, 5.22e-08, 4.26e-06] []
492300 [2.93e-07, 5.73e-07, 4.81e-07, 2.43e-07, 9.03e-07, 3.33e-07, 6.68e-07, 1.48e-06, 5.20e-10, 4.04e-08, 4.98e-07, 1.83e-06, 2.13e-06, 1.45e-06, 1.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 9.69e-07, 2.08e-07] [2.93e-07, 5.73e-07, 4.81e-07, 2.43e-07, 9.03e-07, 3.33e-07, 6.68e-07, 1.48e-06, 5.20e-10, 4.04e-08, 4.98e-07, 1.83e-06, 2.13e-06, 1.45e-06, 1.09e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.57e-08, 9.69e-07, 2.08e-07] []
492400 [8.17e-07, 8.63e-07, 4.84e-07, 4.40e-07, 1.25e-06, 4.54e-07, 8.63e-07, 5.69e-06, 9.01e-08, 8.05e-08, 2.63e-06, 2.22e-05, 3.91e-06, 2.89e-05, 0.00e+00, 7.91e-10, 2.00e-09, 1.13e-08, 0.00e+00, 0.00e+00, 3.75e-06, 5.66e-08] [8.17e-07, 8.63e-07, 4.84e-07, 4.40e-07, 1.25e-06, 4.54e-07, 8.63e-07, 5.69e-06, 9.01e-08, 8.05e-08, 2.63e-06, 2.22e-05, 3.91e-06, 2.89e-05, 0.00e+00, 7.91e-10, 2.00e-09, 1.13e-08, 0.00e+00, 0.00e+00, 3.75e-06, 5.66e-08] []
492500 [1.77e-06, 1.11e-06, 5.63e-07, 6.06e-07, 8.71e-07, 6.63e-07, 5.76e-07, 9.34e-07, 1.13e-08, 1.88e-06, 2.98e-06, 1.47e-05, 2.56e-05, 8.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-06, 2.20e-08] [1.77e-06, 1.11e-06, 5.63e-07, 6.06e-07, 8.71e-07, 6.63e-07, 5.76e-07, 9.34e-07, 1.13e-08, 1.88e-06, 2.98e-06, 1.47e-05, 2.56e-05, 8.33e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-06, 2.20e-08] []
492600 [2.71e-07, 6.26e-07, 4.92e-07, 2.21e-07, 8.91e-07, 3.76e-07, 5.40e-07, 9.03e-10, 1.87e-09, 3.97e-08, 4.17e-07, 1.64e-06, 1.39e-06, 8.29e-07, 5.22e-10, 0.00e+00, 0.00e+00, 1.84e-09, 4.92e-12, 0.00e+00, 2.71e-08, 1.23e-09] [2.71e-07, 6.26e-07, 4.92e-07, 2.21e-07, 8.91e-07, 3.76e-07, 5.40e-07, 9.03e-10, 1.87e-09, 3.97e-08, 4.17e-07, 1.64e-06, 1.39e-06, 8.29e-07, 5.22e-10, 0.00e+00, 0.00e+00, 1.84e-09, 4.92e-12, 0.00e+00, 2.71e-08, 1.23e-09] []
492700 [9.31e-07, 9.79e-07, 4.94e-07, 5.55e-07, 1.27e-06, 2.60e-07, 8.19e-07, 4.37e-06, 5.47e-06, 3.99e-08, 2.02e-06, 3.59e-06, 7.11e-06, 4.53e-06, 3.04e-07, 2.21e-08, 1.67e-07, 7.18e-08, 2.38e-08, 8.24e-07, 3.20e-06, 3.90e-06] [9.31e-07, 9.79e-07, 4.94e-07, 5.55e-07, 1.27e-06, 2.60e-07, 8.19e-07, 4.37e-06, 5.47e-06, 3.99e-08, 2.02e-06, 3.59e-06, 7.11e-06, 4.53e-06, 3.04e-07, 2.21e-08, 1.67e-07, 7.18e-08, 2.38e-08, 8.24e-07, 3.20e-06, 3.90e-06] []
492800 [3.91e-07, 6.92e-07, 4.57e-07, 2.92e-07, 7.80e-07, 3.96e-07, 4.89e-07, 2.57e-08, 1.38e-09, 2.30e-07, 7.00e-07, 2.80e-06, 4.23e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-12, 4.57e-08, 1.09e-09] [3.91e-07, 6.92e-07, 4.57e-07, 2.92e-07, 7.80e-07, 3.96e-07, 4.89e-07, 2.57e-08, 1.38e-09, 2.30e-07, 7.00e-07, 2.80e-06, 4.23e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.53e-12, 4.57e-08, 1.09e-09] []
492900 [2.68e-07, 6.44e-07, 4.81e-07, 2.18e-07, 9.16e-07, 3.45e-07, 5.16e-07, 1.08e-07, 1.36e-09, 2.65e-08, 4.31e-07, 1.55e-06, 1.34e-06, 3.01e-07, 1.56e-09, 0.00e+00, 3.31e-12, 7.34e-10, 4.69e-09, 9.39e-11, 2.82e-08, 6.05e-10] [2.68e-07, 6.44e-07, 4.81e-07, 2.18e-07, 9.16e-07, 3.45e-07, 5.16e-07, 1.08e-07, 1.36e-09, 2.65e-08, 4.31e-07, 1.55e-06, 1.34e-06, 3.01e-07, 1.56e-09, 0.00e+00, 3.31e-12, 7.34e-10, 4.69e-09, 9.39e-11, 2.82e-08, 6.05e-10] []
493000 [7.33e-07, 6.63e-07, 5.03e-07, 2.26e-07, 1.24e-06, 2.23e-07, 6.55e-07, 2.68e-05, 1.37e-07, 2.02e-07, 8.98e-06, 6.10e-06, 2.76e-05, 2.18e-05, 0.00e+00, 3.84e-07, 2.86e-07, 8.09e-08, 3.32e-06, 1.77e-08, 1.83e-05, 9.94e-08] [7.33e-07, 6.63e-07, 5.03e-07, 2.26e-07, 1.24e-06, 2.23e-07, 6.55e-07, 2.68e-05, 1.37e-07, 2.02e-07, 8.98e-06, 6.10e-06, 2.76e-05, 2.18e-05, 0.00e+00, 3.84e-07, 2.86e-07, 8.09e-08, 3.32e-06, 1.77e-08, 1.83e-05, 9.94e-08] []
493100 [3.20e-05, 1.05e-05, 2.85e-06, 9.08e-06, 5.34e-06, 6.11e-06, 3.01e-06, 1.39e-06, 7.18e-06, 1.45e-05, 1.94e-05, 4.39e-04, 1.31e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 5.77e-05, 3.90e-06] [3.20e-05, 1.05e-05, 2.85e-06, 9.08e-06, 5.34e-06, 6.11e-06, 3.01e-06, 1.39e-06, 7.18e-06, 1.45e-05, 1.94e-05, 4.39e-04, 1.31e-04, 1.13e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 5.77e-05, 3.90e-06] []
493200 [2.71e-07, 6.03e-07, 4.54e-07, 2.26e-07, 7.72e-07, 3.40e-07, 4.72e-07, 1.51e-08, 4.35e-10, 3.11e-08, 4.02e-07, 1.42e-06, 1.45e-06, 8.80e-07, 4.72e-10, 3.39e-11, 0.00e+00, 8.36e-11, 7.94e-10, 2.37e-12, 8.84e-09, 8.15e-10] [2.71e-07, 6.03e-07, 4.54e-07, 2.26e-07, 7.72e-07, 3.40e-07, 4.72e-07, 1.51e-08, 4.35e-10, 3.11e-08, 4.02e-07, 1.42e-06, 1.45e-06, 8.80e-07, 4.72e-10, 3.39e-11, 0.00e+00, 8.36e-11, 7.94e-10, 2.37e-12, 8.84e-09, 8.15e-10] []
493300 [3.02e-07, 7.02e-07, 5.29e-07, 2.44e-07, 9.34e-07, 3.59e-07, 5.11e-07, 1.42e-07, 1.11e-08, 5.81e-08, 7.20e-07, 1.88e-06, 2.80e-06, 2.93e-06, 0.00e+00, 0.00e+00, 1.66e-11, 5.04e-11, 1.48e-08, 6.04e-11, 9.32e-08, 5.70e-09] [3.02e-07, 7.02e-07, 5.29e-07, 2.44e-07, 9.34e-07, 3.59e-07, 5.11e-07, 1.42e-07, 1.11e-08, 5.81e-08, 7.20e-07, 1.88e-06, 2.80e-06, 2.93e-06, 0.00e+00, 0.00e+00, 1.66e-11, 5.04e-11, 1.48e-08, 6.04e-11, 9.32e-08, 5.70e-09] []
493400 [2.08e-05, 5.45e-06, 2.41e-06, 9.57e-06, 2.07e-06, 3.16e-06, 2.01e-06, 3.87e-05, 1.19e-05, 1.86e-05, 5.29e-05, 1.84e-04, 5.74e-04, 9.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-05, 4.08e-05] [2.08e-05, 5.45e-06, 2.41e-06, 9.57e-06, 2.07e-06, 3.16e-06, 2.01e-06, 3.87e-05, 1.19e-05, 1.86e-05, 5.29e-05, 1.84e-04, 5.74e-04, 9.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.36e-05, 4.08e-05] []
493500 [3.41e-07, 5.77e-07, 4.68e-07, 2.01e-07, 8.02e-07, 3.29e-07, 4.85e-07, 6.47e-08, 7.41e-10, 3.52e-08, 4.45e-07, 1.51e-06, 1.83e-06, 1.75e-06, 7.51e-08, 7.07e-09, 1.30e-08, 1.28e-08, 1.77e-08, 1.58e-09, 1.14e-07, 1.05e-08] [3.41e-07, 5.77e-07, 4.68e-07, 2.01e-07, 8.02e-07, 3.29e-07, 4.85e-07, 6.47e-08, 7.41e-10, 3.52e-08, 4.45e-07, 1.51e-06, 1.83e-06, 1.75e-06, 7.51e-08, 7.07e-09, 1.30e-08, 1.28e-08, 1.77e-08, 1.58e-09, 1.14e-07, 1.05e-08] []
493600 [2.82e-07, 6.21e-07, 5.03e-07, 2.13e-07, 9.00e-07, 3.25e-07, 4.69e-07, 4.93e-07, 1.34e-08, 5.93e-09, 3.96e-07, 1.38e-06, 1.25e-06, 1.98e-07, 1.10e-08, 0.00e+00, 0.00e+00, 5.66e-09, 0.00e+00, 0.00e+00, 1.12e-06, 7.69e-09] [2.82e-07, 6.21e-07, 5.03e-07, 2.13e-07, 9.00e-07, 3.25e-07, 4.69e-07, 4.93e-07, 1.34e-08, 5.93e-09, 3.96e-07, 1.38e-06, 1.25e-06, 1.98e-07, 1.10e-08, 0.00e+00, 0.00e+00, 5.66e-09, 0.00e+00, 0.00e+00, 1.12e-06, 7.69e-09] []
493700 [5.75e-07, 8.49e-07, 5.31e-07, 3.36e-07, 9.58e-07, 4.63e-07, 5.31e-07, 4.18e-06, 3.25e-08, 2.65e-07, 2.56e-06, 8.79e-06, 5.78e-06, 3.69e-05, 0.00e+00, 1.06e-09, 0.00e+00, 1.57e-09, 0.00e+00, 1.09e-08, 4.82e-06, 6.36e-08] [5.75e-07, 8.49e-07, 5.31e-07, 3.36e-07, 9.58e-07, 4.63e-07, 5.31e-07, 4.18e-06, 3.25e-08, 2.65e-07, 2.56e-06, 8.79e-06, 5.78e-06, 3.69e-05, 0.00e+00, 1.06e-09, 0.00e+00, 1.57e-09, 0.00e+00, 1.09e-08, 4.82e-06, 6.36e-08] []
493800 [3.79e-06, 1.10e-06, 1.29e-06, 5.72e-07, 2.26e-06, 2.34e-07, 1.40e-06, 4.23e-06, 9.78e-07, 5.80e-06, 1.51e-05, 3.84e-05, 1.80e-05, 1.53e-04, 0.00e+00, 6.40e-06, 2.08e-06, 2.30e-07, 3.74e-07, 3.53e-06, 2.36e-06, 1.46e-05] [3.79e-06, 1.10e-06, 1.29e-06, 5.72e-07, 2.26e-06, 2.34e-07, 1.40e-06, 4.23e-06, 9.78e-07, 5.80e-06, 1.51e-05, 3.84e-05, 1.80e-05, 1.53e-04, 0.00e+00, 6.40e-06, 2.08e-06, 2.30e-07, 3.74e-07, 3.53e-06, 2.36e-06, 1.46e-05] []
493900 [1.34e-06, 1.03e-06, 1.69e-06, 2.60e-06, 9.05e-07, 1.26e-06, 1.80e-06, 3.55e-05, 9.62e-08, 2.31e-08, 1.99e-05, 3.36e-05, 3.79e-05, 3.55e-06, 2.40e-07, 6.84e-09, 4.87e-08, 1.24e-09, 0.00e+00, 0.00e+00, 9.35e-06, 1.07e-07] [1.34e-06, 1.03e-06, 1.69e-06, 2.60e-06, 9.05e-07, 1.26e-06, 1.80e-06, 3.55e-05, 9.62e-08, 2.31e-08, 1.99e-05, 3.36e-05, 3.79e-05, 3.55e-06, 2.40e-07, 6.84e-09, 4.87e-08, 1.24e-09, 0.00e+00, 0.00e+00, 9.35e-06, 1.07e-07] []
494000 [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09] [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.663264 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
494000 [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09] [8.26e-07, 8.13e-07, 4.84e-07, 3.45e-07, 7.65e-07, 4.82e-07, 4.50e-07, 2.14e-07, 5.63e-09, 7.45e-07, 1.57e-06, 6.04e-06, 1.24e-05, 3.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.17e-07, 7.19e-09] []
494100 [3.22e-07, 5.56e-07, 4.62e-07, 1.85e-07, 7.83e-07, 3.29e-07, 4.27e-07, 1.68e-08, 3.96e-06, 1.23e-08, 4.62e-07, 1.53e-06, 1.84e-06, 1.15e-06, 6.13e-08, 6.00e-09, 1.84e-09, 1.73e-08, 5.79e-12, 0.00e+00, 7.52e-09, 2.67e-06] [3.22e-07, 5.56e-07, 4.62e-07, 1.85e-07, 7.83e-07, 3.29e-07, 4.27e-07, 1.68e-08, 3.96e-06, 1.23e-08, 4.62e-07, 1.53e-06, 1.84e-06, 1.15e-06, 6.13e-08, 6.00e-09, 1.84e-09, 1.73e-08, 5.79e-12, 0.00e+00, 7.52e-09, 2.67e-06] []
494200 [3.08e-07, 5.66e-07, 4.94e-07, 1.88e-07, 8.19e-07, 3.06e-07, 4.52e-07, 7.17e-07, 3.06e-05, 5.00e-10, 4.12e-07, 1.52e-06, 1.33e-06, 1.39e-07, 4.02e-08, 8.48e-10, 9.29e-09, 1.15e-09, 0.00e+00, 0.00e+00, 4.45e-07, 2.57e-05] [3.08e-07, 5.66e-07, 4.94e-07, 1.88e-07, 8.19e-07, 3.06e-07, 4.52e-07, 7.17e-07, 3.06e-05, 5.00e-10, 4.12e-07, 1.52e-06, 1.33e-06, 1.39e-07, 4.02e-08, 8.48e-10, 9.29e-09, 1.15e-09, 0.00e+00, 0.00e+00, 4.45e-07, 2.57e-05] []
494300 [6.47e-06, 1.50e-06, 9.57e-07, 7.29e-07, 1.13e-06, 7.55e-07, 7.93e-07, 1.77e-06, 9.89e-09, 7.12e-06, 1.43e-05, 4.77e-05, 1.09e-04, 3.20e-04, 5.59e-06, 2.96e-06, 2.09e-06, 1.93e-06, 1.10e-06, 4.41e-07, 6.46e-06, 2.09e-06] [6.47e-06, 1.50e-06, 9.57e-07, 7.29e-07, 1.13e-06, 7.55e-07, 7.93e-07, 1.77e-06, 9.89e-09, 7.12e-06, 1.43e-05, 4.77e-05, 1.09e-04, 3.20e-04, 5.59e-06, 2.96e-06, 2.09e-06, 1.93e-06, 1.10e-06, 4.41e-07, 6.46e-06, 2.09e-06] []
494400 [3.63e-05, 7.40e-06, 5.45e-06, 5.30e-06, 5.33e-06, 4.08e-06, 4.30e-06, 1.26e-04, 1.03e-07, 6.50e-05, 1.08e-04, 3.76e-04, 5.27e-04, 2.53e-03, 3.88e-05, 4.45e-05, 1.64e-05, 1.01e-05, 2.15e-05, 3.50e-08, 1.05e-04, 1.97e-07] [3.63e-05, 7.40e-06, 5.45e-06, 5.30e-06, 5.33e-06, 4.08e-06, 4.30e-06, 1.26e-04, 1.03e-07, 6.50e-05, 1.08e-04, 3.76e-04, 5.27e-04, 2.53e-03, 3.88e-05, 4.45e-05, 1.64e-05, 1.01e-05, 2.15e-05, 3.50e-08, 1.05e-04, 1.97e-07] []
494500 [1.10e-06, 8.65e-07, 5.13e-07, 3.78e-07, 7.29e-07, 5.13e-07, 4.52e-07, 7.25e-07, 2.89e-09, 1.06e-06, 2.05e-06, 8.27e-06, 1.74e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 5.16e-09] [1.10e-06, 8.65e-07, 5.13e-07, 3.78e-07, 7.29e-07, 5.13e-07, 4.52e-07, 7.25e-07, 2.89e-09, 1.06e-06, 2.05e-06, 8.27e-06, 1.74e-05, 4.59e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-06, 5.16e-09] []
494600 [2.77e-07, 6.50e-07, 6.07e-07, 2.59e-07, 7.90e-07, 3.88e-07, 4.31e-07, 1.05e-08, 1.76e-04, 2.30e-08, 6.64e-07, 1.81e-06, 1.45e-06, 5.31e-07, 1.43e-08, 0.00e+00, 1.42e-09, 8.72e-09, 1.01e-08, 3.01e-05, 6.11e-08, 1.18e-04] [2.77e-07, 6.50e-07, 6.07e-07, 2.59e-07, 7.90e-07, 3.88e-07, 4.31e-07, 1.05e-08, 1.76e-04, 2.30e-08, 6.64e-07, 1.81e-06, 1.45e-06, 5.31e-07, 1.43e-08, 0.00e+00, 1.42e-09, 8.72e-09, 1.01e-08, 3.01e-05, 6.11e-08, 1.18e-04] []
494700 [8.06e-07, 6.53e-07, 6.38e-07, 2.39e-07, 9.65e-07, 2.90e-07, 5.30e-07, 7.13e-06, 1.30e-09, 3.14e-07, 1.75e-06, 4.72e-06, 7.58e-06, 2.47e-05, 2.56e-07, 2.16e-07, 8.28e-08, 9.14e-08, 1.25e-06, 6.53e-10, 7.42e-06, 4.34e-09] [8.06e-07, 6.53e-07, 6.38e-07, 2.39e-07, 9.65e-07, 2.90e-07, 5.30e-07, 7.13e-06, 1.30e-09, 3.14e-07, 1.75e-06, 4.72e-06, 7.58e-06, 2.47e-05, 2.56e-07, 2.16e-07, 8.28e-08, 9.14e-08, 1.25e-06, 6.53e-10, 7.42e-06, 4.34e-09] []
494800 [7.37e-06, 2.59e-06, 9.36e-07, 9.47e-07, 1.65e-06, 7.55e-07, 7.95e-07, 4.41e-05, 4.40e-08, 9.77e-06, 1.69e-05, 6.37e-05, 2.78e-05, 2.59e-04, 7.29e-06, 2.65e-06, 1.45e-06, 1.23e-06, 3.99e-06, 0.00e+00, 2.18e-05, 3.20e-07] [7.37e-06, 2.59e-06, 9.36e-07, 9.47e-07, 1.65e-06, 7.55e-07, 7.95e-07, 4.41e-05, 4.40e-08, 9.77e-06, 1.69e-05, 6.37e-05, 2.78e-05, 2.59e-04, 7.29e-06, 2.65e-06, 1.45e-06, 1.23e-06, 3.99e-06, 0.00e+00, 2.18e-05, 3.20e-07] []
494900 [9.50e-06, 2.05e-06, 1.24e-06, 1.05e-06, 1.39e-06, 9.93e-07, 8.31e-07, 4.53e-06, 1.77e-06, 1.25e-05, 2.05e-05, 7.26e-05, 1.36e-04, 5.05e-04, 8.25e-06, 5.63e-06, 3.20e-06, 3.33e-06, 8.18e-07, 2.51e-07, 4.96e-06, 1.23e-06] [9.50e-06, 2.05e-06, 1.24e-06, 1.05e-06, 1.39e-06, 9.93e-07, 8.31e-07, 4.53e-06, 1.77e-06, 1.25e-05, 2.05e-05, 7.26e-05, 1.36e-04, 5.05e-04, 8.25e-06, 5.63e-06, 3.20e-06, 3.33e-06, 8.18e-07, 2.51e-07, 4.96e-06, 1.23e-06] []
495000 [3.88e-07, 5.63e-07, 4.99e-07, 1.99e-07, 7.28e-07, 3.39e-07, 4.25e-07, 9.34e-08, 5.09e-09, 7.46e-08, 5.32e-07, 1.75e-06, 2.52e-06, 3.33e-06, 8.95e-08, 2.44e-08, 3.71e-08, 1.67e-08, 1.11e-08, 9.54e-11, 6.83e-08, 5.40e-10] [3.88e-07, 5.63e-07, 4.99e-07, 1.99e-07, 7.28e-07, 3.39e-07, 4.25e-07, 9.34e-08, 5.09e-09, 7.46e-08, 5.32e-07, 1.75e-06, 2.52e-06, 3.33e-06, 8.95e-08, 2.44e-08, 3.71e-08, 1.67e-08, 1.11e-08, 9.54e-11, 6.83e-08, 5.40e-10] []
495100 [3.08e-07, 6.69e-07, 5.13e-07, 2.47e-07, 7.56e-07, 3.51e-07, 4.06e-07, 2.71e-08, 5.84e-10, 5.86e-08, 9.70e-07, 2.07e-06, 3.93e-06, 4.89e-06, 6.30e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-11, 2.01e-08, 3.06e-10] [3.08e-07, 6.69e-07, 5.13e-07, 2.47e-07, 7.56e-07, 3.51e-07, 4.06e-07, 2.71e-08, 5.84e-10, 5.86e-08, 9.70e-07, 2.07e-06, 3.93e-06, 4.89e-06, 6.30e-12, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-11, 2.01e-08, 3.06e-10] []
495200 [5.12e-07, 6.25e-07, 7.54e-07, 4.16e-07, 7.94e-07, 2.81e-07, 5.04e-07, 1.45e-06, 8.64e-11, 1.48e-06, 6.27e-06, 4.12e-06, 5.73e-06, 2.54e-05, 9.46e-08, 1.63e-08, 1.18e-10, 6.53e-09, 2.49e-07, 4.71e-13, 1.66e-06, 2.61e-09] [5.12e-07, 6.25e-07, 7.54e-07, 4.16e-07, 7.94e-07, 2.81e-07, 5.04e-07, 1.45e-06, 8.64e-11, 1.48e-06, 6.27e-06, 4.12e-06, 5.73e-06, 2.54e-05, 9.46e-08, 1.63e-08, 1.18e-10, 6.53e-09, 2.49e-07, 4.71e-13, 1.66e-06, 2.61e-09] []
495300 [5.65e-05, 1.99e-05, 4.71e-06, 1.83e-05, 6.15e-06, 1.08e-05, 3.08e-06, 6.23e-05, 6.54e-05, 8.29e-05, 7.42e-05, 6.05e-04, 6.11e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.68e-05, 7.33e-05] [5.65e-05, 1.99e-05, 4.71e-06, 1.83e-05, 6.15e-06, 1.08e-05, 3.08e-06, 6.23e-05, 6.54e-05, 8.29e-05, 7.42e-05, 6.05e-04, 6.11e-04, 3.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.68e-05, 7.33e-05] []
495400 [3.23e-07, 5.55e-07, 5.00e-07, 2.40e-07, 6.23e-07, 3.60e-07, 4.11e-07, 1.71e-07, 3.27e-09, 2.32e-08, 4.40e-07, 1.47e-06, 1.60e-06, 1.18e-06, 6.46e-08, 3.22e-09, 8.22e-09, 7.82e-09, 1.29e-08, 2.85e-10, 7.96e-08, 1.85e-09] [3.23e-07, 5.55e-07, 5.00e-07, 2.40e-07, 6.23e-07, 3.60e-07, 4.11e-07, 1.71e-07, 3.27e-09, 2.32e-08, 4.40e-07, 1.47e-06, 1.60e-06, 1.18e-06, 6.46e-08, 3.22e-09, 8.22e-09, 7.82e-09, 1.29e-08, 2.85e-10, 7.96e-08, 1.85e-09] []
495500 [2.95e-07, 5.76e-07, 5.41e-07, 2.33e-07, 7.71e-07, 3.49e-07, 3.96e-07, 1.68e-07, 1.30e-08, 3.36e-09, 8.09e-07, 1.82e-06, 3.07e-06, 1.26e-06, 1.42e-08, 2.64e-08, 8.21e-09, 3.68e-09, 0.00e+00, 0.00e+00, 1.68e-07, 1.75e-09] [2.95e-07, 5.76e-07, 5.41e-07, 2.33e-07, 7.71e-07, 3.49e-07, 3.96e-07, 1.68e-07, 1.30e-08, 3.36e-09, 8.09e-07, 1.82e-06, 3.07e-06, 1.26e-06, 1.42e-08, 2.64e-08, 8.21e-09, 3.68e-09, 0.00e+00, 0.00e+00, 1.68e-07, 1.75e-09] []
495600 [1.16e-06, 7.97e-07, 4.98e-07, 3.78e-07, 9.51e-07, 2.22e-07, 4.88e-07, 8.37e-06, 6.06e-07, 2.28e-07, 5.64e-06, 9.84e-06, 3.29e-05, 3.49e-05, 6.94e-07, 9.62e-08, 1.72e-07, 1.45e-07, 8.55e-07, 0.00e+00, 5.13e-06, 3.50e-07] [1.16e-06, 7.97e-07, 4.98e-07, 3.78e-07, 9.51e-07, 2.22e-07, 4.88e-07, 8.37e-06, 6.06e-07, 2.28e-07, 5.64e-06, 9.84e-06, 3.29e-05, 3.49e-05, 6.94e-07, 9.62e-08, 1.72e-07, 1.45e-07, 8.55e-07, 0.00e+00, 5.13e-06, 3.50e-07] []
495700 [3.54e-05, 7.24e-06, 3.63e-06, 4.51e-06, 4.27e-06, 3.77e-06, 2.78e-06, 3.40e-05, 2.94e-05, 5.69e-05, 8.75e-05, 3.32e-04, 5.31e-04, 2.23e-03, 4.06e-05, 3.54e-05, 1.32e-05, 1.32e-05, 6.71e-06, 4.83e-06, 3.53e-05, 1.98e-05] [3.54e-05, 7.24e-06, 3.63e-06, 4.51e-06, 4.27e-06, 3.77e-06, 2.78e-06, 3.40e-05, 2.94e-05, 5.69e-05, 8.75e-05, 3.32e-04, 5.31e-04, 2.23e-03, 4.06e-05, 3.54e-05, 1.32e-05, 1.32e-05, 6.71e-06, 4.83e-06, 3.53e-05, 1.98e-05] []
495800 [3.01e-07, 6.22e-07, 5.45e-07, 2.34e-07, 7.13e-07, 3.83e-07, 3.82e-07, 7.94e-09, 5.31e-08, 3.89e-09, 4.05e-07, 1.26e-06, 1.14e-06, 4.96e-08, 1.90e-08, 1.13e-10, 1.03e-09, 1.53e-09, 0.00e+00, 0.00e+00, 2.50e-08, 7.54e-08] [3.01e-07, 6.22e-07, 5.45e-07, 2.34e-07, 7.13e-07, 3.83e-07, 3.82e-07, 7.94e-09, 5.31e-08, 3.89e-09, 4.05e-07, 1.26e-06, 1.14e-06, 4.96e-08, 1.90e-08, 1.13e-10, 1.03e-09, 1.53e-09, 0.00e+00, 0.00e+00, 2.50e-08, 7.54e-08] []
495900 [7.99e-07, 8.03e-07, 6.96e-07, 3.06e-07, 1.17e-06, 3.54e-07, 5.40e-07, 3.74e-05, 4.54e-09, 1.71e-07, 1.44e-06, 3.24e-06, 3.32e-06, 5.81e-06, 0.00e+00, 3.77e-07, 9.55e-08, 1.55e-08, 0.00e+00, 0.00e+00, 3.17e-05, 5.40e-08] [7.99e-07, 8.03e-07, 6.96e-07, 3.06e-07, 1.17e-06, 3.54e-07, 5.40e-07, 3.74e-05, 4.54e-09, 1.71e-07, 1.44e-06, 3.24e-06, 3.32e-06, 5.81e-06, 0.00e+00, 3.77e-07, 9.55e-08, 1.55e-08, 0.00e+00, 0.00e+00, 3.17e-05, 5.40e-08] []
496000 [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08] [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.503414 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
496000 [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08] [1.66e-06, 1.03e-06, 5.32e-07, 4.75e-07, 6.86e-07, 6.13e-07, 3.72e-07, 1.61e-06, 9.51e-09, 1.43e-06, 2.87e-06, 1.26e-05, 2.60e-05, 6.95e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-06, 1.41e-08] []
496100 [3.66e-07, 6.08e-07, 5.25e-07, 2.13e-07, 7.02e-07, 3.59e-07, 3.37e-07, 7.96e-09, 5.94e-10, 3.94e-08, 4.69e-07, 1.60e-06, 1.30e-06, 1.68e-06, 7.14e-08, 3.60e-09, 2.34e-09, 1.13e-08, 2.92e-10, 1.21e-11, 6.82e-09, 1.01e-10] [3.66e-07, 6.08e-07, 5.25e-07, 2.13e-07, 7.02e-07, 3.59e-07, 3.37e-07, 7.96e-09, 5.94e-10, 3.94e-08, 4.69e-07, 1.60e-06, 1.30e-06, 1.68e-06, 7.14e-08, 3.60e-09, 2.34e-09, 1.13e-08, 2.92e-10, 1.21e-11, 6.82e-09, 1.01e-10] []
496200 [8.65e-07, 6.88e-07, 6.47e-07, 2.80e-07, 8.02e-07, 3.51e-07, 3.16e-07, 3.20e-08, 1.63e-06, 6.86e-08, 6.39e-07, 3.63e-06, 4.32e-06, 6.25e-06, 2.76e-07, 7.65e-08, 8.96e-08, 9.95e-08, 1.74e-10, 0.00e+00, 3.60e-07, 5.15e-07] [8.65e-07, 6.88e-07, 6.47e-07, 2.80e-07, 8.02e-07, 3.51e-07, 3.16e-07, 3.20e-08, 1.63e-06, 6.86e-08, 6.39e-07, 3.63e-06, 4.32e-06, 6.25e-06, 2.76e-07, 7.65e-08, 8.96e-08, 9.95e-08, 1.74e-10, 0.00e+00, 3.60e-07, 5.15e-07] []
496300 [5.29e-06, 2.17e-06, 1.26e-06, 3.24e-06, 2.33e-06, 1.23e-06, 2.11e-06, 9.29e-07, 1.84e-07, 8.91e-06, 2.03e-05, 8.04e-05, 1.77e-04, 5.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-07, 5.41e-07] [5.29e-06, 2.17e-06, 1.26e-06, 3.24e-06, 2.33e-06, 1.23e-06, 2.11e-06, 9.29e-07, 1.84e-07, 8.91e-06, 2.03e-05, 8.04e-05, 1.77e-04, 5.88e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-07, 5.41e-07] []
496400 [3.85e-05, 1.30e-05, 3.48e-06, 8.98e-06, 3.70e-06, 7.16e-06, 1.97e-06, 6.93e-05, 2.55e-07, 4.89e-05, 6.49e-05, 3.81e-04, 5.14e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.32e-05, 4.75e-07] [3.85e-05, 1.30e-05, 3.48e-06, 8.98e-06, 3.70e-06, 7.16e-06, 1.97e-06, 6.93e-05, 2.55e-07, 4.89e-05, 6.49e-05, 3.81e-04, 5.14e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.32e-05, 4.75e-07] []
496500 [8.83e-07, 5.82e-07, 5.36e-07, 2.26e-07, 7.08e-07, 3.46e-07, 3.21e-07, 5.07e-07, 2.72e-06, 6.08e-07, 1.39e-06, 5.04e-06, 9.31e-06, 2.64e-05, 4.12e-07, 1.88e-07, 1.80e-07, 1.50e-07, 9.22e-08, 3.27e-07, 6.21e-07, 1.57e-06] [8.83e-07, 5.82e-07, 5.36e-07, 2.26e-07, 7.08e-07, 3.46e-07, 3.21e-07, 5.07e-07, 2.72e-06, 6.08e-07, 1.39e-06, 5.04e-06, 9.31e-06, 2.64e-05, 4.12e-07, 1.88e-07, 1.80e-07, 1.50e-07, 9.22e-08, 3.27e-07, 6.21e-07, 1.57e-06] []
496600 [2.79e-07, 5.90e-07, 4.89e-07, 2.17e-07, 6.83e-07, 3.51e-07, 3.35e-07, 1.57e-09, 1.81e-09, 9.67e-11, 4.20e-07, 1.26e-06, 1.18e-06, 6.31e-09, 6.93e-09, 1.98e-13, 8.36e-11, 3.44e-09, 1.29e-08, 8.90e-12, 7.80e-08, 1.71e-10] [2.79e-07, 5.90e-07, 4.89e-07, 2.17e-07, 6.83e-07, 3.51e-07, 3.35e-07, 1.57e-09, 1.81e-09, 9.67e-11, 4.20e-07, 1.26e-06, 1.18e-06, 6.31e-09, 6.93e-09, 1.98e-13, 8.36e-11, 3.44e-09, 1.29e-08, 8.90e-12, 7.80e-08, 1.71e-10] []
496700 [3.48e-07, 6.66e-07, 5.67e-07, 2.51e-07, 7.24e-07, 3.72e-07, 3.11e-07, 2.13e-06, 2.60e-09, 4.54e-07, 1.32e-06, 1.87e-06, 3.16e-06, 8.30e-06, 0.00e+00, 9.21e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-11, 3.55e-08, 3.89e-08] [3.48e-07, 6.66e-07, 5.67e-07, 2.51e-07, 7.24e-07, 3.72e-07, 3.11e-07, 2.13e-06, 2.60e-09, 4.54e-07, 1.32e-06, 1.87e-06, 3.16e-06, 8.30e-06, 0.00e+00, 9.21e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-11, 3.55e-08, 3.89e-08] []
496800 [2.14e-06, 1.17e-06, 7.51e-07, 6.64e-07, 9.53e-07, 6.18e-07, 5.02e-07, 1.66e-06, 2.21e-07, 3.38e-07, 4.72e-06, 2.05e-05, 2.49e-05, 4.90e-05, 0.00e+00, 5.10e-09, 0.00e+00, 1.52e-10, 9.03e-09, 6.15e-08, 3.47e-08, 3.17e-07] [2.14e-06, 1.17e-06, 7.51e-07, 6.64e-07, 9.53e-07, 6.18e-07, 5.02e-07, 1.66e-06, 2.21e-07, 3.38e-07, 4.72e-06, 2.05e-05, 2.49e-05, 4.90e-05, 0.00e+00, 5.10e-09, 0.00e+00, 1.52e-10, 9.03e-09, 6.15e-08, 3.47e-08, 3.17e-07] []
496900 [7.71e-06, 2.09e-06, 1.68e-06, 1.72e-06, 1.74e-06, 1.47e-06, 1.38e-06, 2.35e-06, 7.73e-08, 8.91e-09, 2.29e-05, 5.93e-05, 2.16e-05, 1.85e-04, 1.63e-06, 1.12e-06, 7.24e-07, 1.85e-06, 1.28e-08, 4.21e-10, 4.31e-05, 8.35e-09] [7.71e-06, 2.09e-06, 1.68e-06, 1.72e-06, 1.74e-06, 1.47e-06, 1.38e-06, 2.35e-06, 7.73e-08, 8.91e-09, 2.29e-05, 5.93e-05, 2.16e-05, 1.85e-04, 1.63e-06, 1.12e-06, 7.24e-07, 1.85e-06, 1.28e-08, 4.21e-10, 4.31e-05, 8.35e-09] []
497000 [9.92e-06, 2.12e-06, 1.27e-06, 1.16e-06, 1.29e-06, 1.07e-06, 7.13e-07, 9.69e-06, 4.69e-08, 1.23e-05, 1.96e-05, 7.71e-05, 1.43e-04, 5.15e-04, 8.58e-06, 5.87e-06, 3.34e-06, 3.27e-06, 1.70e-06, 1.47e-08, 9.85e-06, 8.68e-08] [9.92e-06, 2.12e-06, 1.27e-06, 1.16e-06, 1.29e-06, 1.07e-06, 7.13e-07, 9.69e-06, 4.69e-08, 1.23e-05, 1.96e-05, 7.71e-05, 1.43e-04, 5.15e-04, 8.58e-06, 5.87e-06, 3.34e-06, 3.27e-06, 1.70e-06, 1.47e-08, 9.85e-06, 8.68e-08] []
497100 [5.77e-07, 5.68e-07, 5.33e-07, 2.47e-07, 6.45e-07, 3.74e-07, 2.91e-07, 6.60e-07, 4.01e-06, 2.02e-07, 1.31e-06, 3.13e-06, 7.64e-06, 1.11e-05, 2.20e-07, 7.35e-08, 1.17e-07, 8.70e-08, 1.03e-07, 0.00e+00, 6.95e-07, 3.93e-06] [5.77e-07, 5.68e-07, 5.33e-07, 2.47e-07, 6.45e-07, 3.74e-07, 2.91e-07, 6.60e-07, 4.01e-06, 2.02e-07, 1.31e-06, 3.13e-06, 7.64e-06, 1.11e-05, 2.20e-07, 7.35e-08, 1.17e-07, 8.70e-08, 1.03e-07, 0.00e+00, 6.95e-07, 3.93e-06] []
497200 [1.12e-06, 8.87e-07, 5.31e-07, 3.73e-07, 5.97e-07, 5.65e-07, 3.34e-07, 5.18e-07, 1.21e-08, 1.28e-06, 2.18e-06, 9.45e-06, 1.51e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-10, 7.46e-07, 1.75e-09] [1.12e-06, 8.87e-07, 5.31e-07, 3.73e-07, 5.97e-07, 5.65e-07, 3.34e-07, 5.18e-07, 1.21e-08, 1.28e-06, 2.18e-06, 9.45e-06, 1.51e-05, 5.27e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.08e-10, 7.46e-07, 1.75e-09] []
497300 [2.86e-07, 5.97e-07, 4.99e-07, 2.23e-07, 6.09e-07, 3.75e-07, 3.05e-07, 4.90e-09, 1.10e-09, 1.17e-08, 4.92e-07, 1.46e-06, 1.62e-06, 1.06e-06, 2.32e-10, 0.00e+00, 0.00e+00, 3.46e-10, 7.76e-10, 6.51e-12, 8.49e-09, 1.30e-10] [2.86e-07, 5.97e-07, 4.99e-07, 2.23e-07, 6.09e-07, 3.75e-07, 3.05e-07, 4.90e-09, 1.10e-09, 1.17e-08, 4.92e-07, 1.46e-06, 1.62e-06, 1.06e-06, 2.32e-10, 0.00e+00, 0.00e+00, 3.46e-10, 7.76e-10, 6.51e-12, 8.49e-09, 1.30e-10] []
497400 [3.93e-07, 5.68e-07, 5.44e-07, 2.57e-07, 6.90e-07, 3.41e-07, 3.06e-07, 2.78e-07, 1.07e-07, 1.90e-07, 6.05e-07, 1.58e-06, 2.58e-06, 3.98e-06, 1.51e-07, 6.46e-09, 7.03e-09, 7.31e-08, 0.00e+00, 0.00e+00, 4.34e-07, 6.75e-08] [3.93e-07, 5.68e-07, 5.44e-07, 2.57e-07, 6.90e-07, 3.41e-07, 3.06e-07, 2.78e-07, 1.07e-07, 1.90e-07, 6.05e-07, 1.58e-06, 2.58e-06, 3.98e-06, 1.51e-07, 6.46e-09, 7.03e-09, 7.31e-08, 0.00e+00, 0.00e+00, 4.34e-07, 6.75e-08] []
497500 [1.64e-06, 1.01e-06, 6.38e-07, 4.06e-07, 9.52e-07, 4.35e-07, 3.97e-07, 3.51e-06, 8.17e-07, 2.45e-06, 2.82e-06, 5.90e-06, 1.03e-05, 1.55e-05, 7.26e-07, 1.07e-07, 7.98e-07, 3.45e-07, 9.62e-08, 0.00e+00, 6.05e-07, 2.08e-07] [1.64e-06, 1.01e-06, 6.38e-07, 4.06e-07, 9.52e-07, 4.35e-07, 3.97e-07, 3.51e-06, 8.17e-07, 2.45e-06, 2.82e-06, 5.90e-06, 1.03e-05, 1.55e-05, 7.26e-07, 1.07e-07, 7.98e-07, 3.45e-07, 9.62e-08, 0.00e+00, 6.05e-07, 2.08e-07] []
497600 [1.06e-05, 2.36e-06, 1.80e-06, 4.45e-06, 2.54e-06, 1.39e-06, 1.91e-06, 2.08e-05, 5.99e-08, 1.02e-05, 3.37e-05, 9.48e-05, 2.53e-04, 4.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-10, 3.30e-05, 1.66e-08] [1.06e-05, 2.36e-06, 1.80e-06, 4.45e-06, 2.54e-06, 1.39e-06, 1.91e-06, 2.08e-05, 5.99e-08, 1.02e-05, 3.37e-05, 9.48e-05, 2.53e-04, 4.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.27e-10, 3.30e-05, 1.66e-08] []
497700 [3.50e-07, 6.34e-07, 4.83e-07, 2.38e-07, 5.51e-07, 4.12e-07, 2.78e-07, 1.52e-08, 1.38e-09, 1.34e-07, 6.19e-07, 2.07e-06, 3.12e-06, 5.87e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.60e-08, 8.47e-10] [3.50e-07, 6.34e-07, 4.83e-07, 2.38e-07, 5.51e-07, 4.12e-07, 2.78e-07, 1.52e-08, 1.38e-09, 1.34e-07, 6.19e-07, 2.07e-06, 3.12e-06, 5.87e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.60e-08, 8.47e-10] []
497800 [2.82e-07, 6.20e-07, 6.00e-07, 2.68e-07, 6.55e-07, 3.88e-07, 2.74e-07, 1.21e-07, 1.20e-04, 8.87e-09, 9.69e-07, 1.92e-06, 2.55e-06, 5.42e-08, 1.67e-08, 9.44e-13, 1.57e-08, 3.45e-09, 0.00e+00, 2.35e-05, 1.85e-08, 9.08e-05] [2.82e-07, 6.20e-07, 6.00e-07, 2.68e-07, 6.55e-07, 3.88e-07, 2.74e-07, 1.21e-07, 1.20e-04, 8.87e-09, 9.69e-07, 1.92e-06, 2.55e-06, 5.42e-08, 1.67e-08, 9.44e-13, 1.57e-08, 3.45e-09, 0.00e+00, 2.35e-05, 1.85e-08, 9.08e-05] []
497900 [6.39e-07, 7.20e-07, 5.19e-07, 2.69e-07, 6.16e-07, 4.46e-07, 2.91e-07, 1.11e-06, 2.52e-08, 4.36e-07, 1.22e-06, 4.86e-06, 7.84e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-06, 4.05e-09] [6.39e-07, 7.20e-07, 5.19e-07, 2.69e-07, 6.16e-07, 4.46e-07, 2.91e-07, 1.11e-06, 2.52e-08, 4.36e-07, 1.22e-06, 4.86e-06, 7.84e-06, 2.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.57e-06, 4.05e-09] []
498000 [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08] [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 58.121226 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
498000 [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08] [6.23e-07, 7.03e-07, 5.16e-07, 2.50e-07, 6.28e-07, 4.23e-07, 2.94e-07, 3.87e-07, 4.66e-07, 3.98e-07, 1.85e-06, 5.19e-06, 1.15e-05, 2.38e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.29e-08, 8.76e-07, 7.39e-08] []
498100 [6.73e-07, 6.07e-07, 6.02e-07, 2.66e-07, 6.80e-07, 3.65e-07, 2.72e-07, 1.34e-09, 4.81e-07, 2.17e-07, 8.54e-07, 2.40e-06, 3.36e-06, 6.98e-06, 2.30e-07, 6.03e-08, 3.34e-08, 1.05e-07, 2.34e-10, 2.62e-09, 5.99e-09, 1.15e-07] [6.73e-07, 6.07e-07, 6.02e-07, 2.66e-07, 6.80e-07, 3.65e-07, 2.72e-07, 1.34e-09, 4.81e-07, 2.17e-07, 8.54e-07, 2.40e-06, 3.36e-06, 6.98e-06, 2.30e-07, 6.03e-08, 3.34e-08, 1.05e-07, 2.34e-10, 2.62e-09, 5.99e-09, 1.15e-07] []
498200 [7.41e-07, 5.90e-07, 5.93e-07, 1.61e-07, 7.10e-07, 5.01e-07, 3.93e-07, 1.97e-05, 8.75e-06, 8.25e-08, 7.50e-06, 6.94e-06, 1.45e-05, 1.04e-05, 0.00e+00, 7.35e-09, 8.03e-10, 1.04e-08, 5.44e-07, 0.00e+00, 3.21e-06, 7.45e-06] [7.41e-07, 5.90e-07, 5.93e-07, 1.61e-07, 7.10e-07, 5.01e-07, 3.93e-07, 1.97e-05, 8.75e-06, 8.25e-08, 7.50e-06, 6.94e-06, 1.45e-05, 1.04e-05, 0.00e+00, 7.35e-09, 8.03e-10, 1.04e-08, 5.44e-07, 0.00e+00, 3.21e-06, 7.45e-06] []
498300 [4.48e-06, 3.80e-06, 9.39e-07, 2.48e-06, 8.12e-07, 1.70e-06, 6.26e-07, 3.90e-06, 3.78e-06, 1.21e-05, 2.20e-05, 5.81e-05, 4.80e-05, 3.35e-04, 1.97e-05, 1.77e-07, 1.24e-06, 2.03e-06, 0.00e+00, 4.24e-07, 8.28e-05, 2.06e-06] [4.48e-06, 3.80e-06, 9.39e-07, 2.48e-06, 8.12e-07, 1.70e-06, 6.26e-07, 3.90e-06, 3.78e-06, 1.21e-05, 2.20e-05, 5.81e-05, 4.80e-05, 3.35e-04, 1.97e-05, 1.77e-07, 1.24e-06, 2.03e-06, 0.00e+00, 4.24e-07, 8.28e-05, 2.06e-06] []
498400 [4.69e-06, 2.09e-06, 1.79e-06, 1.57e-06, 1.17e-06, 7.27e-07, 1.22e-06, 5.01e-05, 3.43e-06, 2.00e-06, 1.32e-05, 3.15e-05, 7.42e-05, 1.22e-04, 2.79e-06, 1.22e-07, 5.32e-07, 1.86e-06, 0.00e+00, 0.00e+00, 5.29e-05, 1.73e-06] [4.69e-06, 2.09e-06, 1.79e-06, 1.57e-06, 1.17e-06, 7.27e-07, 1.22e-06, 5.01e-05, 3.43e-06, 2.00e-06, 1.32e-05, 3.15e-05, 7.42e-05, 1.22e-04, 2.79e-06, 1.22e-07, 5.32e-07, 1.86e-06, 0.00e+00, 0.00e+00, 5.29e-05, 1.73e-06] []
498500 [5.19e-05, 2.13e-05, 3.89e-06, 1.62e-05, 4.80e-06, 1.22e-05, 2.54e-06, 8.53e-05, 1.12e-04, 7.25e-05, 1.13e-04, 5.93e-04, 6.15e-04, 3.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 1.19e-04] [5.19e-05, 2.13e-05, 3.89e-06, 1.62e-05, 4.80e-06, 1.22e-05, 2.54e-06, 8.53e-05, 1.12e-04, 7.25e-05, 1.13e-04, 5.93e-04, 6.15e-04, 3.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-04, 1.19e-04] []
498600 [5.77e-07, 5.87e-07, 5.17e-07, 2.37e-07, 5.63e-07, 3.72e-07, 3.25e-07, 1.01e-07, 5.95e-08, 3.37e-07, 9.95e-07, 2.56e-06, 6.15e-06, 1.18e-05, 1.77e-07, 3.85e-08, 8.69e-08, 8.93e-08, 6.39e-09, 0.00e+00, 3.82e-08, 1.14e-07] [5.77e-07, 5.87e-07, 5.17e-07, 2.37e-07, 5.63e-07, 3.72e-07, 3.25e-07, 1.01e-07, 5.95e-08, 3.37e-07, 9.95e-07, 2.56e-06, 6.15e-06, 1.18e-05, 1.77e-07, 3.85e-08, 8.69e-08, 8.93e-08, 6.39e-09, 0.00e+00, 3.82e-08, 1.14e-07] []
498700 [3.45e-07, 6.11e-07, 5.34e-07, 2.64e-07, 5.90e-07, 3.42e-07, 2.70e-07, 5.10e-07, 1.65e-09, 6.91e-08, 6.56e-07, 1.38e-06, 1.30e-06, 1.64e-06, 4.77e-08, 8.09e-09, 3.84e-09, 8.45e-09, 0.00e+00, 0.00e+00, 2.50e-06, 1.26e-09] [3.45e-07, 6.11e-07, 5.34e-07, 2.64e-07, 5.90e-07, 3.42e-07, 2.70e-07, 5.10e-07, 1.65e-09, 6.91e-08, 6.56e-07, 1.38e-06, 1.30e-06, 1.64e-06, 4.77e-08, 8.09e-09, 3.84e-09, 8.45e-09, 0.00e+00, 0.00e+00, 2.50e-06, 1.26e-09] []
498800 [4.88e-07, 7.92e-07, 5.31e-07, 2.96e-07, 6.26e-07, 4.48e-07, 2.67e-07, 6.05e-07, 5.30e-09, 4.09e-07, 9.28e-07, 3.60e-06, 2.21e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-07, 0.00e+00, 7.33e-07, 4.61e-09] [4.88e-07, 7.92e-07, 5.31e-07, 2.96e-07, 6.26e-07, 4.48e-07, 2.67e-07, 6.05e-07, 5.30e-09, 4.09e-07, 9.28e-07, 3.60e-06, 2.21e-06, 1.01e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-07, 0.00e+00, 7.33e-07, 4.61e-09] []
498900 [4.46e-07, 7.05e-07, 5.27e-07, 2.49e-07, 6.21e-07, 4.12e-07, 2.64e-07, 1.53e-06, 1.84e-07, 2.23e-07, 1.17e-06, 3.05e-06, 5.86e-06, 1.40e-05, 0.00e+00, 4.72e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-08, 9.70e-07, 1.05e-07] [4.46e-07, 7.05e-07, 5.27e-07, 2.49e-07, 6.21e-07, 4.12e-07, 2.64e-07, 1.53e-06, 1.84e-07, 2.23e-07, 1.17e-06, 3.05e-06, 5.86e-06, 1.40e-05, 0.00e+00, 4.72e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-08, 9.70e-07, 1.05e-07] []
499000 [3.47e-07, 6.28e-07, 6.12e-07, 2.81e-07, 5.26e-07, 4.50e-07, 2.89e-07, 1.19e-05, 1.52e-07, 4.45e-07, 1.88e-06, 4.41e-06, 4.93e-06, 9.49e-06, 1.77e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.17e-08, 7.88e-09, 3.01e-07, 4.75e-08] [3.47e-07, 6.28e-07, 6.12e-07, 2.81e-07, 5.26e-07, 4.50e-07, 2.89e-07, 1.19e-05, 1.52e-07, 4.45e-07, 1.88e-06, 4.41e-06, 4.93e-06, 9.49e-06, 1.77e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.17e-08, 7.88e-09, 3.01e-07, 4.75e-08] []
499100 [3.08e-06, 9.82e-07, 1.12e-06, 2.48e-07, 1.52e-06, 2.15e-07, 7.20e-07, 1.17e-05, 1.00e-07, 3.17e-06, 2.05e-05, 3.72e-05, 1.18e-05, 1.11e-04, 3.19e-08, 4.57e-06, 2.72e-07, 0.00e+00, 0.00e+00, 6.45e-09, 1.91e-06, 3.86e-08] [3.08e-06, 9.82e-07, 1.12e-06, 2.48e-07, 1.52e-06, 2.15e-07, 7.20e-07, 1.17e-05, 1.00e-07, 3.17e-06, 2.05e-05, 3.72e-05, 1.18e-05, 1.11e-04, 3.19e-08, 4.57e-06, 2.72e-07, 0.00e+00, 0.00e+00, 6.45e-09, 1.91e-06, 3.86e-08] []
499200 [1.06e-06, 7.71e-07, 4.63e-07, 4.47e-07, 5.77e-07, 2.07e-07, 4.33e-07, 1.36e-06, 1.81e-06, 5.35e-07, 2.27e-06, 5.68e-06, 1.07e-05, 2.13e-05, 6.04e-07, 2.95e-08, 2.36e-07, 3.98e-08, 1.03e-07, 0.00e+00, 6.88e-07, 7.15e-07] [1.06e-06, 7.71e-07, 4.63e-07, 4.47e-07, 5.77e-07, 2.07e-07, 4.33e-07, 1.36e-06, 1.81e-06, 5.35e-07, 2.27e-06, 5.68e-06, 1.07e-05, 2.13e-05, 6.04e-07, 2.95e-08, 2.36e-07, 3.98e-08, 1.03e-07, 0.00e+00, 6.88e-07, 7.15e-07] []
499300 [8.85e-07, 7.72e-07, 5.97e-07, 3.20e-07, 7.34e-07, 2.71e-07, 3.20e-07, 1.03e-06, 1.56e-08, 1.88e-08, 4.89e-06, 7.01e-06, 1.35e-05, 5.91e-06, 2.30e-07, 2.89e-08, 1.73e-07, 7.80e-08, 2.79e-07, 3.74e-09, 1.78e-06, 2.38e-08] [8.85e-07, 7.72e-07, 5.97e-07, 3.20e-07, 7.34e-07, 2.71e-07, 3.20e-07, 1.03e-06, 1.56e-08, 1.88e-08, 4.89e-06, 7.01e-06, 1.35e-05, 5.91e-06, 2.30e-07, 2.89e-08, 1.73e-07, 7.80e-08, 2.79e-07, 3.74e-09, 1.78e-06, 2.38e-08] []
499400 [5.71e-05, 2.10e-05, 4.79e-06, 2.10e-05, 6.39e-06, 1.06e-05, 2.97e-06, 2.73e-04, 6.31e-06, 8.66e-05, 7.03e-05, 5.72e-04, 7.08e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-04, 8.00e-06] [5.71e-05, 2.10e-05, 4.79e-06, 2.10e-05, 6.39e-06, 1.06e-05, 2.97e-06, 2.73e-04, 6.31e-06, 8.66e-05, 7.03e-05, 5.72e-04, 7.08e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.85e-04, 8.00e-06] []
499500 [3.63e-07, 7.61e-07, 6.64e-07, 3.84e-07, 5.29e-07, 4.87e-07, 3.04e-07, 1.13e-06, 8.24e-05, 1.77e-08, 9.84e-07, 2.17e-06, 2.31e-06, 2.57e-08, 7.59e-08, 0.00e+00, 2.56e-10, 1.16e-09, 0.00e+00, 5.39e-05, 1.06e-06, 2.04e-04] [3.63e-07, 7.61e-07, 6.64e-07, 3.84e-07, 5.29e-07, 4.87e-07, 3.04e-07, 1.13e-06, 8.24e-05, 1.77e-08, 9.84e-07, 2.17e-06, 2.31e-06, 2.57e-08, 7.59e-08, 0.00e+00, 2.56e-10, 1.16e-09, 0.00e+00, 5.39e-05, 1.06e-06, 2.04e-04] []
499600 [4.79e-06, 1.57e-06, 1.14e-06, 1.50e-06, 1.56e-06, 1.50e-06, 1.18e-06, 1.78e-05, 3.56e-07, 1.10e-05, 1.84e-05, 5.86e-05, 1.79e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 3.25e-09, 1.59e-05, 1.33e-08] [4.79e-06, 1.57e-06, 1.14e-06, 1.50e-06, 1.56e-06, 1.50e-06, 1.18e-06, 1.78e-05, 3.56e-07, 1.10e-05, 1.84e-05, 5.86e-05, 1.79e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.86e-06, 3.25e-09, 1.59e-05, 1.33e-08] []
499700 [2.91e-07, 5.87e-07, 5.05e-07, 2.90e-07, 4.55e-07, 4.01e-07, 2.55e-07, 1.43e-07, 1.28e-14, 3.40e-09, 4.15e-07, 1.17e-06, 1.02e-06, 1.37e-07, 1.56e-08, 1.10e-09, 9.69e-10, 1.80e-09, 0.00e+00, 3.73e-11, 2.17e-08, 2.70e-10] [2.91e-07, 5.87e-07, 5.05e-07, 2.90e-07, 4.55e-07, 4.01e-07, 2.55e-07, 1.43e-07, 1.28e-14, 3.40e-09, 4.15e-07, 1.17e-06, 1.02e-06, 1.37e-07, 1.56e-08, 1.10e-09, 9.69e-10, 1.80e-09, 0.00e+00, 3.73e-11, 2.17e-08, 2.70e-10] []
499800 [2.93e-07, 7.90e-07, 5.90e-07, 3.31e-07, 5.62e-07, 4.32e-07, 2.41e-07, 1.42e-09, 1.60e-09, 7.63e-08, 6.07e-07, 1.44e-06, 1.53e-06, 1.81e-06, 2.14e-09, 0.00e+00, 0.00e+00, 2.47e-10, 5.76e-08, 7.75e-10, 3.76e-07, 5.19e-09] [2.93e-07, 7.90e-07, 5.90e-07, 3.31e-07, 5.62e-07, 4.32e-07, 2.41e-07, 1.42e-09, 1.60e-09, 7.63e-08, 6.07e-07, 1.44e-06, 1.53e-06, 1.81e-06, 2.14e-09, 0.00e+00, 0.00e+00, 2.47e-10, 5.76e-08, 7.75e-10, 3.76e-07, 5.19e-09] []
499900 [1.42e-05, 4.98e-06, 1.86e-06, 9.04e-06, 2.20e-06, 3.45e-06, 2.16e-06, 3.58e-05, 2.98e-04, 1.54e-05, 3.99e-05, 1.56e-04, 5.13e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.15e-05, 4.26e-05, 1.95e-04] [1.42e-05, 4.98e-06, 1.86e-06, 9.04e-06, 2.20e-06, 3.45e-06, 2.16e-06, 3.58e-05, 2.98e-04, 1.54e-05, 3.99e-05, 1.56e-04, 5.13e-04, 8.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.15e-05, 4.26e-05, 1.95e-04] []
500000 [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10] [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.800217 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
500000 [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10] [2.87e-07, 6.26e-07, 5.11e-07, 2.82e-07, 4.95e-07, 4.00e-07, 2.36e-07, 4.15e-08, 6.66e-10, 1.61e-09, 4.30e-07, 1.18e-06, 1.04e-06, 1.64e-07, 2.02e-09, 0.00e+00, 0.00e+00, 3.31e-10, 5.52e-09, 7.40e-12, 3.34e-08, 1.32e-10] []
500100 [3.44e-07, 6.23e-07, 5.79e-07, 2.75e-07, 6.34e-07, 3.51e-07, 2.49e-07, 3.43e-07, 1.04e-08, 3.90e-08, 9.83e-07, 1.73e-06, 3.69e-06, 5.69e-06, 3.18e-08, 5.77e-09, 2.36e-09, 3.31e-08, 0.00e+00, 0.00e+00, 3.44e-08, 2.28e-09] [3.44e-07, 6.23e-07, 5.79e-07, 2.75e-07, 6.34e-07, 3.51e-07, 2.49e-07, 3.43e-07, 1.04e-08, 3.90e-08, 9.83e-07, 1.73e-06, 3.69e-06, 5.69e-06, 3.18e-08, 5.77e-09, 2.36e-09, 3.31e-08, 0.00e+00, 0.00e+00, 3.44e-08, 2.28e-09] []
500200 [3.31e-06, 1.01e-06, 7.13e-07, 2.99e-07, 9.40e-07, 3.65e-07, 3.57e-07, 5.11e-06, 4.46e-06, 5.29e-06, 6.79e-06, 1.26e-05, 3.61e-05, 8.94e-05, 5.87e-07, 1.60e-06, 5.79e-07, 8.01e-07, 3.29e-06, 4.18e-07, 1.79e-05, 2.06e-06] [3.31e-06, 1.01e-06, 7.13e-07, 2.99e-07, 9.40e-07, 3.65e-07, 3.57e-07, 5.11e-06, 4.46e-06, 5.29e-06, 6.79e-06, 1.26e-05, 3.61e-05, 8.94e-05, 5.87e-07, 1.60e-06, 5.79e-07, 8.01e-07, 3.29e-06, 4.18e-07, 1.79e-05, 2.06e-06] []
500300 [5.58e-05, 1.91e-05, 5.17e-06, 1.25e-05, 4.74e-06, 1.07e-05, 2.32e-06, 3.59e-05, 5.80e-08, 6.97e-05, 8.99e-05, 5.59e-04, 6.77e-04, 3.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-05, 3.08e-07] [5.58e-05, 1.91e-05, 5.17e-06, 1.25e-05, 4.74e-06, 1.07e-05, 2.32e-06, 3.59e-05, 5.80e-08, 6.97e-05, 8.99e-05, 5.59e-04, 6.77e-04, 3.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.32e-05, 3.08e-07] []
500400 [3.02e-07, 6.58e-07, 5.30e-07, 2.94e-07, 5.01e-07, 3.92e-07, 2.13e-07, 3.62e-08, 1.03e-09, 1.34e-08, 4.60e-07, 1.21e-06, 1.09e-06, 2.31e-07, 1.75e-09, 0.00e+00, 1.06e-11, 2.58e-10, 9.30e-09, 5.61e-12, 5.63e-08, 1.15e-09] [3.02e-07, 6.58e-07, 5.30e-07, 2.94e-07, 5.01e-07, 3.92e-07, 2.13e-07, 3.62e-08, 1.03e-09, 1.34e-08, 4.60e-07, 1.21e-06, 1.09e-06, 2.31e-07, 1.75e-09, 0.00e+00, 1.06e-11, 2.58e-10, 9.30e-09, 5.61e-12, 5.63e-08, 1.15e-09] []
500500 [4.44e-07, 7.46e-07, 5.25e-07, 2.84e-07, 5.99e-07, 4.47e-07, 2.46e-07, 6.85e-07, 1.35e-06, 5.14e-07, 1.50e-06, 3.64e-06, 2.10e-06, 1.14e-05, 0.00e+00, 2.74e-11, 0.00e+00, 6.12e-12, 3.97e-08, 0.00e+00, 2.64e-07, 4.46e-07] [4.44e-07, 7.46e-07, 5.25e-07, 2.84e-07, 5.99e-07, 4.47e-07, 2.46e-07, 6.85e-07, 1.35e-06, 5.14e-07, 1.50e-06, 3.64e-06, 2.10e-06, 1.14e-05, 0.00e+00, 2.74e-11, 0.00e+00, 6.12e-12, 3.97e-08, 0.00e+00, 2.64e-07, 4.46e-07] []
500600 [5.01e-07, 7.44e-07, 7.71e-07, 3.27e-07, 6.81e-07, 3.58e-07, 2.80e-07, 7.52e-06, 2.90e-06, 1.83e-06, 6.22e-06, 6.15e-06, 1.19e-05, 5.46e-05, 3.12e-08, 4.41e-09, 0.00e+00, 1.67e-09, 0.00e+00, 0.00e+00, 5.78e-06, 4.70e-06] [5.01e-07, 7.44e-07, 7.71e-07, 3.27e-07, 6.81e-07, 3.58e-07, 2.80e-07, 7.52e-06, 2.90e-06, 1.83e-06, 6.22e-06, 6.15e-06, 1.19e-05, 5.46e-05, 3.12e-08, 4.41e-09, 0.00e+00, 1.67e-09, 0.00e+00, 0.00e+00, 5.78e-06, 4.70e-06] []
500700 [1.75e-05, 5.36e-06, 4.38e-06, 3.62e-06, 2.00e-06, 3.15e-06, 1.33e-06, 2.20e-05, 6.33e-09, 3.09e-05, 8.04e-05, 1.78e-04, 4.18e-04, 1.26e-03, 2.94e-05, 1.06e-05, 6.52e-06, 7.26e-06, 3.18e-06, 2.93e-08, 1.72e-05, 1.58e-07] [1.75e-05, 5.36e-06, 4.38e-06, 3.62e-06, 2.00e-06, 3.15e-06, 1.33e-06, 2.20e-05, 6.33e-09, 3.09e-05, 8.04e-05, 1.78e-04, 4.18e-04, 1.26e-03, 2.94e-05, 1.06e-05, 6.52e-06, 7.26e-06, 3.18e-06, 2.93e-08, 1.72e-05, 1.58e-07] []
500800 [3.62e-07, 6.55e-07, 4.89e-07, 2.69e-07, 4.63e-07, 4.35e-07, 2.13e-07, 4.68e-08, 5.70e-10, 1.35e-07, 6.48e-07, 2.14e-06, 3.06e-06, 6.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-08, 3.59e-09] [3.62e-07, 6.55e-07, 4.89e-07, 2.69e-07, 4.63e-07, 4.35e-07, 2.13e-07, 4.68e-08, 5.70e-10, 1.35e-07, 6.48e-07, 2.14e-06, 3.06e-06, 6.46e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-08, 3.59e-09] []
500900 [4.47e-07, 6.96e-07, 5.61e-07, 3.16e-07, 5.31e-07, 3.96e-07, 2.13e-07, 3.17e-07, 3.31e-08, 4.04e-08, 4.79e-07, 1.77e-06, 1.25e-06, 1.95e-06, 8.53e-08, 3.25e-08, 1.27e-08, 1.49e-08, 5.11e-08, 0.00e+00, 3.46e-07, 7.34e-09] [4.47e-07, 6.96e-07, 5.61e-07, 3.16e-07, 5.31e-07, 3.96e-07, 2.13e-07, 3.17e-07, 3.31e-08, 4.04e-08, 4.79e-07, 1.77e-06, 1.25e-06, 1.95e-06, 8.53e-08, 3.25e-08, 1.27e-08, 1.49e-08, 5.11e-08, 0.00e+00, 3.46e-07, 7.34e-09] []
501000 [1.76e-06, 1.05e-06, 6.11e-07, 4.32e-07, 6.66e-07, 4.47e-07, 2.98e-07, 9.13e-07, 4.42e-06, 3.43e-06, 5.25e-06, 8.79e-06, 8.93e-06, 5.63e-05, 1.14e-06, 1.18e-07, 4.38e-07, 3.38e-07, 5.17e-09, 0.00e+00, 1.24e-08, 1.02e-05] [1.76e-06, 1.05e-06, 6.11e-07, 4.32e-07, 6.66e-07, 4.47e-07, 2.98e-07, 9.13e-07, 4.42e-06, 3.43e-06, 5.25e-06, 8.79e-06, 8.93e-06, 5.63e-05, 1.14e-06, 1.18e-07, 4.38e-07, 3.38e-07, 5.17e-09, 0.00e+00, 1.24e-08, 1.02e-05] []
501100 [3.28e-06, 1.81e-06, 3.41e-06, 4.78e-06, 1.69e-06, 1.44e-06, 1.67e-06, 1.49e-04, 2.48e-07, 2.24e-07, 1.80e-05, 2.88e-05, 2.69e-05, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 7.57e-08, 9.42e-05, 4.05e-07] [3.28e-06, 1.81e-06, 3.41e-06, 4.78e-06, 1.69e-06, 1.44e-06, 1.67e-06, 1.49e-04, 2.48e-07, 2.24e-07, 1.80e-05, 2.88e-05, 2.69e-05, 1.67e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-05, 7.57e-08, 9.42e-05, 4.05e-07] []
501200 [3.25e-07, 6.52e-07, 5.19e-07, 3.20e-07, 4.47e-07, 3.94e-07, 1.86e-07, 2.53e-09, 2.54e-11, 1.31e-09, 4.65e-07, 1.16e-06, 9.66e-07, 6.54e-08, 1.53e-08, 1.07e-10, 3.16e-11, 4.04e-09, 1.38e-11, 1.77e-11, 1.00e-08, 1.40e-10] [3.25e-07, 6.52e-07, 5.19e-07, 3.20e-07, 4.47e-07, 3.94e-07, 1.86e-07, 2.53e-09, 2.54e-11, 1.31e-09, 4.65e-07, 1.16e-06, 9.66e-07, 6.54e-08, 1.53e-08, 1.07e-10, 3.16e-11, 4.04e-09, 1.38e-11, 1.77e-11, 1.00e-08, 1.40e-10] []
501300 [2.91e-07, 7.83e-07, 5.65e-07, 3.07e-07, 5.89e-07, 4.63e-07, 2.17e-07, 2.61e-07, 6.41e-10, 1.19e-07, 9.25e-07, 2.67e-06, 1.48e-06, 3.88e-06, 0.00e+00, 3.94e-10, 0.00e+00, 3.73e-10, 8.08e-08, 0.00e+00, 5.43e-07, 3.53e-08] [2.91e-07, 7.83e-07, 5.65e-07, 3.07e-07, 5.89e-07, 4.63e-07, 2.17e-07, 2.61e-07, 6.41e-10, 1.19e-07, 9.25e-07, 2.67e-06, 1.48e-06, 3.88e-06, 0.00e+00, 3.94e-10, 0.00e+00, 3.73e-10, 8.08e-08, 0.00e+00, 5.43e-07, 3.53e-08] []
501400 [2.56e-06, 3.31e-06, 1.46e-06, 3.43e-06, 2.26e-06, 1.81e-06, 1.91e-06, 2.98e-05, 5.40e-05, 7.42e-06, 6.65e-05, 9.45e-05, 3.51e-05, 3.43e-04, 3.02e-08, 1.27e-08, 0.00e+00, 0.00e+00, 1.52e-06, 0.00e+00, 9.45e-06, 2.40e-05] [2.56e-06, 3.31e-06, 1.46e-06, 3.43e-06, 2.26e-06, 1.81e-06, 1.91e-06, 2.98e-05, 5.40e-05, 7.42e-06, 6.65e-05, 9.45e-05, 3.51e-05, 3.43e-04, 3.02e-08, 1.27e-08, 0.00e+00, 0.00e+00, 1.52e-06, 0.00e+00, 9.45e-06, 2.40e-05] []
501500 [2.99e-07, 6.03e-07, 5.06e-07, 2.94e-07, 4.45e-07, 4.05e-07, 2.08e-07, 1.41e-08, 1.06e-09, 1.36e-09, 4.43e-07, 1.15e-06, 1.03e-06, 6.98e-08, 1.11e-08, 3.12e-10, 1.11e-09, 9.63e-10, 1.27e-09, 0.00e+00, 1.10e-08, 2.78e-07] [2.99e-07, 6.03e-07, 5.06e-07, 2.94e-07, 4.45e-07, 4.05e-07, 2.08e-07, 1.41e-08, 1.06e-09, 1.36e-09, 4.43e-07, 1.15e-06, 1.03e-06, 6.98e-08, 1.11e-08, 3.12e-10, 1.11e-09, 9.63e-10, 1.27e-09, 0.00e+00, 1.10e-08, 2.78e-07] []
501600 [3.45e-07, 6.98e-07, 6.16e-07, 3.20e-07, 6.08e-07, 4.12e-07, 2.16e-07, 2.35e-06, 1.08e-08, 4.84e-11, 7.55e-07, 1.36e-06, 1.38e-06, 2.00e-06, 7.49e-09, 4.75e-09, 9.31e-10, 9.39e-09, 0.00e+00, 0.00e+00, 2.59e-06, 1.22e-08] [3.45e-07, 6.98e-07, 6.16e-07, 3.20e-07, 6.08e-07, 4.12e-07, 2.16e-07, 2.35e-06, 1.08e-08, 4.84e-11, 7.55e-07, 1.36e-06, 1.38e-06, 2.00e-06, 7.49e-09, 4.75e-09, 9.31e-10, 9.39e-09, 0.00e+00, 0.00e+00, 2.59e-06, 1.22e-08] []
501700 [4.75e-05, 9.06e-06, 6.10e-06, 6.72e-06, 5.89e-06, 5.27e-06, 4.74e-06, 1.36e-04, 1.09e-06, 8.30e-05, 1.60e-04, 4.46e-04, 5.80e-04, 3.13e-03, 4.02e-05, 5.18e-05, 2.43e-05, 1.30e-05, 2.38e-05, 2.07e-07, 1.16e-04, 1.01e-06] [4.75e-05, 9.06e-06, 6.10e-06, 6.72e-06, 5.89e-06, 5.27e-06, 4.74e-06, 1.36e-04, 1.09e-06, 8.30e-05, 1.60e-04, 4.46e-04, 5.80e-04, 3.13e-03, 4.02e-05, 5.18e-05, 2.43e-05, 1.30e-05, 2.38e-05, 2.07e-07, 1.16e-04, 1.01e-06] []
501800 [3.61e-07, 6.06e-07, 5.25e-07, 2.82e-07, 4.67e-07, 4.05e-07, 1.88e-07, 1.69e-08, 1.03e-07, 4.27e-08, 5.14e-07, 1.31e-06, 1.16e-06, 1.14e-06, 3.49e-08, 6.22e-09, 4.36e-09, 8.36e-09, 0.00e+00, 0.00e+00, 2.45e-08, 8.16e-08] [3.61e-07, 6.06e-07, 5.25e-07, 2.82e-07, 4.67e-07, 4.05e-07, 1.88e-07, 1.69e-08, 1.03e-07, 4.27e-08, 5.14e-07, 1.31e-06, 1.16e-06, 1.14e-06, 3.49e-08, 6.22e-09, 4.36e-09, 8.36e-09, 0.00e+00, 0.00e+00, 2.45e-08, 8.16e-08] []
501900 [3.74e-07, 8.43e-07, 5.93e-07, 4.63e-07, 4.58e-07, 4.34e-07, 1.78e-07, 2.81e-06, 1.39e-07, 1.39e-07, 9.37e-07, 2.13e-06, 5.77e-06, 6.43e-06, 3.71e-15, 4.90e-10, 2.12e-10, 0.00e+00, 2.49e-10, 6.26e-12, 1.99e-08, 6.51e-10] [3.74e-07, 8.43e-07, 5.93e-07, 4.63e-07, 4.58e-07, 4.34e-07, 1.78e-07, 2.81e-06, 1.39e-07, 1.39e-07, 9.37e-07, 2.13e-06, 5.77e-06, 6.43e-06, 3.71e-15, 4.90e-10, 2.12e-10, 0.00e+00, 2.49e-10, 6.26e-12, 1.99e-08, 6.51e-10] []
502000 [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08] [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 53.907262 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
502000 [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08] [3.03e-05, 6.35e-06, 3.28e-06, 6.31e-06, 5.83e-06, 3.25e-06, 2.67e-06, 4.80e-06, 5.86e-10, 3.06e-05, 5.58e-05, 3.31e-04, 4.80e-04, 1.87e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-12, 5.82e-06, 1.87e-08] []
502100 [2.94e-07, 6.10e-07, 5.11e-07, 3.06e-07, 4.25e-07, 4.24e-07, 1.86e-07, 1.31e-08, 3.79e-09, 1.08e-08, 4.60e-07, 1.22e-06, 1.06e-06, 4.07e-07, 1.17e-09, 0.00e+00, 0.00e+00, 1.25e-11, 0.00e+00, 0.00e+00, 1.14e-08, 3.43e-09] [2.94e-07, 6.10e-07, 5.11e-07, 3.06e-07, 4.25e-07, 4.24e-07, 1.86e-07, 1.31e-08, 3.79e-09, 1.08e-08, 4.60e-07, 1.22e-06, 1.06e-06, 4.07e-07, 1.17e-09, 0.00e+00, 0.00e+00, 1.25e-11, 0.00e+00, 0.00e+00, 1.14e-08, 3.43e-09] []
502200 [4.03e-07, 6.50e-07, 5.94e-07, 2.89e-07, 5.75e-07, 4.04e-07, 2.10e-07, 4.25e-07, 5.95e-07, 1.50e-07, 9.41e-07, 1.52e-06, 1.37e-06, 2.90e-06, 2.30e-08, 8.30e-09, 9.48e-09, 1.21e-08, 0.00e+00, 0.00e+00, 3.92e-07, 5.35e-07] [4.03e-07, 6.50e-07, 5.94e-07, 2.89e-07, 5.75e-07, 4.04e-07, 2.10e-07, 4.25e-07, 5.95e-07, 1.50e-07, 9.41e-07, 1.52e-06, 1.37e-06, 2.90e-06, 2.30e-08, 8.30e-09, 9.48e-09, 1.21e-08, 0.00e+00, 0.00e+00, 3.92e-07, 5.35e-07] []
502300 [7.44e-07, 7.76e-07, 5.44e-07, 2.37e-07, 5.81e-07, 3.60e-07, 3.54e-07, 2.76e-05, 9.25e-09, 4.80e-10, 1.52e-05, 1.96e-05, 5.63e-05, 1.26e-05, 3.17e-08, 1.27e-08, 9.70e-08, 3.16e-09, 3.11e-06, 1.52e-08, 1.72e-05, 8.70e-08] [7.44e-07, 7.76e-07, 5.44e-07, 2.37e-07, 5.81e-07, 3.60e-07, 3.54e-07, 2.76e-05, 9.25e-09, 4.80e-10, 1.52e-05, 1.96e-05, 5.63e-05, 1.26e-05, 3.17e-08, 1.27e-08, 9.70e-08, 3.16e-09, 3.11e-06, 1.52e-08, 1.72e-05, 8.70e-08] []
502400 [1.24e-05, 2.59e-06, 1.43e-06, 1.51e-06, 1.42e-06, 1.34e-06, 6.78e-07, 1.26e-05, 1.17e-07, 1.53e-05, 2.73e-05, 9.54e-05, 1.98e-04, 6.77e-04, 1.07e-05, 8.02e-06, 4.68e-06, 4.38e-06, 2.37e-06, 2.96e-08, 1.35e-05, 1.68e-07] [1.24e-05, 2.59e-06, 1.43e-06, 1.51e-06, 1.42e-06, 1.34e-06, 6.78e-07, 1.26e-05, 1.17e-07, 1.53e-05, 2.73e-05, 9.54e-05, 1.98e-04, 6.77e-04, 1.07e-05, 8.02e-06, 4.68e-06, 4.38e-06, 2.37e-06, 2.96e-08, 1.35e-05, 1.68e-07] []
502500 [3.36e-07, 6.05e-07, 5.28e-07, 2.97e-07, 4.71e-07, 4.07e-07, 1.95e-07, 1.66e-08, 1.85e-07, 1.56e-08, 4.89e-07, 1.21e-06, 1.02e-06, 4.05e-07, 2.63e-08, 2.92e-09, 1.82e-09, 1.99e-09, 1.75e-09, 0.00e+00, 1.32e-08, 1.27e-07] [3.36e-07, 6.05e-07, 5.28e-07, 2.97e-07, 4.71e-07, 4.07e-07, 1.95e-07, 1.66e-08, 1.85e-07, 1.56e-08, 4.89e-07, 1.21e-06, 1.02e-06, 4.05e-07, 2.63e-08, 2.92e-09, 1.82e-09, 1.99e-09, 1.75e-09, 0.00e+00, 1.32e-08, 1.27e-07] []
502600 [4.01e-07, 6.62e-07, 5.96e-07, 3.20e-07, 4.82e-07, 4.05e-07, 2.03e-07, 2.31e-08, 2.98e-07, 4.05e-07, 7.28e-07, 2.30e-06, 2.40e-06, 1.90e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-10, 1.19e-09, 7.76e-09, 1.19e-08] [4.01e-07, 6.62e-07, 5.96e-07, 3.20e-07, 4.82e-07, 4.05e-07, 2.03e-07, 2.31e-08, 2.98e-07, 4.05e-07, 7.28e-07, 2.30e-06, 2.40e-06, 1.90e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-10, 1.19e-09, 7.76e-09, 1.19e-08] []
502700 [2.14e-06, 9.18e-07, 8.74e-07, 5.21e-07, 9.13e-07, 9.01e-07, 6.93e-07, 2.47e-06, 2.70e-07, 8.95e-06, 1.53e-05, 3.04e-05, 1.60e-05, 1.33e-04, 0.00e+00, 4.20e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 2.42e-07] [2.14e-06, 9.18e-07, 8.74e-07, 5.21e-07, 9.13e-07, 9.01e-07, 6.93e-07, 2.47e-06, 2.70e-07, 8.95e-06, 1.53e-05, 3.04e-05, 1.60e-05, 1.33e-04, 0.00e+00, 4.20e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.90e-06, 2.42e-07] []
502800 [5.10e-07, 5.59e-07, 4.99e-07, 2.78e-07, 4.49e-07, 3.97e-07, 1.96e-07, 2.00e-08, 2.53e-09, 1.88e-07, 8.60e-07, 2.27e-06, 4.29e-06, 9.07e-06, 1.24e-07, 4.51e-08, 5.58e-08, 5.15e-08, 7.00e-09, 4.65e-12, 4.17e-08, 1.35e-10] [5.10e-07, 5.59e-07, 4.99e-07, 2.78e-07, 4.49e-07, 3.97e-07, 1.96e-07, 2.00e-08, 2.53e-09, 1.88e-07, 8.60e-07, 2.27e-06, 4.29e-06, 9.07e-06, 1.24e-07, 4.51e-08, 5.58e-08, 5.15e-08, 7.00e-09, 4.65e-12, 4.17e-08, 1.35e-10] []
502900 [3.08e-07, 6.35e-07, 5.22e-07, 2.96e-07, 4.74e-07, 4.24e-07, 2.00e-07, 1.21e-08, 1.42e-09, 6.05e-09, 5.10e-07, 1.29e-06, 1.00e-06, 1.07e-07, 6.91e-09, 0.00e+00, 1.04e-12, 4.45e-10, 0.00e+00, 1.91e-10, 3.92e-07, 1.24e-09] [3.08e-07, 6.35e-07, 5.22e-07, 2.96e-07, 4.74e-07, 4.24e-07, 2.00e-07, 1.21e-08, 1.42e-09, 6.05e-09, 5.10e-07, 1.29e-06, 1.00e-06, 1.07e-07, 6.91e-09, 0.00e+00, 1.04e-12, 4.45e-10, 0.00e+00, 1.91e-10, 3.92e-07, 1.24e-09] []
503000 [1.25e-06, 1.05e-06, 5.54e-07, 4.72e-07, 4.47e-07, 6.31e-07, 3.26e-07, 1.36e-05, 1.56e-05, 2.52e-06, 6.66e-06, 1.24e-05, 2.26e-05, 2.26e-05, 0.00e+00, 2.60e-09, 0.00e+00, 2.98e-09, 7.39e-08, 3.61e-07, 1.60e-07, 1.75e-06] [1.25e-06, 1.05e-06, 5.54e-07, 4.72e-07, 4.47e-07, 6.31e-07, 3.26e-07, 1.36e-05, 1.56e-05, 2.52e-06, 6.66e-06, 1.24e-05, 2.26e-05, 2.26e-05, 0.00e+00, 2.60e-09, 0.00e+00, 2.98e-09, 7.39e-08, 3.61e-07, 1.60e-07, 1.75e-06] []
503100 [5.90e-07, 7.46e-07, 5.00e-07, 3.72e-07, 3.25e-07, 5.30e-07, 2.00e-07, 6.45e-08, 2.19e-09, 3.90e-07, 1.06e-06, 4.12e-06, 7.15e-06, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-07, 6.31e-09] [5.90e-07, 7.46e-07, 5.00e-07, 3.72e-07, 3.25e-07, 5.30e-07, 2.00e-07, 6.45e-08, 2.19e-09, 3.90e-07, 1.06e-06, 4.12e-06, 7.15e-06, 1.92e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-07, 6.31e-09] []
503200 [2.90e-07, 6.22e-07, 5.36e-07, 3.22e-07, 4.05e-07, 4.25e-07, 1.98e-07, 3.16e-07, 6.44e-11, 8.01e-09, 5.16e-07, 1.27e-06, 1.15e-06, 2.06e-07, 1.98e-09, 0.00e+00, 0.00e+00, 1.34e-11, 0.00e+00, 3.03e-12, 4.00e-07, 1.33e-10] [2.90e-07, 6.22e-07, 5.36e-07, 3.22e-07, 4.05e-07, 4.25e-07, 1.98e-07, 3.16e-07, 6.44e-11, 8.01e-09, 5.16e-07, 1.27e-06, 1.15e-06, 2.06e-07, 1.98e-09, 0.00e+00, 0.00e+00, 1.34e-11, 0.00e+00, 3.03e-12, 4.00e-07, 1.33e-10] []
503300 [1.46e-06, 1.23e-06, 8.35e-07, 6.89e-07, 7.25e-07, 4.71e-07, 4.81e-07, 2.02e-05, 1.32e-07, 6.46e-07, 1.38e-05, 3.34e-05, 1.08e-04, 7.24e-05, 0.00e+00, 2.41e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 2.20e-05, 6.24e-08] [1.46e-06, 1.23e-06, 8.35e-07, 6.89e-07, 7.25e-07, 4.71e-07, 4.81e-07, 2.02e-05, 1.32e-07, 6.46e-07, 1.38e-05, 3.34e-05, 1.08e-04, 7.24e-05, 0.00e+00, 2.41e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-08, 2.20e-05, 6.24e-08] []
503400 [2.90e-07, 5.78e-07, 5.11e-07, 2.98e-07, 4.12e-07, 4.16e-07, 1.94e-07, 3.59e-08, 9.73e-10, 1.51e-10, 4.55e-07, 1.13e-06, 9.45e-07, 4.27e-08, 2.20e-09, 1.00e-12, 5.72e-12, 3.68e-13, 0.00e+00, 1.87e-10, 1.63e-08, 1.17e-09] [2.90e-07, 5.78e-07, 5.11e-07, 2.98e-07, 4.12e-07, 4.16e-07, 1.94e-07, 3.59e-08, 9.73e-10, 1.51e-10, 4.55e-07, 1.13e-06, 9.45e-07, 4.27e-08, 2.20e-09, 1.00e-12, 5.72e-12, 3.68e-13, 0.00e+00, 1.87e-10, 1.63e-08, 1.17e-09] []
503500 [6.24e-07, 7.24e-07, 6.16e-07, 3.46e-07, 5.07e-07, 4.47e-07, 2.28e-07, 4.96e-08, 2.85e-09, 1.46e-07, 2.23e-06, 4.43e-06, 8.31e-06, 1.07e-05, 0.00e+00, 1.68e-10, 0.00e+00, 7.21e-11, 1.41e-08, 0.00e+00, 8.84e-08, 3.08e-09] [6.24e-07, 7.24e-07, 6.16e-07, 3.46e-07, 5.07e-07, 4.47e-07, 2.28e-07, 4.96e-08, 2.85e-09, 1.46e-07, 2.23e-06, 4.43e-06, 8.31e-06, 1.07e-05, 0.00e+00, 1.68e-10, 0.00e+00, 7.21e-11, 1.41e-08, 0.00e+00, 8.84e-08, 3.08e-09] []
503600 [1.28e-06, 7.78e-07, 6.36e-07, 4.41e-07, 5.59e-07, 5.16e-07, 2.80e-07, 5.12e-06, 4.90e-05, 1.37e-06, 2.21e-06, 1.05e-05, 7.14e-06, 4.74e-05, 1.08e-06, 3.30e-07, 2.50e-07, 2.71e-07, 6.29e-07, 0.00e+00, 3.94e-06, 1.08e-05] [1.28e-06, 7.78e-07, 6.36e-07, 4.41e-07, 5.59e-07, 5.16e-07, 2.80e-07, 5.12e-06, 4.90e-05, 1.37e-06, 2.21e-06, 1.05e-05, 7.14e-06, 4.74e-05, 1.08e-06, 3.30e-07, 2.50e-07, 2.71e-07, 6.29e-07, 0.00e+00, 3.94e-06, 1.08e-05] []
503700 [3.89e-07, 1.02e-06, 7.45e-07, 5.98e-07, 3.65e-07, 5.86e-07, 1.51e-07, 1.76e-07, 1.70e-09, 1.04e-09, 6.56e-07, 1.80e-06, 1.58e-06, 4.42e-07, 7.47e-09, 5.59e-09, 0.00e+00, 4.69e-10, 0.00e+00, 1.42e-09, 5.86e-08, 9.47e-09] [3.89e-07, 1.02e-06, 7.45e-07, 5.98e-07, 3.65e-07, 5.86e-07, 1.51e-07, 1.76e-07, 1.70e-09, 1.04e-09, 6.56e-07, 1.80e-06, 1.58e-06, 4.42e-07, 7.47e-09, 5.59e-09, 0.00e+00, 4.69e-10, 0.00e+00, 1.42e-09, 5.86e-08, 9.47e-09] []
503800 [3.03e-07, 6.70e-07, 5.81e-07, 4.79e-07, 2.61e-07, 4.83e-07, 1.47e-07, 3.16e-08, 1.32e-11, 6.70e-10, 4.93e-07, 1.20e-06, 9.33e-07, 6.42e-08, 4.20e-09, 4.77e-10, 2.09e-11, 1.45e-13, 2.82e-10, 7.29e-11, 7.92e-09, 4.34e-10] [3.03e-07, 6.70e-07, 5.81e-07, 4.79e-07, 2.61e-07, 4.83e-07, 1.47e-07, 3.16e-08, 1.32e-11, 6.70e-10, 4.93e-07, 1.20e-06, 9.33e-07, 6.42e-08, 4.20e-09, 4.77e-10, 2.09e-11, 1.45e-13, 2.82e-10, 7.29e-11, 7.92e-09, 4.34e-10] []
503900 [3.28e-07, 7.33e-07, 6.75e-07, 3.83e-07, 4.61e-07, 4.26e-07, 1.75e-07, 1.01e-05, 1.50e-07, 5.30e-08, 1.56e-06, 2.21e-06, 3.03e-06, 4.79e-08, 1.84e-08, 1.00e-10, 4.79e-09, 3.31e-10, 7.37e-07, 0.00e+00, 4.51e-06, 7.90e-08] [3.28e-07, 7.33e-07, 6.75e-07, 3.83e-07, 4.61e-07, 4.26e-07, 1.75e-07, 1.01e-05, 1.50e-07, 5.30e-08, 1.56e-06, 2.21e-06, 3.03e-06, 4.79e-08, 1.84e-08, 1.00e-10, 4.79e-09, 3.31e-10, 7.37e-07, 0.00e+00, 4.51e-06, 7.90e-08] []
504000 [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10] [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.357006 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
504000 [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10] [2.87e-07, 5.89e-07, 5.40e-07, 3.71e-07, 3.25e-07, 4.21e-07, 1.61e-07, 2.00e-08, 4.14e-10, 3.38e-12, 4.67e-07, 1.11e-06, 8.97e-07, 1.51e-09, 5.09e-09, 2.31e-10, 5.38e-10, 1.41e-10, 1.49e-08, 0.00e+00, 9.19e-08, 8.51e-10] []
504100 [3.58e-07, 6.91e-07, 7.15e-07, 4.46e-07, 4.67e-07, 4.89e-07, 2.05e-07, 1.16e-06, 5.47e-07, 1.63e-09, 2.47e-06, 3.55e-06, 5.22e-06, 1.66e-06, 2.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.76e-06, 6.64e-07] [3.58e-07, 6.91e-07, 7.15e-07, 4.46e-07, 4.67e-07, 4.89e-07, 2.05e-07, 1.16e-06, 5.47e-07, 1.63e-09, 2.47e-06, 3.55e-06, 5.22e-06, 1.66e-06, 2.49e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.76e-06, 6.64e-07] []
504200 [2.71e-07, 5.56e-07, 5.15e-07, 3.29e-07, 3.63e-07, 4.06e-07, 2.13e-07, 4.87e-09, 4.33e-11, 4.84e-11, 4.45e-07, 1.09e-06, 8.91e-07, 8.39e-09, 3.83e-09, 9.11e-12, 4.55e-11, 7.42e-11, 0.00e+00, 5.18e-11, 3.40e-08, 3.42e-10] [2.71e-07, 5.56e-07, 5.15e-07, 3.29e-07, 3.63e-07, 4.06e-07, 2.13e-07, 4.87e-09, 4.33e-11, 4.84e-11, 4.45e-07, 1.09e-06, 8.91e-07, 8.39e-09, 3.83e-09, 9.11e-12, 4.55e-11, 7.42e-11, 0.00e+00, 5.18e-11, 3.40e-08, 3.42e-10] []
504300 [9.70e-07, 7.20e-07, 7.01e-07, 4.27e-07, 6.07e-07, 4.35e-07, 2.03e-07, 1.90e-06, 1.73e-08, 1.57e-07, 9.99e-07, 3.96e-06, 4.96e-06, 1.37e-05, 3.75e-07, 2.87e-07, 8.21e-08, 5.91e-08, 3.16e-07, 9.53e-10, 2.03e-06, 6.34e-09] [9.70e-07, 7.20e-07, 7.01e-07, 4.27e-07, 6.07e-07, 4.35e-07, 2.03e-07, 1.90e-06, 1.73e-08, 1.57e-07, 9.99e-07, 3.96e-06, 4.96e-06, 1.37e-05, 3.75e-07, 2.87e-07, 8.21e-08, 5.91e-08, 3.16e-07, 9.53e-10, 2.03e-06, 6.34e-09] []
504400 [2.81e-07, 5.54e-07, 5.07e-07, 3.13e-07, 3.94e-07, 4.00e-07, 2.01e-07, 3.48e-09, 2.41e-12, 6.35e-11, 4.53e-07, 1.08e-06, 9.04e-07, 1.33e-08, 7.25e-09, 3.93e-10, 4.63e-10, 5.29e-10, 2.75e-09, 7.34e-12, 1.81e-08, 9.69e-11] [2.81e-07, 5.54e-07, 5.07e-07, 3.13e-07, 3.94e-07, 4.00e-07, 2.01e-07, 3.48e-09, 2.41e-12, 6.35e-11, 4.53e-07, 1.08e-06, 9.04e-07, 1.33e-08, 7.25e-09, 3.93e-10, 4.63e-10, 5.29e-10, 2.75e-09, 7.34e-12, 1.81e-08, 9.69e-11] []
504500 [5.61e-07, 7.81e-07, 7.72e-07, 3.45e-07, 7.22e-07, 4.47e-07, 2.38e-07, 8.21e-07, 9.92e-06, 1.27e-07, 1.33e-06, 3.59e-06, 1.83e-06, 1.02e-05, 4.01e-08, 1.57e-07, 2.37e-08, 1.31e-08, 9.36e-08, 1.42e-06, 6.31e-07, 6.13e-06] [5.61e-07, 7.81e-07, 7.72e-07, 3.45e-07, 7.22e-07, 4.47e-07, 2.38e-07, 8.21e-07, 9.92e-06, 1.27e-07, 1.33e-06, 3.59e-06, 1.83e-06, 1.02e-05, 4.01e-08, 1.57e-07, 2.37e-08, 1.31e-08, 9.36e-08, 1.42e-06, 6.31e-07, 6.13e-06] []
504600 [2.82e-07, 5.66e-07, 4.98e-07, 3.11e-07, 4.07e-07, 4.16e-07, 2.04e-07, 8.74e-09, 2.34e-10, 2.87e-11, 4.52e-07, 1.09e-06, 9.00e-07, 8.08e-09, 3.95e-09, 2.75e-11, 5.46e-11, 8.72e-11, 4.81e-11, 1.34e-11, 1.00e-08, 1.44e-10] [2.82e-07, 5.66e-07, 4.98e-07, 3.11e-07, 4.07e-07, 4.16e-07, 2.04e-07, 8.74e-09, 2.34e-10, 2.87e-11, 4.52e-07, 1.09e-06, 9.00e-07, 8.08e-09, 3.95e-09, 2.75e-11, 5.46e-11, 8.72e-11, 4.81e-11, 1.34e-11, 1.00e-08, 1.44e-10] []
504700 [5.95e-07, 6.49e-07, 5.92e-07, 3.84e-07, 6.00e-07, 3.99e-07, 2.23e-07, 2.36e-08, 4.79e-07, 3.41e-09, 3.63e-06, 3.73e-06, 1.08e-05, 6.64e-06, 2.24e-07, 3.44e-08, 3.19e-08, 1.63e-08, 2.85e-08, 0.00e+00, 1.89e-07, 2.39e-07] [5.95e-07, 6.49e-07, 5.92e-07, 3.84e-07, 6.00e-07, 3.99e-07, 2.23e-07, 2.36e-08, 4.79e-07, 3.41e-09, 3.63e-06, 3.73e-06, 1.08e-05, 6.64e-06, 2.24e-07, 3.44e-08, 3.19e-08, 1.63e-08, 2.85e-08, 0.00e+00, 1.89e-07, 2.39e-07] []
504800 [2.98e-07, 5.86e-07, 6.60e-07, 3.79e-07, 5.57e-07, 4.24e-07, 2.16e-07, 1.27e-07, 5.06e-04, 4.25e-10, 7.71e-07, 1.50e-06, 1.92e-06, 8.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.40e-08, 5.54e-04] [2.98e-07, 5.86e-07, 6.60e-07, 3.79e-07, 5.57e-07, 4.24e-07, 2.16e-07, 1.27e-07, 5.06e-04, 4.25e-10, 7.71e-07, 1.50e-06, 1.92e-06, 8.32e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.40e-08, 5.54e-04] []
504900 [3.26e-07, 6.42e-07, 5.51e-07, 3.47e-07, 4.58e-07, 4.10e-07, 2.44e-07, 5.99e-09, 4.22e-07, 7.34e-08, 5.18e-07, 1.31e-06, 1.12e-06, 8.17e-07, 2.00e-08, 6.52e-09, 9.18e-09, 7.31e-09, 1.51e-08, 4.21e-07, 9.33e-08, 2.08e-06] [3.26e-07, 6.42e-07, 5.51e-07, 3.47e-07, 4.58e-07, 4.10e-07, 2.44e-07, 5.99e-09, 4.22e-07, 7.34e-08, 5.18e-07, 1.31e-06, 1.12e-06, 8.17e-07, 2.00e-08, 6.52e-09, 9.18e-09, 7.31e-09, 1.51e-08, 4.21e-07, 9.33e-08, 2.08e-06] []
505000 [1.13e-06, 7.26e-07, 7.06e-07, 3.59e-07, 5.78e-07, 5.26e-07, 3.63e-07, 1.88e-06, 6.08e-07, 2.60e-06, 7.41e-06, 9.85e-06, 1.87e-05, 6.05e-05, 0.00e+00, 7.26e-09, 0.00e+00, 1.04e-13, 0.00e+00, 2.21e-08, 2.71e-06, 1.26e-07] [1.13e-06, 7.26e-07, 7.06e-07, 3.59e-07, 5.78e-07, 5.26e-07, 3.63e-07, 1.88e-06, 6.08e-07, 2.60e-06, 7.41e-06, 9.85e-06, 1.87e-05, 6.05e-05, 0.00e+00, 7.26e-09, 0.00e+00, 1.04e-13, 0.00e+00, 2.21e-08, 2.71e-06, 1.26e-07] []
505100 [2.96e-07, 5.62e-07, 5.11e-07, 3.11e-07, 4.31e-07, 4.07e-07, 2.03e-07, 1.49e-10, 2.67e-10, 3.44e-09, 4.69e-07, 1.11e-06, 9.29e-07, 3.48e-08, 7.21e-09, 3.18e-10, 2.54e-10, 6.68e-10, 1.55e-10, 1.46e-12, 6.46e-09, 2.04e-10] [2.96e-07, 5.62e-07, 5.11e-07, 3.11e-07, 4.31e-07, 4.07e-07, 2.03e-07, 1.49e-10, 2.67e-10, 3.44e-09, 4.69e-07, 1.11e-06, 9.29e-07, 3.48e-08, 7.21e-09, 3.18e-10, 2.54e-10, 6.68e-10, 1.55e-10, 1.46e-12, 6.46e-09, 2.04e-10] []
505200 [4.52e-07, 8.10e-07, 5.95e-07, 3.55e-07, 6.01e-07, 5.34e-07, 2.39e-07, 4.73e-07, 3.99e-07, 1.81e-07, 6.68e-07, 2.76e-06, 1.56e-06, 4.88e-06, 0.00e+00, 2.33e-09, 0.00e+00, 1.04e-09, 0.00e+00, 0.00e+00, 3.15e-07, 3.09e-07] [4.52e-07, 8.10e-07, 5.95e-07, 3.55e-07, 6.01e-07, 5.34e-07, 2.39e-07, 4.73e-07, 3.99e-07, 1.81e-07, 6.68e-07, 2.76e-06, 1.56e-06, 4.88e-06, 0.00e+00, 2.33e-09, 0.00e+00, 1.04e-09, 0.00e+00, 0.00e+00, 3.15e-07, 3.09e-07] []
505300 [1.84e-06, 7.13e-07, 6.07e-07, 4.15e-07, 5.50e-07, 4.52e-07, 2.31e-07, 1.39e-06, 1.57e-07, 1.43e-06, 3.76e-06, 1.14e-05, 2.78e-05, 7.57e-05, 9.83e-07, 5.70e-07, 5.34e-07, 4.81e-07, 2.08e-07, 2.36e-08, 1.37e-06, 1.35e-07] [1.84e-06, 7.13e-07, 6.07e-07, 4.15e-07, 5.50e-07, 4.52e-07, 2.31e-07, 1.39e-06, 1.57e-07, 1.43e-06, 3.76e-06, 1.14e-05, 2.78e-05, 7.57e-05, 9.83e-07, 5.70e-07, 5.34e-07, 4.81e-07, 2.08e-07, 2.36e-08, 1.37e-06, 1.35e-07] []
505400 [3.10e-07, 6.56e-07, 5.53e-07, 3.35e-07, 4.60e-07, 4.55e-07, 1.99e-07, 5.81e-08, 5.28e-08, 9.02e-10, 5.66e-07, 1.35e-06, 1.41e-06, 4.52e-07, 0.00e+00, 2.39e-15, 0.00e+00, 2.42e-11, 0.00e+00, 0.00e+00, 5.29e-08, 7.13e-08] [3.10e-07, 6.56e-07, 5.53e-07, 3.35e-07, 4.60e-07, 4.55e-07, 1.99e-07, 5.81e-08, 5.28e-08, 9.02e-10, 5.66e-07, 1.35e-06, 1.41e-06, 4.52e-07, 0.00e+00, 2.39e-15, 0.00e+00, 2.42e-11, 0.00e+00, 0.00e+00, 5.29e-08, 7.13e-08] []
505500 [1.09e-05, 2.23e-06, 2.37e-06, 1.68e-06, 2.48e-06, 4.34e-07, 9.47e-07, 1.47e-06, 1.97e-06, 1.08e-05, 3.41e-05, 8.35e-05, 1.85e-05, 2.93e-04, 9.20e-07, 9.63e-06, 9.70e-07, 2.88e-07, 9.19e-07, 0.00e+00, 5.40e-06, 3.63e-06] [1.09e-05, 2.23e-06, 2.37e-06, 1.68e-06, 2.48e-06, 4.34e-07, 9.47e-07, 1.47e-06, 1.97e-06, 1.08e-05, 3.41e-05, 8.35e-05, 1.85e-05, 2.93e-04, 9.20e-07, 9.63e-06, 9.70e-07, 2.88e-07, 9.19e-07, 0.00e+00, 5.40e-06, 3.63e-06] []
505600 [2.93e-07, 5.54e-07, 4.95e-07, 2.94e-07, 4.20e-07, 4.20e-07, 1.87e-07, 3.73e-08, 3.04e-07, 2.83e-10, 4.77e-07, 1.12e-06, 9.13e-07, 1.47e-08, 2.05e-09, 2.61e-12, 1.81e-11, 2.05e-11, 0.00e+00, 0.00e+00, 1.15e-07, 2.39e-07] [2.93e-07, 5.54e-07, 4.95e-07, 2.94e-07, 4.20e-07, 4.20e-07, 1.87e-07, 3.73e-08, 3.04e-07, 2.83e-10, 4.77e-07, 1.12e-06, 9.13e-07, 1.47e-08, 2.05e-09, 2.61e-12, 1.81e-11, 2.05e-11, 0.00e+00, 0.00e+00, 1.15e-07, 2.39e-07] []
505700 [3.39e-07, 6.25e-07, 5.41e-07, 4.03e-07, 4.40e-07, 4.40e-07, 2.32e-07, 9.99e-08, 1.82e-07, 6.39e-15, 6.96e-07, 1.48e-06, 2.60e-06, 1.23e-06, 1.68e-08, 6.10e-09, 1.00e-08, 5.71e-09, 0.00e+00, 6.25e-08, 1.85e-07, 3.55e-07] [3.39e-07, 6.25e-07, 5.41e-07, 4.03e-07, 4.40e-07, 4.40e-07, 2.32e-07, 9.99e-08, 1.82e-07, 6.39e-15, 6.96e-07, 1.48e-06, 2.60e-06, 1.23e-06, 1.68e-08, 6.10e-09, 1.00e-08, 5.71e-09, 0.00e+00, 6.25e-08, 1.85e-07, 3.55e-07] []
505800 [1.52e-06, 1.83e-06, 5.87e-07, 1.23e-06, 4.67e-07, 8.61e-07, 1.94e-07, 2.68e-05, 1.61e-09, 1.16e-06, 8.77e-06, 1.65e-05, 7.73e-05, 1.43e-04, 6.11e-06, 4.83e-08, 3.45e-07, 1.05e-06, 0.00e+00, 0.00e+00, 3.82e-05, 2.16e-09] [1.52e-06, 1.83e-06, 5.87e-07, 1.23e-06, 4.67e-07, 8.61e-07, 1.94e-07, 2.68e-05, 1.61e-09, 1.16e-06, 8.77e-06, 1.65e-05, 7.73e-05, 1.43e-04, 6.11e-06, 4.83e-08, 3.45e-07, 1.05e-06, 0.00e+00, 0.00e+00, 3.82e-05, 2.16e-09] []
505900 [2.97e-07, 5.81e-07, 5.31e-07, 3.38e-07, 4.04e-07, 4.24e-07, 1.91e-07, 2.20e-09, 4.56e-10, 6.24e-10, 4.79e-07, 1.16e-06, 9.45e-07, 2.12e-08, 3.02e-09, 1.20e-11, 3.29e-11, 8.54e-11, 3.81e-10, 1.61e-10, 7.10e-09, 9.86e-10] [2.97e-07, 5.81e-07, 5.31e-07, 3.38e-07, 4.04e-07, 4.24e-07, 1.91e-07, 2.20e-09, 4.56e-10, 6.24e-10, 4.79e-07, 1.16e-06, 9.45e-07, 2.12e-08, 3.02e-09, 1.20e-11, 3.29e-11, 8.54e-11, 3.81e-10, 1.61e-10, 7.10e-09, 9.86e-10] []
506000 [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10] [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.493382 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
506000 [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10] [1.14e-06, 6.49e-07, 6.88e-07, 5.11e-07, 5.73e-07, 4.93e-07, 2.96e-07, 2.23e-07, 4.65e-09, 6.53e-08, 8.38e-07, 7.22e-06, 2.51e-06, 1.05e-05, 7.77e-08, 8.00e-10, 0.00e+00, 2.14e-09, 0.00e+00, 3.27e-11, 1.10e-06, 1.09e-10] []
506100 [5.64e-07, 6.44e-07, 4.91e-07, 3.72e-07, 4.27e-07, 4.83e-07, 2.63e-07, 1.65e-06, 1.62e-05, 4.76e-08, 9.62e-07, 2.62e-06, 5.24e-06, 8.19e-06, 1.63e-07, 5.76e-08, 8.10e-08, 8.41e-08, 2.09e-07, 1.24e-06, 1.38e-06, 5.89e-06] [5.64e-07, 6.44e-07, 4.91e-07, 3.72e-07, 4.27e-07, 4.83e-07, 2.63e-07, 1.65e-06, 1.62e-05, 4.76e-08, 9.62e-07, 2.62e-06, 5.24e-06, 8.19e-06, 1.63e-07, 5.76e-08, 8.10e-08, 8.41e-08, 2.09e-07, 1.24e-06, 1.38e-06, 5.89e-06] []
506200 [5.21e-07, 5.75e-07, 5.19e-07, 3.15e-07, 4.46e-07, 3.88e-07, 2.27e-07, 3.53e-07, 9.03e-07, 1.32e-07, 8.78e-07, 2.55e-06, 4.57e-06, 9.61e-06, 1.40e-07, 3.53e-08, 5.90e-08, 3.92e-08, 4.05e-08, 1.96e-07, 2.73e-07, 1.04e-06] [5.21e-07, 5.75e-07, 5.19e-07, 3.15e-07, 4.46e-07, 3.88e-07, 2.27e-07, 3.53e-07, 9.03e-07, 1.32e-07, 8.78e-07, 2.55e-06, 4.57e-06, 9.61e-06, 1.40e-07, 3.53e-08, 5.90e-08, 3.92e-08, 4.05e-08, 1.96e-07, 2.73e-07, 1.04e-06] []
506300 [3.02e-07, 6.11e-07, 5.41e-07, 3.03e-07, 4.52e-07, 4.21e-07, 2.02e-07, 8.41e-08, 2.08e-11, 5.71e-09, 6.97e-07, 1.35e-06, 1.37e-06, 1.70e-07, 1.41e-09, 0.00e+00, 3.09e-11, 0.00e+00, 0.00e+00, 9.70e-11, 2.19e-07, 5.61e-10] [3.02e-07, 6.11e-07, 5.41e-07, 3.03e-07, 4.52e-07, 4.21e-07, 2.02e-07, 8.41e-08, 2.08e-11, 5.71e-09, 6.97e-07, 1.35e-06, 1.37e-06, 1.70e-07, 1.41e-09, 0.00e+00, 3.09e-11, 0.00e+00, 0.00e+00, 9.70e-11, 2.19e-07, 5.61e-10] []
506400 [4.02e-07, 6.84e-07, 6.12e-07, 3.50e-07, 4.81e-07, 4.46e-07, 2.11e-07, 1.70e-06, 1.57e-07, 1.09e-09, 2.22e-06, 3.55e-06, 8.68e-06, 3.92e-06, 6.33e-11, 6.44e-10, 0.00e+00, 5.82e-10, 0.00e+00, 1.16e-08, 1.11e-06, 6.88e-08] [4.02e-07, 6.84e-07, 6.12e-07, 3.50e-07, 4.81e-07, 4.46e-07, 2.11e-07, 1.70e-06, 1.57e-07, 1.09e-09, 2.22e-06, 3.55e-06, 8.68e-06, 3.92e-06, 6.33e-11, 6.44e-10, 0.00e+00, 5.82e-10, 0.00e+00, 1.16e-08, 1.11e-06, 6.88e-08] []
506500 [1.67e-05, 4.73e-06, 5.42e-06, 3.37e-06, 2.06e-06, 2.66e-06, 1.30e-06, 1.31e-05, 9.42e-05, 4.09e-05, 7.10e-05, 1.38e-04, 4.03e-04, 1.11e-03, 1.37e-05, 6.34e-06, 3.79e-06, 7.31e-06, 3.61e-06, 0.00e+00, 1.92e-05, 9.89e-05] [1.67e-05, 4.73e-06, 5.42e-06, 3.37e-06, 2.06e-06, 2.66e-06, 1.30e-06, 1.31e-05, 9.42e-05, 4.09e-05, 7.10e-05, 1.38e-04, 4.03e-04, 1.11e-03, 1.37e-05, 6.34e-06, 3.79e-06, 7.31e-06, 3.61e-06, 0.00e+00, 1.92e-05, 9.89e-05] []
506600 [2.97e-07, 5.83e-07, 5.16e-07, 3.06e-07, 4.43e-07, 4.31e-07, 2.09e-07, 2.80e-08, 2.50e-09, 7.67e-09, 4.82e-07, 1.19e-06, 9.79e-07, 8.23e-08, 1.93e-09, 4.00e-13, 2.74e-11, 1.17e-13, 1.53e-10, 0.00e+00, 2.76e-08, 7.77e-10] [2.97e-07, 5.83e-07, 5.16e-07, 3.06e-07, 4.43e-07, 4.31e-07, 2.09e-07, 2.80e-08, 2.50e-09, 7.67e-09, 4.82e-07, 1.19e-06, 9.79e-07, 8.23e-08, 1.93e-09, 4.00e-13, 2.74e-11, 1.17e-13, 1.53e-10, 0.00e+00, 2.76e-08, 7.77e-10] []
506700 [7.49e-07, 8.08e-07, 7.61e-07, 5.09e-07, 5.44e-07, 4.44e-07, 2.57e-07, 3.72e-06, 1.38e-07, 3.36e-06, 8.08e-06, 5.75e-06, 4.49e-06, 3.27e-05, 3.20e-07, 4.69e-08, 1.34e-08, 1.01e-07, 2.02e-08, 0.00e+00, 1.79e-07, 6.84e-10] [7.49e-07, 8.08e-07, 7.61e-07, 5.09e-07, 5.44e-07, 4.44e-07, 2.57e-07, 3.72e-06, 1.38e-07, 3.36e-06, 8.08e-06, 5.75e-06, 4.49e-06, 3.27e-05, 3.20e-07, 4.69e-08, 1.34e-08, 1.01e-07, 2.02e-08, 0.00e+00, 1.79e-07, 6.84e-10] []
506800 [3.40e-07, 5.51e-07, 4.84e-07, 3.08e-07, 4.04e-07, 4.04e-07, 1.94e-07, 1.15e-09, 9.95e-09, 3.14e-08, 5.22e-07, 1.28e-06, 1.25e-06, 1.33e-06, 3.36e-08, 8.36e-09, 7.29e-09, 6.91e-09, 2.27e-11, 5.97e-10, 7.38e-09, 3.99e-09] [3.40e-07, 5.51e-07, 4.84e-07, 3.08e-07, 4.04e-07, 4.04e-07, 1.94e-07, 1.15e-09, 9.95e-09, 3.14e-08, 5.22e-07, 1.28e-06, 1.25e-06, 1.33e-06, 3.36e-08, 8.36e-09, 7.29e-09, 6.91e-09, 2.27e-11, 5.97e-10, 7.38e-09, 3.99e-09] []
506900 [3.45e-07, 6.91e-07, 5.97e-07, 4.12e-07, 4.62e-07, 4.48e-07, 2.17e-07, 4.64e-07, 5.64e-06, 7.12e-10, 6.11e-07, 1.32e-06, 1.48e-06, 4.76e-07, 4.68e-08, 2.18e-09, 8.17e-10, 9.50e-10, 5.40e-09, 4.91e-07, 2.52e-08, 2.42e-06] [3.45e-07, 6.91e-07, 5.97e-07, 4.12e-07, 4.62e-07, 4.48e-07, 2.17e-07, 4.64e-07, 5.64e-06, 7.12e-10, 6.11e-07, 1.32e-06, 1.48e-06, 4.76e-07, 4.68e-08, 2.18e-09, 8.17e-10, 9.50e-10, 5.40e-09, 4.91e-07, 2.52e-08, 2.42e-06] []
507000 [2.54e-05, 1.06e-05, 5.10e-06, 7.25e-06, 2.86e-06, 6.77e-06, 2.09e-06, 4.70e-05, 1.33e-08, 8.45e-05, 5.97e-05, 3.06e-04, 3.31e-04, 1.78e-03, 7.23e-05, 1.66e-05, 1.27e-05, 1.07e-05, 6.02e-06, 0.00e+00, 3.18e-05, 3.08e-09] [2.54e-05, 1.06e-05, 5.10e-06, 7.25e-06, 2.86e-06, 6.77e-06, 2.09e-06, 4.70e-05, 1.33e-08, 8.45e-05, 5.97e-05, 3.06e-04, 3.31e-04, 1.78e-03, 7.23e-05, 1.66e-05, 1.27e-05, 1.07e-05, 6.02e-06, 0.00e+00, 3.18e-05, 3.08e-09] []
507100 [3.06e-07, 6.07e-07, 5.39e-07, 3.37e-07, 4.24e-07, 4.36e-07, 2.04e-07, 1.09e-08, 8.78e-09, 4.11e-10, 4.74e-07, 1.15e-06, 9.57e-07, 3.57e-08, 3.99e-09, 4.76e-14, 2.52e-12, 1.15e-10, 1.50e-09, 5.31e-10, 1.17e-08, 3.52e-09] [3.06e-07, 6.07e-07, 5.39e-07, 3.37e-07, 4.24e-07, 4.36e-07, 2.04e-07, 1.09e-08, 8.78e-09, 4.11e-10, 4.74e-07, 1.15e-06, 9.57e-07, 3.57e-08, 3.99e-09, 4.76e-14, 2.52e-12, 1.15e-10, 1.50e-09, 5.31e-10, 1.17e-08, 3.52e-09] []
507200 [4.10e-07, 7.72e-07, 6.50e-07, 3.66e-07, 5.02e-07, 4.24e-07, 2.15e-07, 5.35e-07, 9.90e-08, 2.00e-08, 1.73e-06, 3.10e-06, 3.63e-06, 3.48e-07, 2.50e-08, 1.51e-09, 8.44e-09, 1.21e-08, 5.20e-09, 0.00e+00, 2.19e-08, 6.14e-08] [4.10e-07, 7.72e-07, 6.50e-07, 3.66e-07, 5.02e-07, 4.24e-07, 2.15e-07, 5.35e-07, 9.90e-08, 2.00e-08, 1.73e-06, 3.10e-06, 3.63e-06, 3.48e-07, 2.50e-08, 1.51e-09, 8.44e-09, 1.21e-08, 5.20e-09, 0.00e+00, 2.19e-08, 6.14e-08] []
507300 [2.93e-07, 6.00e-07, 4.92e-07, 3.25e-07, 3.72e-07, 4.32e-07, 1.90e-07, 3.71e-10, 1.27e-11, 2.63e-08, 5.02e-07, 1.37e-06, 1.25e-06, 1.35e-06, 1.16e-11, 0.00e+00, 4.58e-12, 0.00e+00, 7.99e-12, 7.80e-15, 8.05e-09, 1.18e-10] [2.93e-07, 6.00e-07, 4.92e-07, 3.25e-07, 3.72e-07, 4.32e-07, 1.90e-07, 3.71e-10, 1.27e-11, 2.63e-08, 5.02e-07, 1.37e-06, 1.25e-06, 1.35e-06, 1.16e-11, 0.00e+00, 4.58e-12, 0.00e+00, 7.99e-12, 7.80e-15, 8.05e-09, 1.18e-10] []
507400 [3.93e-07, 8.56e-07, 6.85e-07, 4.97e-07, 4.66e-07, 5.03e-07, 2.08e-07, 5.79e-08, 2.55e-07, 4.93e-08, 5.75e-07, 2.06e-06, 1.14e-06, 1.51e-06, 1.18e-07, 1.16e-10, 0.00e+00, 3.93e-10, 6.20e-09, 1.62e-08, 3.72e-08, 9.65e-08] [3.93e-07, 8.56e-07, 6.85e-07, 4.97e-07, 4.66e-07, 5.03e-07, 2.08e-07, 5.79e-08, 2.55e-07, 4.93e-08, 5.75e-07, 2.06e-06, 1.14e-06, 1.51e-06, 1.18e-07, 1.16e-10, 0.00e+00, 3.93e-10, 6.20e-09, 1.62e-08, 3.72e-08, 9.65e-08] []
507500 [2.85e-07, 5.98e-07, 5.03e-07, 3.55e-07, 3.49e-07, 4.54e-07, 1.92e-07, 1.42e-07, 1.36e-09, 9.51e-10, 4.72e-07, 1.17e-06, 9.60e-07, 2.20e-07, 8.18e-10, 5.19e-13, 1.18e-12, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-08, 2.91e-10] [2.85e-07, 5.98e-07, 5.03e-07, 3.55e-07, 3.49e-07, 4.54e-07, 1.92e-07, 1.42e-07, 1.36e-09, 9.51e-10, 4.72e-07, 1.17e-06, 9.60e-07, 2.20e-07, 8.18e-10, 5.19e-13, 1.18e-12, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-08, 2.91e-10] []
507600 [3.24e-07, 7.14e-07, 5.83e-07, 3.62e-07, 4.48e-07, 4.46e-07, 1.83e-07, 3.76e-07, 3.88e-08, 8.00e-08, 5.72e-07, 1.31e-06, 1.31e-06, 6.27e-07, 7.02e-09, 0.00e+00, 3.06e-11, 0.00e+00, 3.29e-08, 0.00e+00, 2.20e-07, 3.62e-08] [3.24e-07, 7.14e-07, 5.83e-07, 3.62e-07, 4.48e-07, 4.46e-07, 1.83e-07, 3.76e-07, 3.88e-08, 8.00e-08, 5.72e-07, 1.31e-06, 1.31e-06, 6.27e-07, 7.02e-09, 0.00e+00, 3.06e-11, 0.00e+00, 3.29e-08, 0.00e+00, 2.20e-07, 3.62e-08] []
507700 [5.38e-06, 2.09e-06, 1.21e-06, 1.20e-06, 8.23e-07, 1.01e-06, 5.13e-07, 7.37e-07, 2.20e-07, 8.61e-06, 1.21e-05, 4.08e-05, 5.16e-05, 2.41e-04, 5.00e-06, 1.11e-06, 1.22e-06, 1.16e-06, 9.78e-08, 4.88e-08, 6.56e-07, 2.78e-07] [5.38e-06, 2.09e-06, 1.21e-06, 1.20e-06, 8.23e-07, 1.01e-06, 5.13e-07, 7.37e-07, 2.20e-07, 8.61e-06, 1.21e-05, 4.08e-05, 5.16e-05, 2.41e-04, 5.00e-06, 1.11e-06, 1.22e-06, 1.16e-06, 9.78e-08, 4.88e-08, 6.56e-07, 2.78e-07] []
507800 [2.51e-06, 2.91e-06, 3.22e-06, 6.76e-06, 1.79e-06, 1.20e-06, 1.83e-06, 3.38e-05, 1.49e-06, 6.57e-06, 1.76e-05, 1.99e-05, 6.27e-05, 1.30e-04, 1.38e-09, 2.77e-06, 4.96e-07, 4.44e-07, 0.00e+00, 0.00e+00, 5.53e-05, 1.53e-06] [2.51e-06, 2.91e-06, 3.22e-06, 6.76e-06, 1.79e-06, 1.20e-06, 1.83e-06, 3.38e-05, 1.49e-06, 6.57e-06, 1.76e-05, 1.99e-05, 6.27e-05, 1.30e-04, 1.38e-09, 2.77e-06, 4.96e-07, 4.44e-07, 0.00e+00, 0.00e+00, 5.53e-05, 1.53e-06] []
507900 [3.11e-07, 5.92e-07, 5.33e-07, 3.30e-07, 4.23e-07, 4.12e-07, 2.06e-07, 3.00e-10, 9.23e-10, 3.08e-09, 5.00e-07, 1.16e-06, 9.55e-07, 2.94e-08, 7.07e-09, 2.56e-12, 6.22e-11, 6.40e-10, 0.00e+00, 1.09e-13, 1.36e-08, 1.37e-10] [3.11e-07, 5.92e-07, 5.33e-07, 3.30e-07, 4.23e-07, 4.12e-07, 2.06e-07, 3.00e-10, 9.23e-10, 3.08e-09, 5.00e-07, 1.16e-06, 9.55e-07, 2.94e-08, 7.07e-09, 2.56e-12, 6.22e-11, 6.40e-10, 0.00e+00, 1.09e-13, 1.36e-08, 1.37e-10] []
508000 [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09] [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.632979 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
508000 [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09] [1.03e-06, 7.67e-07, 6.68e-07, 4.74e-07, 4.99e-07, 4.73e-07, 2.39e-07, 7.80e-07, 4.52e-09, 9.45e-07, 8.78e-07, 7.27e-06, 4.71e-06, 1.92e-05, 0.00e+00, 7.06e-11, 0.00e+00, 0.00e+00, 8.47e-09, 0.00e+00, 6.53e-08, 5.22e-09] []
508100 [1.85e-05, 3.91e-06, 2.05e-06, 2.29e-06, 1.86e-06, 2.01e-06, 1.01e-06, 1.19e-07, 6.26e-05, 2.40e-05, 4.57e-05, 1.48e-04, 3.08e-04, 1.10e-03, 1.70e-05, 1.30e-05, 7.50e-06, 7.26e-06, 6.40e-08, 4.61e-06, 4.29e-07, 2.00e-05] [1.85e-05, 3.91e-06, 2.05e-06, 2.29e-06, 1.86e-06, 2.01e-06, 1.01e-06, 1.19e-07, 6.26e-05, 2.40e-05, 4.57e-05, 1.48e-04, 3.08e-04, 1.10e-03, 1.70e-05, 1.30e-05, 7.50e-06, 7.26e-06, 6.40e-08, 4.61e-06, 4.29e-07, 2.00e-05] []
508200 [2.96e-07, 6.00e-07, 5.17e-07, 3.64e-07, 3.83e-07, 4.25e-07, 2.23e-07, 7.77e-09, 6.96e-09, 3.31e-09, 4.84e-07, 1.17e-06, 9.71e-07, 8.59e-08, 1.10e-08, 3.97e-10, 1.35e-09, 1.05e-09, 0.00e+00, 6.07e-11, 6.47e-08, 3.10e-10] [2.96e-07, 6.00e-07, 5.17e-07, 3.64e-07, 3.83e-07, 4.25e-07, 2.23e-07, 7.77e-09, 6.96e-09, 3.31e-09, 4.84e-07, 1.17e-06, 9.71e-07, 8.59e-08, 1.10e-08, 3.97e-10, 1.35e-09, 1.05e-09, 0.00e+00, 6.07e-11, 6.47e-08, 3.10e-10] []
508300 [3.90e-07, 6.72e-07, 6.37e-07, 3.73e-07, 4.49e-07, 4.46e-07, 2.01e-07, 3.06e-06, 1.21e-08, 5.79e-09, 1.46e-06, 2.57e-06, 5.51e-06, 4.22e-06, 2.02e-11, 6.64e-10, 0.00e+00, 8.43e-10, 0.00e+00, 0.00e+00, 3.71e-06, 6.09e-09] [3.90e-07, 6.72e-07, 6.37e-07, 3.73e-07, 4.49e-07, 4.46e-07, 2.01e-07, 3.06e-06, 1.21e-08, 5.79e-09, 1.46e-06, 2.57e-06, 5.51e-06, 4.22e-06, 2.02e-11, 6.64e-10, 0.00e+00, 8.43e-10, 0.00e+00, 0.00e+00, 3.71e-06, 6.09e-09] []
508400 [7.32e-05, 2.57e-05, 6.21e-06, 2.06e-05, 7.51e-06, 1.43e-05, 3.21e-06, 8.33e-05, 1.66e-06, 1.03e-04, 7.55e-05, 7.61e-04, 7.48e-04, 3.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 1.80e-06] [7.32e-05, 2.57e-05, 6.21e-06, 2.06e-05, 7.51e-06, 1.43e-05, 3.21e-06, 8.33e-05, 1.66e-06, 1.03e-04, 7.55e-05, 7.61e-04, 7.48e-04, 3.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 1.80e-06] []
508500 [3.14e-07, 6.05e-07, 5.33e-07, 3.48e-07, 4.08e-07, 4.37e-07, 1.97e-07, 1.99e-08, 1.54e-09, 2.65e-10, 5.00e-07, 1.18e-06, 1.06e-06, 3.95e-08, 7.05e-09, 1.56e-09, 5.54e-10, 2.98e-10, 6.36e-10, 2.87e-10, 7.94e-09, 1.91e-09] [3.14e-07, 6.05e-07, 5.33e-07, 3.48e-07, 4.08e-07, 4.37e-07, 1.97e-07, 1.99e-08, 1.54e-09, 2.65e-10, 5.00e-07, 1.18e-06, 1.06e-06, 3.95e-08, 7.05e-09, 1.56e-09, 5.54e-10, 2.98e-10, 6.36e-10, 2.87e-10, 7.94e-09, 1.91e-09] []
508600 [8.47e-07, 8.67e-07, 7.23e-07, 6.47e-07, 3.85e-07, 5.22e-07, 2.07e-07, 1.14e-06, 4.21e-07, 1.80e-07, 3.58e-06, 6.76e-06, 6.22e-06, 8.34e-07, 1.59e-08, 0.00e+00, 0.00e+00, 4.33e-08, 0.00e+00, 0.00e+00, 3.73e-06, 1.57e-06] [8.47e-07, 8.67e-07, 7.23e-07, 6.47e-07, 3.85e-07, 5.22e-07, 2.07e-07, 1.14e-06, 4.21e-07, 1.80e-07, 3.58e-06, 6.76e-06, 6.22e-06, 8.34e-07, 1.59e-08, 0.00e+00, 0.00e+00, 4.33e-08, 0.00e+00, 0.00e+00, 3.73e-06, 1.57e-06] []
508700 [3.14e-07, 6.03e-07, 4.91e-07, 3.51e-07, 3.26e-07, 4.22e-07, 1.68e-07, 2.60e-08, 7.48e-11, 1.10e-08, 5.04e-07, 1.12e-06, 9.51e-07, 2.81e-07, 1.65e-08, 2.09e-09, 2.21e-09, 1.74e-09, 4.63e-11, 0.00e+00, 7.46e-09, 1.23e-09] [3.14e-07, 6.03e-07, 4.91e-07, 3.51e-07, 3.26e-07, 4.22e-07, 1.68e-07, 2.60e-08, 7.48e-11, 1.10e-08, 5.04e-07, 1.12e-06, 9.51e-07, 2.81e-07, 1.65e-08, 2.09e-09, 2.21e-09, 1.74e-09, 4.63e-11, 0.00e+00, 7.46e-09, 1.23e-09] []
508800 [3.00e-07, 7.11e-07, 5.77e-07, 3.61e-07, 4.18e-07, 4.49e-07, 1.84e-07, 3.02e-06, 6.45e-08, 1.61e-07, 7.38e-07, 1.38e-06, 1.16e-06, 2.77e-07, 2.33e-08, 0.00e+00, 1.26e-09, 7.19e-10, 3.59e-07, 0.00e+00, 2.30e-06, 1.13e-08] [3.00e-07, 7.11e-07, 5.77e-07, 3.61e-07, 4.18e-07, 4.49e-07, 1.84e-07, 3.02e-06, 6.45e-08, 1.61e-07, 7.38e-07, 1.38e-06, 1.16e-06, 2.77e-07, 2.33e-08, 0.00e+00, 1.26e-09, 7.19e-10, 3.59e-07, 0.00e+00, 2.30e-06, 1.13e-08] []
508900 [5.60e-05, 1.26e-05, 9.56e-06, 9.16e-06, 1.23e-05, 6.30e-06, 8.26e-06, 2.18e-04, 8.41e-05, 1.52e-04, 2.50e-04, 7.92e-04, 5.32e-04, 4.40e-03, 5.69e-05, 1.31e-04, 2.43e-05, 1.41e-05, 0.00e+00, 0.00e+00, 1.92e-04, 1.11e-04] [5.60e-05, 1.26e-05, 9.56e-06, 9.16e-06, 1.23e-05, 6.30e-06, 8.26e-06, 2.18e-04, 8.41e-05, 1.52e-04, 2.50e-04, 7.92e-04, 5.32e-04, 4.40e-03, 5.69e-05, 1.31e-04, 2.43e-05, 1.41e-05, 0.00e+00, 0.00e+00, 1.92e-04, 1.11e-04] []
509000 [3.14e-07, 6.54e-07, 5.26e-07, 3.53e-07, 4.07e-07, 4.28e-07, 1.93e-07, 1.16e-07, 2.52e-08, 1.80e-10, 4.85e-07, 1.16e-06, 9.79e-07, 1.01e-08, 5.08e-09, 1.44e-12, 3.55e-10, 8.10e-10, 0.00e+00, 1.37e-10, 1.14e-07, 1.46e-08] [3.14e-07, 6.54e-07, 5.26e-07, 3.53e-07, 4.07e-07, 4.28e-07, 1.93e-07, 1.16e-07, 2.52e-08, 1.80e-10, 4.85e-07, 1.16e-06, 9.79e-07, 1.01e-08, 5.08e-09, 1.44e-12, 3.55e-10, 8.10e-10, 0.00e+00, 1.37e-10, 1.14e-07, 1.46e-08] []
509100 [3.75e-06, 1.50e-06, 7.46e-07, 8.22e-07, 8.46e-07, 5.98e-07, 2.41e-07, 1.48e-05, 5.69e-08, 2.64e-06, 6.00e-06, 1.32e-05, 1.24e-05, 7.27e-05, 1.85e-06, 5.71e-07, 5.00e-07, 5.14e-07, 1.09e-06, 3.10e-10, 6.49e-06, 4.87e-08] [3.75e-06, 1.50e-06, 7.46e-07, 8.22e-07, 8.46e-07, 5.98e-07, 2.41e-07, 1.48e-05, 5.69e-08, 2.64e-06, 6.00e-06, 1.32e-05, 1.24e-05, 7.27e-05, 1.85e-06, 5.71e-07, 5.00e-07, 5.14e-07, 1.09e-06, 3.10e-10, 6.49e-06, 4.87e-08] []
509200 [2.87e-07, 5.76e-07, 4.87e-07, 3.13e-07, 3.79e-07, 4.03e-07, 1.86e-07, 1.43e-08, 1.00e-10, 5.13e-12, 4.69e-07, 1.11e-06, 9.29e-07, 4.28e-09, 5.01e-09, 4.91e-10, 8.07e-10, 4.03e-10, 3.33e-09, 9.69e-13, 2.11e-08, 9.14e-11] [2.87e-07, 5.76e-07, 4.87e-07, 3.13e-07, 3.79e-07, 4.03e-07, 1.86e-07, 1.43e-08, 1.00e-10, 5.13e-12, 4.69e-07, 1.11e-06, 9.29e-07, 4.28e-09, 5.01e-09, 4.91e-10, 8.07e-10, 4.03e-10, 3.33e-09, 9.69e-13, 2.11e-08, 9.14e-11] []
509300 [4.15e-07, 6.94e-07, 6.08e-07, 3.81e-07, 4.99e-07, 4.45e-07, 2.11e-07, 5.89e-06, 3.20e-07, 1.04e-07, 7.76e-07, 1.91e-06, 1.85e-06, 8.19e-07, 1.54e-11, 4.99e-09, 0.00e+00, 4.43e-09, 0.00e+00, 1.75e-09, 6.49e-06, 3.02e-07] [4.15e-07, 6.94e-07, 6.08e-07, 3.81e-07, 4.99e-07, 4.45e-07, 2.11e-07, 5.89e-06, 3.20e-07, 1.04e-07, 7.76e-07, 1.91e-06, 1.85e-06, 8.19e-07, 1.54e-11, 4.99e-09, 0.00e+00, 4.43e-09, 0.00e+00, 1.75e-09, 6.49e-06, 3.02e-07] []
509400 [5.38e-07, 6.86e-07, 4.65e-07, 3.41e-07, 3.40e-07, 5.16e-07, 2.07e-07, 3.13e-07, 2.13e-07, 2.79e-07, 8.75e-07, 3.77e-06, 4.99e-06, 1.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-07, 4.16e-07] [5.38e-07, 6.86e-07, 4.65e-07, 3.41e-07, 3.40e-07, 5.16e-07, 2.07e-07, 3.13e-07, 2.13e-07, 2.79e-07, 8.75e-07, 3.77e-06, 4.99e-06, 1.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.03e-07, 4.16e-07] []
509500 [2.96e-07, 6.58e-07, 5.35e-07, 3.53e-07, 3.92e-07, 4.36e-07, 1.93e-07, 2.38e-08, 2.98e-09, 2.25e-08, 5.62e-07, 1.33e-06, 1.70e-06, 1.29e-06, 7.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 1.62e-11, 9.72e-09, 2.11e-09] [2.96e-07, 6.58e-07, 5.35e-07, 3.53e-07, 3.92e-07, 4.36e-07, 1.93e-07, 2.38e-08, 2.98e-09, 2.25e-08, 5.62e-07, 1.33e-06, 1.70e-06, 1.29e-06, 7.16e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 1.62e-11, 9.72e-09, 2.11e-09] []
509600 [1.23e-06, 1.31e-06, 8.54e-07, 9.35e-07, 7.81e-07, 4.52e-07, 6.82e-07, 1.47e-06, 1.48e-05, 8.24e-07, 9.69e-06, 2.84e-05, 9.72e-05, 1.53e-04, 6.36e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.45e-07, 3.86e-06, 5.05e-06, 1.61e-05] [1.23e-06, 1.31e-06, 8.54e-07, 9.35e-07, 7.81e-07, 4.52e-07, 6.82e-07, 1.47e-06, 1.48e-05, 8.24e-07, 9.69e-06, 2.84e-05, 9.72e-05, 1.53e-04, 6.36e-08, 0.00e+00, 0.00e+00, 0.00e+00, 8.45e-07, 3.86e-06, 5.05e-06, 1.61e-05] []
509700 [3.01e-07, 5.69e-07, 4.87e-07, 3.19e-07, 3.83e-07, 4.13e-07, 1.88e-07, 2.30e-10, 1.41e-10, 3.85e-09, 4.87e-07, 1.12e-06, 9.31e-07, 1.93e-08, 4.47e-09, 8.06e-10, 6.88e-10, 7.69e-10, 5.79e-14, 4.08e-12, 1.23e-08, 9.47e-11] [3.01e-07, 5.69e-07, 4.87e-07, 3.19e-07, 3.83e-07, 4.13e-07, 1.88e-07, 2.30e-10, 1.41e-10, 3.85e-09, 4.87e-07, 1.12e-06, 9.31e-07, 1.93e-08, 4.47e-09, 8.06e-10, 6.88e-10, 7.69e-10, 5.79e-14, 4.08e-12, 1.23e-08, 9.47e-11] []
509800 [4.69e-07, 7.62e-07, 6.26e-07, 3.77e-07, 5.03e-07, 4.76e-07, 1.97e-07, 1.42e-05, 2.97e-06, 3.07e-07, 1.13e-06, 1.80e-06, 1.56e-06, 2.04e-06, 5.62e-08, 1.27e-08, 7.86e-10, 1.21e-09, 1.92e-06, 5.81e-07, 1.11e-05, 2.73e-06] [4.69e-07, 7.62e-07, 6.26e-07, 3.77e-07, 5.03e-07, 4.76e-07, 1.97e-07, 1.42e-05, 2.97e-06, 3.07e-07, 1.13e-06, 1.80e-06, 1.56e-06, 2.04e-06, 5.62e-08, 1.27e-08, 7.86e-10, 1.21e-09, 1.92e-06, 5.81e-07, 1.11e-05, 2.73e-06] []
509900 [4.06e-07, 6.28e-07, 4.77e-07, 3.22e-07, 3.57e-07, 4.76e-07, 1.95e-07, 2.34e-07, 4.24e-10, 1.04e-07, 7.47e-07, 2.50e-06, 3.61e-06, 7.77e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-07, 1.02e-09] [4.06e-07, 6.28e-07, 4.77e-07, 3.22e-07, 3.57e-07, 4.76e-07, 1.95e-07, 2.34e-07, 4.24e-10, 1.04e-07, 7.47e-07, 2.50e-06, 3.61e-06, 7.77e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.63e-07, 1.02e-09] []
510000 [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10] [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 59.069685 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
510000 [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10] [3.31e-07, 7.32e-07, 5.73e-07, 3.73e-07, 3.83e-07, 4.66e-07, 1.86e-07, 3.69e-11, 6.78e-09, 4.29e-08, 5.98e-07, 1.64e-06, 1.19e-06, 1.69e-06, 1.75e-09, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 2.46e-12, 3.02e-07, 1.13e-10] []
510100 [6.99e-06, 4.35e-06, 3.35e-06, 3.18e-06, 1.36e-06, 3.01e-06, 8.96e-07, 1.09e-05, 6.23e-06, 2.94e-05, 2.42e-05, 8.44e-05, 1.78e-04, 5.29e-04, 1.02e-05, 1.04e-07, 1.01e-06, 5.49e-06, 0.00e+00, 4.46e-06, 2.18e-05, 1.87e-05] [6.99e-06, 4.35e-06, 3.35e-06, 3.18e-06, 1.36e-06, 3.01e-06, 8.96e-07, 1.09e-05, 6.23e-06, 2.94e-05, 2.42e-05, 8.44e-05, 1.78e-04, 5.29e-04, 1.02e-05, 1.04e-07, 1.01e-06, 5.49e-06, 0.00e+00, 4.46e-06, 2.18e-05, 1.87e-05] []
510200 [3.17e-07, 6.15e-07, 5.47e-07, 3.61e-07, 4.04e-07, 4.26e-07, 2.02e-07, 2.59e-10, 5.42e-10, 1.10e-09, 4.93e-07, 1.15e-06, 9.57e-07, 4.74e-08, 7.52e-09, 1.89e-09, 8.08e-10, 1.34e-09, 7.72e-12, 0.00e+00, 7.45e-09, 7.76e-10] [3.17e-07, 6.15e-07, 5.47e-07, 3.61e-07, 4.04e-07, 4.26e-07, 2.02e-07, 2.59e-10, 5.42e-10, 1.10e-09, 4.93e-07, 1.15e-06, 9.57e-07, 4.74e-08, 7.52e-09, 1.89e-09, 8.08e-10, 1.34e-09, 7.72e-12, 0.00e+00, 7.45e-09, 7.76e-10] []
510300 [3.76e-06, 2.23e-06, 3.21e-06, 2.51e-06, 2.83e-06, 3.13e-07, 1.74e-06, 4.14e-07, 1.54e-06, 1.36e-05, 3.87e-05, 1.37e-04, 8.12e-05, 6.20e-04, 1.21e-06, 2.52e-05, 2.29e-06, 5.66e-07, 0.00e+00, 1.85e-06, 3.67e-07, 7.77e-06] [3.76e-06, 2.23e-06, 3.21e-06, 2.51e-06, 2.83e-06, 3.13e-07, 1.74e-06, 4.14e-07, 1.54e-06, 1.36e-05, 3.87e-05, 1.37e-04, 8.12e-05, 6.20e-04, 1.21e-06, 2.52e-05, 2.29e-06, 5.66e-07, 0.00e+00, 1.85e-06, 3.67e-07, 7.77e-06] []
510400 [3.16e-07, 6.38e-07, 5.57e-07, 3.83e-07, 4.02e-07, 4.51e-07, 2.01e-07, 5.01e-10, 1.32e-10, 1.17e-10, 4.87e-07, 1.15e-06, 9.36e-07, 1.62e-08, 3.26e-09, 1.86e-12, 2.20e-10, 4.58e-11, 2.73e-12, 7.17e-13, 2.89e-08, 1.26e-09] [3.16e-07, 6.38e-07, 5.57e-07, 3.83e-07, 4.02e-07, 4.51e-07, 2.01e-07, 5.01e-10, 1.32e-10, 1.17e-10, 4.87e-07, 1.15e-06, 9.36e-07, 1.62e-08, 3.26e-09, 1.86e-12, 2.20e-10, 4.58e-11, 2.73e-12, 7.17e-13, 2.89e-08, 1.26e-09] []
510500 [4.32e-06, 2.47e-06, 2.18e-06, 2.53e-06, 2.19e-06, 1.78e-06, 1.27e-06, 7.14e-05, 1.24e-04, 2.04e-05, 5.88e-05, 5.36e-05, 4.94e-05, 1.74e-04, 1.41e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 3.64e-05, 4.15e-05] [4.32e-06, 2.47e-06, 2.18e-06, 2.53e-06, 2.19e-06, 1.78e-06, 1.27e-06, 7.14e-05, 1.24e-04, 2.04e-05, 5.88e-05, 5.36e-05, 4.94e-05, 1.74e-04, 1.41e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.04e-05, 3.64e-05, 4.15e-05] []
510600 [3.08e-07, 5.81e-07, 5.28e-07, 3.48e-07, 3.97e-07, 4.07e-07, 2.04e-07, 1.12e-09, 2.47e-08, 9.93e-10, 4.95e-07, 1.12e-06, 1.01e-06, 1.04e-07, 9.95e-09, 7.68e-10, 1.26e-09, 2.10e-09, 1.95e-09, 1.13e-09, 1.37e-08, 7.45e-09] [3.08e-07, 5.81e-07, 5.28e-07, 3.48e-07, 3.97e-07, 4.07e-07, 2.04e-07, 1.12e-09, 2.47e-08, 9.93e-10, 4.95e-07, 1.12e-06, 1.01e-06, 1.04e-07, 9.95e-09, 7.68e-10, 1.26e-09, 2.10e-09, 1.95e-09, 1.13e-09, 1.37e-08, 7.45e-09] []
510700 [1.63e-06, 9.44e-07, 9.33e-07, 6.21e-07, 1.09e-06, 4.84e-07, 2.74e-07, 3.59e-08, 1.38e-08, 1.64e-06, 5.39e-06, 9.92e-06, 5.40e-06, 3.98e-05, 2.23e-07, 8.31e-07, 1.02e-08, 2.96e-08, 1.95e-10, 1.07e-07, 1.38e-07, 5.16e-07] [1.63e-06, 9.44e-07, 9.33e-07, 6.21e-07, 1.09e-06, 4.84e-07, 2.74e-07, 3.59e-08, 1.38e-08, 1.64e-06, 5.39e-06, 9.92e-06, 5.40e-06, 3.98e-05, 2.23e-07, 8.31e-07, 1.02e-08, 2.96e-08, 1.95e-10, 1.07e-07, 1.38e-07, 5.16e-07] []
510800 [4.86e-06, 2.01e-06, 7.97e-07, 1.04e-06, 5.88e-07, 1.29e-06, 3.38e-07, 5.94e-07, 5.90e-07, 4.98e-06, 6.62e-06, 4.13e-05, 6.18e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-06, 6.96e-07] [4.86e-06, 2.01e-06, 7.97e-07, 1.04e-06, 5.88e-07, 1.29e-06, 3.38e-07, 5.94e-07, 5.90e-07, 4.98e-06, 6.62e-06, 4.13e-05, 6.18e-05, 2.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-06, 6.96e-07] []
510900 [3.09e-07, 6.49e-07, 5.71e-07, 3.84e-07, 4.26e-07, 4.45e-07, 2.25e-07, 5.94e-08, 6.55e-08, 1.72e-08, 5.35e-07, 1.22e-06, 1.01e-06, 4.89e-08, 4.76e-09, 3.02e-09, 3.89e-10, 2.42e-09, 0.00e+00, 0.00e+00, 4.08e-08, 8.46e-08] [3.09e-07, 6.49e-07, 5.71e-07, 3.84e-07, 4.26e-07, 4.45e-07, 2.25e-07, 5.94e-08, 6.55e-08, 1.72e-08, 5.35e-07, 1.22e-06, 1.01e-06, 4.89e-08, 4.76e-09, 3.02e-09, 3.89e-10, 2.42e-09, 0.00e+00, 0.00e+00, 4.08e-08, 8.46e-08] []
511000 [5.39e-06, 3.13e-06, 3.66e-06, 5.75e-06, 3.49e-06, 4.51e-06, 1.98e-06, 3.18e-05, 2.56e-06, 2.44e-05, 1.34e-05, 4.30e-05, 4.54e-05, 1.12e-04, 5.47e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 1.76e-07, 2.13e-05, 8.97e-07] [5.39e-06, 3.13e-06, 3.66e-06, 5.75e-06, 3.49e-06, 4.51e-06, 1.98e-06, 3.18e-05, 2.56e-06, 2.44e-05, 1.34e-05, 4.30e-05, 4.54e-05, 1.12e-04, 5.47e-06, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-06, 1.76e-07, 2.13e-05, 8.97e-07] []
511100 [3.20e-07, 6.80e-07, 6.06e-07, 4.06e-07, 3.81e-07, 4.94e-07, 1.90e-07, 3.44e-08, 7.14e-12, 4.84e-11, 4.86e-07, 1.08e-06, 8.76e-07, 7.89e-09, 4.36e-09, 1.99e-09, 9.91e-10, 1.03e-09, 7.92e-10, 0.00e+00, 8.71e-09, 5.61e-10] [3.20e-07, 6.80e-07, 6.06e-07, 4.06e-07, 3.81e-07, 4.94e-07, 1.90e-07, 3.44e-08, 7.14e-12, 4.84e-11, 4.86e-07, 1.08e-06, 8.76e-07, 7.89e-09, 4.36e-09, 1.99e-09, 9.91e-10, 1.03e-09, 7.92e-10, 0.00e+00, 8.71e-09, 5.61e-10] []
511200 [7.74e-05, 1.43e-05, 6.65e-06, 1.01e-05, 8.35e-06, 8.67e-06, 4.83e-06, 7.06e-04, 1.31e-05, 8.66e-05, 1.82e-04, 7.17e-04, 1.12e-03, 4.73e-03, 8.84e-05, 8.84e-05, 3.49e-05, 2.94e-05, 1.25e-04, 2.47e-06, 5.51e-04, 1.03e-05] [7.74e-05, 1.43e-05, 6.65e-06, 1.01e-05, 8.35e-06, 8.67e-06, 4.83e-06, 7.06e-04, 1.31e-05, 8.66e-05, 1.82e-04, 7.17e-04, 1.12e-03, 4.73e-03, 8.84e-05, 8.84e-05, 3.49e-05, 2.94e-05, 1.25e-04, 2.47e-06, 5.51e-04, 1.03e-05] []
511300 [3.15e-07, 6.18e-07, 5.35e-07, 3.52e-07, 4.07e-07, 4.26e-07, 1.84e-07, 6.55e-07, 6.01e-07, 4.21e-12, 5.50e-07, 1.32e-06, 1.05e-06, 1.47e-08, 1.32e-09, 2.41e-12, 0.00e+00, 2.67e-10, 0.00e+00, 0.00e+00, 2.51e-06, 5.35e-07] [3.15e-07, 6.18e-07, 5.35e-07, 3.52e-07, 4.07e-07, 4.26e-07, 1.84e-07, 6.55e-07, 6.01e-07, 4.21e-12, 5.50e-07, 1.32e-06, 1.05e-06, 1.47e-08, 1.32e-09, 2.41e-12, 0.00e+00, 2.67e-10, 0.00e+00, 0.00e+00, 2.51e-06, 5.35e-07] []
511400 [1.68e-06, 1.30e-06, 9.86e-07, 1.38e-06, 8.84e-07, 4.87e-07, 6.88e-07, 7.63e-08, 1.08e-08, 1.39e-07, 4.50e-06, 9.44e-06, 6.10e-06, 2.43e-06, 1.63e-09, 0.00e+00, 0.00e+00, 3.36e-10, 3.50e-08, 0.00e+00, 2.35e-07, 4.67e-09] [1.68e-06, 1.30e-06, 9.86e-07, 1.38e-06, 8.84e-07, 4.87e-07, 6.88e-07, 7.63e-08, 1.08e-08, 1.39e-07, 4.50e-06, 9.44e-06, 6.10e-06, 2.43e-06, 1.63e-09, 0.00e+00, 0.00e+00, 3.36e-10, 3.50e-08, 0.00e+00, 2.35e-07, 4.67e-09] []
511500 [5.15e-07, 5.29e-07, 4.89e-07, 3.20e-07, 3.93e-07, 3.71e-07, 2.04e-07, 5.56e-08, 8.70e-09, 1.79e-07, 1.08e-06, 2.49e-06, 5.86e-06, 1.05e-05, 1.28e-07, 5.32e-08, 7.10e-08, 6.31e-08, 6.72e-09, 8.47e-10, 4.04e-08, 5.72e-09] [5.15e-07, 5.29e-07, 4.89e-07, 3.20e-07, 3.93e-07, 3.71e-07, 2.04e-07, 5.56e-08, 8.70e-09, 1.79e-07, 1.08e-06, 2.49e-06, 5.86e-06, 1.05e-05, 1.28e-07, 5.32e-08, 7.10e-08, 6.31e-08, 6.72e-09, 8.47e-10, 4.04e-08, 5.72e-09] []
511600 [3.03e-07, 5.89e-07, 5.17e-07, 3.49e-07, 3.91e-07, 4.25e-07, 2.02e-07, 1.33e-07, 1.52e-08, 8.95e-09, 5.48e-07, 1.42e-06, 9.92e-07, 2.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-12, 0.00e+00, 6.66e-09, 2.64e-07, 4.07e-08] [3.03e-07, 5.89e-07, 5.17e-07, 3.49e-07, 3.91e-07, 4.25e-07, 2.02e-07, 1.33e-07, 1.52e-08, 8.95e-09, 5.48e-07, 1.42e-06, 9.92e-07, 2.69e-07, 0.00e+00, 0.00e+00, 0.00e+00, 5.40e-12, 0.00e+00, 6.66e-09, 2.64e-07, 4.07e-08] []
511700 [8.72e-07, 9.95e-07, 7.54e-07, 4.41e-07, 6.85e-07, 4.47e-07, 2.42e-07, 1.98e-05, 5.70e-06, 3.02e-08, 4.48e-06, 9.03e-06, 2.15e-05, 1.83e-05, 0.00e+00, 1.52e-08, 0.00e+00, 3.50e-09, 4.03e-06, 0.00e+00, 2.22e-05, 1.72e-05] [8.72e-07, 9.95e-07, 7.54e-07, 4.41e-07, 6.85e-07, 4.47e-07, 2.42e-07, 1.98e-05, 5.70e-06, 3.02e-08, 4.48e-06, 9.03e-06, 2.15e-05, 1.83e-05, 0.00e+00, 1.52e-08, 0.00e+00, 3.50e-09, 4.03e-06, 0.00e+00, 2.22e-05, 1.72e-05] []
511800 [2.96e-07, 5.72e-07, 4.78e-07, 3.15e-07, 3.60e-07, 4.19e-07, 1.97e-07, 5.03e-08, 2.69e-10, 3.37e-08, 5.30e-07, 1.37e-06, 1.46e-06, 1.63e-06, 2.26e-13, 0.00e+00, 1.20e-11, 0.00e+00, 1.08e-12, 0.00e+00, 1.12e-08, 1.62e-09] [2.96e-07, 5.72e-07, 4.78e-07, 3.15e-07, 3.60e-07, 4.19e-07, 1.97e-07, 5.03e-08, 2.69e-10, 3.37e-08, 5.30e-07, 1.37e-06, 1.46e-06, 1.63e-06, 2.26e-13, 0.00e+00, 1.20e-11, 0.00e+00, 1.08e-12, 0.00e+00, 1.12e-08, 1.62e-09] []
511900 [3.20e-07, 6.88e-07, 5.91e-07, 3.96e-07, 4.52e-07, 4.68e-07, 2.04e-07, 7.13e-08, 7.96e-09, 8.49e-10, 5.48e-07, 1.46e-06, 1.46e-06, 9.92e-07, 0.00e+00, 6.27e-10, 0.00e+00, 0.00e+00, 2.55e-10, 0.00e+00, 7.69e-09, 2.41e-07] [3.20e-07, 6.88e-07, 5.91e-07, 3.96e-07, 4.52e-07, 4.68e-07, 2.04e-07, 7.13e-08, 7.96e-09, 8.49e-10, 5.48e-07, 1.46e-06, 1.46e-06, 9.92e-07, 0.00e+00, 6.27e-10, 0.00e+00, 0.00e+00, 2.55e-10, 0.00e+00, 7.69e-09, 2.41e-07] []
512000 [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06] [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.185553 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
512000 [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06] [1.19e-06, 7.61e-07, 4.64e-07, 4.99e-07, 7.00e-07, 7.69e-07, 6.16e-07, 8.82e-05, 2.12e-08, 3.79e-08, 3.10e-06, 2.23e-05, 8.84e-06, 4.04e-05, 0.00e+00, 9.62e-10, 0.00e+00, 3.17e-10, 0.00e+00, 3.93e-07, 5.45e-05, 1.85e-06] []
512100 [4.76e-06, 2.89e-06, 7.05e-07, 2.13e-06, 1.05e-06, 2.38e-06, 1.07e-06, 2.31e-07, 1.07e-06, 1.23e-05, 8.73e-06, 8.85e-05, 6.54e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-09, 0.00e+00, 1.31e-08, 6.86e-09] [4.76e-06, 2.89e-06, 7.05e-07, 2.13e-06, 1.05e-06, 2.38e-06, 1.07e-06, 2.31e-07, 1.07e-06, 1.23e-05, 8.73e-06, 8.85e-05, 6.54e-05, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-09, 0.00e+00, 1.31e-08, 6.86e-09] []
512200 [4.03e-07, 5.51e-07, 5.04e-07, 3.32e-07, 4.05e-07, 3.81e-07, 2.04e-07, 1.49e-09, 2.39e-10, 7.13e-08, 6.25e-07, 1.59e-06, 2.05e-06, 3.50e-06, 6.34e-08, 1.66e-08, 2.17e-08, 1.81e-08, 1.82e-09, 5.37e-11, 1.30e-08, 3.21e-10] [4.03e-07, 5.51e-07, 5.04e-07, 3.32e-07, 4.05e-07, 3.81e-07, 2.04e-07, 1.49e-09, 2.39e-10, 7.13e-08, 6.25e-07, 1.59e-06, 2.05e-06, 3.50e-06, 6.34e-08, 1.66e-08, 2.17e-08, 1.81e-08, 1.82e-09, 5.37e-11, 1.30e-08, 3.21e-10] []
512300 [3.07e-07, 6.62e-07, 5.76e-07, 3.84e-07, 4.35e-07, 4.40e-07, 2.02e-07, 3.14e-08, 1.85e-07, 2.10e-08, 6.12e-07, 1.29e-06, 1.02e-06, 3.14e-07, 3.53e-10, 0.00e+00, 1.30e-09, 3.27e-12, 0.00e+00, 2.22e-08, 1.73e-07, 1.25e-07] [3.07e-07, 6.62e-07, 5.76e-07, 3.84e-07, 4.35e-07, 4.40e-07, 2.02e-07, 3.14e-08, 1.85e-07, 2.10e-08, 6.12e-07, 1.29e-06, 1.02e-06, 3.14e-07, 3.53e-10, 0.00e+00, 1.30e-09, 3.27e-12, 0.00e+00, 2.22e-08, 1.73e-07, 1.25e-07] []
512400 [2.00e-06, 2.26e-06, 1.28e-06, 1.61e-06, 9.55e-07, 1.27e-06, 3.85e-07, 2.74e-05, 3.91e-06, 3.00e-05, 1.52e-05, 6.50e-05, 3.59e-04, 3.85e-04, 5.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.60e-06, 3.45e-05] [2.00e-06, 2.26e-06, 1.28e-06, 1.61e-06, 9.55e-07, 1.27e-06, 3.85e-07, 2.74e-05, 3.91e-06, 3.00e-05, 1.52e-05, 6.50e-05, 3.59e-04, 3.85e-04, 5.18e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.60e-06, 3.45e-05] []
512500 [3.23e-07, 6.46e-07, 5.74e-07, 4.36e-07, 3.21e-07, 4.41e-07, 2.09e-07, 3.57e-08, 1.46e-10, 1.08e-10, 5.40e-07, 1.20e-06, 9.26e-07, 3.10e-09, 6.07e-09, 2.73e-10, 4.26e-10, 2.87e-10, 2.11e-12, 5.93e-11, 1.00e-08, 3.60e-10] [3.23e-07, 6.46e-07, 5.74e-07, 4.36e-07, 3.21e-07, 4.41e-07, 2.09e-07, 3.57e-08, 1.46e-10, 1.08e-10, 5.40e-07, 1.20e-06, 9.26e-07, 3.10e-09, 6.07e-09, 2.73e-10, 4.26e-10, 2.87e-10, 2.11e-12, 5.93e-11, 1.00e-08, 3.60e-10] []
512600 [3.65e-06, 8.98e-07, 8.78e-07, 5.94e-07, 7.89e-07, 6.92e-07, 4.76e-07, 3.05e-05, 1.30e-07, 1.69e-06, 2.60e-06, 2.53e-05, 2.06e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 1.01e-06] [3.65e-06, 8.98e-07, 8.78e-07, 5.94e-07, 7.89e-07, 6.92e-07, 4.76e-07, 3.05e-05, 1.30e-07, 1.69e-06, 2.60e-06, 2.53e-05, 2.06e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 1.01e-06] []
512700 [5.17e-07, 6.18e-07, 5.35e-07, 4.17e-07, 3.64e-07, 4.01e-07, 2.07e-07, 4.04e-09, 1.39e-09, 2.16e-07, 7.99e-07, 2.40e-06, 3.18e-06, 8.96e-06, 1.30e-07, 4.62e-08, 4.72e-08, 3.97e-08, 3.18e-09, 1.73e-10, 1.97e-08, 1.12e-09] [5.17e-07, 6.18e-07, 5.35e-07, 4.17e-07, 3.64e-07, 4.01e-07, 2.07e-07, 4.04e-09, 1.39e-09, 2.16e-07, 7.99e-07, 2.40e-06, 3.18e-06, 8.96e-06, 1.30e-07, 4.62e-08, 4.72e-08, 3.97e-08, 3.18e-09, 1.73e-10, 1.97e-08, 1.12e-09] []
512800 [3.41e-07, 6.46e-07, 6.23e-07, 4.07e-07, 4.28e-07, 4.07e-07, 2.17e-07, 5.57e-10, 2.34e-08, 3.93e-08, 5.71e-07, 1.48e-06, 1.88e-06, 1.87e-06, 3.99e-08, 2.77e-10, 1.25e-08, 1.04e-08, 1.38e-10, 5.25e-10, 5.80e-09, 3.20e-09] [3.41e-07, 6.46e-07, 6.23e-07, 4.07e-07, 4.28e-07, 4.07e-07, 2.17e-07, 5.57e-10, 2.34e-08, 3.93e-08, 5.71e-07, 1.48e-06, 1.88e-06, 1.87e-06, 3.99e-08, 2.77e-10, 1.25e-08, 1.04e-08, 1.38e-10, 5.25e-10, 5.80e-09, 3.20e-09] []
512900 [1.49e-06, 6.76e-07, 5.85e-07, 4.50e-07, 4.68e-07, 4.05e-07, 2.57e-07, 4.70e-07, 1.26e-09, 1.26e-06, 2.86e-06, 1.01e-05, 1.99e-05, 6.36e-05, 8.15e-07, 4.86e-07, 3.92e-07, 3.33e-07, 9.24e-08, 6.95e-10, 6.23e-07, 4.65e-09] [1.49e-06, 6.76e-07, 5.85e-07, 4.50e-07, 4.68e-07, 4.05e-07, 2.57e-07, 4.70e-07, 1.26e-09, 1.26e-06, 2.86e-06, 1.01e-05, 1.99e-05, 6.36e-05, 8.15e-07, 4.86e-07, 3.92e-07, 3.33e-07, 9.24e-08, 6.95e-10, 6.23e-07, 4.65e-09] []
513000 [3.24e-07, 6.61e-07, 6.26e-07, 4.21e-07, 3.86e-07, 4.48e-07, 2.24e-07, 1.78e-07, 8.02e-08, 3.16e-08, 6.30e-07, 1.22e-06, 1.04e-06, 1.29e-08, 5.19e-09, 0.00e+00, 8.00e-11, 4.92e-10, 0.00e+00, 0.00e+00, 1.47e-07, 4.02e-08] [3.24e-07, 6.61e-07, 6.26e-07, 4.21e-07, 3.86e-07, 4.48e-07, 2.24e-07, 1.78e-07, 8.02e-08, 3.16e-08, 6.30e-07, 1.22e-06, 1.04e-06, 1.29e-08, 5.19e-09, 0.00e+00, 8.00e-11, 4.92e-10, 0.00e+00, 0.00e+00, 1.47e-07, 4.02e-08] []
513100 [1.86e-05, 6.28e-06, 1.70e-06, 6.56e-06, 2.50e-06, 3.91e-06, 9.37e-07, 1.64e-05, 8.17e-05, 8.65e-06, 4.30e-05, 1.90e-04, 2.99e-04, 8.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.79e-05, 2.21e-04] [1.86e-05, 6.28e-06, 1.70e-06, 6.56e-06, 2.50e-06, 3.91e-06, 9.37e-07, 1.64e-05, 8.17e-05, 8.65e-06, 4.30e-05, 1.90e-04, 2.99e-04, 8.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.79e-05, 2.21e-04] []
513200 [1.52e-06, 1.14e-06, 1.29e-06, 1.74e-06, 4.64e-07, 7.61e-07, 7.06e-07, 3.33e-08, 1.43e-08, 6.69e-09, 6.74e-06, 1.66e-05, 3.54e-05, 1.87e-05, 5.01e-07, 0.00e+00, 7.19e-07, 8.35e-09, 1.51e-09, 7.07e-10, 1.15e-08, 4.64e-09] [1.52e-06, 1.14e-06, 1.29e-06, 1.74e-06, 4.64e-07, 7.61e-07, 7.06e-07, 3.33e-08, 1.43e-08, 6.69e-09, 6.74e-06, 1.66e-05, 3.54e-05, 1.87e-05, 5.01e-07, 0.00e+00, 7.19e-07, 8.35e-09, 1.51e-09, 7.07e-10, 1.15e-08, 4.64e-09] []
513300 [3.01e-07, 5.59e-07, 5.05e-07, 3.30e-07, 3.68e-07, 3.94e-07, 2.21e-07, 4.25e-08, 5.13e-10, 2.22e-08, 5.69e-07, 1.45e-06, 1.51e-06, 1.49e-06, 1.24e-12, 0.00e+00, 1.23e-12, 0.00e+00, 0.00e+00, 1.03e-12, 6.35e-08, 1.41e-10] [3.01e-07, 5.59e-07, 5.05e-07, 3.30e-07, 3.68e-07, 3.94e-07, 2.21e-07, 4.25e-08, 5.13e-10, 2.22e-08, 5.69e-07, 1.45e-06, 1.51e-06, 1.49e-06, 1.24e-12, 0.00e+00, 1.23e-12, 0.00e+00, 0.00e+00, 1.03e-12, 6.35e-08, 1.41e-10] []
513400 [3.18e-07, 5.97e-07, 5.80e-07, 3.69e-07, 4.36e-07, 4.42e-07, 2.14e-07, 2.81e-09, 8.80e-08, 1.02e-10, 5.15e-07, 1.28e-06, 1.08e-06, 7.99e-08, 6.47e-09, 4.61e-11, 1.24e-11, 8.42e-11, 1.03e-12, 9.20e-09, 9.19e-09, 5.62e-08] [3.18e-07, 5.97e-07, 5.80e-07, 3.69e-07, 4.36e-07, 4.42e-07, 2.14e-07, 2.81e-09, 8.80e-08, 1.02e-10, 5.15e-07, 1.28e-06, 1.08e-06, 7.99e-08, 6.47e-09, 4.61e-11, 1.24e-11, 8.42e-11, 1.03e-12, 9.20e-09, 9.19e-09, 5.62e-08] []
513500 [4.07e-05, 9.42e-06, 3.35e-06, 9.25e-06, 4.73e-06, 4.90e-06, 2.47e-06, 8.44e-05, 9.47e-08, 4.10e-05, 5.80e-05, 3.92e-04, 8.64e-04, 2.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.69e-05, 3.86e-07] [4.07e-05, 9.42e-06, 3.35e-06, 9.25e-06, 4.73e-06, 4.90e-06, 2.47e-06, 8.44e-05, 9.47e-08, 4.10e-05, 5.80e-05, 3.92e-04, 8.64e-04, 2.22e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.69e-05, 3.86e-07] []
513600 [3.21e-07, 5.68e-07, 5.51e-07, 3.49e-07, 4.31e-07, 4.00e-07, 2.11e-07, 1.29e-08, 6.23e-10, 4.05e-10, 5.12e-07, 1.18e-06, 9.91e-07, 4.37e-08, 6.82e-09, 1.02e-09, 8.61e-10, 7.98e-10, 1.78e-11, 1.53e-10, 7.20e-09, 9.86e-10] [3.21e-07, 5.68e-07, 5.51e-07, 3.49e-07, 4.31e-07, 4.00e-07, 2.11e-07, 1.29e-08, 6.23e-10, 4.05e-10, 5.12e-07, 1.18e-06, 9.91e-07, 4.37e-08, 6.82e-09, 1.02e-09, 8.61e-10, 7.98e-10, 1.78e-11, 1.53e-10, 7.20e-09, 9.86e-10] []
513700 [1.26e-06, 1.18e-06, 8.08e-07, 4.79e-07, 5.99e-07, 4.57e-07, 2.21e-07, 1.92e-06, 7.12e-06, 1.74e-06, 6.92e-06, 9.09e-06, 1.22e-05, 1.17e-05, 8.62e-09, 6.03e-08, 2.72e-08, 6.07e-09, 1.04e-08, 1.06e-06, 2.88e-06, 4.79e-06] [1.26e-06, 1.18e-06, 8.08e-07, 4.79e-07, 5.99e-07, 4.57e-07, 2.21e-07, 1.92e-06, 7.12e-06, 1.74e-06, 6.92e-06, 9.09e-06, 1.22e-05, 1.17e-05, 8.62e-09, 6.03e-08, 2.72e-08, 6.07e-09, 1.04e-08, 1.06e-06, 2.88e-06, 4.79e-06] []
513800 [3.04e-07, 5.56e-07, 5.19e-07, 3.35e-07, 3.98e-07, 3.98e-07, 2.13e-07, 2.79e-08, 1.55e-09, 1.80e-09, 5.02e-07, 1.13e-06, 9.40e-07, 2.91e-08, 8.63e-09, 1.15e-09, 1.16e-09, 6.29e-10, 9.70e-09, 1.26e-10, 5.88e-08, 7.65e-10] [3.04e-07, 5.56e-07, 5.19e-07, 3.35e-07, 3.98e-07, 3.98e-07, 2.13e-07, 2.79e-08, 1.55e-09, 1.80e-09, 5.02e-07, 1.13e-06, 9.40e-07, 2.91e-08, 8.63e-09, 1.15e-09, 1.16e-09, 6.29e-10, 9.70e-09, 1.26e-10, 5.88e-08, 7.65e-10] []
513900 [4.06e-07, 7.44e-07, 6.74e-07, 4.12e-07, 5.44e-07, 4.44e-07, 2.18e-07, 3.17e-06, 1.18e-07, 2.77e-08, 8.53e-07, 1.33e-06, 2.30e-06, 1.56e-06, 3.47e-08, 1.29e-09, 3.14e-08, 4.12e-08, 3.46e-07, 8.95e-09, 2.21e-06, 5.23e-08] [4.06e-07, 7.44e-07, 6.74e-07, 4.12e-07, 5.44e-07, 4.44e-07, 2.18e-07, 3.17e-06, 1.18e-07, 2.77e-08, 8.53e-07, 1.33e-06, 2.30e-06, 1.56e-06, 3.47e-08, 1.29e-09, 3.14e-08, 4.12e-08, 3.46e-07, 8.95e-09, 2.21e-06, 5.23e-08] []
514000 [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08] [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.060023 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
514000 [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08] [1.99e-06, 7.46e-07, 6.24e-07, 4.67e-07, 5.38e-07, 4.36e-07, 2.39e-07, 9.23e-07, 1.22e-08, 1.70e-06, 4.04e-06, 1.30e-05, 3.01e-05, 8.61e-05, 1.11e-06, 6.89e-07, 5.79e-07, 5.02e-07, 1.50e-07, 2.60e-09, 9.97e-07, 1.66e-08] []
514100 [3.19e-07, 5.95e-07, 5.55e-07, 3.64e-07, 4.37e-07, 4.20e-07, 2.07e-07, 1.07e-07, 3.31e-09, 7.74e-09, 5.01e-07, 1.18e-06, 9.92e-07, 2.20e-08, 2.91e-09, 4.26e-09, 1.56e-10, 1.25e-09, 0.00e+00, 0.00e+00, 1.57e-07, 9.72e-10] [3.19e-07, 5.95e-07, 5.55e-07, 3.64e-07, 4.37e-07, 4.20e-07, 2.07e-07, 1.07e-07, 3.31e-09, 7.74e-09, 5.01e-07, 1.18e-06, 9.92e-07, 2.20e-08, 2.91e-09, 4.26e-09, 1.56e-10, 1.25e-09, 0.00e+00, 0.00e+00, 1.57e-07, 9.72e-10] []
514200 [1.55e-06, 1.31e-06, 1.01e-06, 1.02e-06, 8.95e-07, 1.04e-06, 2.68e-07, 8.88e-06, 3.39e-09, 4.44e-07, 2.02e-05, 2.15e-05, 4.95e-05, 1.02e-04, 0.00e+00, 2.27e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 7.39e-06] [1.55e-06, 1.31e-06, 1.01e-06, 1.02e-06, 8.95e-07, 1.04e-06, 2.68e-07, 8.88e-06, 3.39e-09, 4.44e-07, 2.02e-05, 2.15e-05, 4.95e-05, 1.02e-04, 0.00e+00, 2.27e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-06, 7.39e-06] []
514300 [9.92e-06, 3.28e-06, 1.23e-06, 1.76e-06, 9.93e-07, 2.17e-06, 4.79e-07, 2.00e-06, 4.37e-07, 1.03e-05, 1.14e-05, 8.64e-05, 1.01e-04, 4.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-11, 3.29e-06, 1.50e-09] [9.92e-06, 3.28e-06, 1.23e-06, 1.76e-06, 9.93e-07, 2.17e-06, 4.79e-07, 2.00e-06, 4.37e-07, 1.03e-05, 1.14e-05, 8.64e-05, 1.01e-04, 4.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.63e-11, 3.29e-06, 1.50e-09] []
514400 [3.31e-07, 5.87e-07, 5.61e-07, 3.83e-07, 3.88e-07, 4.01e-07, 1.82e-07, 1.18e-07, 9.34e-10, 3.92e-08, 5.64e-07, 1.20e-06, 1.04e-06, 4.54e-07, 1.23e-08, 8.34e-09, 3.46e-10, 2.15e-09, 0.00e+00, 0.00e+00, 1.87e-07, 5.20e-10] [3.31e-07, 5.87e-07, 5.61e-07, 3.83e-07, 3.88e-07, 4.01e-07, 1.82e-07, 1.18e-07, 9.34e-10, 3.92e-08, 5.64e-07, 1.20e-06, 1.04e-06, 4.54e-07, 1.23e-08, 8.34e-09, 3.46e-10, 2.15e-09, 0.00e+00, 0.00e+00, 1.87e-07, 5.20e-10] []
514500 [6.53e-06, 1.42e-06, 1.11e-06, 1.25e-06, 8.18e-07, 1.23e-06, 5.02e-07, 1.92e-07, 1.00e-06, 6.73e-06, 2.02e-05, 5.48e-05, 1.41e-04, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 7.56e-08, 2.72e-06, 3.73e-07] [6.53e-06, 1.42e-06, 1.11e-06, 1.25e-06, 8.18e-07, 1.23e-06, 5.02e-07, 1.92e-07, 1.00e-06, 6.73e-06, 2.02e-05, 5.48e-05, 1.41e-04, 2.03e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-07, 7.56e-08, 2.72e-06, 3.73e-07] []
514600 [4.45e-07, 6.61e-07, 7.84e-07, 4.51e-07, 5.65e-07, 4.39e-07, 2.13e-07, 3.66e-06, 2.45e-04, 3.16e-07, 1.45e-06, 3.41e-06, 1.32e-06, 6.16e-06, 1.52e-07, 1.41e-08, 1.42e-08, 3.15e-08, 3.59e-07, 0.00e+00, 2.31e-06, 1.87e-04] [4.45e-07, 6.61e-07, 7.84e-07, 4.51e-07, 5.65e-07, 4.39e-07, 2.13e-07, 3.66e-06, 2.45e-04, 3.16e-07, 1.45e-06, 3.41e-06, 1.32e-06, 6.16e-06, 1.52e-07, 1.41e-08, 1.42e-08, 3.15e-08, 3.59e-07, 0.00e+00, 2.31e-06, 1.87e-04] []
514700 [2.56e-06, 9.67e-07, 7.21e-07, 4.14e-07, 8.63e-07, 2.47e-07, 3.04e-07, 1.24e-06, 2.10e-08, 2.17e-06, 5.71e-06, 1.29e-05, 2.46e-05, 8.97e-05, 5.03e-07, 1.03e-06, 4.85e-07, 6.82e-07, 4.41e-07, 5.16e-09, 2.74e-06, 3.28e-08] [2.56e-06, 9.67e-07, 7.21e-07, 4.14e-07, 8.63e-07, 2.47e-07, 3.04e-07, 1.24e-06, 2.10e-08, 2.17e-06, 5.71e-06, 1.29e-05, 2.46e-05, 8.97e-05, 5.03e-07, 1.03e-06, 4.85e-07, 6.82e-07, 4.41e-07, 5.16e-09, 2.74e-06, 3.28e-08] []
514800 [3.39e-06, 9.67e-07, 7.16e-07, 6.21e-07, 6.44e-07, 5.37e-07, 3.21e-07, 8.07e-06, 1.67e-08, 2.51e-06, 6.86e-06, 2.41e-05, 5.27e-05, 1.57e-04, 2.19e-06, 1.51e-06, 1.12e-06, 9.34e-07, 1.39e-06, 4.23e-09, 8.24e-06, 2.72e-08] [3.39e-06, 9.67e-07, 7.16e-07, 6.21e-07, 6.44e-07, 5.37e-07, 3.21e-07, 8.07e-06, 1.67e-08, 2.51e-06, 6.86e-06, 2.41e-05, 5.27e-05, 1.57e-04, 2.19e-06, 1.51e-06, 1.12e-06, 9.34e-07, 1.39e-06, 4.23e-09, 8.24e-06, 2.72e-08] []
514900 [3.20e-07, 5.77e-07, 5.52e-07, 3.64e-07, 4.42e-07, 4.05e-07, 2.10e-07, 2.84e-09, 1.11e-10, 2.22e-09, 5.25e-07, 1.23e-06, 1.12e-06, 4.40e-08, 5.97e-09, 2.58e-09, 9.84e-10, 3.34e-09, 1.55e-11, 2.62e-10, 2.59e-08, 1.70e-09] [3.20e-07, 5.77e-07, 5.52e-07, 3.64e-07, 4.42e-07, 4.05e-07, 2.10e-07, 2.84e-09, 1.11e-10, 2.22e-09, 5.25e-07, 1.23e-06, 1.12e-06, 4.40e-08, 5.97e-09, 2.58e-09, 9.84e-10, 3.34e-09, 1.55e-11, 2.62e-10, 2.59e-08, 1.70e-09] []
515000 [4.57e-06, 1.97e-06, 7.88e-07, 2.18e-06, 8.20e-07, 1.68e-06, 7.47e-07, 1.38e-05, 2.32e-05, 1.99e-05, 1.14e-05, 4.57e-05, 3.24e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.52e-08, 0.00e+00, 3.25e-06, 4.45e-06] [4.57e-06, 1.97e-06, 7.88e-07, 2.18e-06, 8.20e-07, 1.68e-06, 7.47e-07, 1.38e-05, 2.32e-05, 1.99e-05, 1.14e-05, 4.57e-05, 3.24e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.52e-08, 0.00e+00, 3.25e-06, 4.45e-06] []
515100 [3.08e-07, 5.60e-07, 5.41e-07, 3.58e-07, 3.90e-07, 3.93e-07, 1.99e-07, 5.93e-08, 7.42e-06, 9.10e-09, 5.23e-07, 1.15e-06, 9.69e-07, 4.25e-09, 4.37e-09, 4.03e-10, 1.01e-09, 2.26e-10, 1.60e-08, 1.07e-06, 1.02e-07, 4.73e-06] [3.08e-07, 5.60e-07, 5.41e-07, 3.58e-07, 3.90e-07, 3.93e-07, 1.99e-07, 5.93e-08, 7.42e-06, 9.10e-09, 5.23e-07, 1.15e-06, 9.69e-07, 4.25e-09, 4.37e-09, 4.03e-10, 1.01e-09, 2.26e-10, 1.60e-08, 1.07e-06, 1.02e-07, 4.73e-06] []
515200 [5.08e-07, 6.10e-07, 5.40e-07, 3.37e-07, 4.24e-07, 3.67e-07, 2.14e-07, 8.75e-07, 5.34e-09, 2.43e-07, 8.87e-07, 2.38e-06, 3.19e-06, 8.76e-06, 1.16e-07, 9.22e-09, 1.15e-08, 2.69e-08, 1.38e-07, 2.91e-11, 9.19e-07, 7.92e-10] [5.08e-07, 6.10e-07, 5.40e-07, 3.37e-07, 4.24e-07, 3.67e-07, 2.14e-07, 8.75e-07, 5.34e-09, 2.43e-07, 8.87e-07, 2.38e-06, 3.19e-06, 8.76e-06, 1.16e-07, 9.22e-09, 1.15e-08, 2.69e-08, 1.38e-07, 2.91e-11, 9.19e-07, 7.92e-10] []
515300 [4.61e-07, 5.88e-07, 5.84e-07, 3.66e-07, 4.25e-07, 4.45e-07, 2.13e-07, 5.17e-06, 4.92e-07, 1.97e-08, 9.74e-07, 2.90e-06, 2.50e-06, 5.70e-06, 0.00e+00, 6.13e-10, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 6.50e-06, 5.62e-09] [4.61e-07, 5.88e-07, 5.84e-07, 3.66e-07, 4.25e-07, 4.45e-07, 2.13e-07, 5.17e-06, 4.92e-07, 1.97e-08, 9.74e-07, 2.90e-06, 2.50e-06, 5.70e-06, 0.00e+00, 6.13e-10, 0.00e+00, 1.29e-09, 0.00e+00, 0.00e+00, 6.50e-06, 5.62e-09] []
515400 [2.70e-06, 7.73e-07, 9.08e-07, 4.95e-07, 7.26e-07, 7.68e-07, 4.94e-07, 3.10e-06, 2.96e-06, 2.17e-06, 4.76e-06, 2.55e-05, 4.43e-05, 1.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-09, 2.45e-06, 3.83e-08] [2.70e-06, 7.73e-07, 9.08e-07, 4.95e-07, 7.26e-07, 7.68e-07, 4.94e-07, 3.10e-06, 2.96e-06, 2.17e-06, 4.76e-06, 2.55e-05, 4.43e-05, 1.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.80e-09, 2.45e-06, 3.83e-08] []
515500 [4.00e-05, 1.21e-05, 2.91e-06, 1.21e-05, 2.53e-06, 6.46e-06, 1.35e-06, 1.37e-05, 9.35e-05, 5.49e-05, 6.31e-05, 3.07e-04, 7.96e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-07, 8.97e-05] [4.00e-05, 1.21e-05, 2.91e-06, 1.21e-05, 2.53e-06, 6.46e-06, 1.35e-06, 1.37e-05, 9.35e-05, 5.49e-05, 6.31e-05, 3.07e-04, 7.96e-04, 1.89e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.66e-07, 8.97e-05] []
515600 [8.67e-06, 3.21e-06, 1.21e-06, 1.74e-06, 8.95e-07, 2.04e-06, 4.60e-07, 4.96e-07, 2.54e-12, 1.16e-05, 1.39e-05, 7.89e-05, 1.04e-04, 4.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-07, 1.58e-08] [8.67e-06, 3.21e-06, 1.21e-06, 1.74e-06, 8.95e-07, 2.04e-06, 4.60e-07, 4.96e-07, 2.54e-12, 1.16e-05, 1.39e-05, 7.89e-05, 1.04e-04, 4.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.68e-07, 1.58e-08] []
515700 [3.08e-07, 6.07e-07, 5.50e-07, 3.83e-07, 4.14e-07, 4.04e-07, 2.01e-07, 1.96e-07, 3.65e-10, 1.57e-08, 5.15e-07, 1.23e-06, 1.04e-06, 1.69e-07, 1.48e-09, 0.00e+00, 3.46e-11, 0.00e+00, 2.74e-08, 6.55e-11, 1.83e-07, 3.89e-10] [3.08e-07, 6.07e-07, 5.50e-07, 3.83e-07, 4.14e-07, 4.04e-07, 2.01e-07, 1.96e-07, 3.65e-10, 1.57e-08, 5.15e-07, 1.23e-06, 1.04e-06, 1.69e-07, 1.48e-09, 0.00e+00, 3.46e-11, 0.00e+00, 2.74e-08, 6.55e-11, 1.83e-07, 3.89e-10] []
515800 [4.65e-06, 3.82e-06, 1.05e-06, 2.93e-06, 6.11e-07, 2.02e-06, 2.69e-07, 2.13e-06, 3.61e-05, 8.10e-07, 8.51e-06, 4.50e-05, 3.51e-05, 7.17e-05, 0.00e+00, 4.08e-08, 1.83e-09, 1.83e-08, 1.16e-08, 2.98e-06, 4.27e-07, 1.25e-05] [4.65e-06, 3.82e-06, 1.05e-06, 2.93e-06, 6.11e-07, 2.02e-06, 2.69e-07, 2.13e-06, 3.61e-05, 8.10e-07, 8.51e-06, 4.50e-05, 3.51e-05, 7.17e-05, 0.00e+00, 4.08e-08, 1.83e-09, 1.83e-08, 1.16e-08, 2.98e-06, 4.27e-07, 1.25e-05] []
515900 [3.26e-07, 6.40e-07, 5.76e-07, 4.42e-07, 3.51e-07, 4.28e-07, 1.74e-07, 1.25e-07, 5.12e-09, 1.27e-09, 5.27e-07, 1.18e-06, 9.36e-07, 1.43e-08, 3.37e-09, 3.11e-10, 7.74e-10, 8.68e-11, 0.00e+00, 2.20e-10, 9.15e-08, 1.39e-09] [3.26e-07, 6.40e-07, 5.76e-07, 4.42e-07, 3.51e-07, 4.28e-07, 1.74e-07, 1.25e-07, 5.12e-09, 1.27e-09, 5.27e-07, 1.18e-06, 9.36e-07, 1.43e-08, 3.37e-09, 3.11e-10, 7.74e-10, 8.68e-11, 0.00e+00, 2.20e-10, 9.15e-08, 1.39e-09] []
516000 [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06] [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.229916 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
516000 [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06] [1.17e-06, 1.06e-06, 6.56e-07, 6.68e-07, 8.79e-07, 5.25e-07, 5.23e-07, 3.58e-05, 5.27e-06, 1.87e-06, 9.93e-06, 2.30e-05, 1.65e-05, 1.98e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 0.00e+00, 3.12e-05, 3.53e-06] []
516100 [2.90e-07, 5.71e-07, 5.21e-07, 3.73e-07, 3.66e-07, 3.94e-07, 2.00e-07, 6.18e-09, 2.40e-09, 8.49e-10, 4.83e-07, 1.14e-06, 9.26e-07, 2.75e-08, 2.92e-09, 0.00e+00, 2.24e-10, 7.51e-11, 8.91e-10, 4.47e-11, 9.09e-09, 3.30e-10] [2.90e-07, 5.71e-07, 5.21e-07, 3.73e-07, 3.66e-07, 3.94e-07, 2.00e-07, 6.18e-09, 2.40e-09, 8.49e-10, 4.83e-07, 1.14e-06, 9.26e-07, 2.75e-08, 2.92e-09, 0.00e+00, 2.24e-10, 7.51e-11, 8.91e-10, 4.47e-11, 9.09e-09, 3.30e-10] []
516200 [5.17e-07, 6.62e-07, 6.70e-07, 3.73e-07, 4.52e-07, 3.84e-07, 2.03e-07, 3.24e-06, 7.67e-08, 7.13e-08, 3.52e-06, 5.36e-06, 1.78e-05, 8.66e-06, 4.06e-08, 6.48e-08, 3.27e-07, 4.18e-07, 2.08e-07, 4.18e-10, 1.35e-06, 5.04e-08] [5.17e-07, 6.62e-07, 6.70e-07, 3.73e-07, 4.52e-07, 3.84e-07, 2.03e-07, 3.24e-06, 7.67e-08, 7.13e-08, 3.52e-06, 5.36e-06, 1.78e-05, 8.66e-06, 4.06e-08, 6.48e-08, 3.27e-07, 4.18e-07, 2.08e-07, 4.18e-10, 1.35e-06, 5.04e-08] []
516300 [3.13e-07, 5.71e-07, 4.77e-07, 3.35e-07, 3.48e-07, 4.07e-07, 1.96e-07, 7.88e-09, 2.34e-08, 6.92e-08, 5.94e-07, 1.67e-06, 2.05e-06, 3.53e-06, 0.00e+00, 0.00e+00, 5.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.78e-08, 2.11e-08] [3.13e-07, 5.71e-07, 4.77e-07, 3.35e-07, 3.48e-07, 4.07e-07, 1.96e-07, 7.88e-09, 2.34e-08, 6.92e-08, 5.94e-07, 1.67e-06, 2.05e-06, 3.53e-06, 0.00e+00, 0.00e+00, 5.22e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.78e-08, 2.11e-08] []
516400 [3.15e-07, 6.00e-07, 5.81e-07, 4.03e-07, 4.50e-07, 3.97e-07, 2.21e-07, 7.84e-08, 1.23e-08, 2.76e-08, 5.63e-07, 1.39e-06, 1.63e-06, 3.29e-07, 2.22e-08, 2.05e-09, 8.02e-09, 5.18e-10, 0.00e+00, 2.39e-09, 1.78e-08, 1.63e-08] [3.15e-07, 6.00e-07, 5.81e-07, 4.03e-07, 4.50e-07, 3.97e-07, 2.21e-07, 7.84e-08, 1.23e-08, 2.76e-08, 5.63e-07, 1.39e-06, 1.63e-06, 3.29e-07, 2.22e-08, 2.05e-09, 8.02e-09, 5.18e-10, 0.00e+00, 2.39e-09, 1.78e-08, 1.63e-08] []
516500 [2.84e-05, 9.55e-06, 4.91e-06, 6.35e-06, 2.75e-06, 6.30e-06, 1.56e-06, 2.06e-05, 1.99e-08, 7.09e-05, 7.21e-05, 2.66e-04, 3.40e-04, 1.73e-03, 5.88e-05, 1.50e-05, 1.25e-05, 1.26e-05, 2.81e-06, 0.00e+00, 1.56e-05, 2.29e-08] [2.84e-05, 9.55e-06, 4.91e-06, 6.35e-06, 2.75e-06, 6.30e-06, 1.56e-06, 2.06e-05, 1.99e-08, 7.09e-05, 7.21e-05, 2.66e-04, 3.40e-04, 1.73e-03, 5.88e-05, 1.50e-05, 1.25e-05, 1.26e-05, 2.81e-06, 0.00e+00, 1.56e-05, 2.29e-08] []
516600 [3.04e-07, 5.60e-07, 5.47e-07, 3.62e-07, 4.14e-07, 3.99e-07, 2.00e-07, 1.32e-08, 1.73e-10, 7.37e-09, 5.15e-07, 1.19e-06, 9.54e-07, 1.09e-07, 3.51e-09, 0.00e+00, 1.23e-10, 5.43e-12, 9.00e-09, 1.08e-11, 5.40e-08, 8.92e-11] [3.04e-07, 5.60e-07, 5.47e-07, 3.62e-07, 4.14e-07, 3.99e-07, 2.00e-07, 1.32e-08, 1.73e-10, 7.37e-09, 5.15e-07, 1.19e-06, 9.54e-07, 1.09e-07, 3.51e-09, 0.00e+00, 1.23e-10, 5.43e-12, 9.00e-09, 1.08e-11, 5.40e-08, 8.92e-11] []
516700 [3.57e-06, 1.15e-06, 9.15e-07, 4.15e-07, 1.03e-06, 2.69e-07, 3.42e-07, 1.59e-05, 5.93e-08, 3.27e-06, 6.08e-06, 1.33e-05, 2.39e-05, 7.38e-05, 2.86e-07, 2.34e-06, 4.94e-07, 8.25e-07, 1.58e-06, 2.64e-09, 9.15e-06, 1.57e-08] [3.57e-06, 1.15e-06, 9.15e-07, 4.15e-07, 1.03e-06, 2.69e-07, 3.42e-07, 1.59e-05, 5.93e-08, 3.27e-06, 6.08e-06, 1.33e-05, 2.39e-05, 7.38e-05, 2.86e-07, 2.34e-06, 4.94e-07, 8.25e-07, 1.58e-06, 2.64e-09, 9.15e-06, 1.57e-08] []
516800 [3.03e-07, 6.64e-07, 5.75e-07, 4.09e-07, 3.82e-07, 4.95e-07, 2.74e-07, 6.12e-07, 3.43e-05, 5.96e-08, 8.73e-07, 2.10e-06, 3.42e-06, 1.31e-06, 3.04e-09, 2.83e-10, 2.98e-11, 0.00e+00, 8.66e-08, 5.77e-06, 5.86e-07, 2.50e-05] [3.03e-07, 6.64e-07, 5.75e-07, 4.09e-07, 3.82e-07, 4.95e-07, 2.74e-07, 6.12e-07, 3.43e-05, 5.96e-08, 8.73e-07, 2.10e-06, 3.42e-06, 1.31e-06, 3.04e-09, 2.83e-10, 2.98e-11, 0.00e+00, 8.66e-08, 5.77e-06, 5.86e-07, 2.50e-05] []
516900 [1.43e-06, 8.57e-07, 7.73e-07, 5.52e-07, 5.75e-07, 3.87e-07, 2.32e-07, 5.64e-07, 9.08e-09, 8.57e-07, 6.12e-06, 6.84e-06, 8.60e-06, 5.93e-06, 4.79e-07, 2.54e-07, 1.42e-07, 1.56e-08, 1.61e-08, 4.95e-11, 9.82e-08, 3.23e-07] [1.43e-06, 8.57e-07, 7.73e-07, 5.52e-07, 5.75e-07, 3.87e-07, 2.32e-07, 5.64e-07, 9.08e-09, 8.57e-07, 6.12e-06, 6.84e-06, 8.60e-06, 5.93e-06, 4.79e-07, 2.54e-07, 1.42e-07, 1.56e-08, 1.61e-08, 4.95e-11, 9.82e-08, 3.23e-07] []
517000 [3.39e-07, 5.65e-07, 4.78e-07, 3.53e-07, 3.31e-07, 4.19e-07, 1.92e-07, 1.38e-07, 1.22e-09, 5.27e-08, 6.42e-07, 1.78e-06, 2.28e-06, 3.99e-06, 0.00e+00, 0.00e+00, 9.92e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-07, 2.02e-09] [3.39e-07, 5.65e-07, 4.78e-07, 3.53e-07, 3.31e-07, 4.19e-07, 1.92e-07, 1.38e-07, 1.22e-09, 5.27e-08, 6.42e-07, 1.78e-06, 2.28e-06, 3.99e-06, 0.00e+00, 0.00e+00, 9.92e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-07, 2.02e-09] []
517100 [3.15e-07, 5.80e-07, 5.63e-07, 4.04e-07, 3.94e-07, 4.29e-07, 2.00e-07, 4.39e-07, 3.08e-08, 2.55e-09, 5.23e-07, 1.19e-06, 1.05e-06, 5.96e-08, 5.61e-09, 1.51e-11, 2.70e-09, 3.26e-09, 0.00e+00, 1.28e-09, 2.72e-07, 8.26e-09] [3.15e-07, 5.80e-07, 5.63e-07, 4.04e-07, 3.94e-07, 4.29e-07, 2.00e-07, 4.39e-07, 3.08e-08, 2.55e-09, 5.23e-07, 1.19e-06, 1.05e-06, 5.96e-08, 5.61e-09, 1.51e-11, 2.70e-09, 3.26e-09, 0.00e+00, 1.28e-09, 2.72e-07, 8.26e-09] []
517200 [3.64e-05, 1.29e-05, 4.62e-06, 2.38e-05, 6.52e-06, 7.08e-06, 3.28e-06, 2.15e-05, 2.18e-04, 4.82e-06, 3.62e-05, 3.88e-04, 3.47e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 8.70e-06, 8.96e-05] [3.64e-05, 1.29e-05, 4.62e-06, 2.38e-05, 6.52e-06, 7.08e-06, 3.28e-06, 2.15e-05, 2.18e-04, 4.82e-06, 3.62e-05, 3.88e-04, 3.47e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-05, 8.70e-06, 8.96e-05] []
517300 [3.87e-07, 1.27e-06, 9.26e-07, 1.55e-06, 5.91e-07, 1.55e-06, 4.19e-07, 3.74e-09, 2.55e-08, 5.20e-08, 4.84e-07, 1.66e-06, 1.33e-06, 6.71e-07, 2.33e-08, 7.04e-09, 0.00e+00, 0.00e+00, 4.65e-09, 0.00e+00, 2.75e-08, 2.51e-08] [3.87e-07, 1.27e-06, 9.26e-07, 1.55e-06, 5.91e-07, 1.55e-06, 4.19e-07, 3.74e-09, 2.55e-08, 5.20e-08, 4.84e-07, 1.66e-06, 1.33e-06, 6.71e-07, 2.33e-08, 7.04e-09, 0.00e+00, 0.00e+00, 4.65e-09, 0.00e+00, 2.75e-08, 2.51e-08] []
517400 [2.94e-07, 8.65e-07, 6.72e-07, 8.10e-07, 2.98e-07, 7.91e-07, 2.22e-07, 8.46e-09, 1.10e-10, 1.78e-14, 4.54e-07, 1.10e-06, 8.19e-07, 4.48e-09, 1.66e-08, 5.20e-09, 1.30e-09, 2.69e-10, 5.91e-09, 1.34e-12, 3.51e-08, 6.89e-11] [2.94e-07, 8.65e-07, 6.72e-07, 8.10e-07, 2.98e-07, 7.91e-07, 2.22e-07, 8.46e-09, 1.10e-10, 1.78e-14, 4.54e-07, 1.10e-06, 8.19e-07, 4.48e-09, 1.66e-08, 5.20e-09, 1.30e-09, 2.69e-10, 5.91e-09, 1.34e-12, 3.51e-08, 6.89e-11] []
517500 [1.41e-05, 3.87e-06, 4.73e-06, 4.63e-06, 1.75e-06, 3.06e-06, 1.87e-06, 5.19e-05, 6.41e-07, 1.04e-05, 2.56e-05, 9.85e-05, 1.05e-04, 5.00e-04, 1.06e-05, 9.28e-06, 2.31e-06, 4.10e-07, 8.31e-06, 9.72e-08, 4.33e-05, 4.96e-07] [1.41e-05, 3.87e-06, 4.73e-06, 4.63e-06, 1.75e-06, 3.06e-06, 1.87e-06, 5.19e-05, 6.41e-07, 1.04e-05, 2.56e-05, 9.85e-05, 1.05e-04, 5.00e-04, 1.06e-05, 9.28e-06, 2.31e-06, 4.10e-07, 8.31e-06, 9.72e-08, 4.33e-05, 4.96e-07] []
517600 [2.93e-07, 6.89e-07, 5.80e-07, 4.74e-07, 3.07e-07, 4.52e-07, 1.65e-07, 8.09e-08, 3.47e-10, 1.45e-11, 4.89e-07, 1.17e-06, 9.36e-07, 6.40e-09, 5.52e-09, 1.39e-09, 5.45e-10, 2.41e-10, 9.39e-09, 3.18e-15, 5.71e-08, 2.84e-10] [2.93e-07, 6.89e-07, 5.80e-07, 4.74e-07, 3.07e-07, 4.52e-07, 1.65e-07, 8.09e-08, 3.47e-10, 1.45e-11, 4.89e-07, 1.17e-06, 9.36e-07, 6.40e-09, 5.52e-09, 1.39e-09, 5.45e-10, 2.41e-10, 9.39e-09, 3.18e-15, 5.71e-08, 2.84e-10] []
517700 [1.38e-04, 3.97e-05, 1.04e-05, 2.41e-05, 9.31e-06, 2.13e-05, 4.07e-06, 2.02e-06, 4.22e-04, 1.59e-04, 1.90e-04, 1.11e-03, 1.47e-03, 6.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 6.59e-04] [1.38e-04, 3.97e-05, 1.04e-05, 2.41e-05, 9.31e-06, 2.13e-05, 4.07e-06, 2.02e-06, 4.22e-04, 1.59e-04, 1.90e-04, 1.11e-03, 1.47e-03, 6.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.19e-06, 6.59e-04] []
517800 [3.45e-07, 8.93e-07, 6.85e-07, 6.44e-07, 3.26e-07, 5.65e-07, 1.92e-07, 1.46e-08, 3.66e-06, 7.23e-09, 5.62e-07, 1.29e-06, 1.13e-06, 6.15e-08, 1.84e-08, 1.06e-09, 2.54e-10, 3.78e-09, 9.62e-11, 6.87e-08, 6.10e-09, 3.43e-07] [3.45e-07, 8.93e-07, 6.85e-07, 6.44e-07, 3.26e-07, 5.65e-07, 1.92e-07, 1.46e-08, 3.66e-06, 7.23e-09, 5.62e-07, 1.29e-06, 1.13e-06, 6.15e-08, 1.84e-08, 1.06e-09, 2.54e-10, 3.78e-09, 9.62e-11, 6.87e-08, 6.10e-09, 3.43e-07] []
517900 [2.95e-07, 6.77e-07, 5.52e-07, 5.04e-07, 2.77e-07, 4.66e-07, 1.90e-07, 1.34e-08, 1.26e-10, 3.09e-10, 4.88e-07, 1.13e-06, 8.86e-07, 1.88e-09, 4.50e-09, 2.68e-10, 1.29e-09, 2.33e-10, 1.95e-09, 2.15e-11, 1.38e-08, 1.79e-10] [2.95e-07, 6.77e-07, 5.52e-07, 5.04e-07, 2.77e-07, 4.66e-07, 1.90e-07, 1.34e-08, 1.26e-10, 3.09e-10, 4.88e-07, 1.13e-06, 8.86e-07, 1.88e-09, 4.50e-09, 2.68e-10, 1.29e-09, 2.33e-10, 1.95e-09, 2.15e-11, 1.38e-08, 1.79e-10] []
518000 [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07] [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 54.180630 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
518000 [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07] [1.45e-06, 1.02e-06, 8.00e-07, 5.78e-07, 5.12e-07, 6.76e-07, 2.22e-07, 7.62e-06, 3.65e-07, 1.33e-06, 3.50e-06, 1.07e-05, 9.57e-06, 5.01e-05, 0.00e+00, 6.74e-09, 0.00e+00, 0.00e+00, 1.00e-06, 4.06e-08, 6.04e-06, 2.17e-07] []
518100 [3.00e-07, 6.17e-07, 5.74e-07, 4.27e-07, 3.48e-07, 4.01e-07, 1.78e-07, 1.40e-08, 1.95e-10, 2.35e-10, 5.00e-07, 1.17e-06, 9.28e-07, 7.49e-09, 2.80e-09, 1.61e-10, 7.77e-10, 1.44e-10, 2.26e-09, 2.98e-11, 1.56e-08, 1.84e-10] [3.00e-07, 6.17e-07, 5.74e-07, 4.27e-07, 3.48e-07, 4.01e-07, 1.78e-07, 1.40e-08, 1.95e-10, 2.35e-10, 5.00e-07, 1.17e-06, 9.28e-07, 7.49e-09, 2.80e-09, 1.61e-10, 7.77e-10, 1.44e-10, 2.26e-09, 2.98e-11, 1.56e-08, 1.84e-10] []
518200 [1.51e-04, 5.17e-05, 1.43e-05, 3.25e-05, 1.17e-05, 2.80e-05, 5.28e-06, 2.65e-04, 3.84e-05, 1.69e-04, 2.14e-04, 1.43e-03, 1.66e-03, 8.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-04, 4.66e-05] [1.51e-04, 5.17e-05, 1.43e-05, 3.25e-05, 1.17e-05, 2.80e-05, 5.28e-06, 2.65e-04, 3.84e-05, 1.69e-04, 2.14e-04, 1.43e-03, 1.66e-03, 8.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.41e-04, 4.66e-05] []
518300 [3.15e-07, 6.43e-07, 6.00e-07, 4.21e-07, 4.06e-07, 4.06e-07, 1.82e-07, 1.40e-08, 7.27e-09, 2.80e-09, 5.12e-07, 1.21e-06, 9.52e-07, 2.05e-08, 1.53e-09, 4.89e-11, 4.72e-11, 2.90e-11, 1.41e-14, 3.40e-10, 1.30e-08, 2.24e-09] [3.15e-07, 6.43e-07, 6.00e-07, 4.21e-07, 4.06e-07, 4.06e-07, 1.82e-07, 1.40e-08, 7.27e-09, 2.80e-09, 5.12e-07, 1.21e-06, 9.52e-07, 2.05e-08, 1.53e-09, 4.89e-11, 4.72e-11, 2.90e-11, 1.41e-14, 3.40e-10, 1.30e-08, 2.24e-09] []
518400 [7.87e-07, 6.63e-07, 8.35e-07, 6.31e-07, 5.62e-07, 4.77e-07, 1.90e-07, 2.02e-05, 5.03e-04, 3.06e-07, 1.11e-05, 9.88e-06, 2.35e-05, 1.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 7.78e-04] [7.87e-07, 6.63e-07, 8.35e-07, 6.31e-07, 5.62e-07, 4.77e-07, 1.90e-07, 2.02e-05, 5.03e-04, 3.06e-07, 1.11e-05, 9.88e-06, 2.35e-05, 1.04e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.09e-05, 7.78e-04] []
518500 [3.14e-07, 6.21e-07, 5.03e-07, 4.07e-07, 3.84e-07, 3.80e-07, 2.42e-07, 9.89e-09, 5.02e-09, 8.45e-09, 5.16e-07, 1.22e-06, 1.09e-06, 4.62e-07, 1.84e-08, 4.91e-10, 2.91e-09, 2.50e-09, 6.38e-09, 2.73e-11, 3.80e-08, 8.29e-09] [3.14e-07, 6.21e-07, 5.03e-07, 4.07e-07, 3.84e-07, 3.80e-07, 2.42e-07, 9.89e-09, 5.02e-09, 8.45e-09, 5.16e-07, 1.22e-06, 1.09e-06, 4.62e-07, 1.84e-08, 4.91e-10, 2.91e-09, 2.50e-09, 6.38e-09, 2.73e-11, 3.80e-08, 8.29e-09] []
518600 [1.22e-05, 5.81e-06, 6.23e-06, 6.76e-06, 3.63e-06, 2.65e-06, 3.04e-06, 3.24e-05, 4.81e-07, 1.68e-05, 1.17e-04, 2.70e-04, 8.04e-04, 1.81e-03, 2.28e-05, 3.55e-05, 1.06e-05, 1.09e-05, 1.13e-05, 2.29e-07, 5.48e-05, 1.12e-06] [1.22e-05, 5.81e-06, 6.23e-06, 6.76e-06, 3.63e-06, 2.65e-06, 3.04e-06, 3.24e-05, 4.81e-07, 1.68e-05, 1.17e-04, 2.70e-04, 8.04e-04, 1.81e-03, 2.28e-05, 3.55e-05, 1.06e-05, 1.09e-05, 1.13e-05, 2.29e-07, 5.48e-05, 1.12e-06] []
518700 [3.17e-07, 5.97e-07, 5.61e-07, 4.06e-07, 4.18e-07, 4.11e-07, 1.94e-07, 1.26e-09, 2.02e-11, 1.97e-09, 5.07e-07, 1.18e-06, 9.49e-07, 6.46e-08, 2.11e-09, 9.15e-11, 1.77e-10, 0.00e+00, 1.40e-10, 2.94e-11, 5.76e-09, 1.94e-10] [3.17e-07, 5.97e-07, 5.61e-07, 4.06e-07, 4.18e-07, 4.11e-07, 1.94e-07, 1.26e-09, 2.02e-11, 1.97e-09, 5.07e-07, 1.18e-06, 9.49e-07, 6.46e-08, 2.11e-09, 9.15e-11, 1.77e-10, 0.00e+00, 1.40e-10, 2.94e-11, 5.76e-09, 1.94e-10] []
518800 [1.38e-05, 4.44e-06, 1.48e-06, 2.34e-06, 1.07e-06, 2.71e-06, 5.38e-07, 4.56e-05, 8.38e-08, 8.57e-06, 2.34e-05, 1.15e-04, 2.14e-04, 6.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-05, 1.93e-07] [1.38e-05, 4.44e-06, 1.48e-06, 2.34e-06, 1.07e-06, 2.71e-06, 5.38e-07, 4.56e-05, 8.38e-08, 8.57e-06, 2.34e-05, 1.15e-04, 2.14e-04, 6.57e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.34e-05, 1.93e-07] []
518900 [3.28e-07, 6.23e-07, 5.90e-07, 4.30e-07, 3.98e-07, 4.47e-07, 1.83e-07, 3.52e-08, 1.87e-09, 2.67e-10, 5.11e-07, 1.16e-06, 9.41e-07, 1.57e-08, 3.22e-09, 2.77e-10, 1.17e-10, 9.79e-11, 3.08e-09, 0.00e+00, 1.96e-08, 6.82e-09] [3.28e-07, 6.23e-07, 5.90e-07, 4.30e-07, 3.98e-07, 4.47e-07, 1.83e-07, 3.52e-08, 1.87e-09, 2.67e-10, 5.11e-07, 1.16e-06, 9.41e-07, 1.57e-08, 3.22e-09, 2.77e-10, 1.17e-10, 9.79e-11, 3.08e-09, 0.00e+00, 1.96e-08, 6.82e-09] []
519000 [3.96e-07, 6.01e-07, 4.77e-07, 3.54e-07, 3.26e-07, 4.34e-07, 1.73e-07, 5.99e-08, 4.03e-09, 2.13e-07, 7.76e-07, 2.49e-06, 3.70e-06, 9.60e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 5.18e-09] [3.96e-07, 6.01e-07, 4.77e-07, 3.54e-07, 3.26e-07, 4.34e-07, 1.73e-07, 5.99e-08, 4.03e-09, 2.13e-07, 7.76e-07, 2.49e-06, 3.70e-06, 9.60e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.90e-08, 5.18e-09] []
519100 [3.08e-07, 6.43e-07, 5.61e-07, 4.04e-07, 4.06e-07, 4.65e-07, 1.84e-07, 2.36e-09, 6.58e-09, 7.15e-08, 6.21e-07, 1.64e-06, 1.14e-06, 1.99e-06, 9.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-10, 3.34e-09, 6.01e-09, 2.05e-08] [3.08e-07, 6.43e-07, 5.61e-07, 4.04e-07, 4.06e-07, 4.65e-07, 1.84e-07, 2.36e-09, 6.58e-09, 7.15e-08, 6.21e-07, 1.64e-06, 1.14e-06, 1.99e-06, 9.01e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.66e-10, 3.34e-09, 6.01e-09, 2.05e-08] []
519200 [1.95e-05, 4.06e-06, 2.79e-06, 4.16e-06, 2.08e-06, 2.37e-06, 2.36e-06, 9.74e-05, 2.93e-06, 1.78e-05, 4.01e-05, 1.68e-04, 2.68e-04, 1.06e-03, 1.53e-05, 1.21e-05, 9.22e-06, 3.23e-06, 2.01e-05, 3.10e-07, 9.87e-05, 1.56e-06] [1.95e-05, 4.06e-06, 2.79e-06, 4.16e-06, 2.08e-06, 2.37e-06, 2.36e-06, 9.74e-05, 2.93e-06, 1.78e-05, 4.01e-05, 1.68e-04, 2.68e-04, 1.06e-03, 1.53e-05, 1.21e-05, 9.22e-06, 3.23e-06, 2.01e-05, 3.10e-07, 9.87e-05, 1.56e-06] []
519300 [2.90e-07, 5.37e-07, 4.88e-07, 3.55e-07, 3.87e-07, 3.92e-07, 1.84e-07, 1.68e-09, 3.42e-11, 1.45e-08, 5.07e-07, 1.22e-06, 9.74e-07, 4.85e-07, 4.25e-10, 0.00e+00, 3.40e-11, 0.00e+00, 2.50e-09, 1.70e-12, 1.62e-08, 1.04e-10] [2.90e-07, 5.37e-07, 4.88e-07, 3.55e-07, 3.87e-07, 3.92e-07, 1.84e-07, 1.68e-09, 3.42e-11, 1.45e-08, 5.07e-07, 1.22e-06, 9.74e-07, 4.85e-07, 4.25e-10, 0.00e+00, 3.40e-11, 0.00e+00, 2.50e-09, 1.70e-12, 1.62e-08, 1.04e-10] []
519400 [3.42e-07, 6.53e-07, 5.70e-07, 3.58e-07, 4.89e-07, 4.46e-07, 1.93e-07, 1.65e-07, 1.61e-07, 8.54e-09, 6.10e-07, 1.56e-06, 1.30e-06, 8.72e-08, 3.86e-09, 1.26e-09, 1.59e-09, 6.65e-09, 1.72e-09, 9.98e-10, 1.07e-08, 1.76e-09] [3.42e-07, 6.53e-07, 5.70e-07, 3.58e-07, 4.89e-07, 4.46e-07, 1.93e-07, 1.65e-07, 1.61e-07, 8.54e-09, 6.10e-07, 1.56e-06, 1.30e-06, 8.72e-08, 3.86e-09, 1.26e-09, 1.59e-09, 6.65e-09, 1.72e-09, 9.98e-10, 1.07e-08, 1.76e-09] []
519500 [6.29e-06, 2.35e-06, 8.96e-07, 1.23e-06, 6.57e-07, 1.55e-06, 3.48e-07, 1.70e-05, 5.60e-07, 4.08e-06, 1.17e-05, 5.36e-05, 1.04e-04, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-05, 8.17e-07] [6.29e-06, 2.35e-06, 8.96e-07, 1.23e-06, 6.57e-07, 1.55e-06, 3.48e-07, 1.70e-05, 5.60e-07, 4.08e-06, 1.17e-05, 5.36e-05, 1.04e-04, 3.12e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.35e-05, 8.17e-07] []
519600 [3.36e-07, 6.07e-07, 5.80e-07, 3.88e-07, 4.44e-07, 4.47e-07, 1.87e-07, 2.48e-08, 9.78e-08, 9.07e-08, 6.61e-07, 1.19e-06, 9.63e-07, 3.89e-08, 2.40e-09, 1.68e-09, 3.67e-11, 2.36e-09, 1.35e-10, 0.00e+00, 2.25e-07, 1.78e-07] [3.36e-07, 6.07e-07, 5.80e-07, 3.88e-07, 4.44e-07, 4.47e-07, 1.87e-07, 2.48e-08, 9.78e-08, 9.07e-08, 6.61e-07, 1.19e-06, 9.63e-07, 3.89e-08, 2.40e-09, 1.68e-09, 3.67e-11, 2.36e-09, 1.35e-10, 0.00e+00, 2.25e-07, 1.78e-07] []
519700 [1.59e-05, 5.45e-06, 2.78e-06, 4.83e-06, 4.38e-06, 3.47e-06, 2.06e-06, 1.04e-08, 1.08e-05, 4.98e-05, 1.09e-04, 3.19e-04, 1.63e-04, 1.47e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-08, 2.43e-06, 2.26e-07, 1.03e-05] [1.59e-05, 5.45e-06, 2.78e-06, 4.83e-06, 4.38e-06, 3.47e-06, 2.06e-06, 1.04e-08, 1.08e-05, 4.98e-05, 1.09e-04, 3.19e-04, 1.63e-04, 1.47e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-08, 2.43e-06, 2.26e-07, 1.03e-05] []
519800 [3.14e-07, 5.99e-07, 5.86e-07, 3.98e-07, 4.35e-07, 4.42e-07, 1.87e-07, 1.38e-08, 1.87e-09, 4.21e-09, 5.01e-07, 1.12e-06, 9.01e-07, 3.36e-08, 3.27e-09, 1.28e-10, 8.89e-11, 6.38e-10, 6.74e-09, 1.02e-11, 4.03e-08, 6.15e-10] [3.14e-07, 5.99e-07, 5.86e-07, 3.98e-07, 4.35e-07, 4.42e-07, 1.87e-07, 1.38e-08, 1.87e-09, 4.21e-09, 5.01e-07, 1.12e-06, 9.01e-07, 3.36e-08, 3.27e-09, 1.28e-10, 8.89e-11, 6.38e-10, 6.74e-09, 1.02e-11, 4.03e-08, 6.15e-10] []
519900 [4.95e-06, 2.98e-06, 8.11e-07, 2.16e-06, 1.15e-06, 2.70e-06, 8.81e-07, 1.20e-05, 1.94e-07, 1.14e-05, 4.70e-05, 8.21e-05, 2.40e-05, 3.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.58e-06, 4.64e-07, 2.43e-05, 2.01e-06] [4.95e-06, 2.98e-06, 8.11e-07, 2.16e-06, 1.15e-06, 2.70e-06, 8.81e-07, 1.20e-05, 1.94e-07, 1.14e-05, 4.70e-05, 8.21e-05, 2.40e-05, 3.43e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.58e-06, 4.64e-07, 2.43e-05, 2.01e-06] []
520000 [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08] [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 62.147349 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
520000 [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08] [3.15e-07, 5.54e-07, 5.33e-07, 3.66e-07, 4.17e-07, 4.01e-07, 1.78e-07, 2.40e-08, 1.86e-08, 1.19e-10, 4.97e-07, 1.10e-06, 9.06e-07, 2.94e-09, 4.17e-09, 6.80e-10, 3.43e-10, 3.43e-10, 5.65e-09, 0.00e+00, 3.41e-08, 1.40e-08] []
520100 [8.21e-05, 2.22e-04, 1.26e-05, 2.11e-04, 3.50e-05, 3.77e-05, 3.77e-06, 1.80e-04, 4.84e-07, 3.55e-04, 1.40e-03, 8.25e-03, 2.76e-03, 3.41e-03, 9.78e-07, 0.00e+00, 1.49e-07, 0.00e+00, 5.11e-05, 0.00e+00, 9.63e-05, 7.66e-06] [8.21e-05, 2.22e-04, 1.26e-05, 2.11e-04, 3.50e-05, 3.77e-05, 3.77e-06, 1.80e-04, 4.84e-07, 3.55e-04, 1.40e-03, 8.25e-03, 2.76e-03, 3.41e-03, 9.78e-07, 0.00e+00, 1.49e-07, 0.00e+00, 5.11e-05, 0.00e+00, 9.63e-05, 7.66e-06] []
520200 [2.09e-05, 1.79e-05, 2.37e-06, 3.24e-05, 9.23e-07, 1.02e-05, 2.14e-07, 1.98e-08, 1.40e-08, 6.88e-07, 6.12e-05, 6.91e-04, 8.52e-04, 1.02e-05, 6.80e-09, 2.38e-06, 0.00e+00, 0.00e+00, 1.08e-10, 7.74e-11, 4.72e-08, 7.92e-11] [2.09e-05, 1.79e-05, 2.37e-06, 3.24e-05, 9.23e-07, 1.02e-05, 2.14e-07, 1.98e-08, 1.40e-08, 6.88e-07, 6.12e-05, 6.91e-04, 8.52e-04, 1.02e-05, 6.80e-09, 2.38e-06, 0.00e+00, 0.00e+00, 1.08e-10, 7.74e-11, 4.72e-08, 7.92e-11] []
520300 [1.40e-05, 1.14e-05, 3.68e-06, 1.90e-05, 1.33e-06, 5.67e-06, 1.52e-07, 5.93e-11, 1.83e-12, 1.83e-09, 2.31e-05, 6.28e-04, 7.33e-04, 2.14e-07, 1.39e-08, 8.40e-08, 3.03e-07, 2.62e-08, 2.86e-12, 1.13e-12, 2.29e-09, 2.03e-11] [1.40e-05, 1.14e-05, 3.68e-06, 1.90e-05, 1.33e-06, 5.67e-06, 1.52e-07, 5.93e-11, 1.83e-12, 1.83e-09, 2.31e-05, 6.28e-04, 7.33e-04, 2.14e-07, 1.39e-08, 8.40e-08, 3.03e-07, 2.62e-08, 2.86e-12, 1.13e-12, 2.29e-09, 2.03e-11] []
520400 [1.14e-05, 9.67e-06, 3.63e-06, 1.29e-05, 1.46e-06, 4.33e-06, 9.92e-08, 3.91e-11, 1.65e-11, 5.05e-10, 1.41e-05, 6.22e-04, 7.12e-04, 1.36e-07, 3.94e-08, 5.82e-11, 2.09e-07, 1.59e-08, 2.79e-12, 1.01e-11, 3.51e-09, 6.64e-11] [1.14e-05, 9.67e-06, 3.63e-06, 1.29e-05, 1.46e-06, 4.33e-06, 9.92e-08, 3.91e-11, 1.65e-11, 5.05e-10, 1.41e-05, 6.22e-04, 7.12e-04, 1.36e-07, 3.94e-08, 5.82e-11, 2.09e-07, 1.59e-08, 2.79e-12, 1.01e-11, 3.51e-09, 6.64e-11] []
520500 [1.00e-05, 9.02e-06, 3.19e-06, 9.97e-06, 1.18e-06, 4.04e-06, 6.45e-08, 3.13e-11, 1.35e-10, 7.03e-10, 1.16e-05, 6.19e-04, 7.03e-04, 1.13e-07, 4.28e-08, 0.00e+00, 1.03e-07, 1.48e-08, 6.09e-12, 1.24e-11, 3.58e-09, 8.16e-11] [1.00e-05, 9.02e-06, 3.19e-06, 9.97e-06, 1.18e-06, 4.04e-06, 6.45e-08, 3.13e-11, 1.35e-10, 7.03e-10, 1.16e-05, 6.19e-04, 7.03e-04, 1.13e-07, 4.28e-08, 0.00e+00, 1.03e-07, 1.48e-08, 6.09e-12, 1.24e-11, 3.58e-09, 8.16e-11] []
520600 [9.09e-06, 8.59e-06, 3.05e-06, 7.93e-06, 1.04e-06, 3.98e-06, 8.34e-07, 1.88e-11, 5.04e-06, 9.15e-10, 1.07e-05, 6.15e-04, 6.94e-04, 1.68e-07, 3.63e-08, 0.00e+00, 4.59e-08, 1.56e-08, 1.64e-12, 0.00e+00, 9.85e-09, 8.24e-06] [9.09e-06, 8.59e-06, 3.05e-06, 7.93e-06, 1.04e-06, 3.98e-06, 8.34e-07, 1.88e-11, 5.04e-06, 9.15e-10, 1.07e-05, 6.15e-04, 6.94e-04, 1.68e-07, 3.63e-08, 0.00e+00, 4.59e-08, 1.56e-08, 1.64e-12, 0.00e+00, 9.85e-09, 8.24e-06] []
520700 [8.30e-06, 8.46e-06, 2.60e-06, 7.20e-06, 1.26e-06, 4.08e-06, 4.84e-07, 1.96e-09, 4.66e-10, 1.17e-09, 1.00e-05, 6.09e-04, 6.83e-04, 1.24e-07, 2.51e-08, 0.00e+00, 2.70e-08, 1.78e-08, 3.30e-12, 5.99e-11, 1.03e-08, 8.05e-10] [8.30e-06, 8.46e-06, 2.60e-06, 7.20e-06, 1.26e-06, 4.08e-06, 4.84e-07, 1.96e-09, 4.66e-10, 1.17e-09, 1.00e-05, 6.09e-04, 6.83e-04, 1.24e-07, 2.51e-08, 0.00e+00, 2.70e-08, 1.78e-08, 3.30e-12, 5.99e-11, 1.03e-08, 8.05e-10] []
520800 [7.88e-06, 8.34e-06, 2.39e-06, 6.60e-06, 1.58e-06, 4.14e-06, 4.13e-07, 2.72e-09, 2.59e-11, 1.74e-09, 9.61e-06, 6.01e-04, 6.69e-04, 1.33e-07, 1.57e-08, 0.00e+00, 2.16e-08, 2.33e-08, 2.47e-10, 1.82e-11, 5.61e-09, 8.75e-10] [7.88e-06, 8.34e-06, 2.39e-06, 6.60e-06, 1.58e-06, 4.14e-06, 4.13e-07, 2.72e-09, 2.59e-11, 1.74e-09, 9.61e-06, 6.01e-04, 6.69e-04, 1.33e-07, 1.57e-08, 0.00e+00, 2.16e-08, 2.33e-08, 2.47e-10, 1.82e-11, 5.61e-09, 8.75e-10] []
520900 [7.53e-06, 8.08e-06, 2.37e-06, 6.02e-06, 1.93e-06, 4.10e-06, 3.49e-07, 7.81e-09, 7.83e-12, 1.89e-09, 9.54e-06, 5.90e-04, 6.50e-04, 1.45e-07, 8.40e-09, 0.00e+00, 2.88e-08, 3.74e-08, 1.00e-09, 3.12e-11, 1.14e-08, 1.26e-09] [7.53e-06, 8.08e-06, 2.37e-06, 6.02e-06, 1.93e-06, 4.10e-06, 3.49e-07, 7.81e-09, 7.83e-12, 1.89e-09, 9.54e-06, 5.90e-04, 6.50e-04, 1.45e-07, 8.40e-09, 0.00e+00, 2.88e-08, 3.74e-08, 1.00e-09, 3.12e-11, 1.14e-08, 1.26e-09] []
521000 [7.10e-06, 7.60e-06, 2.46e-06, 5.48e-06, 2.22e-06, 4.03e-06, 2.96e-07, 1.50e-08, 7.83e-14, 1.86e-09, 1.06e-05, 5.73e-04, 6.23e-04, 1.59e-07, 3.84e-09, 0.00e+00, 4.48e-08, 5.66e-08, 1.79e-09, 3.96e-11, 1.62e-08, 1.18e-09] [7.10e-06, 7.60e-06, 2.46e-06, 5.48e-06, 2.22e-06, 4.03e-06, 2.96e-07, 1.50e-08, 7.83e-14, 1.86e-09, 1.06e-05, 5.73e-04, 6.23e-04, 1.59e-07, 3.84e-09, 0.00e+00, 4.48e-08, 5.66e-08, 1.79e-09, 3.96e-11, 1.62e-08, 1.18e-09] []
521100 [6.91e-06, 7.27e-06, 2.58e-06, 5.09e-06, 2.48e-06, 3.79e-06, 2.57e-07, 2.33e-07, 5.88e-08, 3.69e-08, 2.15e-05, 5.47e-04, 5.82e-04, 1.58e-07, 1.80e-09, 0.00e+00, 1.55e-07, 1.89e-07, 1.90e-07, 1.49e-08, 1.26e-06, 1.00e-07] [6.91e-06, 7.27e-06, 2.58e-06, 5.09e-06, 2.48e-06, 3.79e-06, 2.57e-07, 2.33e-07, 5.88e-08, 3.69e-08, 2.15e-05, 5.47e-04, 5.82e-04, 1.58e-07, 1.80e-09, 0.00e+00, 1.55e-07, 1.89e-07, 1.90e-07, 1.49e-08, 1.26e-06, 1.00e-07] []
521200 [6.75e-06, 5.98e-06, 2.63e-06, 4.67e-06, 2.49e-06, 3.57e-06, 2.35e-07, 8.56e-08, 6.65e-10, 3.39e-09, 2.59e-05, 4.98e-04, 5.14e-04, 2.20e-07, 3.48e-10, 0.00e+00, 1.17e-07, 1.20e-07, 0.00e+00, 2.25e-10, 9.60e-08, 3.03e-09] [6.75e-06, 5.98e-06, 2.63e-06, 4.67e-06, 2.49e-06, 3.57e-06, 2.35e-07, 8.56e-08, 6.65e-10, 3.39e-09, 2.59e-05, 4.98e-04, 5.14e-04, 2.20e-07, 3.48e-10, 0.00e+00, 1.17e-07, 1.20e-07, 0.00e+00, 2.25e-10, 9.60e-08, 3.03e-09] []
521300 [8.14e-06, 4.63e-06, 2.54e-06, 4.24e-06, 2.37e-06, 3.39e-06, 2.28e-07, 1.04e-06, 5.07e-09, 2.51e-08, 7.33e-05, 4.25e-04, 4.29e-04, 1.81e-05, 1.74e-07, 1.07e-07, 9.31e-07, 8.21e-07, 1.27e-07, 7.09e-09, 8.28e-07, 4.29e-08] [8.14e-06, 4.63e-06, 2.54e-06, 4.24e-06, 2.37e-06, 3.39e-06, 2.28e-07, 1.04e-06, 5.07e-09, 2.51e-08, 7.33e-05, 4.25e-04, 4.29e-04, 1.81e-05, 1.74e-07, 1.07e-07, 9.31e-07, 8.21e-07, 1.27e-07, 7.09e-09, 8.28e-07, 4.29e-08] []
521400 [8.82e-06, 3.45e-06, 2.38e-06, 4.18e-06, 2.24e-06, 3.33e-06, 2.52e-07, 3.36e-08, 1.07e-08, 3.16e-07, 7.11e-05, 3.33e-04, 3.14e-04, 2.31e-05, 2.25e-07, 2.15e-07, 7.72e-07, 7.16e-07, 4.44e-08, 5.72e-09, 2.55e-07, 3.30e-08] [8.82e-06, 3.45e-06, 2.38e-06, 4.18e-06, 2.24e-06, 3.33e-06, 2.52e-07, 3.36e-08, 1.07e-08, 3.16e-07, 7.11e-05, 3.33e-04, 3.14e-04, 2.31e-05, 2.25e-07, 2.15e-07, 7.72e-07, 7.16e-07, 4.44e-08, 5.72e-09, 2.55e-07, 3.30e-08] []
521500 [8.75e-06, 2.89e-06, 2.34e-06, 4.12e-06, 2.12e-06, 3.21e-06, 2.74e-07, 1.94e-07, 3.48e-08, 1.13e-07, 8.98e-05, 2.46e-04, 2.23e-04, 2.39e-05, 3.97e-07, 4.59e-07, 1.34e-06, 1.23e-06, 1.17e-07, 7.02e-09, 6.96e-07, 4.11e-08] [8.75e-06, 2.89e-06, 2.34e-06, 4.12e-06, 2.12e-06, 3.21e-06, 2.74e-07, 1.94e-07, 3.48e-08, 1.13e-07, 8.98e-05, 2.46e-04, 2.23e-04, 2.39e-05, 3.97e-07, 4.59e-07, 1.34e-06, 1.23e-06, 1.17e-07, 7.02e-09, 6.96e-07, 4.11e-08] []
521600 [1.03e-05, 2.94e-06, 2.48e-06, 3.78e-06, 1.78e-06, 3.04e-06, 2.90e-07, 1.18e-05, 7.20e-07, 2.50e-06, 1.39e-04, 1.96e-04, 3.01e-04, 1.74e-04, 1.31e-06, 1.12e-06, 5.01e-06, 5.00e-06, 6.43e-08, 4.90e-07, 6.98e-07, 2.99e-06] [1.03e-05, 2.94e-06, 2.48e-06, 3.78e-06, 1.78e-06, 3.04e-06, 2.90e-07, 1.18e-05, 7.20e-07, 2.50e-06, 1.39e-04, 1.96e-04, 3.01e-04, 1.74e-04, 1.31e-06, 1.12e-06, 5.01e-06, 5.00e-06, 6.43e-08, 4.90e-07, 6.98e-07, 2.99e-06] []
521700 [1.26e-05, 3.07e-06, 2.49e-06, 4.17e-06, 2.03e-06, 2.95e-06, 3.09e-07, 2.19e-06, 1.52e-06, 6.61e-06, 1.05e-04, 1.85e-04, 1.65e-04, 1.76e-04, 2.46e-06, 1.73e-06, 3.37e-06, 3.08e-06, 4.66e-07, 2.47e-07, 3.08e-06, 1.60e-06] [1.26e-05, 3.07e-06, 2.49e-06, 4.17e-06, 2.03e-06, 2.95e-06, 3.09e-07, 2.19e-06, 1.52e-06, 6.61e-06, 1.05e-04, 1.85e-04, 1.65e-04, 1.76e-04, 2.46e-06, 1.73e-06, 3.37e-06, 3.08e-06, 4.66e-07, 2.47e-07, 3.08e-06, 1.60e-06] []
521800 [9.78e-06, 2.97e-06, 2.63e-06, 3.92e-06, 1.90e-06, 2.92e-06, 3.14e-07, 4.88e-06, 3.46e-09, 1.80e-07, 9.15e-05, 1.41e-04, 1.02e-04, 3.31e-06, 7.04e-07, 7.92e-07, 8.75e-07, 6.73e-07, 0.00e+00, 7.27e-09, 4.88e-06, 4.13e-08] [9.78e-06, 2.97e-06, 2.63e-06, 3.92e-06, 1.90e-06, 2.92e-06, 3.14e-07, 4.88e-06, 3.46e-09, 1.80e-07, 9.15e-05, 1.41e-04, 1.02e-04, 3.31e-06, 7.04e-07, 7.92e-07, 8.75e-07, 6.73e-07, 0.00e+00, 7.27e-09, 4.88e-06, 4.13e-08] []
521900 [8.39e-06, 2.78e-06, 2.51e-06, 5.17e-06, 2.22e-06, 2.98e-06, 3.27e-07, 1.49e-05, 9.08e-06, 2.00e-06, 8.75e-05, 1.88e-04, 1.89e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 9.99e-06] [8.39e-06, 2.78e-06, 2.51e-06, 5.17e-06, 2.22e-06, 2.98e-06, 3.27e-07, 1.49e-05, 9.08e-06, 2.00e-06, 8.75e-05, 1.88e-04, 1.89e-04, 2.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-05, 9.99e-06] []
522000 [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07] [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.937580 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
522000 [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07] [1.44e-05, 3.66e-06, 3.17e-06, 3.88e-06, 3.12e-06, 3.16e-06, 2.99e-07, 2.34e-06, 4.64e-06, 3.08e-09, 7.56e-05, 2.21e-04, 2.07e-04, 1.11e-05, 1.96e-08, 3.75e-06, 1.73e-11, 5.50e-09, 4.04e-07, 3.03e-08, 2.78e-06, 2.73e-07] []
522100 [8.11e-06, 3.28e-06, 2.71e-06, 4.36e-06, 2.52e-06, 2.72e-06, 2.72e-07, 1.07e-07, 2.29e-07, 3.20e-10, 7.61e-05, 1.28e-04, 8.89e-05, 1.47e-07, 3.25e-07, 3.48e-07, 5.79e-07, 5.27e-07, 6.33e-09, 0.00e+00, 1.19e-07, 3.41e-07] [8.11e-06, 3.28e-06, 2.71e-06, 4.36e-06, 2.52e-06, 2.72e-06, 2.72e-07, 1.07e-07, 2.29e-07, 3.20e-10, 7.61e-05, 1.28e-04, 8.89e-05, 1.47e-07, 3.25e-07, 3.48e-07, 5.79e-07, 5.27e-07, 6.33e-09, 0.00e+00, 1.19e-07, 3.41e-07] []
522200 [8.01e-06, 3.08e-06, 2.55e-06, 4.31e-06, 2.54e-06, 2.81e-06, 3.41e-07, 6.16e-07, 8.02e-08, 6.92e-10, 8.17e-05, 1.15e-04, 7.58e-05, 1.30e-07, 5.10e-07, 5.25e-07, 7.95e-07, 7.13e-07, 0.00e+00, 2.82e-07, 4.66e-07, 1.77e-06] [8.01e-06, 3.08e-06, 2.55e-06, 4.31e-06, 2.54e-06, 2.81e-06, 3.41e-07, 6.16e-07, 8.02e-08, 6.92e-10, 8.17e-05, 1.15e-04, 7.58e-05, 1.30e-07, 5.10e-07, 5.25e-07, 7.95e-07, 7.13e-07, 0.00e+00, 2.82e-07, 4.66e-07, 1.77e-06] []
522300 [8.37e-06, 3.24e-06, 2.84e-06, 4.10e-06, 2.33e-06, 2.76e-06, 3.59e-07, 2.78e-07, 2.89e-08, 5.94e-08, 7.80e-05, 1.12e-04, 7.27e-05, 4.29e-06, 2.68e-07, 2.85e-07, 5.18e-07, 4.51e-07, 5.82e-08, 0.00e+00, 3.47e-07, 1.05e-07] [8.37e-06, 3.24e-06, 2.84e-06, 4.10e-06, 2.33e-06, 2.76e-06, 3.59e-07, 2.78e-07, 2.89e-08, 5.94e-08, 7.80e-05, 1.12e-04, 7.27e-05, 4.29e-06, 2.68e-07, 2.85e-07, 5.18e-07, 4.51e-07, 5.82e-08, 0.00e+00, 3.47e-07, 1.05e-07] []
522400 [8.20e-06, 3.21e-06, 2.63e-06, 4.31e-06, 2.55e-06, 2.89e-06, 3.77e-07, 2.41e-09, 4.37e-10, 1.54e-10, 7.90e-05, 1.04e-04, 6.58e-05, 1.70e-07, 5.00e-07, 5.10e-07, 7.93e-07, 7.02e-07, 3.37e-09, 3.35e-10, 1.30e-07, 1.52e-08] [8.20e-06, 3.21e-06, 2.63e-06, 4.31e-06, 2.55e-06, 2.89e-06, 3.77e-07, 2.41e-09, 4.37e-10, 1.54e-10, 7.90e-05, 1.04e-04, 6.58e-05, 1.70e-07, 5.00e-07, 5.10e-07, 7.93e-07, 7.02e-07, 3.37e-09, 3.35e-10, 1.30e-07, 1.52e-08] []
522500 [1.56e-04, 1.95e-05, 1.15e-05, 2.52e-05, 1.48e-05, 7.30e-06, 1.51e-06, 5.28e-05, 2.29e-05, 2.16e-04, 3.62e-04, 2.80e-03, 2.73e-03, 1.34e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-05, 3.44e-05] [1.56e-04, 1.95e-05, 1.15e-05, 2.52e-05, 1.48e-05, 7.30e-06, 1.51e-06, 5.28e-05, 2.29e-05, 2.16e-04, 3.62e-04, 2.80e-03, 2.73e-03, 1.34e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.16e-05, 3.44e-05] []
522600 [8.47e-06, 3.46e-06, 2.80e-06, 4.35e-06, 2.62e-06, 2.98e-06, 4.33e-07, 3.17e-07, 6.15e-07, 1.32e-08, 7.32e-05, 9.76e-05, 6.06e-05, 6.93e-07, 4.51e-07, 4.61e-07, 6.22e-07, 5.35e-07, 3.83e-08, 7.15e-08, 2.55e-07, 4.75e-07] [8.47e-06, 3.46e-06, 2.80e-06, 4.35e-06, 2.62e-06, 2.98e-06, 4.33e-07, 3.17e-07, 6.15e-07, 1.32e-08, 7.32e-05, 9.76e-05, 6.06e-05, 6.93e-07, 4.51e-07, 4.61e-07, 6.22e-07, 5.35e-07, 3.83e-08, 7.15e-08, 2.55e-07, 4.75e-07] []
522700 [8.52e-06, 3.44e-06, 2.70e-06, 4.34e-06, 2.63e-06, 3.13e-06, 4.82e-07, 7.34e-07, 2.59e-06, 1.43e-08, 7.25e-05, 9.35e-05, 5.73e-05, 2.14e-07, 5.43e-07, 5.52e-07, 7.66e-07, 6.87e-07, 1.67e-08, 0.00e+00, 1.74e-07, 2.53e-06] [8.52e-06, 3.44e-06, 2.70e-06, 4.34e-06, 2.63e-06, 3.13e-06, 4.82e-07, 7.34e-07, 2.59e-06, 1.43e-08, 7.25e-05, 9.35e-05, 5.73e-05, 2.14e-07, 5.43e-07, 5.52e-07, 7.66e-07, 6.87e-07, 1.67e-08, 0.00e+00, 1.74e-07, 2.53e-06] []
522800 [9.70e-06, 3.68e-06, 3.11e-06, 4.28e-06, 2.26e-06, 3.35e-06, 5.92e-07, 3.04e-06, 3.20e-07, 1.23e-06, 6.40e-05, 1.18e-04, 9.61e-05, 1.08e-04, 4.14e-10, 1.73e-09, 6.04e-12, 0.00e+00, 0.00e+00, 1.52e-08, 4.16e-06, 8.64e-08] [9.70e-06, 3.68e-06, 3.11e-06, 4.28e-06, 2.26e-06, 3.35e-06, 5.92e-07, 3.04e-06, 3.20e-07, 1.23e-06, 6.40e-05, 1.18e-04, 9.61e-05, 1.08e-04, 4.14e-10, 1.73e-09, 6.04e-12, 0.00e+00, 0.00e+00, 1.52e-08, 4.16e-06, 8.64e-08] []
522900 [8.67e-06, 3.65e-06, 2.81e-06, 4.37e-06, 2.73e-06, 3.19e-06, 5.25e-07, 1.16e-06, 5.14e-08, 6.41e-09, 6.76e-05, 8.87e-05, 5.41e-05, 1.03e-07, 4.92e-07, 4.99e-07, 6.22e-07, 5.59e-07, 0.00e+00, 0.00e+00, 9.83e-07, 1.69e-07] [8.67e-06, 3.65e-06, 2.81e-06, 4.37e-06, 2.73e-06, 3.19e-06, 5.25e-07, 1.16e-06, 5.14e-08, 6.41e-09, 6.76e-05, 8.87e-05, 5.41e-05, 1.03e-07, 4.92e-07, 4.99e-07, 6.22e-07, 5.59e-07, 0.00e+00, 0.00e+00, 9.83e-07, 1.69e-07] []
523000 [8.90e-06, 3.84e-06, 2.97e-06, 4.41e-06, 2.60e-06, 3.26e-06, 5.68e-07, 1.76e-06, 2.42e-06, 8.96e-07, 6.19e-05, 9.41e-05, 6.18e-05, 2.07e-05, 1.15e-07, 1.13e-07, 1.57e-07, 1.17e-07, 0.00e+00, 0.00e+00, 1.35e-06, 2.93e-06] [8.90e-06, 3.84e-06, 2.97e-06, 4.41e-06, 2.60e-06, 3.26e-06, 5.68e-07, 1.76e-06, 2.42e-06, 8.96e-07, 6.19e-05, 9.41e-05, 6.18e-05, 2.07e-05, 1.15e-07, 1.13e-07, 1.57e-07, 1.17e-07, 0.00e+00, 0.00e+00, 1.35e-06, 2.93e-06] []
523100 [1.54e-05, 4.20e-06, 3.31e-06, 6.07e-06, 3.69e-06, 3.78e-06, 7.40e-07, 2.46e-05, 5.03e-07, 1.36e-05, 1.30e-04, 3.19e-04, 4.36e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-05, 8.77e-07] [1.54e-05, 4.20e-06, 3.31e-06, 6.07e-06, 3.69e-06, 3.78e-06, 7.40e-07, 2.46e-05, 5.03e-07, 1.36e-05, 1.30e-04, 3.19e-04, 4.36e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.24e-05, 8.77e-07] []
523200 [8.79e-06, 4.02e-06, 2.92e-06, 4.47e-06, 2.94e-06, 3.24e-06, 5.68e-07, 1.24e-06, 3.08e-08, 6.06e-09, 6.30e-05, 8.23e-05, 5.01e-05, 5.96e-07, 4.51e-07, 4.38e-07, 4.98e-07, 4.43e-07, 1.13e-07, 9.74e-11, 6.53e-07, 2.13e-08] [8.79e-06, 4.02e-06, 2.92e-06, 4.47e-06, 2.94e-06, 3.24e-06, 5.68e-07, 1.24e-06, 3.08e-08, 6.06e-09, 6.30e-05, 8.23e-05, 5.01e-05, 5.96e-07, 4.51e-07, 4.38e-07, 4.98e-07, 4.43e-07, 1.13e-07, 9.74e-11, 6.53e-07, 2.13e-08] []
523300 [9.67e-06, 4.24e-06, 3.16e-06, 4.38e-06, 2.84e-06, 3.20e-06, 5.82e-07, 2.04e-06, 2.53e-07, 1.73e-08, 5.72e-05, 8.64e-05, 5.58e-05, 4.19e-06, 1.87e-07, 2.46e-07, 2.06e-07, 1.61e-07, 0.00e+00, 1.46e-08, 2.14e-06, 8.35e-08] [9.67e-06, 4.24e-06, 3.16e-06, 4.38e-06, 2.84e-06, 3.20e-06, 5.82e-07, 2.04e-06, 2.53e-07, 1.73e-08, 5.72e-05, 8.64e-05, 5.58e-05, 4.19e-06, 1.87e-07, 2.46e-07, 2.06e-07, 1.61e-07, 0.00e+00, 1.46e-08, 2.14e-06, 8.35e-08] []
523400 [8.86e-06, 4.19e-06, 2.99e-06, 4.51e-06, 3.00e-06, 3.29e-06, 5.90e-07, 2.79e-09, 1.33e-08, 1.65e-08, 5.95e-05, 8.02e-05, 4.96e-05, 2.26e-06, 3.77e-07, 3.64e-07, 3.68e-07, 3.25e-07, 4.90e-09, 1.08e-09, 1.15e-07, 1.84e-08] [8.86e-06, 4.19e-06, 2.99e-06, 4.51e-06, 3.00e-06, 3.29e-06, 5.90e-07, 2.79e-09, 1.33e-08, 1.65e-08, 5.95e-05, 8.02e-05, 4.96e-05, 2.26e-06, 3.77e-07, 3.64e-07, 3.68e-07, 3.25e-07, 4.90e-09, 1.08e-09, 1.15e-07, 1.84e-08] []
523500 [9.36e-06, 4.41e-06, 3.09e-06, 4.47e-06, 3.10e-06, 3.20e-06, 5.85e-07, 2.16e-07, 2.69e-07, 9.84e-10, 5.90e-05, 7.77e-05, 4.86e-05, 3.09e-07, 5.12e-07, 5.13e-07, 5.35e-07, 4.92e-07, 4.17e-08, 0.00e+00, 2.57e-07, 4.58e-07] [9.36e-06, 4.41e-06, 3.09e-06, 4.47e-06, 3.10e-06, 3.20e-06, 5.85e-07, 2.16e-07, 2.69e-07, 9.84e-10, 5.90e-05, 7.77e-05, 4.86e-05, 3.09e-07, 5.12e-07, 5.13e-07, 5.35e-07, 4.92e-07, 4.17e-08, 0.00e+00, 2.57e-07, 4.58e-07] []
523600 [1.73e-05, 4.44e-06, 3.20e-06, 6.35e-06, 3.79e-06, 3.94e-06, 8.33e-07, 2.75e-05, 8.79e-05, 2.11e-05, 1.05e-04, 3.06e-04, 4.80e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-05, 6.07e-05, 5.93e-05] [1.73e-05, 4.44e-06, 3.20e-06, 6.35e-06, 3.79e-06, 3.94e-06, 8.33e-07, 2.75e-05, 8.79e-05, 2.11e-05, 1.05e-04, 3.06e-04, 4.80e-04, 1.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-05, 6.07e-05, 5.93e-05] []
523700 [9.00e-06, 4.51e-06, 3.08e-06, 4.58e-06, 3.11e-06, 3.30e-06, 6.50e-07, 1.35e-07, 9.12e-10, 5.86e-08, 5.56e-05, 7.86e-05, 5.13e-05, 6.91e-06, 2.79e-07, 2.49e-07, 2.19e-07, 1.89e-07, 3.59e-11, 3.21e-11, 1.79e-07, 2.35e-08] [9.00e-06, 4.51e-06, 3.08e-06, 4.58e-06, 3.11e-06, 3.30e-06, 6.50e-07, 1.35e-07, 9.12e-10, 5.86e-08, 5.56e-05, 7.86e-05, 5.13e-05, 6.91e-06, 2.79e-07, 2.49e-07, 2.19e-07, 1.89e-07, 3.59e-11, 3.21e-11, 1.79e-07, 2.35e-08] []
523800 [1.00e-05, 4.66e-06, 3.15e-06, 4.44e-06, 3.15e-06, 3.26e-06, 6.49e-07, 1.60e-07, 3.04e-09, 1.51e-07, 5.77e-05, 7.42e-05, 5.00e-05, 8.71e-06, 8.36e-07, 7.49e-07, 8.06e-07, 7.88e-07, 1.62e-08, 0.00e+00, 1.45e-07, 5.35e-08] [1.00e-05, 4.66e-06, 3.15e-06, 4.44e-06, 3.15e-06, 3.26e-06, 6.49e-07, 1.60e-07, 3.04e-09, 1.51e-07, 5.77e-05, 7.42e-05, 5.00e-05, 8.71e-06, 8.36e-07, 7.49e-07, 8.06e-07, 7.88e-07, 1.62e-08, 0.00e+00, 1.45e-07, 5.35e-08] []
523900 [9.54e-06, 4.75e-06, 3.18e-06, 4.54e-06, 3.20e-06, 3.31e-06, 6.68e-07, 2.37e-08, 2.68e-07, 4.51e-10, 5.37e-05, 7.41e-05, 4.65e-05, 2.53e-07, 4.00e-07, 4.18e-07, 3.76e-07, 3.61e-07, 9.55e-08, 3.65e-09, 5.33e-07, 2.66e-08] [9.54e-06, 4.75e-06, 3.18e-06, 4.54e-06, 3.20e-06, 3.31e-06, 6.68e-07, 2.37e-08, 2.68e-07, 4.51e-10, 5.37e-05, 7.41e-05, 4.65e-05, 2.53e-07, 4.00e-07, 4.18e-07, 3.76e-07, 3.61e-07, 9.55e-08, 3.65e-09, 5.33e-07, 2.66e-08] []
524000 [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07] [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.673923 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
524000 [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07] [9.32e-06, 4.84e-06, 3.21e-06, 4.64e-06, 3.21e-06, 3.29e-06, 6.66e-07, 7.84e-07, 1.44e-07, 1.17e-07, 5.20e-05, 7.62e-05, 5.12e-05, 8.93e-06, 2.52e-07, 1.86e-07, 1.29e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.10e-07, 2.41e-07] []
524100 [1.12e-05, 5.12e-06, 3.43e-06, 4.38e-06, 3.15e-06, 3.26e-06, 6.73e-07, 1.80e-06, 9.06e-07, 4.64e-07, 5.17e-05, 7.52e-05, 4.91e-05, 1.40e-05, 8.67e-07, 7.96e-07, 8.44e-07, 8.42e-07, 1.19e-07, 2.82e-08, 6.94e-07, 1.62e-07] [1.12e-05, 5.12e-06, 3.43e-06, 4.38e-06, 3.15e-06, 3.26e-06, 6.73e-07, 1.80e-06, 9.06e-07, 4.64e-07, 5.17e-05, 7.52e-05, 4.91e-05, 1.40e-05, 8.67e-07, 7.96e-07, 8.44e-07, 8.42e-07, 1.19e-07, 2.82e-08, 6.94e-07, 1.62e-07] []
524200 [1.26e-05, 5.20e-06, 3.54e-06, 3.97e-06, 2.84e-06, 3.45e-06, 7.19e-07, 4.40e-07, 1.69e-08, 2.12e-07, 5.06e-05, 7.71e-05, 5.40e-05, 2.26e-05, 7.43e-07, 9.88e-07, 8.99e-07, 7.51e-07, 3.45e-08, 2.60e-09, 2.11e-07, 2.20e-08] [1.26e-05, 5.20e-06, 3.54e-06, 3.97e-06, 2.84e-06, 3.45e-06, 7.19e-07, 4.40e-07, 1.69e-08, 2.12e-07, 5.06e-05, 7.71e-05, 5.40e-05, 2.26e-05, 7.43e-07, 9.88e-07, 8.99e-07, 7.51e-07, 3.45e-08, 2.60e-09, 2.11e-07, 2.20e-08] []
524300 [1.05e-05, 5.14e-06, 3.43e-06, 4.70e-06, 3.03e-06, 3.51e-06, 7.40e-07, 1.12e-08, 1.25e-05, 1.77e-06, 5.25e-05, 1.00e-04, 9.48e-05, 1.19e-04, 0.00e+00, 3.16e-13, 0.00e+00, 0.00e+00, 6.09e-11, 0.00e+00, 1.96e-07, 1.44e-05] [1.05e-05, 5.14e-06, 3.43e-06, 4.70e-06, 3.03e-06, 3.51e-06, 7.40e-07, 1.12e-08, 1.25e-05, 1.77e-06, 5.25e-05, 1.00e-04, 9.48e-05, 1.19e-04, 0.00e+00, 3.16e-13, 0.00e+00, 0.00e+00, 6.09e-11, 0.00e+00, 1.96e-07, 1.44e-05] []
524400 [2.34e-05, 5.53e-06, 3.32e-06, 4.85e-06, 4.26e-06, 3.58e-06, 7.41e-07, 1.86e-05, 2.67e-06, 1.64e-05, 1.38e-04, 1.98e-04, 3.60e-04, 8.98e-04, 1.33e-05, 1.31e-05, 8.65e-06, 7.74e-06, 4.08e-06, 6.28e-07, 2.47e-05, 3.83e-06] [2.34e-05, 5.53e-06, 3.32e-06, 4.85e-06, 4.26e-06, 3.58e-06, 7.41e-07, 1.86e-05, 2.67e-06, 1.64e-05, 1.38e-04, 1.98e-04, 3.60e-04, 8.98e-04, 1.33e-05, 1.31e-05, 8.65e-06, 7.74e-06, 4.08e-06, 6.28e-07, 2.47e-05, 3.83e-06] []
524500 [1.27e-05, 5.25e-06, 3.54e-06, 4.82e-06, 3.07e-06, 3.64e-06, 7.77e-07, 1.55e-05, 4.72e-05, 6.27e-06, 6.71e-05, 1.53e-04, 2.16e-04, 3.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-05, 9.09e-05] [1.27e-05, 5.25e-06, 3.54e-06, 4.82e-06, 3.07e-06, 3.64e-06, 7.77e-07, 1.55e-05, 4.72e-05, 6.27e-06, 6.71e-05, 1.53e-04, 2.16e-04, 3.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-05, 9.09e-05] []
524600 [1.36e-05, 5.44e-06, 3.60e-06, 4.06e-06, 3.11e-06, 3.41e-06, 7.45e-07, 6.12e-07, 7.80e-05, 1.31e-06, 5.76e-05, 7.81e-05, 7.36e-05, 7.31e-05, 1.72e-06, 1.88e-06, 1.49e-06, 1.29e-06, 6.17e-08, 1.99e-05, 3.49e-07, 9.09e-05] [1.36e-05, 5.44e-06, 3.60e-06, 4.06e-06, 3.11e-06, 3.41e-06, 7.45e-07, 6.12e-07, 7.80e-05, 1.31e-06, 5.76e-05, 7.81e-05, 7.36e-05, 7.31e-05, 1.72e-06, 1.88e-06, 1.49e-06, 1.29e-06, 6.17e-08, 1.99e-05, 3.49e-07, 9.09e-05] []
524700 [1.02e-05, 5.19e-06, 3.37e-06, 4.38e-06, 3.23e-06, 3.39e-06, 7.07e-07, 1.76e-09, 1.51e-08, 9.64e-09, 4.91e-05, 6.86e-05, 4.70e-05, 3.55e-07, 3.72e-07, 3.70e-07, 3.24e-07, 3.27e-07, 9.57e-12, 3.06e-08, 5.13e-07, 1.86e-07] [1.02e-05, 5.19e-06, 3.37e-06, 4.38e-06, 3.23e-06, 3.39e-06, 7.07e-07, 1.76e-09, 1.51e-08, 9.64e-09, 4.91e-05, 6.86e-05, 4.70e-05, 3.55e-07, 3.72e-07, 3.70e-07, 3.24e-07, 3.27e-07, 9.57e-12, 3.06e-08, 5.13e-07, 1.86e-07] []
524800 [2.07e-05, 5.57e-06, 3.35e-06, 4.59e-06, 4.06e-06, 3.56e-06, 7.45e-07, 1.02e-05, 1.30e-07, 1.27e-05, 1.18e-04, 1.64e-04, 2.89e-04, 6.86e-04, 1.01e-05, 1.04e-05, 6.65e-06, 6.15e-06, 2.71e-06, 2.22e-07, 1.69e-05, 1.42e-06] [2.07e-05, 5.57e-06, 3.35e-06, 4.59e-06, 4.06e-06, 3.56e-06, 7.45e-07, 1.02e-05, 1.30e-07, 1.27e-05, 1.18e-04, 1.64e-04, 2.89e-04, 6.86e-04, 1.01e-05, 1.04e-05, 6.65e-06, 6.15e-06, 2.71e-06, 2.22e-07, 1.69e-05, 1.42e-06] []
524900 [1.21e-05, 5.36e-06, 3.46e-06, 4.10e-06, 3.20e-06, 3.38e-06, 6.95e-07, 6.17e-07, 8.96e-06, 5.66e-07, 5.77e-05, 7.12e-05, 7.11e-05, 4.46e-05, 1.16e-06, 1.31e-06, 1.11e-06, 1.15e-06, 1.38e-07, 0.00e+00, 8.26e-07, 2.02e-06] [1.21e-05, 5.36e-06, 3.46e-06, 4.10e-06, 3.20e-06, 3.38e-06, 6.95e-07, 6.17e-07, 8.96e-06, 5.66e-07, 5.77e-05, 7.12e-05, 7.11e-05, 4.46e-05, 1.16e-06, 1.31e-06, 1.11e-06, 1.15e-06, 1.38e-07, 0.00e+00, 8.26e-07, 2.02e-06] []
525000 [9.92e-06, 5.36e-06, 3.36e-06, 4.57e-06, 3.31e-06, 3.40e-06, 7.04e-07, 2.98e-07, 1.37e-07, 4.54e-08, 4.64e-05, 6.83e-05, 4.68e-05, 1.94e-06, 3.22e-07, 2.45e-07, 2.08e-07, 1.83e-07, 1.19e-08, 0.00e+00, 1.34e-07, 5.14e-07] [9.92e-06, 5.36e-06, 3.36e-06, 4.57e-06, 3.31e-06, 3.40e-06, 7.04e-07, 2.98e-07, 1.37e-07, 4.54e-08, 4.64e-05, 6.83e-05, 4.68e-05, 1.94e-06, 3.22e-07, 2.45e-07, 2.08e-07, 1.83e-07, 1.19e-08, 0.00e+00, 1.34e-07, 5.14e-07] []
525100 [2.04e-05, 5.62e-06, 3.35e-06, 4.60e-06, 4.05e-06, 3.61e-06, 7.60e-07, 2.27e-05, 7.37e-06, 1.20e-05, 1.18e-04, 1.59e-04, 2.88e-04, 6.61e-04, 9.78e-06, 9.84e-06, 6.45e-06, 5.91e-06, 4.08e-06, 1.45e-06, 2.49e-05, 8.35e-06] [2.04e-05, 5.62e-06, 3.35e-06, 4.60e-06, 4.05e-06, 3.61e-06, 7.60e-07, 2.27e-05, 7.37e-06, 1.20e-05, 1.18e-04, 1.59e-04, 2.88e-04, 6.61e-04, 9.78e-06, 9.84e-06, 6.45e-06, 5.91e-06, 4.08e-06, 1.45e-06, 2.49e-05, 8.35e-06] []
525200 [1.02e-05, 5.57e-06, 3.44e-06, 4.97e-06, 3.34e-06, 3.48e-06, 7.27e-07, 4.56e-07, 4.14e-06, 1.62e-06, 4.97e-05, 9.42e-05, 1.01e-04, 1.18e-04, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-10, 0.00e+00, 1.45e-07, 4.25e-06] [1.02e-05, 5.57e-06, 3.44e-06, 4.97e-06, 3.34e-06, 3.48e-06, 7.27e-07, 4.56e-07, 4.14e-06, 1.62e-06, 4.97e-05, 9.42e-05, 1.01e-04, 1.18e-04, 1.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.62e-10, 0.00e+00, 1.45e-07, 4.25e-06] []
525300 [1.12e-05, 5.47e-06, 3.49e-06, 4.64e-06, 3.11e-06, 3.57e-06, 7.30e-07, 4.26e-06, 2.66e-05, 2.78e-06, 5.35e-05, 1.09e-04, 1.32e-04, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.22e-06, 4.63e-05] [1.12e-05, 5.47e-06, 3.49e-06, 4.64e-06, 3.11e-06, 3.57e-06, 7.30e-07, 4.26e-06, 2.66e-05, 2.78e-06, 5.35e-05, 1.09e-04, 1.32e-04, 1.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.22e-06, 4.63e-05] []
525400 [1.87e-05, 5.55e-06, 3.33e-06, 4.48e-06, 3.91e-06, 3.54e-06, 7.25e-07, 2.34e-07, 3.81e-07, 9.80e-06, 1.07e-04, 1.39e-04, 2.54e-04, 5.40e-04, 8.15e-06, 8.11e-06, 5.52e-06, 5.04e-06, 3.06e-07, 2.74e-07, 1.97e-06, 1.75e-06] [1.87e-05, 5.55e-06, 3.33e-06, 4.48e-06, 3.91e-06, 3.54e-06, 7.25e-07, 2.34e-07, 3.81e-07, 9.80e-06, 1.07e-04, 1.39e-04, 2.54e-04, 5.40e-04, 8.15e-06, 8.11e-06, 5.52e-06, 5.04e-06, 3.06e-07, 2.74e-07, 1.97e-06, 1.75e-06] []
525500 [1.09e-05, 5.39e-06, 3.55e-06, 4.09e-06, 2.82e-06, 3.70e-06, 7.80e-07, 1.90e-08, 1.21e-11, 3.03e-06, 5.51e-05, 1.00e-04, 5.16e-05, 1.10e-04, 5.73e-11, 0.00e+00, 1.84e-08, 0.00e+00, 1.18e-08, 7.29e-09, 1.21e-07, 4.11e-08] [1.09e-05, 5.39e-06, 3.55e-06, 4.09e-06, 2.82e-06, 3.70e-06, 7.80e-07, 1.90e-08, 1.21e-11, 3.03e-06, 5.51e-05, 1.00e-04, 5.16e-05, 1.10e-04, 5.73e-11, 0.00e+00, 1.84e-08, 0.00e+00, 1.18e-08, 7.29e-09, 1.21e-07, 4.11e-08] []
525600 [9.79e-06, 5.37e-06, 3.42e-06, 4.54e-06, 3.24e-06, 3.54e-06, 7.41e-07, 3.73e-06, 1.78e-05, 9.24e-07, 4.43e-05, 7.62e-05, 5.21e-05, 4.06e-05, 4.63e-08, 3.31e-08, 3.38e-08, 1.55e-08, 0.00e+00, 2.31e-06, 9.06e-07, 1.30e-05] [9.79e-06, 5.37e-06, 3.42e-06, 4.54e-06, 3.24e-06, 3.54e-06, 7.41e-07, 3.73e-06, 1.78e-05, 9.24e-07, 4.43e-05, 7.62e-05, 5.21e-05, 4.06e-05, 4.63e-08, 3.31e-08, 3.38e-08, 1.55e-08, 0.00e+00, 2.31e-06, 9.06e-07, 1.30e-05] []
525700 [1.15e-05, 5.48e-06, 3.50e-06, 4.04e-06, 3.11e-06, 3.53e-06, 7.21e-07, 3.10e-07, 8.72e-06, 5.57e-08, 4.44e-05, 6.55e-05, 5.03e-05, 4.85e-06, 4.73e-07, 5.64e-07, 3.78e-07, 3.79e-07, 8.42e-09, 1.35e-06, 1.21e-07, 7.94e-06] [1.15e-05, 5.48e-06, 3.50e-06, 4.04e-06, 3.11e-06, 3.53e-06, 7.21e-07, 3.10e-07, 8.72e-06, 5.57e-08, 4.44e-05, 6.55e-05, 5.03e-05, 4.85e-06, 4.73e-07, 5.64e-07, 3.78e-07, 3.79e-07, 8.42e-09, 1.35e-06, 1.21e-07, 7.94e-06] []
525800 [1.03e-05, 5.42e-06, 3.42e-06, 4.33e-06, 3.15e-06, 3.55e-06, 7.08e-07, 1.60e-07, 1.62e-06, 3.84e-07, 4.13e-05, 7.05e-05, 5.25e-05, 1.87e-05, 8.88e-08, 8.28e-08, 5.22e-08, 3.96e-08, 8.73e-10, 0.00e+00, 2.04e-07, 1.51e-06] [1.03e-05, 5.42e-06, 3.42e-06, 4.33e-06, 3.15e-06, 3.55e-06, 7.08e-07, 1.60e-07, 1.62e-06, 3.84e-07, 4.13e-05, 7.05e-05, 5.25e-05, 1.87e-05, 8.88e-08, 8.28e-08, 5.22e-08, 3.96e-08, 8.73e-10, 0.00e+00, 2.04e-07, 1.51e-06] []
525900 [1.04e-05, 5.35e-06, 3.31e-06, 4.38e-06, 3.41e-06, 3.41e-06, 6.73e-07, 8.09e-07, 5.25e-08, 2.56e-07, 4.61e-05, 6.38e-05, 5.11e-05, 7.47e-06, 6.51e-07, 6.82e-07, 4.97e-07, 4.92e-07, 7.10e-09, 5.12e-10, 1.39e-07, 2.23e-08] [1.04e-05, 5.35e-06, 3.31e-06, 4.38e-06, 3.41e-06, 3.41e-06, 6.73e-07, 8.09e-07, 5.25e-08, 2.56e-07, 4.61e-05, 6.38e-05, 5.11e-05, 7.47e-06, 6.51e-07, 6.82e-07, 4.97e-07, 4.92e-07, 7.10e-09, 5.12e-10, 1.39e-07, 2.23e-08] []
526000 [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08] [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.771568 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
526000 [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08] [1.02e-05, 5.39e-06, 3.34e-06, 4.41e-06, 3.37e-06, 3.50e-06, 6.94e-07, 6.38e-08, 2.97e-09, 5.31e-08, 4.35e-05, 6.39e-05, 4.91e-05, 1.80e-06, 4.63e-07, 5.01e-07, 3.31e-07, 3.62e-07, 1.99e-09, 0.00e+00, 1.23e-07, 8.64e-08] []
526100 [1.15e-05, 5.31e-06, 3.25e-06, 4.25e-06, 3.40e-06, 3.52e-06, 7.03e-07, 1.11e-06, 3.45e-07, 9.57e-07, 5.83e-05, 6.89e-05, 8.02e-05, 5.85e-05, 1.59e-06, 1.65e-06, 1.30e-06, 1.24e-06, 3.32e-07, 6.41e-08, 2.16e-06, 4.20e-07] [1.15e-05, 5.31e-06, 3.25e-06, 4.25e-06, 3.40e-06, 3.52e-06, 7.03e-07, 1.11e-06, 3.45e-07, 9.57e-07, 5.83e-05, 6.89e-05, 8.02e-05, 5.85e-05, 1.59e-06, 1.65e-06, 1.30e-06, 1.24e-06, 3.32e-07, 6.41e-08, 2.16e-06, 4.20e-07] []
526200 [1.08e-05, 5.65e-06, 3.46e-06, 5.28e-06, 3.50e-06, 3.58e-06, 7.43e-07, 3.07e-07, 4.70e-11, 3.49e-06, 6.31e-05, 1.18e-04, 1.75e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-13, 1.73e-06, 4.39e-07] [1.08e-05, 5.65e-06, 3.46e-06, 5.28e-06, 3.50e-06, 3.58e-06, 7.43e-07, 3.07e-07, 4.70e-11, 3.49e-06, 6.31e-05, 1.18e-04, 1.75e-04, 2.50e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.56e-13, 1.73e-06, 4.39e-07] []
526300 [2.79e-05, 7.06e-06, 4.06e-06, 4.05e-06, 4.27e-06, 4.11e-06, 1.01e-06, 2.55e-05, 1.76e-06, 1.91e-05, 1.63e-04, 2.45e-04, 4.46e-04, 1.24e-03, 1.40e-05, 1.88e-05, 8.70e-06, 8.28e-06, 4.60e-06, 2.56e-06, 2.76e-05, 1.36e-05] [2.79e-05, 7.06e-06, 4.06e-06, 4.05e-06, 4.27e-06, 4.11e-06, 1.01e-06, 2.55e-05, 1.76e-06, 1.91e-05, 1.63e-04, 2.45e-04, 4.46e-04, 1.24e-03, 1.40e-05, 1.88e-05, 8.70e-06, 8.28e-06, 4.60e-06, 2.56e-06, 2.76e-05, 1.36e-05] []
526400 [1.48e-05, 5.29e-06, 3.15e-06, 4.27e-06, 3.62e-06, 3.60e-06, 7.06e-07, 9.22e-06, 3.35e-08, 4.35e-06, 1.10e-04, 1.03e-04, 2.22e-04, 2.95e-04, 4.39e-06, 4.62e-06, 3.86e-06, 3.76e-06, 1.76e-06, 1.46e-07, 1.14e-05, 9.42e-07] [1.48e-05, 5.29e-06, 3.15e-06, 4.27e-06, 3.62e-06, 3.60e-06, 7.06e-07, 9.22e-06, 3.35e-08, 4.35e-06, 1.10e-04, 1.03e-04, 2.22e-04, 2.95e-04, 4.39e-06, 4.62e-06, 3.86e-06, 3.76e-06, 1.76e-06, 1.46e-07, 1.14e-05, 9.42e-07] []
526500 [1.38e-05, 5.52e-06, 3.40e-06, 3.83e-06, 3.11e-06, 3.63e-06, 7.54e-07, 1.04e-06, 3.89e-05, 2.06e-06, 6.85e-05, 7.84e-05, 1.20e-04, 1.35e-04, 2.46e-06, 2.37e-06, 1.94e-06, 1.45e-06, 3.21e-07, 9.23e-06, 2.08e-06, 4.56e-05] [1.38e-05, 5.52e-06, 3.40e-06, 3.83e-06, 3.11e-06, 3.63e-06, 7.54e-07, 1.04e-06, 3.89e-05, 2.06e-06, 6.85e-05, 7.84e-05, 1.20e-04, 1.35e-04, 2.46e-06, 2.37e-06, 1.94e-06, 1.45e-06, 3.21e-07, 9.23e-06, 2.08e-06, 4.56e-05] []
526600 [1.40e-05, 5.71e-06, 3.61e-06, 4.09e-06, 3.65e-06, 3.46e-06, 6.91e-07, 1.31e-07, 1.35e-07, 4.68e-06, 4.29e-05, 9.27e-05, 6.54e-05, 1.32e-04, 3.17e-06, 4.23e-06, 1.19e-06, 1.27e-06, 5.57e-09, 1.13e-11, 1.22e-07, 3.52e-08] [1.40e-05, 5.71e-06, 3.61e-06, 4.09e-06, 3.65e-06, 3.46e-06, 6.91e-07, 1.31e-07, 1.35e-07, 4.68e-06, 4.29e-05, 9.27e-05, 6.54e-05, 1.32e-04, 3.17e-06, 4.23e-06, 1.19e-06, 1.27e-06, 5.57e-09, 1.13e-11, 1.22e-07, 3.52e-08] []
526700 [1.19e-05, 5.63e-06, 3.60e-06, 3.44e-06, 2.59e-06, 3.59e-06, 6.84e-07, 2.13e-07, 1.45e-04, 9.24e-08, 4.31e-05, 6.00e-05, 5.87e-05, 6.50e-06, 5.08e-07, 5.24e-07, 4.55e-07, 1.45e-07, 8.13e-10, 0.00e+00, 1.92e-07, 2.72e-04] [1.19e-05, 5.63e-06, 3.60e-06, 3.44e-06, 2.59e-06, 3.59e-06, 6.84e-07, 2.13e-07, 1.45e-04, 9.24e-08, 4.31e-05, 6.00e-05, 5.87e-05, 6.50e-06, 5.08e-07, 5.24e-07, 4.55e-07, 1.45e-07, 8.13e-10, 0.00e+00, 1.92e-07, 2.72e-04] []
526800 [9.88e-06, 5.52e-06, 3.29e-06, 4.71e-06, 3.23e-06, 3.60e-06, 7.49e-07, 5.37e-07, 1.72e-06, 1.04e-05, 5.41e-05, 1.00e-04, 5.65e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-07, 1.71e-07, 5.32e-07, 9.86e-07] [9.88e-06, 5.52e-06, 3.29e-06, 4.71e-06, 3.23e-06, 3.60e-06, 7.49e-07, 5.37e-07, 1.72e-06, 1.04e-05, 5.41e-05, 1.00e-04, 5.65e-05, 1.81e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-07, 1.71e-07, 5.32e-07, 9.86e-07] []
526900 [1.21e-05, 5.42e-06, 3.35e-06, 3.82e-06, 3.30e-06, 3.33e-06, 6.16e-07, 4.82e-09, 1.46e-08, 1.75e-06, 3.74e-05, 6.80e-05, 7.71e-05, 9.27e-05, 1.89e-06, 1.93e-06, 1.01e-06, 8.03e-07, 2.36e-07, 5.43e-08, 1.04e-06, 2.59e-07] [1.21e-05, 5.42e-06, 3.35e-06, 3.82e-06, 3.30e-06, 3.33e-06, 6.16e-07, 4.82e-09, 1.46e-08, 1.75e-06, 3.74e-05, 6.80e-05, 7.71e-05, 9.27e-05, 1.89e-06, 1.93e-06, 1.01e-06, 8.03e-07, 2.36e-07, 5.43e-08, 1.04e-06, 2.59e-07] []
527000 [9.83e-06, 5.42e-06, 3.43e-06, 4.10e-06, 3.07e-06, 3.32e-06, 5.94e-07, 4.14e-06, 4.38e-08, 1.59e-06, 2.63e-05, 7.82e-05, 8.75e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 9.41e-06, 5.74e-07] [9.83e-06, 5.42e-06, 3.43e-06, 4.10e-06, 3.07e-06, 3.32e-06, 5.94e-07, 4.14e-06, 4.38e-08, 1.59e-06, 2.63e-05, 7.82e-05, 8.75e-05, 1.01e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 9.41e-06, 5.74e-07] []
527100 [8.82e-06, 5.52e-06, 3.35e-06, 4.23e-06, 3.50e-06, 3.21e-06, 5.22e-07, 1.47e-07, 7.95e-07, 6.96e-12, 2.19e-05, 5.35e-05, 4.77e-05, 9.21e-07, 1.73e-07, 2.19e-07, 7.22e-08, 7.59e-08, 0.00e+00, 0.00e+00, 4.77e-07, 1.08e-06] [8.82e-06, 5.52e-06, 3.35e-06, 4.23e-06, 3.50e-06, 3.21e-06, 5.22e-07, 1.47e-07, 7.95e-07, 6.96e-12, 2.19e-05, 5.35e-05, 4.77e-05, 9.21e-07, 1.73e-07, 2.19e-07, 7.22e-08, 7.59e-08, 0.00e+00, 0.00e+00, 4.77e-07, 1.08e-06] []
527200 [1.27e-05, 5.84e-06, 3.79e-06, 3.42e-06, 2.71e-06, 3.28e-06, 5.18e-07, 5.89e-10, 6.52e-07, 2.65e-08, 2.81e-05, 5.52e-05, 6.01e-05, 2.72e-05, 1.27e-06, 5.94e-07, 5.28e-07, 5.87e-07, 3.45e-07, 0.00e+00, 1.63e-06, 2.99e-07] [1.27e-05, 5.84e-06, 3.79e-06, 3.42e-06, 2.71e-06, 3.28e-06, 5.18e-07, 5.89e-10, 6.52e-07, 2.65e-08, 2.81e-05, 5.52e-05, 6.01e-05, 2.72e-05, 1.27e-06, 5.94e-07, 5.28e-07, 5.87e-07, 3.45e-07, 0.00e+00, 1.63e-06, 2.99e-07] []
527300 [9.70e-06, 5.45e-06, 3.59e-06, 4.20e-06, 2.92e-06, 3.17e-06, 5.39e-07, 9.17e-07, 5.19e-06, 1.64e-06, 2.46e-05, 6.29e-05, 5.21e-05, 2.90e-05, 0.00e+00, 1.46e-10, 0.00e+00, 2.34e-09, 1.78e-07, 3.83e-07, 9.31e-07, 2.14e-06] [9.70e-06, 5.45e-06, 3.59e-06, 4.20e-06, 2.92e-06, 3.17e-06, 5.39e-07, 9.17e-07, 5.19e-06, 1.64e-06, 2.46e-05, 6.29e-05, 5.21e-05, 2.90e-05, 0.00e+00, 1.46e-10, 0.00e+00, 2.34e-09, 1.78e-07, 3.83e-07, 9.31e-07, 2.14e-06] []
527400 [1.09e-05, 5.57e-06, 3.37e-06, 5.14e-06, 3.54e-06, 3.28e-06, 5.65e-07, 1.97e-06, 6.79e-07, 7.21e-06, 3.84e-05, 1.35e-04, 1.70e-04, 3.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-06, 1.86e-06] [1.09e-05, 5.57e-06, 3.37e-06, 5.14e-06, 3.54e-06, 3.28e-06, 5.65e-07, 1.97e-06, 6.79e-07, 7.21e-06, 3.84e-05, 1.35e-04, 1.70e-04, 3.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.47e-06, 1.86e-06] []
527500 [1.17e-05, 5.37e-06, 3.27e-06, 3.80e-06, 3.41e-06, 3.22e-06, 4.87e-07, 2.46e-06, 9.89e-07, 1.47e-06, 4.13e-05, 6.54e-05, 9.95e-05, 1.12e-04, 1.99e-06, 2.33e-06, 1.27e-06, 1.28e-06, 1.08e-06, 3.97e-07, 5.65e-06, 2.10e-06] [1.17e-05, 5.37e-06, 3.27e-06, 3.80e-06, 3.41e-06, 3.22e-06, 4.87e-07, 2.46e-06, 9.89e-07, 1.47e-06, 4.13e-05, 6.54e-05, 9.95e-05, 1.12e-04, 1.99e-06, 2.33e-06, 1.27e-06, 1.28e-06, 1.08e-06, 3.97e-07, 5.65e-06, 2.10e-06] []
527600 [1.10e-05, 5.40e-06, 3.32e-06, 3.69e-06, 3.30e-06, 3.13e-06, 4.44e-07, 7.07e-07, 5.96e-07, 9.87e-07, 2.97e-05, 5.67e-05, 7.05e-05, 6.80e-05, 1.35e-06, 1.64e-06, 6.10e-07, 7.23e-07, 2.56e-07, 1.99e-07, 1.30e-06, 1.09e-06] [1.10e-05, 5.40e-06, 3.32e-06, 3.69e-06, 3.30e-06, 3.13e-06, 4.44e-07, 7.07e-07, 5.96e-07, 9.87e-07, 2.97e-05, 5.67e-05, 7.05e-05, 6.80e-05, 1.35e-06, 1.64e-06, 6.10e-07, 7.23e-07, 2.56e-07, 1.99e-07, 1.30e-06, 1.09e-06] []
527700 [1.18e-05, 6.05e-06, 4.01e-06, 3.17e-06, 2.65e-06, 3.03e-06, 4.48e-07, 4.80e-05, 7.31e-06, 9.14e-08, 3.45e-05, 4.61e-05, 5.02e-05, 3.26e-06, 3.50e-07, 9.77e-08, 8.28e-08, 5.41e-09, 6.88e-06, 0.00e+00, 3.45e-05, 5.76e-06] [1.18e-05, 6.05e-06, 4.01e-06, 3.17e-06, 2.65e-06, 3.03e-06, 4.48e-07, 4.80e-05, 7.31e-06, 9.14e-08, 3.45e-05, 4.61e-05, 5.02e-05, 3.26e-06, 3.50e-07, 9.77e-08, 8.28e-08, 5.41e-09, 6.88e-06, 0.00e+00, 3.45e-05, 5.76e-06] []
527800 [9.56e-06, 5.58e-06, 3.50e-06, 3.58e-06, 2.86e-06, 2.94e-06, 3.89e-07, 7.39e-07, 1.07e-05, 7.26e-08, 2.16e-05, 4.69e-05, 5.10e-05, 6.20e-06, 1.49e-07, 1.09e-08, 1.92e-08, 8.20e-09, 0.00e+00, 0.00e+00, 2.32e-06, 1.18e-05] [9.56e-06, 5.58e-06, 3.50e-06, 3.58e-06, 2.86e-06, 2.94e-06, 3.89e-07, 7.39e-07, 1.07e-05, 7.26e-08, 2.16e-05, 4.69e-05, 5.10e-05, 6.20e-06, 1.49e-07, 1.09e-08, 1.92e-08, 8.20e-09, 0.00e+00, 0.00e+00, 2.32e-06, 1.18e-05] []
527900 [7.86e-06, 5.58e-06, 3.30e-06, 4.32e-06, 3.52e-06, 2.85e-06, 3.63e-07, 3.70e-06, 2.89e-07, 8.55e-08, 2.24e-05, 4.76e-05, 5.71e-05, 1.07e-05, 3.80e-09, 5.05e-09, 1.10e-08, 5.92e-09, 0.00e+00, 0.00e+00, 4.93e-06, 8.09e-07] [7.86e-06, 5.58e-06, 3.30e-06, 4.32e-06, 3.52e-06, 2.85e-06, 3.63e-07, 3.70e-06, 2.89e-07, 8.55e-08, 2.24e-05, 4.76e-05, 5.71e-05, 1.07e-05, 3.80e-09, 5.05e-09, 1.10e-08, 5.92e-09, 0.00e+00, 0.00e+00, 4.93e-06, 8.09e-07] []
528000 [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04] [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.341023 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
528000 [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04] [2.78e-05, 7.19e-06, 3.82e-06, 7.33e-06, 5.30e-06, 3.31e-06, 6.85e-07, 8.86e-05, 5.31e-05, 1.74e-05, 1.79e-04, 4.19e-04, 7.68e-04, 1.63e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-04, 1.44e-04] []
528100 [1.24e-05, 6.00e-06, 3.51e-06, 4.67e-06, 3.63e-06, 2.78e-06, 3.60e-07, 7.83e-07, 4.07e-06, 1.02e-05, 5.52e-05, 1.18e-04, 2.25e-04, 5.21e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-07, 1.28e-06, 2.42e-06] [1.24e-05, 6.00e-06, 3.51e-06, 4.67e-06, 3.63e-06, 2.78e-06, 3.60e-07, 7.83e-07, 4.07e-06, 1.02e-05, 5.52e-05, 1.18e-04, 2.25e-04, 5.21e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.19e-07, 1.28e-06, 2.42e-06] []
528200 [7.88e-06, 5.60e-06, 3.27e-06, 4.19e-06, 3.57e-06, 2.63e-06, 3.10e-07, 5.82e-07, 5.25e-08, 9.84e-10, 2.12e-05, 3.71e-05, 4.32e-05, 7.75e-07, 7.13e-08, 5.82e-08, 3.86e-08, 3.29e-08, 6.11e-11, 3.76e-12, 3.40e-07, 2.70e-07] [7.88e-06, 5.60e-06, 3.27e-06, 4.19e-06, 3.57e-06, 2.63e-06, 3.10e-07, 5.82e-07, 5.25e-08, 9.84e-10, 2.12e-05, 3.71e-05, 4.32e-05, 7.75e-07, 7.13e-08, 5.82e-08, 3.86e-08, 3.29e-08, 6.11e-11, 3.76e-12, 3.40e-07, 2.70e-07] []
528300 [7.61e-06, 5.68e-06, 3.23e-06, 4.44e-06, 3.70e-06, 2.51e-06, 2.91e-07, 1.04e-07, 1.78e-07, 3.45e-08, 2.16e-05, 3.80e-05, 4.65e-05, 7.33e-06, 1.19e-08, 1.44e-08, 8.34e-09, 6.01e-09, 4.86e-08, 5.63e-11, 2.06e-07, 2.80e-07] [7.61e-06, 5.68e-06, 3.23e-06, 4.44e-06, 3.70e-06, 2.51e-06, 2.91e-07, 1.04e-07, 1.78e-07, 3.45e-08, 2.16e-05, 3.80e-05, 4.65e-05, 7.33e-06, 1.19e-08, 1.44e-08, 8.34e-09, 6.01e-09, 4.86e-08, 5.63e-11, 2.06e-07, 2.80e-07] []
528400 [1.08e-05, 5.77e-06, 3.72e-06, 4.04e-06, 3.72e-06, 3.14e-06, 6.01e-07, 3.90e-05, 3.89e-06, 7.77e-06, 3.25e-05, 1.56e-04, 9.01e-05, 3.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-05, 1.54e-05] [1.08e-05, 5.77e-06, 3.72e-06, 4.04e-06, 3.72e-06, 3.14e-06, 6.01e-07, 3.90e-05, 3.89e-06, 7.77e-06, 3.25e-05, 1.56e-04, 9.01e-05, 3.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.44e-05, 1.54e-05] []
528500 [9.99e-06, 6.01e-06, 3.49e-06, 3.80e-06, 3.38e-06, 2.59e-06, 4.92e-07, 2.32e-06, 6.20e-07, 4.08e-07, 6.71e-05, 6.50e-05, 1.27e-04, 2.65e-05, 2.84e-06, 1.01e-06, 1.04e-09, 0.00e+00, 0.00e+00, 1.92e-07, 3.54e-06, 1.20e-06] [9.99e-06, 6.01e-06, 3.49e-06, 3.80e-06, 3.38e-06, 2.59e-06, 4.92e-07, 2.32e-06, 6.20e-07, 4.08e-07, 6.71e-05, 6.50e-05, 1.27e-04, 2.65e-05, 2.84e-06, 1.01e-06, 1.04e-09, 0.00e+00, 0.00e+00, 1.92e-07, 3.54e-06, 1.20e-06] []
528600 [8.56e-06, 5.62e-06, 3.22e-06, 3.79e-06, 3.42e-06, 2.37e-06, 3.68e-07, 5.79e-08, 2.53e-05, 6.90e-07, 3.47e-05, 4.74e-05, 4.08e-05, 1.26e-05, 8.28e-08, 4.75e-08, 1.09e-07, 2.62e-08, 2.95e-08, 0.00e+00, 1.35e-07, 3.48e-05] [8.56e-06, 5.62e-06, 3.22e-06, 3.79e-06, 3.42e-06, 2.37e-06, 3.68e-07, 5.79e-08, 2.53e-05, 6.90e-07, 3.47e-05, 4.74e-05, 4.08e-05, 1.26e-05, 8.28e-08, 4.75e-08, 1.09e-07, 2.62e-08, 2.95e-08, 0.00e+00, 1.35e-07, 3.48e-05] []
528700 [1.24e-05, 6.12e-06, 3.63e-06, 3.65e-06, 3.77e-06, 2.21e-06, 2.67e-07, 1.11e-06, 1.19e-06, 7.02e-07, 2.84e-05, 5.47e-05, 4.42e-05, 4.49e-05, 2.18e-06, 3.21e-06, 1.35e-07, 1.08e-07, 1.33e-12, 1.58e-07, 5.61e-07, 9.29e-07] [1.24e-05, 6.12e-06, 3.63e-06, 3.65e-06, 3.77e-06, 2.21e-06, 2.67e-07, 1.11e-06, 1.19e-06, 7.02e-07, 2.84e-05, 5.47e-05, 4.42e-05, 4.49e-05, 2.18e-06, 3.21e-06, 1.35e-07, 1.08e-07, 1.33e-12, 1.58e-07, 5.61e-07, 9.29e-07] []
528800 [1.64e-05, 8.43e-06, 4.50e-06, 3.82e-06, 3.68e-06, 2.05e-06, 6.58e-07, 2.44e-05, 4.35e-05, 2.41e-05, 2.68e-04, 1.36e-04, 4.58e-04, 3.18e-04, 3.22e-06, 1.79e-06, 6.12e-06, 3.95e-06, 1.87e-09, 7.75e-06, 3.79e-07, 3.79e-05] [1.64e-05, 8.43e-06, 4.50e-06, 3.82e-06, 3.68e-06, 2.05e-06, 6.58e-07, 2.44e-05, 4.35e-05, 2.41e-05, 2.68e-04, 1.36e-04, 4.58e-04, 3.18e-04, 3.22e-06, 1.79e-06, 6.12e-06, 3.95e-06, 1.87e-09, 7.75e-06, 3.79e-07, 3.79e-05] []
528900 [8.14e-06, 6.04e-06, 3.28e-06, 4.22e-06, 4.20e-06, 1.87e-06, 2.18e-07, 2.96e-07, 9.26e-07, 1.76e-07, 2.46e-05, 2.49e-05, 3.87e-05, 1.13e-05, 3.04e-07, 4.30e-07, 1.92e-07, 1.85e-07, 9.47e-08, 4.14e-08, 4.17e-07, 1.66e-07] [8.14e-06, 6.04e-06, 3.28e-06, 4.22e-06, 4.20e-06, 1.87e-06, 2.18e-07, 2.96e-07, 9.26e-07, 1.76e-07, 2.46e-05, 2.49e-05, 3.87e-05, 1.13e-05, 3.04e-07, 4.30e-07, 1.92e-07, 1.85e-07, 9.47e-08, 4.14e-08, 4.17e-07, 1.66e-07] []
529000 [1.44e-05, 7.03e-06, 3.53e-06, 5.86e-06, 5.06e-06, 1.84e-06, 3.27e-07, 2.40e-05, 7.34e-06, 6.36e-06, 8.22e-05, 1.62e-04, 2.74e-04, 5.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.30e-05, 1.98e-05] [1.44e-05, 7.03e-06, 3.53e-06, 5.86e-06, 5.06e-06, 1.84e-06, 3.27e-07, 2.40e-05, 7.34e-06, 6.36e-06, 8.22e-05, 1.62e-04, 2.74e-04, 5.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.30e-05, 1.98e-05] []
529100 [4.26e-05, 9.94e-06, 4.30e-06, 8.87e-06, 8.20e-06, 2.66e-06, 8.44e-07, 7.64e-05, 2.80e-05, 3.71e-05, 1.24e-04, 6.33e-04, 6.91e-04, 2.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-04, 5.81e-05] [4.26e-05, 9.94e-06, 4.30e-06, 8.87e-06, 8.20e-06, 2.66e-06, 8.44e-07, 7.64e-05, 2.80e-05, 3.71e-05, 1.24e-04, 6.33e-04, 6.91e-04, 2.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.88e-04, 5.81e-05] []
529200 [1.22e-05, 6.83e-06, 3.46e-06, 5.11e-06, 5.05e-06, 1.43e-06, 2.08e-07, 3.55e-06, 1.18e-05, 7.90e-06, 7.00e-05, 9.35e-05, 2.69e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.55e-06, 1.60e-05] [1.22e-05, 6.83e-06, 3.46e-06, 5.11e-06, 5.05e-06, 1.43e-06, 2.08e-07, 3.55e-06, 1.18e-05, 7.90e-06, 7.00e-05, 9.35e-05, 2.69e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.55e-06, 1.60e-05] []
529300 [1.36e-05, 6.91e-06, 3.72e-06, 4.36e-06, 4.89e-06, 1.41e-06, 2.55e-07, 1.77e-07, 4.45e-06, 2.46e-06, 4.23e-05, 3.96e-05, 6.09e-05, 1.49e-04, 2.68e-06, 2.63e-06, 1.02e-06, 1.07e-06, 5.09e-07, 0.00e+00, 2.89e-06, 2.26e-06] [1.36e-05, 6.91e-06, 3.72e-06, 4.36e-06, 4.89e-06, 1.41e-06, 2.55e-07, 1.77e-07, 4.45e-06, 2.46e-06, 4.23e-05, 3.96e-05, 6.09e-05, 1.49e-04, 2.68e-06, 2.63e-06, 1.02e-06, 1.07e-06, 5.09e-07, 0.00e+00, 2.89e-06, 2.26e-06] []
529400 [1.26e-05, 7.25e-06, 3.86e-06, 3.99e-06, 4.83e-06, 1.28e-06, 2.90e-07, 3.24e-06, 2.16e-05, 8.85e-06, 3.67e-05, 4.34e-05, 3.48e-05, 1.08e-04, 3.49e-06, 3.41e-06, 1.97e-07, 2.14e-07, 5.87e-07, 0.00e+00, 3.36e-06, 1.54e-05] [1.26e-05, 7.25e-06, 3.86e-06, 3.99e-06, 4.83e-06, 1.28e-06, 2.90e-07, 3.24e-06, 2.16e-05, 8.85e-06, 3.67e-05, 4.34e-05, 3.48e-05, 1.08e-04, 3.49e-06, 3.41e-06, 1.97e-07, 2.14e-07, 5.87e-07, 0.00e+00, 3.36e-06, 1.54e-05] []
529500 [1.00e-05, 6.80e-06, 3.36e-06, 4.87e-06, 5.30e-06, 1.29e-06, 2.29e-07, 3.70e-06, 1.78e-06, 3.23e-06, 3.29e-05, 6.17e-05, 9.70e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.10e-05, 1.86e-06] [1.00e-05, 6.80e-06, 3.36e-06, 4.87e-06, 5.30e-06, 1.29e-06, 2.29e-07, 3.70e-06, 1.78e-06, 3.23e-06, 3.29e-05, 6.17e-05, 9.70e-05, 2.45e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.18e-07, 1.10e-05, 1.86e-06] []
529600 [1.08e-05, 7.36e-06, 4.09e-06, 4.31e-06, 5.29e-06, 1.45e-06, 2.87e-07, 1.37e-05, 8.87e-05, 2.94e-06, 9.87e-05, 3.57e-05, 6.18e-05, 1.43e-04, 3.51e-08, 5.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-06, 9.67e-06, 1.10e-05] [1.08e-05, 7.36e-06, 4.09e-06, 4.31e-06, 5.29e-06, 1.45e-06, 2.87e-07, 1.37e-05, 8.87e-05, 2.94e-06, 9.87e-05, 3.57e-05, 6.18e-05, 1.43e-04, 3.51e-08, 5.06e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-06, 9.67e-06, 1.10e-05] []
529700 [7.23e-06, 6.74e-06, 3.33e-06, 4.41e-06, 5.16e-06, 9.80e-07, 2.06e-07, 1.34e-06, 7.12e-08, 1.56e-09, 2.33e-05, 1.45e-05, 2.42e-05, 4.33e-07, 6.10e-08, 1.04e-07, 3.09e-08, 2.34e-08, 0.00e+00, 3.89e-08, 2.89e-06, 1.52e-07] [7.23e-06, 6.74e-06, 3.33e-06, 4.41e-06, 5.16e-06, 9.80e-07, 2.06e-07, 1.34e-06, 7.12e-08, 1.56e-09, 2.33e-05, 1.45e-05, 2.42e-05, 4.33e-07, 6.10e-08, 1.04e-07, 3.09e-08, 2.34e-08, 0.00e+00, 3.89e-08, 2.89e-06, 1.52e-07] []
529800 [7.57e-06, 6.86e-06, 3.32e-06, 4.67e-06, 5.48e-06, 9.57e-07, 2.58e-07, 1.82e-08, 3.49e-08, 6.68e-08, 2.40e-05, 1.58e-05, 2.57e-05, 3.13e-06, 1.90e-08, 2.40e-08, 1.04e-09, 2.48e-10, 3.95e-08, 1.28e-09, 3.26e-07, 5.57e-07] [7.57e-06, 6.86e-06, 3.32e-06, 4.67e-06, 5.48e-06, 9.57e-07, 2.58e-07, 1.82e-08, 3.49e-08, 6.68e-08, 2.40e-05, 1.58e-05, 2.57e-05, 3.13e-06, 1.90e-08, 2.40e-08, 1.04e-09, 2.48e-10, 3.95e-08, 1.28e-09, 3.26e-07, 5.57e-07] []
529900 [8.20e-06, 6.73e-06, 3.32e-06, 4.58e-06, 5.53e-06, 9.13e-07, 2.47e-07, 4.00e-07, 2.27e-07, 1.04e-06, 2.82e-05, 2.32e-05, 4.95e-05, 5.44e-05, 4.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.01e-08, 3.52e-08, 3.41e-07, 1.83e-07] [8.20e-06, 6.73e-06, 3.32e-06, 4.58e-06, 5.53e-06, 9.13e-07, 2.47e-07, 4.00e-07, 2.27e-07, 1.04e-06, 2.82e-05, 2.32e-05, 4.95e-05, 5.44e-05, 4.48e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.01e-08, 3.52e-08, 3.41e-07, 1.83e-07] []
530000 [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06] [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.751222 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
530000 [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06] [9.63e-06, 6.63e-06, 3.37e-06, 4.26e-06, 5.53e-06, 9.49e-07, 2.70e-07, 5.86e-06, 1.22e-05, 1.45e-07, 2.53e-05, 1.88e-05, 2.56e-05, 2.95e-06, 1.77e-07, 1.99e-07, 1.43e-08, 9.74e-09, 5.10e-07, 0.00e+00, 2.87e-06, 8.90e-06] []
530100 [1.02e-05, 7.34e-06, 3.56e-06, 3.89e-06, 5.30e-06, 9.13e-07, 2.76e-07, 6.18e-07, 2.83e-07, 3.61e-07, 3.14e-05, 1.55e-05, 3.24e-05, 1.39e-05, 6.65e-07, 2.50e-07, 5.86e-07, 5.46e-07, 3.92e-09, 6.86e-08, 3.73e-07, 3.39e-07] [1.02e-05, 7.34e-06, 3.56e-06, 3.89e-06, 5.30e-06, 9.13e-07, 2.76e-07, 6.18e-07, 2.83e-07, 3.61e-07, 3.14e-05, 1.55e-05, 3.24e-05, 1.39e-05, 6.65e-07, 2.50e-07, 5.86e-07, 5.46e-07, 3.92e-09, 6.86e-08, 3.73e-07, 3.39e-07] []
530200 [7.16e-06, 6.95e-06, 3.31e-06, 4.56e-06, 5.68e-06, 7.88e-07, 2.28e-07, 5.76e-06, 2.77e-09, 6.24e-07, 2.44e-05, 1.83e-05, 3.38e-05, 2.69e-05, 0.00e+00, 2.36e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-08, 5.59e-06, 1.03e-07] [7.16e-06, 6.95e-06, 3.31e-06, 4.56e-06, 5.68e-06, 7.88e-07, 2.28e-07, 5.76e-06, 2.77e-09, 6.24e-07, 2.44e-05, 1.83e-05, 3.38e-05, 2.69e-05, 0.00e+00, 2.36e-10, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-08, 5.59e-06, 1.03e-07] []
530300 [7.73e-06, 7.06e-06, 3.27e-06, 4.66e-06, 5.86e-06, 8.47e-07, 2.54e-07, 1.56e-06, 6.91e-07, 4.90e-08, 2.37e-05, 1.45e-05, 1.93e-05, 1.25e-05, 3.69e-07, 5.08e-07, 1.68e-07, 1.56e-07, 1.89e-07, 1.54e-07, 1.03e-06, 9.31e-07] [7.73e-06, 7.06e-06, 3.27e-06, 4.66e-06, 5.86e-06, 8.47e-07, 2.54e-07, 1.56e-06, 6.91e-07, 4.90e-08, 2.37e-05, 1.45e-05, 1.93e-05, 1.25e-05, 3.69e-07, 5.08e-07, 1.68e-07, 1.56e-07, 1.89e-07, 1.54e-07, 1.03e-06, 9.31e-07] []
530400 [7.00e-06, 7.11e-06, 3.33e-06, 4.49e-06, 5.72e-06, 7.99e-07, 2.23e-07, 1.32e-06, 8.44e-09, 9.06e-09, 2.34e-05, 1.06e-05, 1.70e-05, 1.26e-06, 1.21e-07, 9.46e-08, 1.13e-07, 9.83e-08, 9.31e-08, 1.32e-08, 4.13e-07, 6.98e-08] [7.00e-06, 7.11e-06, 3.33e-06, 4.49e-06, 5.72e-06, 7.99e-07, 2.23e-07, 1.32e-06, 8.44e-09, 9.06e-09, 2.34e-05, 1.06e-05, 1.70e-05, 1.26e-06, 1.21e-07, 9.46e-08, 1.13e-07, 9.83e-08, 9.31e-08, 1.32e-08, 4.13e-07, 6.98e-08] []
530500 [6.29e-06, 7.12e-06, 3.29e-06, 4.45e-06, 5.69e-06, 7.49e-07, 2.15e-07, 6.70e-06, 1.34e-06, 1.33e-08, 2.51e-05, 1.28e-05, 1.56e-05, 1.33e-06, 1.42e-08, 5.45e-09, 1.29e-08, 1.83e-08, 0.00e+00, 0.00e+00, 8.91e-06, 2.58e-06] [6.29e-06, 7.12e-06, 3.29e-06, 4.45e-06, 5.69e-06, 7.49e-07, 2.15e-07, 6.70e-06, 1.34e-06, 1.33e-08, 2.51e-05, 1.28e-05, 1.56e-05, 1.33e-06, 1.42e-08, 5.45e-09, 1.29e-08, 1.83e-08, 0.00e+00, 0.00e+00, 8.91e-06, 2.58e-06] []
530600 [6.05e-06, 7.20e-06, 3.32e-06, 4.66e-06, 5.80e-06, 7.54e-07, 1.93e-07, 9.19e-08, 6.07e-07, 8.51e-07, 2.22e-05, 1.73e-05, 3.47e-05, 3.89e-05, 0.00e+00, 0.00e+00, 1.87e-09, 0.00e+00, 0.00e+00, 6.37e-09, 1.04e-06, 7.69e-08] [6.05e-06, 7.20e-06, 3.32e-06, 4.66e-06, 5.80e-06, 7.54e-07, 1.93e-07, 9.19e-08, 6.07e-07, 8.51e-07, 2.22e-05, 1.73e-05, 3.47e-05, 3.89e-05, 0.00e+00, 0.00e+00, 1.87e-09, 0.00e+00, 0.00e+00, 6.37e-09, 1.04e-06, 7.69e-08] []
530700 [3.01e-05, 8.62e-06, 3.71e-06, 5.30e-06, 7.45e-06, 1.56e-06, 5.32e-07, 3.63e-05, 6.03e-06, 2.83e-05, 9.81e-05, 2.24e-04, 3.77e-04, 1.23e-03, 2.25e-05, 2.26e-05, 1.17e-05, 1.05e-05, 1.14e-05, 1.59e-06, 5.67e-05, 8.44e-06] [3.01e-05, 8.62e-06, 3.71e-06, 5.30e-06, 7.45e-06, 1.56e-06, 5.32e-07, 3.63e-05, 6.03e-06, 2.83e-05, 9.81e-05, 2.24e-04, 3.77e-04, 1.23e-03, 2.25e-05, 2.26e-05, 1.17e-05, 1.05e-05, 1.14e-05, 1.59e-06, 5.67e-05, 8.44e-06] []
530800 [6.77e-06, 7.13e-06, 3.36e-06, 4.11e-06, 5.71e-06, 7.77e-07, 2.01e-07, 1.42e-08, 1.25e-07, 6.13e-08, 2.23e-05, 9.02e-06, 1.59e-05, 4.33e-06, 1.19e-07, 1.92e-07, 1.79e-07, 1.83e-07, 2.16e-08, 1.48e-08, 1.25e-07, 5.32e-08] [6.77e-06, 7.13e-06, 3.36e-06, 4.11e-06, 5.71e-06, 7.77e-07, 2.01e-07, 1.42e-08, 1.25e-07, 6.13e-08, 2.23e-05, 9.02e-06, 1.59e-05, 4.33e-06, 1.19e-07, 1.92e-07, 1.79e-07, 1.83e-07, 2.16e-08, 1.48e-08, 1.25e-07, 5.32e-08] []
530900 [6.37e-06, 7.27e-06, 3.31e-06, 4.15e-06, 5.77e-06, 8.03e-07, 2.21e-07, 6.88e-07, 2.66e-08, 3.42e-09, 1.96e-05, 9.26e-06, 1.32e-05, 1.70e-06, 7.07e-08, 1.54e-07, 9.34e-08, 7.63e-08, 8.80e-08, 4.10e-09, 4.23e-07, 5.30e-08] [6.37e-06, 7.27e-06, 3.31e-06, 4.15e-06, 5.77e-06, 8.03e-07, 2.21e-07, 6.88e-07, 2.66e-08, 3.42e-09, 1.96e-05, 9.26e-06, 1.32e-05, 1.70e-06, 7.07e-08, 1.54e-07, 9.34e-08, 7.63e-08, 8.80e-08, 4.10e-09, 4.23e-07, 5.30e-08] []
531000 [5.71e-06, 7.27e-06, 3.35e-06, 4.30e-06, 5.74e-06, 7.73e-07, 1.92e-07, 5.94e-08, 5.20e-07, 1.30e-07, 1.86e-05, 9.48e-06, 1.41e-05, 5.63e-06, 1.04e-08, 2.50e-09, 1.98e-08, 5.92e-09, 9.53e-12, 4.61e-08, 3.15e-07, 2.73e-07] [5.71e-06, 7.27e-06, 3.35e-06, 4.30e-06, 5.74e-06, 7.73e-07, 1.92e-07, 5.94e-08, 5.20e-07, 1.30e-07, 1.86e-05, 9.48e-06, 1.41e-05, 5.63e-06, 1.04e-08, 2.50e-09, 1.98e-08, 5.92e-09, 9.53e-12, 4.61e-08, 3.15e-07, 2.73e-07] []
531100 [7.56e-06, 7.36e-06, 3.38e-06, 4.03e-06, 5.72e-06, 8.42e-07, 2.08e-07, 2.38e-06, 4.09e-09, 4.44e-07, 2.90e-05, 1.44e-05, 3.32e-05, 3.47e-05, 5.53e-07, 7.14e-07, 8.02e-07, 7.02e-07, 7.65e-07, 1.21e-09, 4.17e-06, 2.70e-08] [7.56e-06, 7.36e-06, 3.38e-06, 4.03e-06, 5.72e-06, 8.42e-07, 2.08e-07, 2.38e-06, 4.09e-09, 4.44e-07, 2.90e-05, 1.44e-05, 3.32e-05, 3.47e-05, 5.53e-07, 7.14e-07, 8.02e-07, 7.02e-07, 7.65e-07, 1.21e-09, 4.17e-06, 2.70e-08] []
531200 [1.69e-05, 8.54e-06, 3.66e-06, 6.55e-06, 7.03e-06, 9.54e-07, 2.70e-07, 2.72e-05, 7.32e-07, 1.73e-05, 9.59e-05, 1.94e-04, 4.45e-04, 9.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 1.60e-06] [1.69e-05, 8.54e-06, 3.66e-06, 6.55e-06, 7.03e-06, 9.54e-07, 2.70e-07, 2.72e-05, 7.32e-07, 1.73e-05, 9.59e-05, 1.94e-04, 4.45e-04, 9.78e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.57e-05, 1.60e-06] []
531300 [7.66e-06, 7.28e-06, 3.38e-06, 3.96e-06, 5.60e-06, 8.34e-07, 1.94e-07, 2.45e-06, 4.99e-09, 5.36e-07, 2.63e-05, 1.30e-05, 3.06e-05, 3.42e-05, 4.79e-07, 4.82e-07, 7.54e-07, 6.76e-07, 6.73e-07, 1.22e-08, 3.58e-06, 5.98e-08] [7.66e-06, 7.28e-06, 3.38e-06, 3.96e-06, 5.60e-06, 8.34e-07, 1.94e-07, 2.45e-06, 4.99e-09, 5.36e-07, 2.63e-05, 1.30e-05, 3.06e-05, 3.42e-05, 4.79e-07, 4.82e-07, 7.54e-07, 6.76e-07, 6.73e-07, 1.22e-08, 3.58e-06, 5.98e-08] []
531400 [1.96e-05, 8.31e-06, 3.62e-06, 4.55e-06, 6.25e-06, 1.11e-06, 3.17e-07, 3.57e-05, 2.51e-05, 1.20e-05, 1.14e-04, 1.14e-04, 3.89e-04, 6.55e-04, 8.76e-06, 8.06e-06, 9.89e-06, 8.37e-06, 1.34e-05, 6.89e-06, 6.42e-05, 3.16e-05] [1.96e-05, 8.31e-06, 3.62e-06, 4.55e-06, 6.25e-06, 1.11e-06, 3.17e-07, 3.57e-05, 2.51e-05, 1.20e-05, 1.14e-04, 1.14e-04, 3.89e-04, 6.55e-04, 8.76e-06, 8.06e-06, 9.89e-06, 8.37e-06, 1.34e-05, 6.89e-06, 6.42e-05, 3.16e-05] []
531500 [6.25e-06, 7.16e-06, 3.31e-06, 4.11e-06, 5.66e-06, 8.05e-07, 2.00e-07, 5.02e-06, 4.61e-06, 1.23e-06, 2.27e-05, 2.44e-05, 3.62e-05, 8.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.27e-06, 7.77e-06] [6.25e-06, 7.16e-06, 3.31e-06, 4.11e-06, 5.66e-06, 8.05e-07, 2.00e-07, 5.02e-06, 4.61e-06, 1.23e-06, 2.27e-05, 2.44e-05, 3.62e-05, 8.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.27e-06, 7.77e-06] []
531600 [6.14e-06, 7.42e-06, 3.36e-06, 4.16e-06, 5.70e-06, 8.24e-07, 1.86e-07, 1.97e-06, 4.57e-07, 4.90e-08, 2.29e-05, 9.68e-06, 1.88e-05, 9.30e-06, 1.55e-07, 2.16e-07, 4.36e-07, 3.85e-07, 4.34e-07, 7.66e-11, 2.32e-06, 3.98e-08] [6.14e-06, 7.42e-06, 3.36e-06, 4.16e-06, 5.70e-06, 8.24e-07, 1.86e-07, 1.97e-06, 4.57e-07, 4.90e-08, 2.29e-05, 9.68e-06, 1.88e-05, 9.30e-06, 1.55e-07, 2.16e-07, 4.36e-07, 3.85e-07, 4.34e-07, 7.66e-11, 2.32e-06, 3.98e-08] []
531700 [1.04e-05, 7.47e-06, 3.33e-06, 4.77e-06, 6.27e-06, 8.46e-07, 1.71e-07, 1.49e-06, 1.59e-05, 1.14e-05, 3.55e-05, 9.71e-05, 1.67e-04, 4.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 1.62e-05] [1.04e-05, 7.47e-06, 3.33e-06, 4.77e-06, 6.27e-06, 8.46e-07, 1.71e-07, 1.49e-06, 1.59e-05, 1.14e-05, 3.55e-05, 9.71e-05, 1.67e-04, 4.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 1.62e-05] []
531800 [5.31e-06, 7.33e-06, 3.33e-06, 4.39e-06, 5.68e-06, 8.17e-07, 1.51e-07, 1.24e-06, 4.94e-08, 4.34e-07, 1.86e-05, 1.19e-05, 2.81e-05, 2.31e-05, 0.00e+00, 1.11e-09, 3.24e-09, 0.00e+00, 0.00e+00, 2.69e-10, 2.46e-06, 8.65e-07] [5.31e-06, 7.33e-06, 3.33e-06, 4.39e-06, 5.68e-06, 8.17e-07, 1.51e-07, 1.24e-06, 4.94e-08, 4.34e-07, 1.86e-05, 1.19e-05, 2.81e-05, 2.31e-05, 0.00e+00, 1.11e-09, 3.24e-09, 0.00e+00, 0.00e+00, 2.69e-10, 2.46e-06, 8.65e-07] []
531900 [8.05e-06, 7.61e-06, 3.43e-06, 4.00e-06, 5.55e-06, 9.22e-07, 1.87e-07, 5.47e-06, 8.79e-06, 1.21e-06, 4.59e-05, 2.56e-05, 8.99e-05, 8.46e-05, 1.06e-06, 9.10e-07, 2.09e-06, 1.78e-06, 2.18e-06, 1.81e-06, 1.10e-05, 8.92e-06] [8.05e-06, 7.61e-06, 3.43e-06, 4.00e-06, 5.55e-06, 9.22e-07, 1.87e-07, 5.47e-06, 8.79e-06, 1.21e-06, 4.59e-05, 2.56e-05, 8.99e-05, 8.46e-05, 1.06e-06, 9.10e-07, 2.09e-06, 1.78e-06, 2.18e-06, 1.81e-06, 1.10e-05, 8.92e-06] []
532000 [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06] [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.954692 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
532000 [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06] [2.52e-05, 9.47e-06, 3.82e-06, 7.39e-06, 8.04e-06, 1.43e-06, 3.63e-07, 1.15e-05, 1.52e-07, 3.68e-05, 6.39e-05, 3.84e-04, 3.45e-04, 1.69e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 1.23e-06] []
532100 [1.22e-05, 7.54e-06, 3.79e-06, 3.59e-06, 5.58e-06, 1.02e-06, 2.64e-07, 1.30e-04, 2.15e-06, 2.41e-06, 3.42e-05, 3.73e-05, 8.65e-05, 1.81e-04, 1.25e-06, 2.63e-06, 2.46e-06, 2.52e-06, 2.23e-05, 2.34e-07, 1.10e-04, 1.37e-06] [1.22e-05, 7.54e-06, 3.79e-06, 3.59e-06, 5.58e-06, 1.02e-06, 2.64e-07, 1.30e-04, 2.15e-06, 2.41e-06, 3.42e-05, 3.73e-05, 8.65e-05, 1.81e-04, 1.25e-06, 2.63e-06, 2.46e-06, 2.52e-06, 2.23e-05, 2.34e-07, 1.10e-04, 1.37e-06] []
532200 [1.10e-05, 7.51e-06, 3.47e-06, 3.66e-06, 5.52e-06, 1.15e-06, 2.89e-07, 9.75e-08, 1.92e-06, 3.26e-06, 2.27e-05, 3.09e-05, 1.51e-05, 9.08e-05, 1.65e-06, 2.46e-06, 1.25e-06, 9.80e-07, 9.44e-08, 1.92e-07, 1.85e-07, 1.05e-06] [1.10e-05, 7.51e-06, 3.47e-06, 3.66e-06, 5.52e-06, 1.15e-06, 2.89e-07, 9.75e-08, 1.92e-06, 3.26e-06, 2.27e-05, 3.09e-05, 1.51e-05, 9.08e-05, 1.65e-06, 2.46e-06, 1.25e-06, 9.80e-07, 9.44e-08, 1.92e-07, 1.85e-07, 1.05e-06] []
532300 [7.25e-06, 7.41e-06, 3.41e-06, 3.93e-06, 5.52e-06, 9.67e-07, 1.75e-07, 1.71e-06, 6.36e-08, 9.45e-07, 2.81e-05, 1.57e-05, 4.46e-05, 5.62e-05, 4.48e-07, 8.21e-07, 1.22e-06, 1.04e-06, 6.08e-07, 5.66e-08, 2.91e-06, 3.17e-07] [7.25e-06, 7.41e-06, 3.41e-06, 3.93e-06, 5.52e-06, 9.67e-07, 1.75e-07, 1.71e-06, 6.36e-08, 9.45e-07, 2.81e-05, 1.57e-05, 4.46e-05, 5.62e-05, 4.48e-07, 8.21e-07, 1.22e-06, 1.04e-06, 6.08e-07, 5.66e-08, 2.91e-06, 3.17e-07] []
532400 [6.63e-06, 7.18e-06, 3.32e-06, 4.08e-06, 5.39e-06, 9.58e-07, 1.57e-07, 5.53e-07, 7.75e-07, 1.71e-06, 1.86e-05, 2.01e-05, 3.24e-05, 7.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-07, 1.72e-06, 1.23e-06] [6.63e-06, 7.18e-06, 3.32e-06, 4.08e-06, 5.39e-06, 9.58e-07, 1.57e-07, 5.53e-07, 7.75e-07, 1.71e-06, 1.86e-05, 2.01e-05, 3.24e-05, 7.69e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.27e-07, 1.72e-06, 1.23e-06] []
532500 [5.48e-06, 7.50e-06, 3.31e-06, 4.77e-06, 5.60e-06, 9.57e-07, 1.36e-07, 3.48e-06, 2.95e-06, 2.64e-06, 2.10e-05, 3.06e-05, 6.26e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.63e-06, 5.44e-06] [5.48e-06, 7.50e-06, 3.31e-06, 4.77e-06, 5.60e-06, 9.57e-07, 1.36e-07, 3.48e-06, 2.95e-06, 2.64e-06, 2.10e-05, 3.06e-05, 6.26e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.63e-06, 5.44e-06] []
532600 [1.56e-05, 8.24e-06, 3.42e-06, 5.40e-06, 7.32e-06, 1.24e-06, 2.54e-07, 6.67e-06, 2.70e-05, 3.29e-05, 6.78e-05, 2.96e-04, 1.57e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.50e-07, 0.00e+00, 3.26e-06, 1.64e-05] [1.56e-05, 8.24e-06, 3.42e-06, 5.40e-06, 7.32e-06, 1.24e-06, 2.54e-07, 6.67e-06, 2.70e-05, 3.29e-05, 6.78e-05, 2.96e-04, 1.57e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.50e-07, 0.00e+00, 3.26e-06, 1.64e-05] []
532700 [8.99e-06, 7.46e-06, 3.34e-06, 4.24e-06, 5.70e-06, 1.11e-06, 1.85e-07, 4.46e-08, 1.03e-04, 7.72e-06, 3.18e-05, 9.61e-05, 3.11e-05, 3.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-07, 0.00e+00, 2.05e-07, 1.18e-04] [8.99e-06, 7.46e-06, 3.34e-06, 4.24e-06, 5.70e-06, 1.11e-06, 1.85e-07, 4.46e-08, 1.03e-04, 7.72e-06, 3.18e-05, 9.61e-05, 3.11e-05, 3.24e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-07, 0.00e+00, 2.05e-07, 1.18e-04] []
532800 [8.86e-06, 8.43e-06, 4.18e-06, 3.40e-06, 4.96e-06, 1.12e-06, 2.93e-07, 5.38e-06, 1.72e-07, 1.17e-06, 1.17e-04, 7.83e-05, 2.26e-04, 4.23e-05, 5.64e-07, 1.05e-07, 2.54e-06, 2.10e-06, 3.98e-06, 2.20e-07, 1.79e-05, 1.12e-06] [8.86e-06, 8.43e-06, 4.18e-06, 3.40e-06, 4.96e-06, 1.12e-06, 2.93e-07, 5.38e-06, 1.72e-07, 1.17e-06, 1.17e-04, 7.83e-05, 2.26e-04, 4.23e-05, 5.64e-07, 1.05e-07, 2.54e-06, 2.10e-06, 3.98e-06, 2.20e-07, 1.79e-05, 1.12e-06] []
532900 [2.30e-05, 9.88e-06, 3.94e-06, 7.45e-06, 7.18e-06, 1.23e-06, 2.38e-07, 6.35e-05, 8.08e-05, 2.75e-05, 2.78e-04, 3.30e-04, 1.14e-03, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-04, 1.74e-04] [2.30e-05, 9.88e-06, 3.94e-06, 7.45e-06, 7.18e-06, 1.23e-06, 2.38e-07, 6.35e-05, 8.08e-05, 2.75e-05, 2.78e-04, 3.30e-04, 1.14e-03, 1.72e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.07e-04, 1.74e-04] []
533000 [5.07e-06, 7.42e-06, 3.32e-06, 4.14e-06, 5.34e-06, 1.07e-06, 1.36e-07, 1.09e-09, 2.26e-08, 3.58e-09, 1.30e-05, 6.01e-06, 6.19e-06, 3.39e-08, 9.29e-09, 2.77e-08, 1.11e-07, 7.66e-08, 2.01e-08, 1.16e-09, 3.55e-08, 4.71e-09] [5.07e-06, 7.42e-06, 3.32e-06, 4.14e-06, 5.34e-06, 1.07e-06, 1.36e-07, 1.09e-09, 2.26e-08, 3.58e-09, 1.30e-05, 6.01e-06, 6.19e-06, 3.39e-08, 9.29e-09, 2.77e-08, 1.11e-07, 7.66e-08, 2.01e-08, 1.16e-09, 3.55e-08, 4.71e-09] []
533100 [4.75e-06, 7.59e-06, 3.28e-06, 4.41e-06, 5.43e-06, 1.09e-06, 1.45e-07, 3.97e-09, 1.83e-08, 5.92e-08, 1.33e-05, 8.01e-06, 1.20e-05, 5.57e-06, 7.93e-10, 1.33e-11, 1.96e-08, 4.61e-09, 1.28e-09, 1.59e-09, 1.12e-07, 6.94e-09] [4.75e-06, 7.59e-06, 3.28e-06, 4.41e-06, 5.43e-06, 1.09e-06, 1.45e-07, 3.97e-09, 1.83e-08, 5.92e-08, 1.33e-05, 8.01e-06, 1.20e-05, 5.57e-06, 7.93e-10, 1.33e-11, 1.96e-08, 4.61e-09, 1.28e-09, 1.59e-09, 1.12e-07, 6.94e-09] []
533200 [5.33e-06, 7.48e-06, 3.31e-06, 4.12e-06, 5.33e-06, 1.14e-06, 1.46e-07, 1.27e-06, 1.32e-06, 7.17e-08, 1.58e-05, 7.19e-06, 1.08e-05, 5.78e-06, 6.06e-08, 1.30e-07, 3.19e-07, 2.82e-07, 3.22e-07, 2.28e-07, 1.42e-06, 1.19e-06] [5.33e-06, 7.48e-06, 3.31e-06, 4.12e-06, 5.33e-06, 1.14e-06, 1.46e-07, 1.27e-06, 1.32e-06, 7.17e-08, 1.58e-05, 7.19e-06, 1.08e-05, 5.78e-06, 6.06e-08, 1.30e-07, 3.19e-07, 2.82e-07, 3.22e-07, 2.28e-07, 1.42e-06, 1.19e-06] []
533300 [3.16e-05, 9.41e-06, 3.80e-06, 5.30e-06, 7.27e-06, 2.09e-06, 4.74e-07, 2.07e-05, 1.36e-09, 3.73e-05, 8.40e-05, 2.58e-04, 3.77e-04, 1.51e-03, 2.67e-05, 2.58e-05, 1.30e-05, 1.14e-05, 7.47e-06, 4.72e-07, 3.48e-05, 2.22e-06] [3.16e-05, 9.41e-06, 3.80e-06, 5.30e-06, 7.27e-06, 2.09e-06, 4.74e-07, 2.07e-05, 1.36e-09, 3.73e-05, 8.40e-05, 2.58e-04, 3.77e-04, 1.51e-03, 2.67e-05, 2.58e-05, 1.30e-05, 1.14e-05, 7.47e-06, 4.72e-07, 3.48e-05, 2.22e-06] []
533400 [7.98e-06, 7.60e-06, 3.35e-06, 4.04e-06, 5.27e-06, 1.27e-06, 1.60e-07, 3.17e-06, 1.86e-07, 2.31e-06, 2.42e-05, 2.13e-05, 5.23e-05, 1.09e-04, 1.18e-06, 1.10e-06, 1.60e-06, 1.53e-06, 1.20e-06, 5.95e-08, 5.72e-06, 3.14e-07] [7.98e-06, 7.60e-06, 3.35e-06, 4.04e-06, 5.27e-06, 1.27e-06, 1.60e-07, 3.17e-06, 1.86e-07, 2.31e-06, 2.42e-05, 2.13e-05, 5.23e-05, 1.09e-04, 1.18e-06, 1.10e-06, 1.60e-06, 1.53e-06, 1.20e-06, 5.95e-08, 5.72e-06, 3.14e-07] []
533500 [8.44e-06, 7.81e-06, 3.65e-06, 3.37e-06, 5.13e-06, 1.24e-06, 1.86e-07, 2.76e-06, 1.04e-05, 1.28e-06, 5.25e-05, 3.02e-05, 1.33e-04, 1.22e-04, 3.92e-07, 1.19e-06, 2.04e-06, 2.08e-06, 1.94e-06, 0.00e+00, 9.23e-06, 6.94e-06] [8.44e-06, 7.81e-06, 3.65e-06, 3.37e-06, 5.13e-06, 1.24e-06, 1.86e-07, 2.76e-06, 1.04e-05, 1.28e-06, 5.25e-05, 3.02e-05, 1.33e-04, 1.22e-04, 3.92e-07, 1.19e-06, 2.04e-06, 2.08e-06, 1.94e-06, 0.00e+00, 9.23e-06, 6.94e-06] []
533600 [6.97e-06, 7.59e-06, 3.32e-06, 4.01e-06, 5.25e-06, 1.27e-06, 1.58e-07, 5.97e-07, 1.19e-05, 1.48e-06, 2.19e-05, 1.61e-05, 4.24e-05, 7.33e-05, 6.66e-07, 7.49e-07, 1.31e-06, 1.17e-06, 5.28e-07, 2.74e-06, 2.37e-06, 1.27e-05] [6.97e-06, 7.59e-06, 3.32e-06, 4.01e-06, 5.25e-06, 1.27e-06, 1.58e-07, 5.97e-07, 1.19e-05, 1.48e-06, 2.19e-05, 1.61e-05, 4.24e-05, 7.33e-05, 6.66e-07, 7.49e-07, 1.31e-06, 1.17e-06, 5.28e-07, 2.74e-06, 2.37e-06, 1.27e-05] []
533700 [6.64e-06, 7.61e-06, 3.48e-06, 3.43e-06, 5.07e-06, 1.25e-06, 1.68e-07, 2.50e-07, 4.75e-06, 1.68e-07, 2.93e-05, 1.51e-05, 4.88e-05, 2.99e-05, 9.85e-08, 4.39e-07, 8.04e-07, 7.54e-07, 5.75e-07, 0.00e+00, 2.61e-06, 2.73e-06] [6.64e-06, 7.61e-06, 3.48e-06, 3.43e-06, 5.07e-06, 1.25e-06, 1.68e-07, 2.50e-07, 4.75e-06, 1.68e-07, 2.93e-05, 1.51e-05, 4.88e-05, 2.99e-05, 9.85e-08, 4.39e-07, 8.04e-07, 7.54e-07, 5.75e-07, 0.00e+00, 2.61e-06, 2.73e-06] []
533800 [4.60e-06, 7.52e-06, 3.23e-06, 4.23e-06, 5.34e-06, 1.23e-06, 1.31e-07, 1.28e-06, 8.54e-08, 7.76e-08, 1.42e-05, 9.04e-06, 2.10e-05, 7.26e-06, 0.00e+00, 4.88e-09, 7.53e-09, 8.91e-10, 0.00e+00, 4.69e-10, 5.00e-06, 1.86e-08] [4.60e-06, 7.52e-06, 3.23e-06, 4.23e-06, 5.34e-06, 1.23e-06, 1.31e-07, 1.28e-06, 8.54e-08, 7.76e-08, 1.42e-05, 9.04e-06, 2.10e-05, 7.26e-06, 0.00e+00, 4.88e-09, 7.53e-09, 8.91e-10, 0.00e+00, 4.69e-10, 5.00e-06, 1.86e-08] []
533900 [5.63e-06, 7.75e-06, 3.24e-06, 4.93e-06, 5.47e-06, 1.25e-06, 1.24e-07, 5.96e-06, 1.74e-06, 3.80e-06, 4.17e-05, 4.45e-05, 1.59e-04, 2.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 4.49e-06] [5.63e-06, 7.75e-06, 3.24e-06, 4.93e-06, 5.47e-06, 1.25e-06, 1.24e-07, 5.96e-06, 1.74e-06, 3.80e-06, 4.17e-05, 4.45e-05, 1.59e-04, 2.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.94e-05, 4.49e-06] []
534000 [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06] [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.003917 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
534000 [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06] [6.69e-06, 7.48e-06, 3.26e-06, 3.78e-06, 5.17e-06, 1.35e-06, 1.52e-07, 1.75e-07, 1.49e-06, 1.33e-06, 1.66e-05, 1.29e-05, 2.62e-05, 5.56e-05, 3.50e-07, 6.62e-07, 1.04e-06, 8.45e-07, 1.72e-07, 2.74e-07, 6.35e-07, 1.40e-06] []
534100 [4.67e-06, 7.51e-06, 3.19e-06, 4.08e-06, 5.21e-06, 1.33e-06, 1.31e-07, 1.62e-08, 3.13e-07, 2.27e-08, 1.08e-05, 5.54e-06, 5.74e-06, 1.62e-07, 7.54e-09, 3.19e-08, 1.16e-07, 7.97e-08, 0.00e+00, 9.17e-09, 1.08e-06, 4.25e-08] [4.67e-06, 7.51e-06, 3.19e-06, 4.08e-06, 5.21e-06, 1.33e-06, 1.31e-07, 1.62e-08, 3.13e-07, 2.27e-08, 1.08e-05, 5.54e-06, 5.74e-06, 1.62e-07, 7.54e-09, 3.19e-08, 1.16e-07, 7.97e-08, 0.00e+00, 9.17e-09, 1.08e-06, 4.25e-08] []
534200 [4.43e-06, 7.59e-06, 3.18e-06, 4.10e-06, 5.23e-06, 1.34e-06, 1.33e-07, 1.47e-07, 2.36e-07, 3.24e-08, 1.08e-05, 5.56e-06, 5.09e-06, 4.18e-08, 1.83e-09, 2.93e-08, 1.29e-07, 8.49e-08, 2.83e-08, 1.71e-08, 4.85e-08, 8.65e-08] [4.43e-06, 7.59e-06, 3.18e-06, 4.10e-06, 5.23e-06, 1.34e-06, 1.33e-07, 1.47e-07, 2.36e-07, 3.24e-08, 1.08e-05, 5.56e-06, 5.09e-06, 4.18e-08, 1.83e-09, 2.93e-08, 1.29e-07, 8.49e-08, 2.83e-08, 1.71e-08, 4.85e-08, 8.65e-08] []
534300 [4.50e-06, 7.52e-06, 3.17e-06, 4.05e-06, 5.11e-06, 1.39e-06, 1.23e-07, 8.64e-08, 1.06e-08, 1.52e-09, 1.15e-05, 5.41e-06, 6.25e-06, 9.59e-07, 1.66e-08, 4.27e-08, 1.96e-07, 1.51e-07, 1.29e-07, 6.05e-10, 4.52e-07, 3.53e-09] [4.50e-06, 7.52e-06, 3.17e-06, 4.05e-06, 5.11e-06, 1.39e-06, 1.23e-07, 8.64e-08, 1.06e-08, 1.52e-09, 1.15e-05, 5.41e-06, 6.25e-06, 9.59e-07, 1.66e-08, 4.27e-08, 1.96e-07, 1.51e-07, 1.29e-07, 6.05e-10, 4.52e-07, 3.53e-09] []
534400 [4.09e-06, 7.53e-06, 3.14e-06, 4.18e-06, 5.13e-06, 1.39e-06, 1.18e-07, 5.65e-07, 7.66e-08, 4.25e-07, 1.03e-05, 7.93e-06, 1.23e-05, 1.60e-05, 0.00e+00, 0.00e+00, 7.00e-09, 1.33e-09, 0.00e+00, 0.00e+00, 8.30e-07, 5.56e-08] [4.09e-06, 7.53e-06, 3.14e-06, 4.18e-06, 5.13e-06, 1.39e-06, 1.18e-07, 5.65e-07, 7.66e-08, 4.25e-07, 1.03e-05, 7.93e-06, 1.23e-05, 1.60e-05, 0.00e+00, 0.00e+00, 7.00e-09, 1.33e-09, 0.00e+00, 0.00e+00, 8.30e-07, 5.56e-08] []
534500 [3.96e-05, 1.02e-05, 3.76e-06, 6.14e-06, 7.68e-06, 2.40e-06, 5.18e-07, 7.59e-05, 5.26e-05, 5.04e-05, 1.39e-04, 3.22e-04, 7.65e-04, 2.16e-03, 3.20e-05, 3.03e-05, 2.20e-05, 1.90e-05, 2.53e-05, 1.83e-05, 1.15e-04, 7.45e-05] [3.96e-05, 1.02e-05, 3.76e-06, 6.14e-06, 7.68e-06, 2.40e-06, 5.18e-07, 7.59e-05, 5.26e-05, 5.04e-05, 1.39e-04, 3.22e-04, 7.65e-04, 2.16e-03, 3.20e-05, 3.03e-05, 2.20e-05, 1.90e-05, 2.53e-05, 1.83e-05, 1.15e-04, 7.45e-05] []
534600 [3.57e-05, 1.13e-05, 3.88e-06, 7.79e-06, 8.78e-06, 2.60e-06, 5.21e-07, 1.88e-05, 7.74e-05, 5.66e-05, 8.34e-05, 6.20e-04, 4.58e-04, 2.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-05, 1.48e-04] [3.57e-05, 1.13e-05, 3.88e-06, 7.79e-06, 8.78e-06, 2.60e-06, 5.21e-07, 1.88e-05, 7.74e-05, 5.66e-05, 8.34e-05, 6.20e-04, 4.58e-04, 2.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.64e-05, 1.48e-04] []
534700 [7.57e-06, 7.79e-06, 3.33e-06, 3.54e-06, 4.88e-06, 1.55e-06, 1.54e-07, 1.49e-05, 9.10e-07, 1.93e-06, 2.83e-05, 1.91e-05, 6.98e-05, 8.23e-05, 7.21e-07, 6.85e-07, 1.48e-06, 1.48e-06, 3.96e-06, 0.00e+00, 1.90e-05, 1.60e-07] [7.57e-06, 7.79e-06, 3.33e-06, 3.54e-06, 4.88e-06, 1.55e-06, 1.54e-07, 1.49e-05, 9.10e-07, 1.93e-06, 2.83e-05, 1.91e-05, 6.98e-05, 8.23e-05, 7.21e-07, 6.85e-07, 1.48e-06, 1.48e-06, 3.96e-06, 0.00e+00, 1.90e-05, 1.60e-07] []
534800 [4.35e-06, 7.66e-06, 3.08e-06, 4.21e-06, 5.12e-06, 1.52e-06, 1.38e-07, 2.32e-06, 4.66e-08, 1.95e-10, 9.54e-06, 5.82e-06, 6.16e-06, 1.61e-07, 1.76e-08, 1.03e-08, 5.19e-08, 3.24e-08, 0.00e+00, 3.27e-10, 8.98e-06, 9.74e-09] [4.35e-06, 7.66e-06, 3.08e-06, 4.21e-06, 5.12e-06, 1.52e-06, 1.38e-07, 2.32e-06, 4.66e-08, 1.95e-10, 9.54e-06, 5.82e-06, 6.16e-06, 1.61e-07, 1.76e-08, 1.03e-08, 5.19e-08, 3.24e-08, 0.00e+00, 3.27e-10, 8.98e-06, 9.74e-09] []
534900 [5.27e-06, 7.60e-06, 3.14e-06, 3.71e-06, 5.14e-06, 1.56e-06, 1.72e-07, 1.72e-05, 1.03e-06, 1.09e-07, 1.80e-05, 1.09e-05, 3.16e-05, 3.30e-05, 1.47e-07, 4.36e-07, 9.60e-07, 9.65e-07, 0.00e+00, 0.00e+00, 2.07e-05, 2.03e-07] [5.27e-06, 7.60e-06, 3.14e-06, 3.71e-06, 5.14e-06, 1.56e-06, 1.72e-07, 1.72e-05, 1.03e-06, 1.09e-07, 1.80e-05, 1.09e-05, 3.16e-05, 3.30e-05, 1.47e-07, 4.36e-07, 9.60e-07, 9.65e-07, 0.00e+00, 0.00e+00, 2.07e-05, 2.03e-07] []
535000 [6.08e-06, 7.85e-06, 3.06e-06, 4.82e-06, 5.21e-06, 1.59e-06, 1.28e-07, 4.01e-06, 9.83e-07, 5.55e-06, 3.13e-05, 5.59e-05, 1.44e-04, 2.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-05, 5.14e-06] [6.08e-06, 7.85e-06, 3.06e-06, 4.82e-06, 5.21e-06, 1.59e-06, 1.28e-07, 4.01e-06, 9.83e-07, 5.55e-06, 3.13e-05, 5.59e-05, 1.44e-04, 2.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-05, 5.14e-06] []
535100 [5.27e-06, 7.57e-06, 3.09e-06, 3.71e-06, 5.01e-06, 1.63e-06, 1.52e-07, 1.41e-06, 3.91e-08, 4.82e-07, 1.64e-05, 9.35e-06, 2.70e-05, 3.25e-05, 1.56e-07, 3.96e-07, 7.26e-07, 7.55e-07, 4.20e-07, 2.98e-08, 1.85e-06, 1.39e-07] [5.27e-06, 7.57e-06, 3.09e-06, 3.71e-06, 5.01e-06, 1.63e-06, 1.52e-07, 1.41e-06, 3.91e-08, 4.82e-07, 1.64e-05, 9.35e-06, 2.70e-05, 3.25e-05, 1.56e-07, 3.96e-07, 7.26e-07, 7.55e-07, 4.20e-07, 2.98e-08, 1.85e-06, 1.39e-07] []
535200 [1.02e-05, 8.13e-06, 3.19e-06, 4.67e-06, 5.92e-06, 1.67e-06, 2.14e-07, 2.94e-06, 1.05e-05, 1.92e-05, 4.61e-05, 1.21e-04, 2.82e-04, 6.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-08, 0.00e+00, 1.93e-07, 2.06e-05] [1.02e-05, 8.13e-06, 3.19e-06, 4.67e-06, 5.92e-06, 1.67e-06, 2.14e-07, 2.94e-06, 1.05e-05, 1.92e-05, 4.61e-05, 1.21e-04, 2.82e-04, 6.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-08, 0.00e+00, 1.93e-07, 2.06e-05] []
535300 [5.39e-06, 7.73e-06, 3.19e-06, 3.51e-06, 4.74e-06, 1.69e-06, 1.60e-07, 9.61e-06, 7.87e-06, 1.44e-07, 2.18e-05, 1.11e-05, 2.76e-05, 3.62e-06, 8.84e-08, 4.29e-08, 4.35e-07, 3.98e-07, 1.66e-06, 1.85e-06, 7.90e-06, 8.70e-06] [5.39e-06, 7.73e-06, 3.19e-06, 3.51e-06, 4.74e-06, 1.69e-06, 1.60e-07, 9.61e-06, 7.87e-06, 1.44e-07, 2.18e-05, 1.11e-05, 2.76e-05, 3.62e-06, 8.84e-08, 4.29e-08, 4.35e-07, 3.98e-07, 1.66e-06, 1.85e-06, 7.90e-06, 8.70e-06] []
535400 [3.57e-06, 7.82e-06, 2.96e-06, 4.23e-06, 5.06e-06, 1.64e-06, 1.25e-07, 3.26e-07, 2.10e-06, 1.09e-06, 8.54e-06, 1.03e-05, 9.52e-06, 2.73e-05, 0.00e+00, 1.94e-11, 4.79e-09, 1.70e-10, 1.70e-07, 0.00e+00, 6.53e-07, 5.76e-07] [3.57e-06, 7.82e-06, 2.96e-06, 4.23e-06, 5.06e-06, 1.64e-06, 1.25e-07, 3.26e-07, 2.10e-06, 1.09e-06, 8.54e-06, 1.03e-05, 9.52e-06, 2.73e-05, 0.00e+00, 1.94e-11, 4.79e-09, 1.70e-10, 1.70e-07, 0.00e+00, 6.53e-07, 5.76e-07] []
535500 [2.25e-05, 9.93e-06, 3.41e-06, 6.40e-06, 7.17e-06, 2.33e-06, 3.39e-07, 2.14e-05, 2.25e-07, 3.71e-05, 5.75e-05, 3.78e-04, 3.34e-04, 1.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-05, 2.45e-06] [2.25e-05, 9.93e-06, 3.41e-06, 6.40e-06, 7.17e-06, 2.33e-06, 3.39e-07, 2.14e-05, 2.25e-07, 3.71e-05, 5.75e-05, 3.78e-04, 3.34e-04, 1.71e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.81e-05, 2.45e-06] []
535600 [3.57e-06, 7.76e-06, 2.92e-06, 4.15e-06, 4.93e-06, 1.70e-06, 1.26e-07, 3.99e-06, 9.80e-07, 5.23e-07, 8.75e-06, 7.77e-06, 6.30e-06, 1.68e-05, 0.00e+00, 8.58e-11, 1.54e-08, 8.34e-09, 5.26e-07, 0.00e+00, 2.51e-06, 1.65e-06] [3.57e-06, 7.76e-06, 2.92e-06, 4.15e-06, 4.93e-06, 1.70e-06, 1.26e-07, 3.99e-06, 9.80e-07, 5.23e-07, 8.75e-06, 7.77e-06, 6.30e-06, 1.68e-05, 0.00e+00, 8.58e-11, 1.54e-08, 8.34e-09, 5.26e-07, 0.00e+00, 2.51e-06, 1.65e-06] []
535700 [1.84e-05, 9.57e-06, 3.40e-06, 6.32e-06, 6.45e-06, 2.00e-06, 3.09e-07, 4.45e-05, 4.93e-05, 2.78e-05, 9.87e-05, 2.53e-04, 5.44e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-04, 1.07e-04] [1.84e-05, 9.57e-06, 3.40e-06, 6.32e-06, 6.45e-06, 2.00e-06, 3.09e-07, 4.45e-05, 4.93e-05, 2.78e-05, 9.87e-05, 2.53e-04, 5.44e-04, 1.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.06e-04, 1.07e-04] []
535800 [5.03e-06, 7.66e-06, 3.03e-06, 3.75e-06, 4.85e-06, 1.70e-06, 1.31e-07, 2.85e-05, 1.45e-06, 5.06e-08, 3.64e-05, 2.69e-05, 8.29e-05, 2.49e-05, 1.96e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-05, 4.20e-06] [5.03e-06, 7.66e-06, 3.03e-06, 3.75e-06, 4.85e-06, 1.70e-06, 1.31e-07, 2.85e-05, 1.45e-06, 5.06e-08, 3.64e-05, 2.69e-05, 8.29e-05, 2.49e-05, 1.96e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-05, 4.20e-06] []
535900 [3.51e-06, 7.76e-06, 2.90e-06, 4.38e-06, 4.93e-06, 1.74e-06, 1.20e-07, 2.58e-06, 1.03e-06, 2.33e-07, 9.51e-06, 7.59e-06, 1.87e-05, 1.63e-05, 0.00e+00, 0.00e+00, 5.04e-10, 0.00e+00, 0.00e+00, 5.85e-08, 5.66e-06, 2.94e-07] [3.51e-06, 7.76e-06, 2.90e-06, 4.38e-06, 4.93e-06, 1.74e-06, 1.20e-07, 2.58e-06, 1.03e-06, 2.33e-07, 9.51e-06, 7.59e-06, 1.87e-05, 1.63e-05, 0.00e+00, 0.00e+00, 5.04e-10, 0.00e+00, 0.00e+00, 5.85e-08, 5.66e-06, 2.94e-07] []
536000 [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04] [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.957709 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
536000 [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04] [4.26e-05, 1.26e-05, 3.64e-06, 7.84e-06, 9.66e-06, 3.37e-06, 7.02e-07, 1.93e-05, 1.71e-04, 6.95e-05, 9.33e-05, 7.91e-04, 4.51e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.32e-05, 3.41e-04] []
536100 [6.81e-06, 7.99e-06, 2.91e-06, 4.19e-06, 5.20e-06, 1.94e-06, 1.55e-07, 1.40e-06, 7.91e-07, 8.30e-06, 1.99e-05, 9.44e-05, 3.83e-05, 3.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.16e-07, 3.61e-07] [6.81e-06, 7.99e-06, 2.91e-06, 4.19e-06, 5.20e-06, 1.94e-06, 1.55e-07, 1.40e-06, 7.91e-07, 8.30e-06, 1.99e-05, 9.44e-05, 3.83e-05, 3.52e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.96e-08, 0.00e+00, 2.16e-07, 3.61e-07] []
536200 [3.57e-06, 7.64e-06, 2.84e-06, 4.05e-06, 4.83e-06, 1.81e-06, 1.14e-07, 3.32e-08, 3.85e-09, 1.00e-07, 6.83e-06, 4.58e-06, 4.47e-06, 4.00e-06, 0.00e+00, 3.04e-10, 4.98e-08, 3.50e-08, 4.02e-09, 0.00e+00, 1.91e-07, 1.88e-07] [3.57e-06, 7.64e-06, 2.84e-06, 4.05e-06, 4.83e-06, 1.81e-06, 1.14e-07, 3.32e-08, 3.85e-09, 1.00e-07, 6.83e-06, 4.58e-06, 4.47e-06, 4.00e-06, 0.00e+00, 3.04e-10, 4.98e-08, 3.50e-08, 4.02e-09, 0.00e+00, 1.91e-07, 1.88e-07] []
536300 [3.39e-06, 7.58e-06, 2.83e-06, 4.17e-06, 4.74e-06, 1.83e-06, 1.03e-07, 1.57e-07, 2.46e-07, 3.67e-07, 6.92e-06, 5.96e-06, 9.43e-06, 1.51e-05, 0.00e+00, 0.00e+00, 1.06e-08, 1.99e-09, 1.42e-08, 0.00e+00, 1.08e-07, 1.73e-07] [3.39e-06, 7.58e-06, 2.83e-06, 4.17e-06, 4.74e-06, 1.83e-06, 1.03e-07, 1.57e-07, 2.46e-07, 3.67e-07, 6.92e-06, 5.96e-06, 9.43e-06, 1.51e-05, 0.00e+00, 0.00e+00, 1.06e-08, 1.99e-09, 1.42e-08, 0.00e+00, 1.08e-07, 1.73e-07] []
536400 [1.55e-05, 8.39e-06, 3.04e-06, 4.17e-06, 5.23e-06, 2.11e-06, 2.41e-07, 3.17e-05, 2.27e-05, 1.28e-05, 1.27e-04, 1.19e-04, 5.37e-04, 7.19e-04, 6.00e-06, 5.97e-06, 1.04e-05, 9.07e-06, 1.45e-05, 8.06e-06, 6.66e-05, 3.44e-05] [1.55e-05, 8.39e-06, 3.04e-06, 4.17e-06, 5.23e-06, 2.11e-06, 2.41e-07, 3.17e-05, 2.27e-05, 1.28e-05, 1.27e-04, 1.19e-04, 5.37e-04, 7.19e-04, 6.00e-06, 5.97e-06, 1.04e-05, 9.07e-06, 1.45e-05, 8.06e-06, 6.66e-05, 3.44e-05] []
536500 [1.30e-05, 8.16e-06, 2.97e-06, 3.99e-06, 5.02e-06, 2.10e-06, 2.11e-07, 2.89e-05, 3.98e-07, 9.72e-06, 1.14e-04, 9.88e-05, 4.54e-04, 5.61e-04, 4.44e-06, 4.47e-06, 8.56e-06, 7.34e-06, 1.20e-05, 3.56e-07, 5.55e-05, 1.66e-06] [1.30e-05, 8.16e-06, 2.97e-06, 3.99e-06, 5.02e-06, 2.10e-06, 2.11e-07, 2.89e-05, 3.98e-07, 9.72e-06, 1.14e-04, 9.88e-05, 4.54e-04, 5.61e-04, 4.44e-06, 4.47e-06, 8.56e-06, 7.34e-06, 1.20e-05, 3.56e-07, 5.55e-05, 1.66e-06] []
536600 [7.29e-06, 8.15e-06, 2.86e-06, 4.39e-06, 5.23e-06, 1.97e-06, 1.51e-07, 1.60e-08, 6.53e-09, 1.03e-05, 1.98e-05, 8.36e-05, 1.25e-04, 4.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.74e-11, 0.00e+00, 7.94e-07, 1.38e-07] [7.29e-06, 8.15e-06, 2.86e-06, 4.39e-06, 5.23e-06, 1.97e-06, 1.51e-07, 1.60e-08, 6.53e-09, 1.03e-05, 1.98e-05, 8.36e-05, 1.25e-04, 4.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.74e-11, 0.00e+00, 7.94e-07, 1.38e-07] []
536700 [4.53e-06, 7.62e-06, 2.81e-06, 3.84e-06, 4.84e-06, 1.92e-06, 1.51e-07, 8.69e-07, 6.28e-06, 4.98e-07, 1.10e-05, 7.89e-06, 1.88e-05, 3.33e-05, 9.53e-08, 4.42e-07, 6.02e-07, 6.06e-07, 2.36e-10, 9.40e-07, 3.94e-07, 4.62e-06] [4.53e-06, 7.62e-06, 2.81e-06, 3.84e-06, 4.84e-06, 1.92e-06, 1.51e-07, 8.69e-07, 6.28e-06, 4.98e-07, 1.10e-05, 7.89e-06, 1.88e-05, 3.33e-05, 9.53e-08, 4.42e-07, 6.02e-07, 6.06e-07, 2.36e-10, 9.40e-07, 3.94e-07, 4.62e-06] []
536800 [2.80e-05, 9.84e-06, 3.32e-06, 4.96e-06, 6.85e-06, 3.10e-06, 6.60e-07, 5.74e-06, 8.27e-06, 3.68e-05, 6.57e-05, 2.62e-04, 1.96e-04, 1.34e-03, 2.80e-05, 2.73e-05, 8.77e-06, 7.01e-06, 1.68e-06, 2.07e-06, 8.17e-06, 9.77e-06] [2.80e-05, 9.84e-06, 3.32e-06, 4.96e-06, 6.85e-06, 3.10e-06, 6.60e-07, 5.74e-06, 8.27e-06, 3.68e-05, 6.57e-05, 2.62e-04, 1.96e-04, 1.34e-03, 2.80e-05, 2.73e-05, 8.77e-06, 7.01e-06, 1.68e-06, 2.07e-06, 8.17e-06, 9.77e-06] []
536900 [4.27e-06, 7.81e-06, 2.82e-06, 3.85e-06, 4.73e-06, 1.96e-06, 1.40e-07, 7.37e-08, 4.02e-06, 4.69e-08, 7.73e-06, 4.38e-06, 6.03e-06, 6.72e-06, 1.04e-07, 5.35e-08, 1.89e-07, 1.84e-07, 6.70e-10, 8.50e-07, 2.95e-07, 4.21e-06] [4.27e-06, 7.81e-06, 2.82e-06, 3.85e-06, 4.73e-06, 1.96e-06, 1.40e-07, 7.37e-08, 4.02e-06, 4.69e-08, 7.73e-06, 4.38e-06, 6.03e-06, 6.72e-06, 1.04e-07, 5.35e-08, 1.89e-07, 1.84e-07, 6.70e-10, 8.50e-07, 2.95e-07, 4.21e-06] []
537000 [3.89e-06, 7.56e-06, 2.73e-06, 3.85e-06, 4.63e-06, 1.99e-06, 1.19e-07, 9.95e-07, 1.35e-07, 2.52e-07, 1.52e-05, 8.63e-06, 2.85e-05, 2.00e-05, 6.77e-08, 2.18e-07, 6.51e-07, 6.16e-07, 5.17e-07, 7.15e-08, 2.35e-06, 3.46e-07] [3.89e-06, 7.56e-06, 2.73e-06, 3.85e-06, 4.63e-06, 1.99e-06, 1.19e-07, 9.95e-07, 1.35e-07, 2.52e-07, 1.52e-05, 8.63e-06, 2.85e-05, 2.00e-05, 6.77e-08, 2.18e-07, 6.51e-07, 6.16e-07, 5.17e-07, 7.15e-08, 2.35e-06, 3.46e-07] []
537100 [4.28e-06, 7.47e-06, 2.71e-06, 3.82e-06, 4.55e-06, 2.02e-06, 1.17e-07, 2.86e-07, 6.83e-07, 3.28e-07, 1.34e-05, 8.29e-06, 2.62e-05, 2.27e-05, 7.62e-08, 2.52e-07, 6.56e-07, 6.28e-07, 8.45e-07, 5.36e-09, 3.92e-06, 2.27e-08] [4.28e-06, 7.47e-06, 2.71e-06, 3.82e-06, 4.55e-06, 2.02e-06, 1.17e-07, 2.86e-07, 6.83e-07, 3.28e-07, 1.34e-05, 8.29e-06, 2.62e-05, 2.27e-05, 7.62e-08, 2.52e-07, 6.56e-07, 6.28e-07, 8.45e-07, 5.36e-09, 3.92e-06, 2.27e-08] []
537200 [4.03e-06, 7.40e-06, 2.69e-06, 3.84e-06, 4.51e-06, 2.04e-06, 1.14e-07, 6.91e-08, 2.39e-08, 2.09e-07, 8.07e-06, 4.93e-06, 1.25e-05, 1.40e-05, 4.80e-08, 1.85e-07, 4.26e-07, 3.88e-07, 1.21e-07, 9.63e-12, 4.21e-07, 2.46e-08] [4.03e-06, 7.40e-06, 2.69e-06, 3.84e-06, 4.51e-06, 2.04e-06, 1.14e-07, 6.91e-08, 2.39e-08, 2.09e-07, 8.07e-06, 4.93e-06, 1.25e-05, 1.40e-05, 4.80e-08, 1.85e-07, 4.26e-07, 3.88e-07, 1.21e-07, 9.63e-12, 4.21e-07, 2.46e-08] []
537300 [3.93e-06, 7.51e-06, 2.67e-06, 3.96e-06, 4.57e-06, 2.07e-06, 1.17e-07, 5.28e-08, 3.95e-07, 3.08e-09, 6.07e-06, 3.69e-06, 3.05e-06, 5.45e-07, 4.22e-09, 5.70e-08, 1.57e-07, 1.39e-07, 3.19e-08, 0.00e+00, 1.16e-07, 2.41e-07] [3.93e-06, 7.51e-06, 2.67e-06, 3.96e-06, 4.57e-06, 2.07e-06, 1.17e-07, 5.28e-08, 3.95e-07, 3.08e-09, 6.07e-06, 3.69e-06, 3.05e-06, 5.45e-07, 4.22e-09, 5.70e-08, 1.57e-07, 1.39e-07, 3.19e-08, 0.00e+00, 1.16e-07, 2.41e-07] []
537400 [3.37e-06, 7.93e-06, 2.68e-06, 4.21e-06, 4.70e-06, 2.07e-06, 1.37e-07, 3.21e-06, 1.21e-06, 2.26e-06, 7.89e-06, 1.67e-05, 2.91e-05, 8.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-07, 0.00e+00, 1.64e-06, 6.56e-06] [3.37e-06, 7.93e-06, 2.68e-06, 4.21e-06, 4.70e-06, 2.07e-06, 1.37e-07, 3.21e-06, 1.21e-06, 2.26e-06, 7.89e-06, 1.67e-05, 2.91e-05, 8.91e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.37e-07, 0.00e+00, 1.64e-06, 6.56e-06] []
537500 [3.96e-06, 7.87e-06, 2.70e-06, 4.60e-06, 4.62e-06, 2.10e-06, 9.60e-08, 7.12e-06, 2.90e-07, 2.98e-06, 2.62e-05, 3.29e-05, 1.10e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-05, 1.43e-06] [3.96e-06, 7.87e-06, 2.70e-06, 4.60e-06, 4.62e-06, 2.10e-06, 9.60e-08, 7.12e-06, 2.90e-07, 2.98e-06, 2.62e-05, 3.29e-05, 1.10e-04, 1.74e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-05, 1.43e-06] []
537600 [2.10e-05, 1.01e-05, 2.92e-06, 5.93e-06, 7.04e-06, 2.90e-06, 3.35e-07, 4.46e-07, 6.72e-05, 3.68e-05, 5.09e-05, 3.93e-04, 2.35e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 1.13e-04] [2.10e-05, 1.01e-05, 2.92e-06, 5.93e-06, 7.04e-06, 2.90e-06, 3.35e-07, 4.46e-07, 6.72e-05, 3.68e-05, 5.09e-05, 3.93e-04, 2.35e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-06, 1.13e-04] []
537700 [4.18e-06, 8.15e-06, 2.75e-06, 4.04e-06, 4.85e-06, 2.08e-06, 1.27e-07, 2.05e-06, 8.61e-07, 2.64e-06, 1.32e-05, 2.11e-05, 6.27e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-07, 5.12e-08, 5.75e-07, 2.61e-07] [4.18e-06, 8.15e-06, 2.75e-06, 4.04e-06, 4.85e-06, 2.08e-06, 1.27e-07, 2.05e-06, 8.61e-07, 2.64e-06, 1.32e-05, 2.11e-05, 6.27e-05, 1.04e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.46e-07, 5.12e-08, 5.75e-07, 2.61e-07] []
537800 [2.87e-06, 7.93e-06, 2.63e-06, 4.40e-06, 4.53e-06, 2.09e-06, 9.97e-08, 1.32e-08, 1.42e-06, 1.07e-06, 6.75e-06, 1.14e-05, 1.83e-05, 5.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-08, 2.10e-07, 6.49e-08, 1.09e-06] [2.87e-06, 7.93e-06, 2.63e-06, 4.40e-06, 4.53e-06, 2.09e-06, 9.97e-08, 1.32e-08, 1.42e-06, 1.07e-06, 6.75e-06, 1.14e-05, 1.83e-05, 5.16e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-08, 2.10e-07, 6.49e-08, 1.09e-06] []
537900 [3.36e-06, 7.67e-06, 2.61e-06, 4.09e-06, 4.53e-06, 2.12e-06, 1.06e-07, 6.65e-08, 1.01e-06, 5.45e-09, 5.42e-06, 3.38e-06, 4.51e-06, 6.78e-08, 1.07e-09, 3.16e-08, 6.73e-08, 4.77e-08, 1.41e-08, 1.52e-07, 1.30e-07, 7.81e-07] [3.36e-06, 7.67e-06, 2.61e-06, 4.09e-06, 4.53e-06, 2.12e-06, 1.06e-07, 6.65e-08, 1.01e-06, 5.45e-09, 5.42e-06, 3.38e-06, 4.51e-06, 6.78e-08, 1.07e-09, 3.16e-08, 6.73e-08, 4.77e-08, 1.41e-08, 1.52e-07, 1.30e-07, 7.81e-07] []
538000 [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06] [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.699866 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
538000 [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06] [9.52e-06, 7.94e-06, 2.71e-06, 3.93e-06, 4.69e-06, 2.30e-06, 1.87e-07, 7.96e-06, 1.55e-06, 6.81e-06, 4.48e-05, 5.22e-05, 1.91e-04, 3.42e-04, 2.84e-06, 2.98e-06, 4.13e-06, 3.74e-06, 3.34e-06, 3.36e-07, 1.62e-05, 1.65e-06] []
538100 [4.88e-06, 8.56e-06, 2.87e-06, 4.14e-06, 5.02e-06, 2.15e-06, 1.46e-07, 1.48e-05, 9.08e-07, 3.04e-06, 2.00e-05, 4.10e-05, 8.56e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 4.65e-08, 8.91e-06, 2.38e-07] [4.88e-06, 8.56e-06, 2.87e-06, 4.14e-06, 5.02e-06, 2.15e-06, 1.46e-07, 1.48e-05, 9.08e-07, 3.04e-06, 2.00e-05, 4.10e-05, 8.56e-05, 2.05e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.71e-06, 4.65e-08, 8.91e-06, 2.38e-07] []
538200 [4.14e-06, 8.07e-06, 2.76e-06, 3.69e-06, 4.60e-06, 2.07e-06, 1.32e-07, 1.23e-05, 7.85e-07, 3.75e-07, 6.57e-06, 6.09e-06, 5.13e-06, 8.20e-07, 2.66e-08, 9.37e-09, 1.74e-07, 7.38e-08, 0.00e+00, 1.12e-07, 1.47e-05, 5.86e-07] [4.14e-06, 8.07e-06, 2.76e-06, 3.69e-06, 4.60e-06, 2.07e-06, 1.32e-07, 1.23e-05, 7.85e-07, 3.75e-07, 6.57e-06, 6.09e-06, 5.13e-06, 8.20e-07, 2.66e-08, 9.37e-09, 1.74e-07, 7.38e-08, 0.00e+00, 1.12e-07, 1.47e-05, 5.86e-07] []
538300 [5.17e-06, 8.38e-06, 2.90e-06, 3.88e-06, 4.71e-06, 2.15e-06, 1.79e-07, 3.36e-05, 2.28e-06, 2.89e-07, 8.21e-06, 6.31e-06, 6.05e-06, 2.03e-05, 3.17e-07, 5.75e-08, 2.46e-07, 1.67e-07, 4.04e-06, 3.65e-07, 2.11e-05, 1.90e-06] [5.17e-06, 8.38e-06, 2.90e-06, 3.88e-06, 4.71e-06, 2.15e-06, 1.79e-07, 3.36e-05, 2.28e-06, 2.89e-07, 8.21e-06, 6.31e-06, 6.05e-06, 2.03e-05, 3.17e-07, 5.75e-08, 2.46e-07, 1.67e-07, 4.04e-06, 3.65e-07, 2.11e-05, 1.90e-06] []
538400 [4.80e-06, 8.09e-06, 2.77e-06, 3.66e-06, 4.56e-06, 2.17e-06, 1.48e-07, 5.78e-06, 2.21e-05, 3.62e-07, 5.63e-06, 6.30e-06, 3.98e-06, 7.56e-06, 3.41e-07, 8.21e-08, 1.59e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.38e-06, 2.91e-05] [4.80e-06, 8.09e-06, 2.77e-06, 3.66e-06, 4.56e-06, 2.17e-06, 1.48e-07, 5.78e-06, 2.21e-05, 3.62e-07, 5.63e-06, 6.30e-06, 3.98e-06, 7.56e-06, 3.41e-07, 8.21e-08, 1.59e-07, 1.10e-07, 0.00e+00, 0.00e+00, 4.38e-06, 2.91e-05] []
538500 [3.26e-06, 8.02e-06, 2.56e-06, 4.07e-06, 4.58e-06, 2.15e-06, 1.38e-07, 3.02e-05, 6.84e-09, 1.35e-06, 7.11e-06, 1.10e-05, 2.46e-05, 5.20e-05, 0.00e+00, 2.49e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-10, 3.32e-05, 1.09e-08] [3.26e-06, 8.02e-06, 2.56e-06, 4.07e-06, 4.58e-06, 2.15e-06, 1.38e-07, 3.02e-05, 6.84e-09, 1.35e-06, 7.11e-06, 1.10e-05, 2.46e-05, 5.20e-05, 0.00e+00, 2.49e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-10, 3.32e-05, 1.09e-08] []
538600 [4.04e-06, 7.97e-06, 2.63e-06, 3.84e-06, 4.46e-06, 2.21e-06, 1.31e-07, 1.01e-05, 2.12e-07, 8.56e-08, 1.71e-05, 8.92e-06, 3.02e-05, 1.93e-05, 1.71e-07, 9.07e-08, 4.59e-07, 5.01e-07, 2.22e-06, 1.16e-07, 1.15e-05, 5.96e-07] [4.04e-06, 7.97e-06, 2.63e-06, 3.84e-06, 4.46e-06, 2.21e-06, 1.31e-07, 1.01e-05, 2.12e-07, 8.56e-08, 1.71e-05, 8.92e-06, 3.02e-05, 1.93e-05, 1.71e-07, 9.07e-08, 4.59e-07, 5.01e-07, 2.22e-06, 1.16e-07, 1.15e-05, 5.96e-07] []
538700 [2.93e-06, 7.65e-06, 2.51e-06, 4.07e-06, 4.33e-06, 2.21e-06, 9.53e-08, 2.78e-08, 3.18e-09, 1.11e-08, 3.98e-06, 2.04e-06, 2.87e-06, 3.43e-07, 5.46e-10, 1.22e-08, 5.07e-08, 3.96e-08, 1.61e-08, 1.52e-09, 8.67e-08, 5.60e-09] [2.93e-06, 7.65e-06, 2.51e-06, 4.07e-06, 4.33e-06, 2.21e-06, 9.53e-08, 2.78e-08, 3.18e-09, 1.11e-08, 3.98e-06, 2.04e-06, 2.87e-06, 3.43e-07, 5.46e-10, 1.22e-08, 5.07e-08, 3.96e-08, 1.61e-08, 1.52e-09, 8.67e-08, 5.60e-09] []
538800 [3.25e-06, 7.56e-06, 2.39e-06, 3.87e-06, 4.26e-06, 2.24e-06, 9.40e-08, 1.83e-08, 1.18e-04, 1.52e-08, 5.52e-06, 3.21e-06, 3.63e-06, 2.84e-07, 7.80e-12, 2.09e-08, 1.51e-07, 1.31e-07, 6.89e-09, 0.00e+00, 2.23e-07, 1.85e-04] [3.25e-06, 7.56e-06, 2.39e-06, 3.87e-06, 4.26e-06, 2.24e-06, 9.40e-08, 1.83e-08, 1.18e-04, 1.52e-08, 5.52e-06, 3.21e-06, 3.63e-06, 2.84e-07, 7.80e-12, 2.09e-08, 1.51e-07, 1.31e-07, 6.89e-09, 0.00e+00, 2.23e-07, 1.85e-04] []
538900 [3.57e-06, 7.96e-06, 2.51e-06, 4.12e-06, 4.52e-06, 2.19e-06, 1.11e-07, 1.13e-05, 6.79e-08, 1.33e-06, 2.03e-05, 2.13e-05, 7.18e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.70e-10, 1.88e-05, 1.36e-06] [3.57e-06, 7.96e-06, 2.51e-06, 4.12e-06, 4.52e-06, 2.19e-06, 1.11e-07, 1.13e-05, 6.79e-08, 1.33e-06, 2.03e-05, 2.13e-05, 7.18e-05, 9.52e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.70e-10, 1.88e-05, 1.36e-06] []
539000 [4.63e-06, 8.11e-06, 2.55e-06, 4.76e-06, 4.46e-06, 2.28e-06, 9.42e-08, 8.98e-06, 1.17e-06, 4.84e-06, 3.56e-05, 4.81e-05, 1.61e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 3.20e-06] [4.63e-06, 8.11e-06, 2.55e-06, 4.76e-06, 4.46e-06, 2.28e-06, 9.42e-08, 8.98e-06, 1.17e-06, 4.84e-06, 3.56e-05, 4.81e-05, 1.61e-04, 2.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 3.20e-06] []
539100 [4.29e-06, 8.26e-06, 2.70e-06, 3.89e-06, 4.58e-06, 2.16e-06, 1.62e-07, 1.89e-05, 2.90e-05, 9.23e-09, 2.32e-05, 1.84e-05, 4.29e-05, 7.03e-06, 3.86e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 2.68e-05, 1.73e-05] [4.29e-06, 8.26e-06, 2.70e-06, 3.89e-06, 4.58e-06, 2.16e-06, 1.62e-07, 1.89e-05, 2.90e-05, 9.23e-09, 2.32e-05, 1.84e-05, 4.29e-05, 7.03e-06, 3.86e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 2.68e-05, 1.73e-05] []
539200 [3.40e-06, 8.16e-06, 2.58e-06, 3.98e-06, 4.49e-06, 2.20e-06, 1.47e-07, 2.32e-06, 4.60e-06, 6.38e-09, 5.79e-06, 3.05e-06, 3.83e-06, 2.59e-07, 1.06e-08, 2.35e-08, 1.12e-07, 1.05e-07, 1.06e-06, 9.92e-07, 5.67e-06, 4.98e-06] [3.40e-06, 8.16e-06, 2.58e-06, 3.98e-06, 4.49e-06, 2.20e-06, 1.47e-07, 2.32e-06, 4.60e-06, 6.38e-09, 5.79e-06, 3.05e-06, 3.83e-06, 2.59e-07, 1.06e-08, 2.35e-08, 1.12e-07, 1.05e-07, 1.06e-06, 9.92e-07, 5.67e-06, 4.98e-06] []
539300 [3.76e-06, 8.12e-06, 2.56e-06, 4.07e-06, 4.52e-06, 2.19e-06, 1.36e-07, 2.66e-05, 9.82e-06, 1.84e-06, 2.56e-05, 2.19e-05, 8.82e-05, 7.16e-05, 9.38e-10, 3.08e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 3.79e-05, 4.13e-06] [3.76e-06, 8.12e-06, 2.56e-06, 4.07e-06, 4.52e-06, 2.19e-06, 1.36e-07, 2.66e-05, 9.82e-06, 1.84e-06, 2.56e-05, 2.19e-05, 8.82e-05, 7.16e-05, 9.38e-10, 3.08e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.99e-07, 3.79e-05, 4.13e-06] []
539400 [5.44e-06, 8.67e-06, 3.09e-06, 3.77e-06, 4.92e-06, 2.24e-06, 2.29e-07, 4.59e-05, 1.94e-06, 1.34e-07, 8.21e-06, 4.24e-06, 1.02e-05, 6.26e-06, 1.12e-08, 1.44e-07, 6.55e-09, 0.00e+00, 8.39e-06, 4.66e-07, 4.24e-05, 2.37e-06] [5.44e-06, 8.67e-06, 3.09e-06, 3.77e-06, 4.92e-06, 2.24e-06, 2.29e-07, 4.59e-05, 1.94e-06, 1.34e-07, 8.21e-06, 4.24e-06, 1.02e-05, 6.26e-06, 1.12e-08, 1.44e-07, 6.55e-09, 0.00e+00, 8.39e-06, 4.66e-07, 4.24e-05, 2.37e-06] []
539500 [3.28e-05, 1.02e-05, 3.03e-06, 5.63e-06, 6.76e-06, 3.06e-06, 6.16e-07, 7.60e-05, 1.88e-05, 4.55e-05, 1.21e-04, 2.75e-04, 7.26e-04, 1.93e-03, 2.51e-05, 2.51e-05, 1.81e-05, 1.48e-05, 2.35e-05, 7.42e-06, 1.10e-04, 3.22e-05] [3.28e-05, 1.02e-05, 3.03e-06, 5.63e-06, 6.76e-06, 3.06e-06, 6.16e-07, 7.60e-05, 1.88e-05, 4.55e-05, 1.21e-04, 2.75e-04, 7.26e-04, 1.93e-03, 2.51e-05, 2.51e-05, 1.81e-05, 1.48e-05, 2.35e-05, 7.42e-06, 1.10e-04, 3.22e-05] []
539600 [4.76e-06, 8.07e-06, 2.54e-06, 3.90e-06, 4.49e-06, 2.41e-06, 1.95e-07, 4.80e-06, 7.44e-05, 1.99e-06, 1.27e-05, 2.46e-05, 6.12e-06, 7.73e-05, 0.00e+00, 0.00e+00, 3.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-06, 1.35e-04] [4.76e-06, 8.07e-06, 2.54e-06, 3.90e-06, 4.49e-06, 2.41e-06, 1.95e-07, 4.80e-06, 7.44e-05, 1.99e-06, 1.27e-05, 2.46e-05, 6.12e-06, 7.73e-05, 0.00e+00, 0.00e+00, 3.75e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.94e-06, 1.35e-04] []
539700 [5.10e-06, 8.79e-06, 2.92e-06, 3.76e-06, 4.57e-06, 2.16e-06, 2.56e-07, 1.64e-06, 1.28e-08, 1.87e-07, 5.28e-05, 2.78e-05, 1.20e-04, 4.84e-05, 3.11e-07, 1.36e-07, 7.09e-07, 1.03e-06, 1.79e-06, 1.20e-07, 8.96e-06, 5.92e-07] [5.10e-06, 8.79e-06, 2.92e-06, 3.76e-06, 4.57e-06, 2.16e-06, 2.56e-07, 1.64e-06, 1.28e-08, 1.87e-07, 5.28e-05, 2.78e-05, 1.20e-04, 4.84e-05, 3.11e-07, 1.36e-07, 7.09e-07, 1.03e-06, 1.79e-06, 1.20e-07, 8.96e-06, 5.92e-07] []
539800 [5.57e-06, 8.12e-06, 2.60e-06, 3.68e-06, 4.56e-06, 2.25e-06, 1.55e-07, 5.15e-06, 4.21e-06, 1.58e-06, 2.44e-05, 1.82e-05, 7.45e-05, 1.15e-04, 3.13e-07, 8.61e-07, 1.71e-06, 1.27e-06, 6.84e-07, 0.00e+00, 3.44e-06, 4.70e-06] [5.57e-06, 8.12e-06, 2.60e-06, 3.68e-06, 4.56e-06, 2.25e-06, 1.55e-07, 5.15e-06, 4.21e-06, 1.58e-06, 2.44e-05, 1.82e-05, 7.45e-05, 1.15e-04, 3.13e-07, 8.61e-07, 1.71e-06, 1.27e-06, 6.84e-07, 0.00e+00, 3.44e-06, 4.70e-06] []
539900 [2.83e-06, 7.75e-06, 2.39e-06, 4.36e-06, 4.14e-06, 2.29e-06, 7.42e-08, 5.03e-06, 1.99e-07, 9.64e-07, 1.57e-05, 1.37e-05, 5.30e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-05, 9.03e-07] [2.83e-06, 7.75e-06, 2.39e-06, 4.36e-06, 4.14e-06, 2.29e-06, 7.42e-08, 5.03e-06, 1.99e-07, 9.64e-07, 1.57e-05, 1.37e-05, 5.30e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.89e-05, 9.03e-07] []
540000 [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06] [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.847384 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
540000 [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06] [1.75e-05, 8.83e-06, 2.69e-06, 4.49e-06, 5.24e-06, 2.57e-06, 3.04e-07, 5.44e-05, 1.47e-07, 1.89e-05, 1.18e-04, 1.38e-04, 5.69e-04, 9.54e-04, 7.85e-06, 8.59e-06, 1.11e-05, 9.74e-06, 1.92e-05, 7.70e-07, 8.95e-05, 3.55e-06] []
540100 [2.93e-06, 7.60e-06, 2.32e-06, 4.16e-06, 4.11e-06, 2.30e-06, 8.09e-08, 3.77e-07, 2.67e-05, 1.25e-07, 6.21e-06, 4.33e-06, 1.40e-05, 1.02e-05, 0.00e+00, 0.00e+00, 2.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.58e-07, 4.59e-05] [2.93e-06, 7.60e-06, 2.32e-06, 4.16e-06, 4.11e-06, 2.30e-06, 8.09e-08, 3.77e-07, 2.67e-05, 1.25e-07, 6.21e-06, 4.33e-06, 1.40e-05, 1.02e-05, 0.00e+00, 0.00e+00, 2.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 8.58e-07, 4.59e-05] []
540200 [4.26e-06, 7.97e-06, 2.49e-06, 3.84e-06, 4.29e-06, 2.32e-06, 1.66e-07, 4.45e-07, 2.48e-06, 9.99e-09, 6.16e-06, 6.40e-06, 1.31e-05, 2.67e-06, 1.10e-08, 2.10e-09, 8.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-06, 3.69e-06] [4.26e-06, 7.97e-06, 2.49e-06, 3.84e-06, 4.29e-06, 2.32e-06, 1.66e-07, 4.45e-07, 2.48e-06, 9.99e-09, 6.16e-06, 6.40e-06, 1.31e-05, 2.67e-06, 1.10e-08, 2.10e-09, 8.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.21e-06, 3.69e-06] []
540300 [5.32e-06, 8.35e-06, 2.42e-06, 4.93e-06, 4.37e-06, 2.35e-06, 9.97e-08, 1.57e-05, 1.46e-05, 6.54e-06, 4.09e-05, 6.04e-05, 1.92e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.43e-05, 3.08e-05] [5.32e-06, 8.35e-06, 2.42e-06, 4.93e-06, 4.37e-06, 2.35e-06, 9.97e-08, 1.57e-05, 1.46e-05, 6.54e-06, 4.09e-05, 6.04e-05, 1.92e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.43e-05, 3.08e-05] []
540400 [3.09e-06, 7.83e-06, 2.35e-06, 4.11e-06, 4.11e-06, 2.27e-06, 9.69e-08, 2.29e-05, 5.21e-06, 8.98e-07, 1.13e-05, 1.07e-05, 3.68e-05, 3.78e-05, 4.12e-10, 5.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 1.09e-05] [3.09e-06, 7.83e-06, 2.35e-06, 4.11e-06, 4.11e-06, 2.27e-06, 9.69e-08, 2.29e-05, 5.21e-06, 8.98e-07, 1.13e-05, 1.07e-05, 3.68e-05, 3.78e-05, 4.12e-10, 5.54e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 1.09e-05] []
540500 [2.86e-06, 7.68e-06, 2.32e-06, 4.09e-06, 4.04e-06, 2.29e-06, 8.50e-08, 3.36e-07, 2.58e-08, 2.59e-10, 5.04e-06, 2.96e-06, 4.79e-06, 5.71e-07, 3.99e-10, 2.80e-08, 1.21e-07, 9.44e-08, 2.14e-10, 8.23e-10, 3.80e-07, 1.01e-08] [2.86e-06, 7.68e-06, 2.32e-06, 4.09e-06, 4.04e-06, 2.29e-06, 8.50e-08, 3.36e-07, 2.58e-08, 2.59e-10, 5.04e-06, 2.96e-06, 4.79e-06, 5.71e-07, 3.99e-10, 2.80e-08, 1.21e-07, 9.44e-08, 2.14e-10, 8.23e-10, 3.80e-07, 1.01e-08] []
540600 [3.21e-06, 7.69e-06, 2.31e-06, 4.18e-06, 4.05e-06, 2.32e-06, 9.38e-08, 2.18e-07, 2.26e-08, 4.80e-08, 4.42e-06, 2.76e-06, 5.31e-06, 4.25e-06, 1.26e-08, 7.94e-08, 2.36e-07, 2.20e-07, 1.65e-07, 1.05e-08, 6.76e-07, 4.35e-08] [3.21e-06, 7.69e-06, 2.31e-06, 4.18e-06, 4.05e-06, 2.32e-06, 9.38e-08, 2.18e-07, 2.26e-08, 4.80e-08, 4.42e-06, 2.76e-06, 5.31e-06, 4.25e-06, 1.26e-08, 7.94e-08, 2.36e-07, 2.20e-07, 1.65e-07, 1.05e-08, 6.76e-07, 4.35e-08] []
540700 [3.56e-06, 7.94e-06, 2.38e-06, 4.12e-06, 4.19e-06, 2.34e-06, 1.06e-07, 2.77e-05, 3.98e-06, 3.65e-09, 4.78e-06, 2.72e-06, 4.55e-06, 4.53e-06, 5.81e-09, 1.11e-07, 2.24e-07, 1.01e-07, 5.44e-06, 0.00e+00, 2.87e-05, 3.73e-06] [3.56e-06, 7.94e-06, 2.38e-06, 4.12e-06, 4.19e-06, 2.34e-06, 1.06e-07, 2.77e-05, 3.98e-06, 3.65e-09, 4.78e-06, 2.72e-06, 4.55e-06, 4.53e-06, 5.81e-09, 1.11e-07, 2.24e-07, 1.01e-07, 5.44e-06, 0.00e+00, 2.87e-05, 3.73e-06] []
540800 [3.45e-06, 7.71e-06, 2.34e-06, 4.04e-06, 4.06e-06, 2.30e-06, 1.01e-07, 2.00e-06, 2.49e-07, 3.90e-08, 4.12e-06, 2.73e-06, 2.98e-06, 7.17e-06, 7.70e-09, 1.15e-07, 1.56e-07, 1.79e-07, 0.00e+00, 0.00e+00, 2.29e-06, 6.10e-07] [3.45e-06, 7.71e-06, 2.34e-06, 4.04e-06, 4.06e-06, 2.30e-06, 1.01e-07, 2.00e-06, 2.49e-07, 3.90e-08, 4.12e-06, 2.73e-06, 2.98e-06, 7.17e-06, 7.70e-09, 1.15e-07, 1.56e-07, 1.79e-07, 0.00e+00, 0.00e+00, 2.29e-06, 6.10e-07] []
540900 [2.49e-06, 7.84e-06, 2.28e-06, 4.37e-06, 3.88e-06, 2.30e-06, 7.67e-08, 9.99e-07, 7.78e-06, 2.36e-07, 4.40e-06, 4.32e-06, 8.34e-06, 1.28e-05, 0.00e+00, 1.04e-09, 6.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-06, 1.07e-05] [2.49e-06, 7.84e-06, 2.28e-06, 4.37e-06, 3.88e-06, 2.30e-06, 7.67e-08, 9.99e-07, 7.78e-06, 2.36e-07, 4.40e-06, 4.32e-06, 8.34e-06, 1.28e-05, 0.00e+00, 1.04e-09, 6.59e-09, 0.00e+00, 0.00e+00, 0.00e+00, 3.54e-06, 1.07e-05] []
541000 [3.19e-06, 7.72e-06, 2.29e-06, 4.18e-06, 3.93e-06, 2.31e-06, 9.48e-08, 1.15e-06, 2.30e-07, 1.88e-07, 6.17e-06, 3.73e-06, 1.06e-05, 8.23e-06, 2.24e-08, 9.38e-08, 2.77e-07, 1.91e-07, 1.48e-07, 4.39e-08, 5.73e-07, 2.18e-07] [3.19e-06, 7.72e-06, 2.29e-06, 4.18e-06, 3.93e-06, 2.31e-06, 9.48e-08, 1.15e-06, 2.30e-07, 1.88e-07, 6.17e-06, 3.73e-06, 1.06e-05, 8.23e-06, 2.24e-08, 9.38e-08, 2.77e-07, 1.91e-07, 1.48e-07, 4.39e-08, 5.73e-07, 2.18e-07] []
541100 [3.06e-06, 7.74e-06, 2.32e-06, 4.30e-06, 3.86e-06, 2.32e-06, 9.17e-08, 7.21e-07, 1.14e-07, 6.90e-08, 3.45e-06, 1.91e-06, 3.29e-06, 4.78e-06, 7.01e-09, 9.59e-08, 2.23e-07, 1.39e-07, 2.10e-08, 1.27e-07, 2.06e-07, 6.21e-07] [3.06e-06, 7.74e-06, 2.32e-06, 4.30e-06, 3.86e-06, 2.32e-06, 9.17e-08, 7.21e-07, 1.14e-07, 6.90e-08, 3.45e-06, 1.91e-06, 3.29e-06, 4.78e-06, 7.01e-09, 9.59e-08, 2.23e-07, 1.39e-07, 2.10e-08, 1.27e-07, 2.06e-07, 6.21e-07] []
541200 [3.91e-06, 7.75e-06, 2.32e-06, 4.19e-06, 3.83e-06, 2.30e-06, 1.08e-07, 1.06e-08, 1.51e-06, 7.70e-07, 8.29e-06, 7.12e-06, 2.43e-05, 3.57e-05, 1.62e-07, 4.15e-07, 5.73e-07, 6.93e-07, 4.55e-08, 4.03e-07, 1.05e-07, 1.99e-06] [3.91e-06, 7.75e-06, 2.32e-06, 4.19e-06, 3.83e-06, 2.30e-06, 1.08e-07, 1.06e-08, 1.51e-06, 7.70e-07, 8.29e-06, 7.12e-06, 2.43e-05, 3.57e-05, 1.62e-07, 4.15e-07, 5.73e-07, 6.93e-07, 4.55e-08, 4.03e-07, 1.05e-07, 1.99e-06] []
541300 [7.48e-06, 8.66e-06, 2.56e-06, 5.65e-06, 4.14e-06, 2.32e-06, 1.17e-07, 3.32e-05, 1.20e-05, 9.11e-06, 1.34e-04, 1.22e-04, 4.76e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.33e-05, 3.46e-05] [7.48e-06, 8.66e-06, 2.56e-06, 5.65e-06, 4.14e-06, 2.32e-06, 1.17e-07, 3.32e-05, 1.20e-05, 9.11e-06, 1.34e-04, 1.22e-04, 4.76e-04, 5.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.33e-05, 3.46e-05] []
541400 [2.91e-06, 7.70e-06, 2.31e-06, 4.32e-06, 3.71e-06, 2.28e-06, 8.74e-08, 4.02e-07, 1.21e-08, 2.37e-09, 2.86e-06, 1.67e-06, 1.77e-06, 7.64e-08, 1.22e-09, 1.29e-08, 9.10e-08, 5.57e-08, 3.56e-13, 6.16e-10, 6.30e-07, 1.73e-08] [2.91e-06, 7.70e-06, 2.31e-06, 4.32e-06, 3.71e-06, 2.28e-06, 8.74e-08, 4.02e-07, 1.21e-08, 2.37e-09, 2.86e-06, 1.67e-06, 1.77e-06, 7.64e-08, 1.22e-09, 1.29e-08, 9.10e-08, 5.57e-08, 3.56e-13, 6.16e-10, 6.30e-07, 1.73e-08] []
541500 [3.09e-06, 7.90e-06, 2.37e-06, 5.00e-06, 3.17e-06, 2.27e-06, 9.24e-08, 3.51e-08, 1.91e-08, 3.10e-11, 3.62e-06, 1.97e-06, 2.34e-06, 6.00e-08, 6.06e-09, 3.56e-08, 1.53e-07, 1.63e-07, 2.32e-08, 1.09e-09, 3.48e-07, 3.82e-08] [3.09e-06, 7.90e-06, 2.37e-06, 5.00e-06, 3.17e-06, 2.27e-06, 9.24e-08, 3.51e-08, 1.91e-08, 3.10e-11, 3.62e-06, 1.97e-06, 2.34e-06, 6.00e-08, 6.06e-09, 3.56e-08, 1.53e-07, 1.63e-07, 2.32e-08, 1.09e-09, 3.48e-07, 3.82e-08] []
541600 [3.34e-06, 8.09e-06, 2.39e-06, 5.27e-06, 3.20e-06, 2.20e-06, 1.03e-07, 2.51e-09, 3.47e-06, 3.63e-09, 7.79e-06, 4.79e-06, 9.76e-06, 2.08e-07, 6.60e-08, 5.65e-08, 6.22e-08, 4.56e-08, 3.20e-08, 5.16e-07, 2.51e-07, 2.50e-06] [3.34e-06, 8.09e-06, 2.39e-06, 5.27e-06, 3.20e-06, 2.20e-06, 1.03e-07, 2.51e-09, 3.47e-06, 3.63e-09, 7.79e-06, 4.79e-06, 9.76e-06, 2.08e-07, 6.60e-08, 5.65e-08, 6.22e-08, 4.56e-08, 3.20e-08, 5.16e-07, 2.51e-07, 2.50e-06] []
541700 [3.34e-06, 8.15e-06, 2.42e-06, 5.55e-06, 2.91e-06, 2.16e-06, 1.05e-07, 6.69e-08, 1.06e-07, 3.59e-09, 6.63e-06, 4.34e-06, 1.05e-05, 2.05e-06, 4.57e-08, 2.52e-08, 2.96e-08, 6.37e-08, 3.86e-09, 3.04e-08, 6.89e-07, 8.81e-08] [3.34e-06, 8.15e-06, 2.42e-06, 5.55e-06, 2.91e-06, 2.16e-06, 1.05e-07, 6.69e-08, 1.06e-07, 3.59e-09, 6.63e-06, 4.34e-06, 1.05e-05, 2.05e-06, 4.57e-08, 2.52e-08, 2.96e-08, 6.37e-08, 3.86e-09, 3.04e-08, 6.89e-07, 8.81e-08] []
541800 [8.00e-06, 8.54e-06, 2.45e-06, 5.78e-06, 4.14e-06, 2.44e-06, 1.30e-07, 3.46e-05, 1.34e-05, 1.08e-05, 3.77e-05, 7.22e-05, 2.00e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-05, 3.16e-05] [8.00e-06, 8.54e-06, 2.45e-06, 5.78e-06, 4.14e-06, 2.44e-06, 1.30e-07, 3.46e-05, 1.34e-05, 1.08e-05, 3.77e-05, 7.22e-05, 2.00e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.92e-05, 3.16e-05] []
541900 [4.97e-06, 8.88e-06, 2.53e-06, 5.74e-06, 3.95e-06, 2.13e-06, 1.10e-07, 1.05e-06, 1.75e-05, 3.80e-06, 3.70e-05, 3.76e-05, 1.37e-04, 1.53e-04, 1.77e-07, 0.00e+00, 0.00e+00, 1.24e-08, 0.00e+00, 3.22e-06, 5.23e-06, 1.45e-05] [4.97e-06, 8.88e-06, 2.53e-06, 5.74e-06, 3.95e-06, 2.13e-06, 1.10e-07, 1.05e-06, 1.75e-05, 3.80e-06, 3.70e-05, 3.76e-05, 1.37e-04, 1.53e-04, 1.77e-07, 0.00e+00, 0.00e+00, 1.24e-08, 0.00e+00, 3.22e-06, 5.23e-06, 1.45e-05] []
542000 [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07] [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 53.700978 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
542000 [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07] [3.92e-06, 8.34e-06, 2.43e-06, 5.20e-06, 3.04e-06, 2.06e-06, 1.21e-07, 6.95e-08, 2.50e-08, 2.25e-07, 1.10e-05, 5.68e-06, 2.20e-05, 1.60e-05, 7.40e-08, 1.59e-07, 3.66e-07, 6.62e-07, 2.04e-07, 3.78e-08, 5.54e-07, 1.23e-07] []
542100 [6.68e-06, 8.45e-06, 2.43e-06, 5.22e-06, 3.04e-06, 2.07e-06, 1.64e-07, 5.24e-06, 4.19e-07, 3.87e-06, 2.77e-05, 2.67e-05, 1.05e-04, 1.81e-04, 9.81e-07, 1.54e-06, 2.33e-06, 2.12e-06, 1.94e-06, 2.29e-07, 8.37e-06, 9.63e-07] [6.68e-06, 8.45e-06, 2.43e-06, 5.22e-06, 3.04e-06, 2.07e-06, 1.64e-07, 5.24e-06, 4.19e-07, 3.87e-06, 2.77e-05, 2.67e-05, 1.05e-04, 1.81e-04, 9.81e-07, 1.54e-06, 2.33e-06, 2.12e-06, 1.94e-06, 2.29e-07, 8.37e-06, 9.63e-07] []
542200 [9.38e-06, 9.14e-06, 2.81e-06, 5.34e-06, 4.00e-06, 2.37e-06, 2.25e-07, 1.79e-05, 9.54e-06, 3.88e-06, 1.25e-05, 5.46e-05, 1.65e-05, 1.81e-04, 8.04e-06, 2.10e-06, 2.22e-07, 2.24e-06, 0.00e+00, 1.14e-06, 3.51e-05, 5.53e-06] [9.38e-06, 9.14e-06, 2.81e-06, 5.34e-06, 4.00e-06, 2.37e-06, 2.25e-07, 1.79e-05, 9.54e-06, 3.88e-06, 1.25e-05, 5.46e-05, 1.65e-05, 1.81e-04, 8.04e-06, 2.10e-06, 2.22e-07, 2.24e-06, 0.00e+00, 1.14e-06, 3.51e-05, 5.53e-06] []
542300 [5.41e-06, 8.71e-06, 2.51e-06, 5.07e-06, 3.73e-06, 2.02e-06, 1.24e-07, 9.47e-06, 7.45e-09, 4.43e-07, 8.84e-06, 8.55e-06, 1.79e-05, 4.10e-05, 1.18e-06, 2.55e-08, 6.99e-07, 9.69e-07, 0.00e+00, 2.76e-09, 1.25e-05, 1.89e-08] [5.41e-06, 8.71e-06, 2.51e-06, 5.07e-06, 3.73e-06, 2.02e-06, 1.24e-07, 9.47e-06, 7.45e-09, 4.43e-07, 8.84e-06, 8.55e-06, 1.79e-05, 4.10e-05, 1.18e-06, 2.55e-08, 6.99e-07, 9.69e-07, 0.00e+00, 2.76e-09, 1.25e-05, 1.89e-08] []
542400 [3.44e-06, 8.67e-06, 2.37e-06, 5.42e-06, 2.99e-06, 1.97e-06, 1.30e-07, 8.28e-07, 1.08e-05, 4.30e-07, 1.18e-05, 9.70e-06, 2.98e-05, 2.38e-05, 6.68e-08, 0.00e+00, 0.00e+00, 7.21e-08, 0.00e+00, 0.00e+00, 3.99e-06, 1.92e-05] [3.44e-06, 8.67e-06, 2.37e-06, 5.42e-06, 2.99e-06, 1.97e-06, 1.30e-07, 8.28e-07, 1.08e-05, 4.30e-07, 1.18e-05, 9.70e-06, 2.98e-05, 2.38e-05, 6.68e-08, 0.00e+00, 0.00e+00, 7.21e-08, 0.00e+00, 0.00e+00, 3.99e-06, 1.92e-05] []
542500 [2.95e-06, 8.66e-06, 2.38e-06, 5.63e-06, 2.74e-06, 1.97e-06, 1.41e-07, 2.89e-08, 1.54e-06, 7.09e-08, 4.26e-06, 3.01e-06, 6.38e-06, 6.78e-06, 2.52e-11, 8.55e-10, 4.85e-08, 6.40e-08, 3.18e-08, 2.64e-07, 2.66e-07, 1.17e-06] [2.95e-06, 8.66e-06, 2.38e-06, 5.63e-06, 2.74e-06, 1.97e-06, 1.41e-07, 2.89e-08, 1.54e-06, 7.09e-08, 4.26e-06, 3.01e-06, 6.38e-06, 6.78e-06, 2.52e-11, 8.55e-10, 4.85e-08, 6.40e-08, 3.18e-08, 2.64e-07, 2.66e-07, 1.17e-06] []
542600 [3.52e-06, 8.62e-06, 2.40e-06, 5.45e-06, 2.68e-06, 1.92e-06, 1.51e-07, 7.23e-08, 2.81e-07, 2.16e-08, 4.60e-06, 2.25e-06, 3.68e-06, 2.01e-06, 2.87e-08, 9.94e-08, 2.49e-07, 2.79e-07, 7.30e-08, 0.00e+00, 2.65e-07, 2.19e-07] [3.52e-06, 8.62e-06, 2.40e-06, 5.45e-06, 2.68e-06, 1.92e-06, 1.51e-07, 7.23e-08, 2.81e-07, 2.16e-08, 4.60e-06, 2.25e-06, 3.68e-06, 2.01e-06, 2.87e-08, 9.94e-08, 2.49e-07, 2.79e-07, 7.30e-08, 0.00e+00, 2.65e-07, 2.19e-07] []
542700 [2.92e-06, 8.71e-06, 2.38e-06, 5.22e-06, 3.10e-06, 1.95e-06, 1.47e-07, 3.33e-07, 3.86e-07, 3.27e-07, 4.74e-06, 3.21e-06, 4.45e-06, 5.30e-06, 3.09e-10, 1.37e-08, 1.87e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.61e-06, 5.38e-07] [2.92e-06, 8.71e-06, 2.38e-06, 5.22e-06, 3.10e-06, 1.95e-06, 1.47e-07, 3.33e-07, 3.86e-07, 3.27e-07, 4.74e-06, 3.21e-06, 4.45e-06, 5.30e-06, 3.09e-10, 1.37e-08, 1.87e-08, 1.01e-07, 0.00e+00, 0.00e+00, 1.61e-06, 5.38e-07] []
542800 [3.64e-06, 8.79e-06, 2.38e-06, 4.62e-06, 3.92e-06, 2.01e-06, 1.58e-07, 8.03e-06, 1.89e-07, 1.33e-06, 7.67e-06, 9.76e-06, 2.26e-05, 2.92e-05, 3.30e-09, 0.00e+00, 1.60e-11, 3.05e-08, 1.33e-06, 4.42e-07, 6.82e-06, 2.06e-06] [3.64e-06, 8.79e-06, 2.38e-06, 4.62e-06, 3.92e-06, 2.01e-06, 1.58e-07, 8.03e-06, 1.89e-07, 1.33e-06, 7.67e-06, 9.76e-06, 2.26e-05, 2.92e-05, 3.30e-09, 0.00e+00, 1.60e-11, 3.05e-08, 1.33e-06, 4.42e-07, 6.82e-06, 2.06e-06] []
542900 [3.60e-06, 8.45e-06, 2.35e-06, 4.66e-06, 3.21e-06, 1.99e-06, 1.63e-07, 2.86e-08, 4.49e-07, 4.15e-07, 6.62e-06, 4.05e-06, 1.26e-05, 1.65e-05, 4.57e-08, 2.45e-07, 4.12e-07, 4.60e-07, 2.02e-08, 7.38e-08, 1.39e-07, 3.50e-07] [3.60e-06, 8.45e-06, 2.35e-06, 4.66e-06, 3.21e-06, 1.99e-06, 1.63e-07, 2.86e-08, 4.49e-07, 4.15e-07, 6.62e-06, 4.05e-06, 1.26e-05, 1.65e-05, 4.57e-08, 2.45e-07, 4.12e-07, 4.60e-07, 2.02e-08, 7.38e-08, 1.39e-07, 3.50e-07] []
543000 [3.69e-06, 8.95e-06, 2.35e-06, 5.50e-06, 2.92e-06, 2.04e-06, 1.53e-07, 8.52e-06, 8.68e-06, 2.72e-06, 2.96e-05, 3.26e-05, 1.08e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-05, 1.74e-05] [3.69e-06, 8.95e-06, 2.35e-06, 5.50e-06, 2.92e-06, 2.04e-06, 1.53e-07, 8.52e-06, 8.68e-06, 2.72e-06, 2.96e-05, 3.26e-05, 1.08e-04, 1.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-05, 1.74e-05] []
543100 [4.39e-06, 9.15e-06, 2.37e-06, 4.75e-06, 3.84e-06, 1.99e-06, 1.50e-07, 4.76e-07, 1.62e-06, 3.45e-06, 2.72e-05, 3.85e-05, 1.05e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.83e-07, 1.27e-06, 1.41e-06] [4.39e-06, 9.15e-06, 2.37e-06, 4.75e-06, 3.84e-06, 1.99e-06, 1.50e-07, 4.76e-07, 1.62e-06, 3.45e-06, 2.72e-05, 3.85e-05, 1.05e-04, 1.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.83e-07, 1.27e-06, 1.41e-06] []
543200 [2.64e-06, 8.63e-06, 2.32e-06, 4.84e-06, 3.11e-06, 2.01e-06, 1.39e-07, 8.21e-11, 1.05e-06, 1.20e-07, 4.28e-06, 3.12e-06, 6.05e-06, 6.40e-06, 8.45e-12, 1.05e-11, 1.00e-08, 9.47e-08, 1.95e-09, 0.00e+00, 1.61e-07, 1.72e-06] [2.64e-06, 8.63e-06, 2.32e-06, 4.84e-06, 3.11e-06, 2.01e-06, 1.39e-07, 8.21e-11, 1.05e-06, 1.20e-07, 4.28e-06, 3.12e-06, 6.05e-06, 6.40e-06, 8.45e-12, 1.05e-11, 1.00e-08, 9.47e-08, 1.95e-09, 0.00e+00, 1.61e-07, 1.72e-06] []
543300 [2.80e-06, 8.58e-06, 2.33e-06, 4.85e-06, 3.06e-06, 2.04e-06, 1.52e-07, 1.01e-08, 2.87e-07, 1.15e-07, 3.90e-06, 2.48e-06, 3.63e-06, 4.69e-06, 0.00e+00, 1.39e-10, 3.69e-08, 7.28e-08, 2.03e-08, 3.12e-08, 1.28e-07, 1.37e-07] [2.80e-06, 8.58e-06, 2.33e-06, 4.85e-06, 3.06e-06, 2.04e-06, 1.52e-07, 1.01e-08, 2.87e-07, 1.15e-07, 3.90e-06, 2.48e-06, 3.63e-06, 4.69e-06, 0.00e+00, 1.39e-10, 3.69e-08, 7.28e-08, 2.03e-08, 3.12e-08, 1.28e-07, 1.37e-07] []
543400 [3.66e-06, 8.84e-06, 2.39e-06, 5.23e-06, 3.19e-06, 2.11e-06, 1.50e-07, 5.63e-06, 3.91e-07, 2.23e-06, 4.74e-05, 3.95e-05, 1.49e-04, 1.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 2.13e-06] [3.66e-06, 8.84e-06, 2.39e-06, 5.23e-06, 3.19e-06, 2.11e-06, 1.50e-07, 5.63e-06, 3.91e-07, 2.23e-06, 4.74e-05, 3.95e-05, 1.49e-04, 1.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.72e-05, 2.13e-06] []
543500 [4.06e-06, 8.86e-06, 2.52e-06, 4.06e-06, 4.08e-06, 1.98e-06, 1.62e-07, 3.85e-06, 3.17e-05, 4.47e-09, 3.16e-05, 2.15e-05, 5.08e-05, 9.38e-06, 1.07e-07, 5.27e-13, 0.00e+00, 7.81e-09, 0.00e+00, 4.86e-06, 6.52e-06, 2.28e-05] [4.06e-06, 8.86e-06, 2.52e-06, 4.06e-06, 4.08e-06, 1.98e-06, 1.62e-07, 3.85e-06, 3.17e-05, 4.47e-09, 3.16e-05, 2.15e-05, 5.08e-05, 9.38e-06, 1.07e-07, 5.27e-13, 0.00e+00, 7.81e-09, 0.00e+00, 4.86e-06, 6.52e-06, 2.28e-05] []
543600 [3.34e-06, 8.42e-06, 2.33e-06, 4.07e-06, 3.58e-06, 2.10e-06, 1.56e-07, 1.07e-06, 3.87e-06, 2.02e-07, 6.13e-06, 3.22e-06, 1.05e-05, 1.09e-05, 3.37e-08, 1.01e-07, 2.49e-07, 5.27e-07, 3.00e-07, 7.81e-07, 1.30e-06, 3.69e-06] [3.34e-06, 8.42e-06, 2.33e-06, 4.07e-06, 3.58e-06, 2.10e-06, 1.56e-07, 1.07e-06, 3.87e-06, 2.02e-07, 6.13e-06, 3.22e-06, 1.05e-05, 1.09e-05, 3.37e-08, 1.01e-07, 2.49e-07, 5.27e-07, 3.00e-07, 7.81e-07, 1.30e-06, 3.69e-06] []
543700 [4.65e-06, 8.52e-06, 2.36e-06, 4.16e-06, 3.62e-06, 2.09e-06, 1.75e-07, 8.25e-06, 1.33e-07, 1.73e-06, 2.50e-05, 1.84e-05, 8.18e-05, 9.42e-05, 4.08e-07, 7.80e-07, 1.44e-06, 1.44e-06, 2.77e-06, 2.11e-07, 1.31e-05, 9.55e-07] [4.65e-06, 8.52e-06, 2.36e-06, 4.16e-06, 3.62e-06, 2.09e-06, 1.75e-07, 8.25e-06, 1.33e-07, 1.73e-06, 2.50e-05, 1.84e-05, 8.18e-05, 9.42e-05, 4.08e-07, 7.80e-07, 1.44e-06, 1.44e-06, 2.77e-06, 2.11e-07, 1.31e-05, 9.55e-07] []
543800 [6.95e-06, 8.78e-06, 2.55e-06, 3.83e-06, 4.13e-06, 2.11e-06, 1.98e-07, 3.57e-07, 4.94e-07, 3.68e-06, 2.65e-05, 3.06e-05, 1.03e-04, 2.03e-04, 1.96e-06, 1.43e-06, 1.54e-06, 2.54e-06, 2.02e-09, 0.00e+00, 6.76e-08, 4.02e-07] [6.95e-06, 8.78e-06, 2.55e-06, 3.83e-06, 4.13e-06, 2.11e-06, 1.98e-07, 3.57e-07, 4.94e-07, 3.68e-06, 2.65e-05, 3.06e-05, 1.03e-04, 2.03e-04, 1.96e-06, 1.43e-06, 1.54e-06, 2.54e-06, 2.02e-09, 0.00e+00, 6.76e-08, 4.02e-07] []
543900 [5.07e-06, 8.51e-06, 2.35e-06, 4.17e-06, 3.70e-06, 2.13e-06, 1.69e-07, 1.23e-05, 2.36e-06, 2.26e-06, 2.29e-05, 1.98e-05, 8.06e-05, 1.16e-04, 7.89e-07, 7.39e-07, 1.53e-06, 1.61e-06, 3.75e-06, 7.19e-07, 1.80e-05, 3.34e-06] [5.07e-06, 8.51e-06, 2.35e-06, 4.17e-06, 3.70e-06, 2.13e-06, 1.69e-07, 1.23e-05, 2.36e-06, 2.26e-06, 2.29e-05, 1.98e-05, 8.06e-05, 1.16e-04, 7.89e-07, 7.39e-07, 1.53e-06, 1.61e-06, 3.75e-06, 7.19e-07, 1.80e-05, 3.34e-06] []
544000 [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06] [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 53.564049 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
544000 [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06] [3.47e-06, 8.33e-06, 2.28e-06, 3.75e-06, 3.70e-06, 2.10e-06, 1.42e-07, 2.09e-06, 1.19e-06, 2.09e-07, 7.44e-06, 4.06e-06, 1.44e-05, 1.44e-05, 9.18e-08, 4.93e-08, 2.62e-07, 5.76e-07, 0.00e+00, 0.00e+00, 3.19e-06, 1.55e-06] []
544100 [1.96e-05, 1.17e-05, 2.67e-06, 5.95e-06, 5.51e-06, 3.39e-06, 4.24e-07, 3.95e-06, 6.04e-09, 3.46e-05, 4.67e-05, 3.31e-04, 2.48e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-09, 6.37e-06, 6.48e-09] [1.96e-05, 1.17e-05, 2.67e-06, 5.95e-06, 5.51e-06, 3.39e-06, 4.24e-07, 3.95e-06, 6.04e-09, 3.46e-05, 4.67e-05, 3.31e-04, 2.48e-04, 1.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.77e-09, 6.37e-06, 6.48e-09] []
544200 [3.64e-06, 9.22e-06, 2.79e-06, 3.67e-06, 4.45e-06, 2.12e-06, 2.47e-07, 6.04e-05, 7.65e-07, 1.46e-06, 9.81e-05, 6.30e-05, 1.18e-04, 2.33e-06, 2.25e-08, 0.00e+00, 1.16e-06, 5.67e-07, 1.57e-05, 4.33e-07, 8.18e-05, 2.30e-06] [3.64e-06, 9.22e-06, 2.79e-06, 3.67e-06, 4.45e-06, 2.12e-06, 2.47e-07, 6.04e-05, 7.65e-07, 1.46e-06, 9.81e-05, 6.30e-05, 1.18e-04, 2.33e-06, 2.25e-08, 0.00e+00, 1.16e-06, 5.67e-07, 1.57e-05, 4.33e-07, 8.18e-05, 2.30e-06] []
544300 [2.49e-06, 8.41e-06, 2.36e-06, 4.54e-06, 3.53e-06, 2.17e-06, 1.38e-07, 1.84e-07, 9.04e-10, 4.00e-07, 1.20e-05, 9.42e-06, 3.15e-05, 2.79e-05, 3.10e-13, 0.00e+00, 0.00e+00, 2.53e-09, 0.00e+00, 0.00e+00, 8.51e-07, 4.52e-08] [2.49e-06, 8.41e-06, 2.36e-06, 4.54e-06, 3.53e-06, 2.17e-06, 1.38e-07, 1.84e-07, 9.04e-10, 4.00e-07, 1.20e-05, 9.42e-06, 3.15e-05, 2.79e-05, 3.10e-13, 0.00e+00, 0.00e+00, 2.53e-09, 0.00e+00, 0.00e+00, 8.51e-07, 4.52e-08] []
544400 [2.57e-06, 8.26e-06, 2.31e-06, 4.24e-06, 3.53e-06, 2.17e-06, 1.51e-07, 1.50e-08, 8.42e-08, 1.78e-12, 2.63e-06, 1.46e-06, 1.45e-06, 1.01e-07, 4.86e-11, 5.08e-09, 6.42e-08, 1.21e-07, 9.71e-09, 5.89e-09, 7.41e-08, 2.02e-08] [2.57e-06, 8.26e-06, 2.31e-06, 4.24e-06, 3.53e-06, 2.17e-06, 1.51e-07, 1.50e-08, 8.42e-08, 1.78e-12, 2.63e-06, 1.46e-06, 1.45e-06, 1.01e-07, 4.86e-11, 5.08e-09, 6.42e-08, 1.21e-07, 9.71e-09, 5.89e-09, 7.41e-08, 2.02e-08] []
544500 [2.35e-06, 8.39e-06, 2.32e-06, 4.14e-06, 3.80e-06, 2.11e-06, 1.44e-07, 1.66e-06, 2.79e-09, 7.29e-09, 5.80e-06, 3.29e-06, 3.43e-06, 7.69e-07, 1.50e-09, 6.90e-10, 1.08e-07, 1.93e-07, 3.49e-08, 0.00e+00, 2.39e-07, 1.08e-07] [2.35e-06, 8.39e-06, 2.32e-06, 4.14e-06, 3.80e-06, 2.11e-06, 1.44e-07, 1.66e-06, 2.79e-09, 7.29e-09, 5.80e-06, 3.29e-06, 3.43e-06, 7.69e-07, 1.50e-09, 6.90e-10, 1.08e-07, 1.93e-07, 3.49e-08, 0.00e+00, 2.39e-07, 1.08e-07] []
544600 [7.08e-06, 9.40e-06, 2.57e-06, 5.60e-06, 3.76e-06, 2.39e-06, 1.74e-07, 9.33e-06, 8.80e-06, 6.46e-06, 1.51e-04, 1.26e-04, 4.65e-04, 4.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.43e-05] [7.08e-06, 9.40e-06, 2.57e-06, 5.60e-06, 3.76e-06, 2.39e-06, 1.74e-07, 9.33e-06, 8.80e-06, 6.46e-06, 1.51e-04, 1.26e-04, 4.65e-04, 4.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.43e-05] []
544700 [2.48e-06, 8.23e-06, 2.29e-06, 4.15e-06, 3.59e-06, 2.19e-06, 1.58e-07, 6.49e-08, 2.26e-09, 8.37e-09, 2.66e-06, 1.47e-06, 1.44e-06, 1.35e-07, 2.65e-11, 5.75e-09, 7.53e-08, 1.16e-07, 3.90e-09, 2.73e-10, 1.54e-07, 8.44e-09] [2.48e-06, 8.23e-06, 2.29e-06, 4.15e-06, 3.59e-06, 2.19e-06, 1.58e-07, 6.49e-08, 2.26e-09, 8.37e-09, 2.66e-06, 1.47e-06, 1.44e-06, 1.35e-07, 2.65e-11, 5.75e-09, 7.53e-08, 1.16e-07, 3.90e-09, 2.73e-10, 1.54e-07, 8.44e-09] []
544800 [2.25e-06, 8.35e-06, 2.30e-06, 4.14e-06, 3.70e-06, 2.16e-06, 1.49e-07, 5.54e-07, 2.78e-09, 3.98e-09, 3.18e-06, 1.74e-06, 1.67e-06, 5.49e-07, 5.57e-10, 6.72e-10, 8.30e-08, 1.76e-07, 0.00e+00, 1.27e-09, 1.01e-06, 7.80e-09] [2.25e-06, 8.35e-06, 2.30e-06, 4.14e-06, 3.70e-06, 2.16e-06, 1.49e-07, 5.54e-07, 2.78e-09, 3.98e-09, 3.18e-06, 1.74e-06, 1.67e-06, 5.49e-07, 5.57e-10, 6.72e-10, 8.30e-08, 1.76e-07, 0.00e+00, 1.27e-09, 1.01e-06, 7.80e-09] []
544900 [3.18e-06, 8.14e-06, 2.28e-06, 3.81e-06, 3.77e-06, 2.16e-06, 1.67e-07, 8.75e-07, 2.32e-06, 3.24e-07, 1.03e-05, 6.78e-06, 2.53e-05, 2.80e-05, 1.34e-07, 2.36e-07, 5.34e-07, 6.00e-07, 0.00e+00, 4.23e-07, 4.35e-07, 2.15e-06] [3.18e-06, 8.14e-06, 2.28e-06, 3.81e-06, 3.77e-06, 2.16e-06, 1.67e-07, 8.75e-07, 2.32e-06, 3.24e-07, 1.03e-05, 6.78e-06, 2.53e-05, 2.80e-05, 1.34e-07, 2.36e-07, 5.34e-07, 6.00e-07, 0.00e+00, 4.23e-07, 4.35e-07, 2.15e-06] []
545000 [2.21e-06, 8.34e-06, 2.27e-06, 4.08e-06, 3.76e-06, 2.19e-06, 1.44e-07, 1.61e-06, 1.01e-06, 1.68e-07, 4.61e-06, 4.08e-06, 1.03e-05, 1.19e-05, 0.00e+00, 3.11e-09, 9.55e-09, 2.12e-08, 8.02e-08, 0.00e+00, 3.68e-07, 2.08e-06] [2.21e-06, 8.34e-06, 2.27e-06, 4.08e-06, 3.76e-06, 2.19e-06, 1.44e-07, 1.61e-06, 1.01e-06, 1.68e-07, 4.61e-06, 4.08e-06, 1.03e-05, 1.19e-05, 0.00e+00, 3.11e-09, 9.55e-09, 2.12e-08, 8.02e-08, 0.00e+00, 3.68e-07, 2.08e-06] []
545100 [2.16e-06, 8.40e-06, 2.27e-06, 4.06e-06, 3.85e-06, 2.17e-06, 1.42e-07, 1.04e-07, 4.14e-06, 2.83e-07, 5.00e-06, 4.88e-06, 1.11e-05, 1.56e-05, 0.00e+00, 2.94e-09, 8.14e-09, 1.73e-08, 6.88e-09, 0.00e+00, 8.34e-08, 4.52e-06] [2.16e-06, 8.40e-06, 2.27e-06, 4.06e-06, 3.85e-06, 2.17e-06, 1.42e-07, 1.04e-07, 4.14e-06, 2.83e-07, 5.00e-06, 4.88e-06, 1.11e-05, 1.56e-05, 0.00e+00, 2.94e-09, 8.14e-09, 1.73e-08, 6.88e-09, 0.00e+00, 8.34e-08, 4.52e-06] []
545200 [3.80e-06, 8.04e-06, 2.27e-06, 3.67e-06, 3.73e-06, 2.18e-06, 1.58e-07, 1.33e-06, 1.10e-06, 8.64e-07, 6.92e-06, 7.31e-06, 1.99e-05, 3.87e-05, 2.05e-07, 2.97e-07, 4.32e-07, 5.73e-07, 2.29e-07, 3.25e-07, 1.26e-06, 1.69e-06] [3.80e-06, 8.04e-06, 2.27e-06, 3.67e-06, 3.73e-06, 2.18e-06, 1.58e-07, 1.33e-06, 1.10e-06, 8.64e-07, 6.92e-06, 7.31e-06, 1.99e-05, 3.87e-05, 2.05e-07, 2.97e-07, 4.32e-07, 5.73e-07, 2.29e-07, 3.25e-07, 1.26e-06, 1.69e-06] []
545300 [2.36e-06, 8.24e-06, 2.23e-06, 4.02e-06, 3.69e-06, 2.20e-06, 1.36e-07, 6.49e-06, 4.96e-06, 4.88e-07, 2.87e-06, 3.96e-06, 5.44e-06, 1.17e-05, 0.00e+00, 1.53e-09, 7.13e-09, 3.52e-08, 8.87e-07, 0.00e+00, 4.90e-06, 2.04e-06] [2.36e-06, 8.24e-06, 2.23e-06, 4.02e-06, 3.69e-06, 2.20e-06, 1.36e-07, 6.49e-06, 4.96e-06, 4.88e-07, 2.87e-06, 3.96e-06, 5.44e-06, 1.17e-05, 0.00e+00, 1.53e-09, 7.13e-09, 3.52e-08, 8.87e-07, 0.00e+00, 4.90e-06, 2.04e-06] []
545400 [2.83e-06, 8.13e-06, 2.27e-06, 3.81e-06, 3.88e-06, 2.15e-06, 1.57e-07, 1.27e-06, 1.53e-07, 2.77e-07, 8.20e-06, 5.64e-06, 2.06e-05, 2.28e-05, 7.46e-08, 1.90e-07, 4.93e-07, 4.39e-07, 0.00e+00, 3.82e-08, 1.12e-06, 2.01e-07] [2.83e-06, 8.13e-06, 2.27e-06, 3.81e-06, 3.88e-06, 2.15e-06, 1.57e-07, 1.27e-06, 1.53e-07, 2.77e-07, 8.20e-06, 5.64e-06, 2.06e-05, 2.28e-05, 7.46e-08, 1.90e-07, 4.93e-07, 4.39e-07, 0.00e+00, 3.82e-08, 1.12e-06, 2.01e-07] []
545500 [3.43e-06, 7.88e-06, 2.14e-06, 3.54e-06, 3.92e-06, 2.17e-06, 1.48e-07, 8.20e-08, 2.03e-06, 3.70e-08, 5.70e-06, 8.05e-06, 4.44e-06, 1.23e-05, 8.46e-09, 1.01e-07, 2.90e-07, 1.71e-07, 9.91e-08, 0.00e+00, 6.47e-07, 1.29e-06] [3.43e-06, 7.88e-06, 2.14e-06, 3.54e-06, 3.92e-06, 2.17e-06, 1.48e-07, 8.20e-08, 2.03e-06, 3.70e-08, 5.70e-06, 8.05e-06, 4.44e-06, 1.23e-05, 8.46e-09, 1.01e-07, 2.90e-07, 1.71e-07, 9.91e-08, 0.00e+00, 6.47e-07, 1.29e-06] []
545600 [2.31e-06, 8.09e-06, 2.29e-06, 4.04e-06, 3.71e-06, 2.20e-06, 1.46e-07, 1.10e-08, 5.55e-10, 1.33e-11, 2.02e-06, 1.33e-06, 1.40e-06, 2.86e-08, 8.35e-10, 7.36e-09, 6.74e-08, 9.60e-08, 6.19e-09, 3.37e-10, 4.62e-08, 3.06e-09] [2.31e-06, 8.09e-06, 2.29e-06, 4.04e-06, 3.71e-06, 2.20e-06, 1.46e-07, 1.10e-08, 5.55e-10, 1.33e-11, 2.02e-06, 1.33e-06, 1.40e-06, 2.86e-08, 8.35e-10, 7.36e-09, 6.74e-08, 9.60e-08, 6.19e-09, 3.37e-10, 4.62e-08, 3.06e-09] []
545700 [2.17e-06, 8.15e-06, 2.28e-06, 3.99e-06, 3.75e-06, 2.21e-06, 1.44e-07, 1.08e-07, 2.08e-07, 1.61e-09, 2.63e-06, 1.93e-06, 2.84e-06, 1.75e-06, 0.00e+00, 1.20e-10, 4.05e-08, 6.57e-08, 0.00e+00, 0.00e+00, 1.04e-06, 5.17e-07] [2.17e-06, 8.15e-06, 2.28e-06, 3.99e-06, 3.75e-06, 2.21e-06, 1.44e-07, 1.08e-07, 2.08e-07, 1.61e-09, 2.63e-06, 1.93e-06, 2.84e-06, 1.75e-06, 0.00e+00, 1.20e-10, 4.05e-08, 6.57e-08, 0.00e+00, 0.00e+00, 1.04e-06, 5.17e-07] []
545800 [3.31e-06, 7.83e-06, 2.20e-06, 3.60e-06, 3.74e-06, 2.19e-06, 1.58e-07, 3.88e-06, 5.56e-06, 4.21e-07, 7.34e-06, 5.87e-06, 1.74e-05, 2.35e-05, 9.80e-08, 1.76e-07, 3.44e-07, 5.83e-07, 0.00e+00, 0.00e+00, 7.72e-06, 8.72e-06] [3.31e-06, 7.83e-06, 2.20e-06, 3.60e-06, 3.74e-06, 2.19e-06, 1.58e-07, 3.88e-06, 5.56e-06, 4.21e-07, 7.34e-06, 5.87e-06, 1.74e-05, 2.35e-05, 9.80e-08, 1.76e-07, 3.44e-07, 5.83e-07, 0.00e+00, 0.00e+00, 7.72e-06, 8.72e-06] []
545900 [2.75e-06, 8.11e-06, 2.19e-06, 3.68e-06, 3.55e-06, 2.27e-06, 1.73e-07, 1.78e-05, 2.85e-07, 7.06e-07, 5.65e-06, 9.44e-06, 1.59e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 3.80e-05, 5.61e-07] [2.75e-06, 8.11e-06, 2.19e-06, 3.68e-06, 3.55e-06, 2.27e-06, 1.73e-07, 1.78e-05, 2.85e-07, 7.06e-07, 5.65e-06, 9.44e-06, 1.59e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-08, 0.00e+00, 0.00e+00, 3.80e-05, 5.61e-07] []
546000 [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06] [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.227047 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
546000 [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06] [2.19e-06, 8.30e-06, 2.24e-06, 3.98e-06, 3.75e-06, 2.21e-06, 1.38e-07, 1.93e-07, 1.50e-06, 7.57e-07, 5.77e-06, 8.70e-06, 2.11e-05, 4.00e-05, 0.00e+00, 3.33e-11, 1.28e-09, 9.05e-13, 0.00e+00, 0.00e+00, 7.32e-07, 2.39e-06] []
546100 [2.24e-06, 8.23e-06, 2.29e-06, 4.05e-06, 3.73e-06, 2.23e-06, 1.44e-07, 1.59e-06, 1.34e-08, 7.38e-07, 8.30e-06, 9.52e-06, 2.90e-05, 4.15e-05, 0.00e+00, 0.00e+00, 3.73e-14, 0.00e+00, 0.00e+00, 6.43e-10, 5.83e-06, 5.17e-09] [2.24e-06, 8.23e-06, 2.29e-06, 4.05e-06, 3.73e-06, 2.23e-06, 1.44e-07, 1.59e-06, 1.34e-08, 7.38e-07, 8.30e-06, 9.52e-06, 2.90e-05, 4.15e-05, 0.00e+00, 0.00e+00, 3.73e-14, 0.00e+00, 0.00e+00, 6.43e-10, 5.83e-06, 5.17e-09] []
546200 [2.60e-06, 8.29e-06, 2.31e-06, 4.30e-06, 3.71e-06, 2.25e-06, 1.42e-07, 8.83e-07, 1.32e-07, 1.23e-06, 2.42e-05, 2.13e-05, 7.99e-05, 8.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.87e-06, 7.91e-07] [2.60e-06, 8.29e-06, 2.31e-06, 4.30e-06, 3.71e-06, 2.25e-06, 1.42e-07, 8.83e-07, 1.32e-07, 1.23e-06, 2.42e-05, 2.13e-05, 7.99e-05, 8.43e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.87e-06, 7.91e-07] []
546300 [2.44e-06, 7.93e-06, 2.25e-06, 3.89e-06, 3.75e-06, 2.21e-06, 1.54e-07, 4.28e-08, 1.27e-08, 9.58e-10, 2.44e-06, 1.71e-06, 1.96e-06, 2.81e-08, 8.75e-10, 1.57e-08, 6.96e-08, 8.14e-08, 2.29e-08, 5.08e-10, 7.99e-08, 5.31e-09] [2.44e-06, 7.93e-06, 2.25e-06, 3.89e-06, 3.75e-06, 2.21e-06, 1.54e-07, 4.28e-08, 1.27e-08, 9.58e-10, 2.44e-06, 1.71e-06, 1.96e-06, 2.81e-08, 8.75e-10, 1.57e-08, 6.96e-08, 8.14e-08, 2.29e-08, 5.08e-10, 7.99e-08, 5.31e-09] []
546400 [2.61e-06, 7.99e-06, 2.11e-06, 3.62e-06, 3.58e-06, 2.39e-06, 2.13e-07, 2.13e-05, 2.03e-06, 3.00e-06, 6.75e-06, 1.79e-05, 4.24e-06, 4.66e-05, 0.00e+00, 1.15e-08, 0.00e+00, 7.69e-09, 0.00e+00, 4.59e-07, 2.91e-05, 2.40e-06] [2.61e-06, 7.99e-06, 2.11e-06, 3.62e-06, 3.58e-06, 2.39e-06, 2.13e-07, 2.13e-05, 2.03e-06, 3.00e-06, 6.75e-06, 1.79e-05, 4.24e-06, 4.66e-05, 0.00e+00, 1.15e-08, 0.00e+00, 7.69e-09, 0.00e+00, 4.59e-07, 2.91e-05, 2.40e-06] []
546500 [5.18e-06, 8.23e-06, 2.39e-06, 3.25e-06, 4.58e-06, 2.34e-06, 2.60e-07, 1.63e-07, 1.12e-05, 1.98e-06, 5.00e-06, 1.36e-05, 1.23e-05, 6.60e-05, 4.94e-07, 7.03e-07, 7.48e-07, 4.10e-07, 3.24e-08, 0.00e+00, 1.44e-07, 3.10e-05] [5.18e-06, 8.23e-06, 2.39e-06, 3.25e-06, 4.58e-06, 2.34e-06, 2.60e-07, 1.63e-07, 1.12e-05, 1.98e-06, 5.00e-06, 1.36e-05, 1.23e-05, 6.60e-05, 4.94e-07, 7.03e-07, 7.48e-07, 4.10e-07, 3.24e-08, 0.00e+00, 1.44e-07, 3.10e-05] []
546600 [2.54e-06, 7.88e-06, 2.19e-06, 3.61e-06, 3.79e-06, 2.18e-06, 1.61e-07, 2.11e-06, 4.53e-08, 7.00e-08, 2.58e-06, 1.96e-06, 3.18e-06, 3.90e-06, 7.92e-09, 4.35e-08, 1.36e-07, 1.53e-07, 0.00e+00, 0.00e+00, 1.45e-06, 6.39e-08] [2.54e-06, 7.88e-06, 2.19e-06, 3.61e-06, 3.79e-06, 2.18e-06, 1.61e-07, 2.11e-06, 4.53e-08, 7.00e-08, 2.58e-06, 1.96e-06, 3.18e-06, 3.90e-06, 7.92e-09, 4.35e-08, 1.36e-07, 1.53e-07, 0.00e+00, 0.00e+00, 1.45e-06, 6.39e-08] []
546700 [2.04e-06, 8.05e-06, 2.22e-06, 3.87e-06, 3.76e-06, 2.21e-06, 1.47e-07, 1.15e-07, 1.28e-06, 1.32e-07, 2.62e-06, 2.84e-06, 5.26e-06, 7.12e-06, 0.00e+00, 0.00e+00, 3.31e-09, 2.12e-08, 4.87e-09, 0.00e+00, 1.01e-07, 1.92e-06] [2.04e-06, 8.05e-06, 2.22e-06, 3.87e-06, 3.76e-06, 2.21e-06, 1.47e-07, 1.15e-07, 1.28e-06, 1.32e-07, 2.62e-06, 2.84e-06, 5.26e-06, 7.12e-06, 0.00e+00, 0.00e+00, 3.31e-09, 2.12e-08, 4.87e-09, 0.00e+00, 1.01e-07, 1.92e-06] []
546800 [2.62e-06, 7.93e-06, 2.21e-06, 3.67e-06, 3.85e-06, 2.20e-06, 1.66e-07, 9.71e-07, 4.05e-08, 2.32e-07, 4.31e-06, 3.39e-06, 9.96e-06, 1.18e-05, 4.06e-08, 1.16e-07, 3.48e-07, 2.66e-07, 2.34e-07, 4.60e-09, 1.15e-06, 1.92e-08] [2.62e-06, 7.93e-06, 2.21e-06, 3.67e-06, 3.85e-06, 2.20e-06, 1.66e-07, 9.71e-07, 4.05e-08, 2.32e-07, 4.31e-06, 3.39e-06, 9.96e-06, 1.18e-05, 4.06e-08, 1.16e-07, 3.48e-07, 2.66e-07, 2.34e-07, 4.60e-09, 1.15e-06, 1.92e-08] []
546900 [5.22e-06, 8.06e-06, 2.24e-06, 3.56e-06, 4.10e-06, 2.24e-06, 1.94e-07, 5.50e-06, 8.49e-09, 2.52e-06, 3.73e-05, 3.16e-05, 1.31e-04, 1.56e-04, 1.01e-06, 1.13e-06, 2.11e-06, 1.86e-06, 1.91e-06, 2.81e-08, 9.73e-06, 1.38e-07] [5.22e-06, 8.06e-06, 2.24e-06, 3.56e-06, 4.10e-06, 2.24e-06, 1.94e-07, 5.50e-06, 8.49e-09, 2.52e-06, 3.73e-05, 3.16e-05, 1.31e-04, 1.56e-04, 1.01e-06, 1.13e-06, 2.11e-06, 1.86e-06, 1.91e-06, 2.81e-08, 9.73e-06, 1.38e-07] []
547000 [5.58e-05, 1.42e-05, 3.41e-06, 8.02e-06, 9.11e-06, 6.07e-06, 1.51e-06, 2.68e-05, 1.55e-04, 1.09e-04, 1.78e-04, 6.46e-04, 6.17e-04, 3.80e-03, 7.81e-05, 7.31e-05, 1.50e-05, 2.47e-05, 3.21e-06, 4.54e-05, 1.78e-05, 1.79e-04] [5.58e-05, 1.42e-05, 3.41e-06, 8.02e-06, 9.11e-06, 6.07e-06, 1.51e-06, 2.68e-05, 1.55e-04, 1.09e-04, 1.78e-04, 6.46e-04, 6.17e-04, 3.80e-03, 7.81e-05, 7.31e-05, 1.50e-05, 2.47e-05, 3.21e-06, 4.54e-05, 1.78e-05, 1.79e-04] []
547100 [2.11e-06, 7.97e-06, 2.23e-06, 3.97e-06, 3.73e-06, 2.24e-06, 1.52e-07, 4.08e-08, 1.19e-07, 2.87e-07, 1.06e-05, 8.57e-06, 2.98e-05, 2.35e-05, 0.00e+00, 0.00e+00, 8.97e-10, 0.00e+00, 2.22e-10, 0.00e+00, 5.37e-07, 2.42e-07] [2.11e-06, 7.97e-06, 2.23e-06, 3.97e-06, 3.73e-06, 2.24e-06, 1.52e-07, 4.08e-08, 1.19e-07, 2.87e-07, 1.06e-05, 8.57e-06, 2.98e-05, 2.35e-05, 0.00e+00, 0.00e+00, 8.97e-10, 0.00e+00, 2.22e-10, 0.00e+00, 5.37e-07, 2.42e-07] []
547200 [6.44e-06, 8.11e-06, 2.28e-06, 3.57e-06, 4.22e-06, 2.27e-06, 2.14e-07, 7.45e-06, 3.25e-05, 3.86e-06, 4.77e-05, 4.33e-05, 1.73e-04, 2.25e-04, 1.68e-06, 1.70e-06, 3.14e-06, 2.37e-06, 2.97e-06, 1.05e-05, 1.51e-05, 4.41e-05] [6.44e-06, 8.11e-06, 2.28e-06, 3.57e-06, 4.22e-06, 2.27e-06, 2.14e-07, 7.45e-06, 3.25e-05, 3.86e-06, 4.77e-05, 4.33e-05, 1.73e-04, 2.25e-04, 1.68e-06, 1.70e-06, 3.14e-06, 2.37e-06, 2.97e-06, 1.05e-05, 1.51e-05, 4.41e-05] []
547300 [2.96e-05, 1.11e-05, 3.12e-06, 5.34e-06, 6.21e-06, 4.32e-06, 9.04e-07, 3.97e-06, 5.80e-07, 4.81e-05, 1.04e-04, 3.03e-04, 4.02e-04, 2.01e-03, 3.30e-05, 2.89e-05, 8.73e-06, 1.05e-05, 0.00e+00, 3.04e-08, 1.02e-05, 1.66e-07] [2.96e-05, 1.11e-05, 3.12e-06, 5.34e-06, 6.21e-06, 4.32e-06, 9.04e-07, 3.97e-06, 5.80e-07, 4.81e-05, 1.04e-04, 3.03e-04, 4.02e-04, 2.01e-03, 3.30e-05, 2.89e-05, 8.73e-06, 1.05e-05, 0.00e+00, 3.04e-08, 1.02e-05, 1.66e-07] []
547400 [3.13e-05, 1.05e-05, 2.88e-06, 5.33e-06, 6.75e-06, 3.69e-06, 6.91e-07, 8.36e-05, 7.19e-08, 4.90e-05, 9.40e-05, 2.84e-04, 5.09e-04, 1.83e-03, 2.85e-05, 2.67e-05, 1.25e-05, 1.36e-05, 2.39e-05, 1.18e-06, 1.16e-04, 5.40e-06] [3.13e-05, 1.05e-05, 2.88e-06, 5.33e-06, 6.75e-06, 3.69e-06, 6.91e-07, 8.36e-05, 7.19e-08, 4.90e-05, 9.40e-05, 2.84e-04, 5.09e-04, 1.83e-03, 2.85e-05, 2.67e-05, 1.25e-05, 1.36e-05, 2.39e-05, 1.18e-06, 1.16e-04, 5.40e-06] []
547500 [6.33e-06, 8.92e-06, 2.17e-06, 4.19e-06, 4.16e-06, 2.41e-06, 1.77e-07, 2.57e-08, 1.40e-08, 1.07e-05, 3.35e-05, 7.14e-05, 1.86e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.63e-11, 1.73e-06, 1.55e-07] [6.33e-06, 8.92e-06, 2.17e-06, 4.19e-06, 4.16e-06, 2.41e-06, 1.77e-07, 2.57e-08, 1.40e-08, 1.07e-05, 3.35e-05, 7.14e-05, 1.86e-04, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.63e-11, 1.73e-06, 1.55e-07] []
547600 [2.55e-06, 7.80e-06, 2.04e-06, 3.19e-06, 3.80e-06, 2.27e-06, 1.77e-07, 3.82e-06, 4.89e-06, 2.73e-09, 3.08e-05, 1.92e-05, 5.65e-05, 9.26e-06, 3.87e-08, 1.03e-07, 5.53e-07, 5.58e-07, 8.28e-07, 0.00e+00, 4.70e-06, 2.70e-06] [2.55e-06, 7.80e-06, 2.04e-06, 3.19e-06, 3.80e-06, 2.27e-06, 1.77e-07, 3.82e-06, 4.89e-06, 2.73e-09, 3.08e-05, 1.92e-05, 5.65e-05, 9.26e-06, 3.87e-08, 1.03e-07, 5.53e-07, 5.58e-07, 8.28e-07, 0.00e+00, 4.70e-06, 2.70e-06] []
547700 [2.64e-06, 7.83e-06, 2.12e-06, 3.42e-06, 3.90e-06, 2.21e-06, 1.91e-07, 2.31e-06, 1.73e-06, 5.53e-07, 3.28e-06, 3.95e-06, 6.22e-06, 1.52e-05, 6.56e-08, 1.74e-07, 3.25e-07, 3.09e-07, 5.27e-07, 0.00e+00, 3.10e-06, 1.09e-06] [2.64e-06, 7.83e-06, 2.12e-06, 3.42e-06, 3.90e-06, 2.21e-06, 1.91e-07, 2.31e-06, 1.73e-06, 5.53e-07, 3.28e-06, 3.95e-06, 6.22e-06, 1.52e-05, 6.56e-08, 1.74e-07, 3.25e-07, 3.09e-07, 5.27e-07, 0.00e+00, 3.10e-06, 1.09e-06] []
547800 [2.19e-06, 7.89e-06, 2.16e-06, 3.52e-06, 3.80e-06, 2.20e-06, 1.70e-07, 1.08e-08, 9.49e-09, 8.43e-08, 3.60e-06, 2.44e-06, 5.93e-06, 4.98e-06, 2.15e-08, 4.51e-08, 1.35e-07, 2.81e-07, 2.85e-08, 4.62e-10, 9.52e-08, 3.56e-09] [2.19e-06, 7.89e-06, 2.16e-06, 3.52e-06, 3.80e-06, 2.20e-06, 1.70e-07, 1.08e-08, 9.49e-09, 8.43e-08, 3.60e-06, 2.44e-06, 5.93e-06, 4.98e-06, 2.15e-08, 4.51e-08, 1.35e-07, 2.81e-07, 2.85e-08, 4.62e-10, 9.52e-08, 3.56e-09] []
547900 [2.03e-06, 7.70e-06, 2.15e-06, 3.75e-06, 3.62e-06, 2.30e-06, 1.55e-07, 8.20e-07, 5.52e-09, 1.85e-07, 2.43e-06, 2.25e-06, 2.82e-06, 3.13e-06, 2.49e-11, 3.68e-10, 4.93e-08, 3.48e-08, 0.00e+00, 0.00e+00, 1.19e-06, 3.21e-08] [2.03e-06, 7.70e-06, 2.15e-06, 3.75e-06, 3.62e-06, 2.30e-06, 1.55e-07, 8.20e-07, 5.52e-09, 1.85e-07, 2.43e-06, 2.25e-06, 2.82e-06, 3.13e-06, 2.49e-11, 3.68e-10, 4.93e-08, 3.48e-08, 0.00e+00, 0.00e+00, 1.19e-06, 3.21e-08] []
548000 [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06] [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.495440 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
548000 [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06] [2.67e-06, 7.61e-06, 2.07e-06, 3.29e-06, 3.73e-06, 2.22e-06, 1.79e-07, 2.65e-06, 3.31e-06, 1.82e-07, 7.60e-06, 5.11e-06, 1.86e-05, 1.60e-05, 7.07e-08, 7.98e-08, 4.34e-07, 3.33e-07, 0.00e+00, 4.65e-07, 1.69e-06, 2.40e-06] []
548100 [1.90e-06, 7.91e-06, 2.17e-06, 3.66e-06, 3.70e-06, 2.24e-06, 1.61e-07, 7.98e-08, 2.13e-09, 3.88e-07, 6.29e-06, 6.81e-06, 2.11e-05, 2.60e-05, 0.00e+00, 0.00e+00, 1.48e-09, 0.00e+00, 0.00e+00, 4.77e-10, 2.80e-07, 2.72e-09] [1.90e-06, 7.91e-06, 2.17e-06, 3.66e-06, 3.70e-06, 2.24e-06, 1.61e-07, 7.98e-08, 2.13e-09, 3.88e-07, 6.29e-06, 6.81e-06, 2.11e-05, 2.60e-05, 0.00e+00, 0.00e+00, 1.48e-09, 0.00e+00, 0.00e+00, 4.77e-10, 2.80e-07, 2.72e-09] []
548200 [1.02e-05, 9.52e-06, 2.58e-06, 4.63e-06, 4.15e-06, 2.73e-06, 2.32e-07, 3.32e-05, 7.26e-06, 1.11e-05, 1.04e-04, 1.39e-04, 4.13e-04, 7.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 1.56e-05] [1.02e-05, 9.52e-06, 2.58e-06, 4.63e-06, 4.15e-06, 2.73e-06, 2.32e-07, 3.32e-05, 7.26e-06, 1.11e-05, 1.04e-04, 1.39e-04, 4.13e-04, 7.13e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.15e-05, 1.56e-05] []
548300 [2.22e-06, 7.63e-06, 2.10e-06, 3.46e-06, 3.68e-06, 2.26e-06, 1.78e-07, 4.15e-10, 4.44e-08, 7.83e-08, 3.29e-06, 2.54e-06, 6.44e-06, 5.27e-06, 1.29e-08, 6.66e-08, 1.89e-07, 1.80e-07, 5.30e-09, 0.00e+00, 2.93e-08, 2.58e-08] [2.22e-06, 7.63e-06, 2.10e-06, 3.46e-06, 3.68e-06, 2.26e-06, 1.78e-07, 4.15e-10, 4.44e-08, 7.83e-08, 3.29e-06, 2.54e-06, 6.44e-06, 5.27e-06, 1.29e-08, 6.66e-08, 1.89e-07, 1.80e-07, 5.30e-09, 0.00e+00, 2.93e-08, 2.58e-08] []
548400 [2.05e-06, 7.51e-06, 2.07e-06, 3.51e-06, 3.56e-06, 2.31e-06, 1.61e-07, 6.59e-07, 2.53e-08, 2.68e-09, 2.57e-06, 1.88e-06, 2.36e-06, 1.37e-07, 1.45e-09, 1.08e-08, 1.01e-07, 1.09e-07, 0.00e+00, 2.23e-10, 5.84e-07, 9.24e-09] [2.05e-06, 7.51e-06, 2.07e-06, 3.51e-06, 3.56e-06, 2.31e-06, 1.61e-07, 6.59e-07, 2.53e-08, 2.68e-09, 2.57e-06, 1.88e-06, 2.36e-06, 1.37e-07, 1.45e-09, 1.08e-08, 1.01e-07, 1.09e-07, 0.00e+00, 2.23e-10, 5.84e-07, 9.24e-09] []
548500 [1.81e-06, 7.88e-06, 2.20e-06, 3.53e-06, 3.70e-06, 2.23e-06, 1.57e-07, 7.31e-07, 6.86e-06, 3.34e-07, 6.18e-06, 6.48e-06, 1.88e-05, 2.33e-05, 0.00e+00, 1.99e-10, 8.00e-09, 0.00e+00, 0.00e+00, 1.11e-06, 2.10e-06, 5.45e-06] [1.81e-06, 7.88e-06, 2.20e-06, 3.53e-06, 3.70e-06, 2.23e-06, 1.57e-07, 7.31e-07, 6.86e-06, 3.34e-07, 6.18e-06, 6.48e-06, 1.88e-05, 2.33e-05, 0.00e+00, 1.99e-10, 8.00e-09, 0.00e+00, 0.00e+00, 1.11e-06, 2.10e-06, 5.45e-06] []
548600 [1.82e-06, 7.67e-06, 2.11e-06, 3.53e-06, 3.56e-06, 2.29e-06, 1.66e-07, 4.01e-07, 1.27e-08, 1.33e-07, 2.21e-06, 2.43e-06, 3.86e-06, 5.44e-06, 0.00e+00, 2.84e-11, 1.77e-08, 1.98e-08, 5.25e-09, 6.90e-11, 1.06e-07, 2.87e-08] [1.82e-06, 7.67e-06, 2.11e-06, 3.53e-06, 3.56e-06, 2.29e-06, 1.66e-07, 4.01e-07, 1.27e-08, 1.33e-07, 2.21e-06, 2.43e-06, 3.86e-06, 5.44e-06, 0.00e+00, 2.84e-11, 1.77e-08, 1.98e-08, 5.25e-09, 6.90e-11, 1.06e-07, 2.87e-08] []
548700 [2.42e-06, 7.74e-06, 2.13e-06, 3.28e-06, 3.84e-06, 2.19e-06, 1.80e-07, 1.67e-06, 1.40e-05, 2.92e-07, 6.35e-06, 5.33e-06, 1.48e-05, 2.07e-05, 1.33e-07, 1.53e-07, 3.11e-07, 5.21e-07, 4.07e-07, 2.68e-06, 2.31e-06, 1.26e-05] [2.42e-06, 7.74e-06, 2.13e-06, 3.28e-06, 3.84e-06, 2.19e-06, 1.80e-07, 1.67e-06, 1.40e-05, 2.92e-07, 6.35e-06, 5.33e-06, 1.48e-05, 2.07e-05, 1.33e-07, 1.53e-07, 3.11e-07, 5.21e-07, 4.07e-07, 2.68e-06, 2.31e-06, 1.26e-05] []
548800 [1.75e-06, 7.82e-06, 2.17e-06, 3.50e-06, 3.69e-06, 2.22e-06, 1.65e-07, 8.89e-08, 6.12e-08, 1.32e-07, 4.96e-06, 4.58e-06, 1.31e-05, 1.19e-05, 0.00e+00, 2.77e-11, 1.28e-08, 3.21e-10, 4.84e-10, 7.60e-09, 1.94e-07, 4.21e-08] [1.75e-06, 7.82e-06, 2.17e-06, 3.50e-06, 3.69e-06, 2.22e-06, 1.65e-07, 8.89e-08, 6.12e-08, 1.32e-07, 4.96e-06, 4.58e-06, 1.31e-05, 1.19e-05, 0.00e+00, 2.77e-11, 1.28e-08, 3.21e-10, 4.84e-10, 7.60e-09, 1.94e-07, 4.21e-08] []
548900 [1.55e-06, 8.07e-06, 2.13e-06, 3.49e-06, 3.56e-06, 2.28e-06, 1.55e-07, 1.20e-06, 1.50e-06, 1.14e-06, 7.10e-06, 1.19e-05, 3.03e-06, 3.67e-05, 0.00e+00, 1.34e-09, 7.04e-09, 2.14e-08, 0.00e+00, 1.36e-07, 1.94e-06, 7.61e-07] [1.55e-06, 8.07e-06, 2.13e-06, 3.49e-06, 3.56e-06, 2.28e-06, 1.55e-07, 1.20e-06, 1.50e-06, 1.14e-06, 7.10e-06, 1.19e-05, 3.03e-06, 3.67e-05, 0.00e+00, 1.34e-09, 7.04e-09, 2.14e-08, 0.00e+00, 1.36e-07, 1.94e-06, 7.61e-07] []
549000 [3.57e-06, 7.66e-06, 2.00e-06, 2.76e-06, 3.98e-06, 2.27e-06, 2.02e-07, 5.72e-06, 1.42e-05, 5.61e-07, 2.28e-05, 1.45e-05, 5.37e-05, 3.57e-05, 1.94e-07, 4.72e-07, 9.61e-07, 5.59e-07, 1.38e-06, 2.44e-06, 8.01e-06, 1.15e-05] [3.57e-06, 7.66e-06, 2.00e-06, 2.76e-06, 3.98e-06, 2.27e-06, 2.02e-07, 5.72e-06, 1.42e-05, 5.61e-07, 2.28e-05, 1.45e-05, 5.37e-05, 3.57e-05, 1.94e-07, 4.72e-07, 9.61e-07, 5.59e-07, 1.38e-06, 2.44e-06, 8.01e-06, 1.15e-05] []
549100 [2.24e-06, 7.45e-06, 1.98e-06, 3.00e-06, 3.68e-06, 2.26e-06, 1.80e-07, 1.60e-06, 7.31e-11, 4.06e-08, 4.97e-06, 5.73e-06, 1.45e-05, 1.03e-05, 1.47e-10, 1.55e-08, 4.12e-09, 5.67e-11, 0.00e+00, 0.00e+00, 2.39e-06, 5.40e-08] [2.24e-06, 7.45e-06, 1.98e-06, 3.00e-06, 3.68e-06, 2.26e-06, 1.80e-07, 1.60e-06, 7.31e-11, 4.06e-08, 4.97e-06, 5.73e-06, 1.45e-05, 1.03e-05, 1.47e-10, 1.55e-08, 4.12e-09, 5.67e-11, 0.00e+00, 0.00e+00, 2.39e-06, 5.40e-08] []
549200 [1.58e-06, 7.70e-06, 2.07e-06, 3.21e-06, 3.66e-06, 2.23e-06, 1.72e-07, 2.46e-07, 4.16e-09, 1.17e-07, 2.57e-06, 2.62e-06, 1.63e-06, 2.12e-06, 0.00e+00, 1.54e-09, 2.94e-08, 3.59e-08, 6.26e-08, 2.18e-10, 3.00e-07, 2.93e-09] [1.58e-06, 7.70e-06, 2.07e-06, 3.21e-06, 3.66e-06, 2.23e-06, 1.72e-07, 2.46e-07, 4.16e-09, 1.17e-07, 2.57e-06, 2.62e-06, 1.63e-06, 2.12e-06, 0.00e+00, 1.54e-09, 2.94e-08, 3.59e-08, 6.26e-08, 2.18e-10, 3.00e-07, 2.93e-09] []
549300 [1.78e-06, 7.36e-06, 2.05e-06, 3.40e-06, 3.43e-06, 2.35e-06, 1.65e-07, 7.43e-08, 2.35e-11, 6.29e-08, 2.11e-06, 2.23e-06, 2.81e-06, 2.95e-06, 0.00e+00, 9.59e-11, 1.97e-08, 8.86e-09, 8.77e-09, 2.43e-10, 9.46e-08, 3.74e-09] [1.78e-06, 7.36e-06, 2.05e-06, 3.40e-06, 3.43e-06, 2.35e-06, 1.65e-07, 7.43e-08, 2.35e-11, 6.29e-08, 2.11e-06, 2.23e-06, 2.81e-06, 2.95e-06, 0.00e+00, 9.59e-11, 1.97e-08, 8.86e-09, 8.77e-09, 2.43e-10, 9.46e-08, 3.74e-09] []
549400 [1.79e-06, 7.56e-06, 2.10e-06, 3.34e-06, 3.57e-06, 2.25e-06, 1.74e-07, 3.65e-07, 4.97e-07, 1.50e-07, 7.70e-06, 6.45e-06, 2.01e-05, 1.37e-05, 0.00e+00, 5.37e-11, 1.21e-08, 0.00e+00, 0.00e+00, 2.57e-08, 2.27e-06, 1.43e-07] [1.79e-06, 7.56e-06, 2.10e-06, 3.34e-06, 3.57e-06, 2.25e-06, 1.74e-07, 3.65e-07, 4.97e-07, 1.50e-07, 7.70e-06, 6.45e-06, 2.01e-05, 1.37e-05, 0.00e+00, 5.37e-11, 1.21e-08, 0.00e+00, 0.00e+00, 2.57e-08, 2.27e-06, 1.43e-07] []
549500 [1.05e-05, 7.94e-06, 2.18e-06, 3.41e-06, 4.43e-06, 2.56e-06, 3.08e-07, 1.99e-05, 1.84e-05, 9.44e-06, 5.52e-05, 7.78e-05, 2.40e-04, 4.73e-04, 5.02e-06, 4.42e-06, 4.80e-06, 4.37e-06, 7.29e-06, 5.64e-06, 3.74e-05, 2.46e-05] [1.05e-05, 7.94e-06, 2.18e-06, 3.41e-06, 4.43e-06, 2.56e-06, 3.08e-07, 1.99e-05, 1.84e-05, 9.44e-06, 5.52e-05, 7.78e-05, 2.40e-04, 4.73e-04, 5.02e-06, 4.42e-06, 4.80e-06, 4.37e-06, 7.29e-06, 5.64e-06, 3.74e-05, 2.46e-05] []
549600 [3.63e-05, 1.08e-05, 2.79e-06, 5.55e-06, 6.83e-06, 4.59e-06, 1.07e-06, 2.02e-05, 3.07e-04, 6.35e-05, 1.15e-04, 3.65e-04, 5.60e-04, 2.40e-03, 3.68e-05, 3.86e-05, 1.16e-05, 1.64e-05, 3.56e-06, 1.13e-04, 1.98e-05, 4.16e-04] [3.63e-05, 1.08e-05, 2.79e-06, 5.55e-06, 6.83e-06, 4.59e-06, 1.07e-06, 2.02e-05, 3.07e-04, 6.35e-05, 1.15e-04, 3.65e-04, 5.60e-04, 2.40e-03, 3.68e-05, 3.86e-05, 1.16e-05, 1.64e-05, 3.56e-06, 1.13e-04, 1.98e-05, 4.16e-04] []
549700 [1.62e-05, 8.79e-06, 2.59e-06, 3.57e-06, 4.07e-06, 3.68e-06, 6.63e-07, 9.62e-05, 1.89e-08, 1.58e-05, 2.31e-05, 7.67e-05, 5.40e-05, 3.70e-04, 6.86e-06, 6.37e-06, 2.36e-06, 3.61e-06, 0.00e+00, 2.36e-10, 7.32e-05, 5.31e-09] [1.62e-05, 8.79e-06, 2.59e-06, 3.57e-06, 4.07e-06, 3.68e-06, 6.63e-07, 9.62e-05, 1.89e-08, 1.58e-05, 2.31e-05, 7.67e-05, 5.40e-05, 3.70e-04, 6.86e-06, 6.37e-06, 2.36e-06, 3.61e-06, 0.00e+00, 2.36e-10, 7.32e-05, 5.31e-09] []
549800 [6.66e-06, 8.47e-06, 2.09e-06, 3.68e-06, 4.05e-06, 2.61e-06, 2.11e-07, 4.58e-09, 4.69e-09, 9.12e-06, 3.21e-05, 7.63e-05, 1.79e-04, 4.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 7.33e-07, 8.70e-08] [6.66e-06, 8.47e-06, 2.09e-06, 3.68e-06, 4.05e-06, 2.61e-06, 2.11e-07, 4.58e-09, 4.69e-09, 9.12e-06, 3.21e-05, 7.63e-05, 1.79e-04, 4.36e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 7.33e-07, 8.70e-08] []
549900 [1.53e-06, 7.60e-06, 2.05e-06, 3.06e-06, 3.45e-06, 2.34e-06, 1.69e-07, 3.95e-06, 4.50e-07, 3.29e-07, 2.54e-06, 6.25e-06, 2.07e-06, 8.97e-06, 0.00e+00, 4.00e-09, 1.76e-08, 1.12e-08, 0.00e+00, 3.14e-08, 5.00e-06, 1.83e-07] [1.53e-06, 7.60e-06, 2.05e-06, 3.06e-06, 3.45e-06, 2.34e-06, 1.69e-07, 3.95e-06, 4.50e-07, 3.29e-07, 2.54e-06, 6.25e-06, 2.07e-06, 8.97e-06, 0.00e+00, 4.00e-09, 1.76e-08, 1.12e-08, 0.00e+00, 3.14e-08, 5.00e-06, 1.83e-07] []
550000 [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05] [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.840266 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
550000 [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05] [3.70e-06, 7.17e-06, 1.94e-06, 2.72e-06, 3.61e-06, 2.28e-06, 2.31e-07, 4.24e-06, 9.66e-06, 1.26e-06, 8.48e-06, 1.34e-05, 2.28e-05, 8.39e-05, 6.38e-07, 6.93e-07, 6.50e-07, 8.19e-07, 0.00e+00, 0.00e+00, 3.06e-06, 1.88e-05] []
550100 [2.50e-06, 7.31e-06, 1.98e-06, 2.83e-06, 3.63e-06, 2.24e-06, 2.15e-07, 2.01e-07, 6.55e-09, 5.73e-07, 4.05e-06, 5.13e-06, 9.94e-06, 2.16e-05, 1.70e-07, 1.71e-07, 3.61e-07, 3.16e-07, 5.54e-08, 4.09e-09, 2.97e-07, 2.33e-08] [2.50e-06, 7.31e-06, 1.98e-06, 2.83e-06, 3.63e-06, 2.24e-06, 2.15e-07, 2.01e-07, 6.55e-09, 5.73e-07, 4.05e-06, 5.13e-06, 9.94e-06, 2.16e-05, 1.70e-07, 1.71e-07, 3.61e-07, 3.16e-07, 5.54e-08, 4.09e-09, 2.97e-07, 2.33e-08] []
550200 [1.61e-06, 7.31e-06, 2.04e-06, 3.06e-06, 3.45e-06, 2.27e-06, 1.91e-07, 1.45e-08, 7.00e-08, 1.67e-07, 5.51e-06, 5.09e-06, 1.52e-05, 1.31e-05, 0.00e+00, 0.00e+00, 8.87e-09, 0.00e+00, 3.00e-09, 0.00e+00, 5.85e-08, 5.68e-08] [1.61e-06, 7.31e-06, 2.04e-06, 3.06e-06, 3.45e-06, 2.27e-06, 1.91e-07, 1.45e-08, 7.00e-08, 1.67e-07, 5.51e-06, 5.09e-06, 1.52e-05, 1.31e-05, 0.00e+00, 0.00e+00, 8.87e-09, 0.00e+00, 3.00e-09, 0.00e+00, 5.85e-08, 5.68e-08] []
550300 [2.21e-06, 7.40e-06, 2.07e-06, 3.21e-06, 3.39e-06, 2.36e-06, 1.91e-07, 2.26e-07, 2.26e-10, 1.11e-06, 1.86e-05, 1.86e-05, 6.49e-05, 7.48e-05, 0.00e+00, 0.00e+00, 4.23e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.12e-06, 1.77e-07] [2.21e-06, 7.40e-06, 2.07e-06, 3.21e-06, 3.39e-06, 2.36e-06, 1.91e-07, 2.26e-07, 2.26e-10, 1.11e-06, 1.86e-05, 1.86e-05, 6.49e-05, 7.48e-05, 0.00e+00, 0.00e+00, 4.23e-11, 0.00e+00, 0.00e+00, 0.00e+00, 3.12e-06, 1.77e-07] []
550400 [7.36e-06, 8.50e-06, 2.40e-06, 3.71e-06, 3.60e-06, 2.74e-06, 2.47e-07, 3.16e-05, 9.76e-08, 7.32e-06, 6.86e-05, 9.23e-05, 2.75e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.83e-05, 4.86e-07] [7.36e-06, 8.50e-06, 2.40e-06, 3.71e-06, 3.60e-06, 2.74e-06, 2.47e-07, 3.16e-05, 9.76e-08, 7.32e-06, 6.86e-05, 9.23e-05, 2.75e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.83e-05, 4.86e-07] []
550500 [3.66e-06, 7.05e-06, 1.98e-06, 2.99e-06, 5.02e-06, 2.67e-06, 2.97e-07, 2.09e-05, 7.82e-09, 2.39e-06, 3.09e-05, 2.02e-05, 4.15e-05, 3.14e-05, 3.00e-07, 0.00e+00, 8.04e-07, 0.00e+00, 0.00e+00, 1.25e-08, 1.78e-05, 7.51e-08] [3.66e-06, 7.05e-06, 1.98e-06, 2.99e-06, 5.02e-06, 2.67e-06, 2.97e-07, 2.09e-05, 7.82e-09, 2.39e-06, 3.09e-05, 2.02e-05, 4.15e-05, 3.14e-05, 3.00e-07, 0.00e+00, 8.04e-07, 0.00e+00, 0.00e+00, 1.25e-08, 1.78e-05, 7.51e-08] []
550600 [3.36e-05, 1.01e-05, 2.78e-06, 5.26e-06, 6.59e-06, 4.25e-06, 7.97e-07, 1.46e-04, 6.04e-07, 5.35e-05, 1.03e-04, 3.13e-04, 5.73e-04, 1.97e-03, 3.06e-05, 3.02e-05, 1.53e-05, 1.37e-05, 4.14e-05, 3.53e-07, 2.00e-04, 1.79e-06] [3.36e-05, 1.01e-05, 2.78e-06, 5.26e-06, 6.59e-06, 4.25e-06, 7.97e-07, 1.46e-04, 6.04e-07, 5.35e-05, 1.03e-04, 3.13e-04, 5.73e-04, 1.97e-03, 3.06e-05, 3.02e-05, 1.53e-05, 1.37e-05, 4.14e-05, 3.53e-07, 2.00e-04, 1.79e-06] []
550700 [2.56e-05, 1.31e-05, 3.09e-06, 5.78e-06, 4.78e-06, 5.06e-06, 5.68e-07, 1.84e-05, 2.28e-08, 4.07e-05, 6.75e-05, 3.61e-04, 4.11e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-10, 4.60e-05, 1.33e-06] [2.56e-05, 1.31e-05, 3.09e-06, 5.78e-06, 4.78e-06, 5.06e-06, 5.68e-07, 1.84e-05, 2.28e-08, 4.07e-05, 6.75e-05, 3.61e-04, 4.11e-04, 1.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-10, 4.60e-05, 1.33e-06] []
550800 [2.60e-06, 7.37e-06, 1.97e-06, 2.83e-06, 3.27e-06, 2.43e-06, 2.06e-07, 1.09e-05, 1.51e-06, 2.04e-06, 1.40e-05, 2.26e-05, 6.15e-05, 1.12e-04, 0.00e+00, 0.00e+00, 9.82e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-05, 3.50e-06] [2.60e-06, 7.37e-06, 1.97e-06, 2.83e-06, 3.27e-06, 2.43e-06, 2.06e-07, 1.09e-05, 1.51e-06, 2.04e-06, 1.40e-05, 2.26e-05, 6.15e-05, 1.12e-04, 0.00e+00, 0.00e+00, 9.82e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.11e-05, 3.50e-06] []
550900 [3.00e-05, 9.60e-06, 2.75e-06, 4.80e-06, 6.23e-06, 4.27e-06, 8.40e-07, 3.48e-05, 1.41e-06, 4.89e-05, 9.03e-05, 2.89e-04, 4.57e-04, 1.85e-03, 2.73e-05, 2.97e-05, 1.09e-05, 1.29e-05, 9.23e-06, 2.65e-07, 4.88e-05, 1.39e-06] [3.00e-05, 9.60e-06, 2.75e-06, 4.80e-06, 6.23e-06, 4.27e-06, 8.40e-07, 3.48e-05, 1.41e-06, 4.89e-05, 9.03e-05, 2.89e-04, 4.57e-04, 1.85e-03, 2.73e-05, 2.97e-05, 1.09e-05, 1.29e-05, 9.23e-06, 2.65e-07, 4.88e-05, 1.39e-06] []
551000 [3.96e-06, 7.71e-06, 1.99e-06, 2.71e-06, 4.07e-06, 2.31e-06, 2.00e-07, 5.18e-05, 8.80e-06, 5.54e-07, 1.68e-05, 1.18e-05, 5.28e-05, 7.32e-05, 8.78e-07, 2.21e-08, 1.11e-06, 6.28e-07, 1.31e-05, 1.61e-06, 6.93e-05, 7.75e-06] [3.96e-06, 7.71e-06, 1.99e-06, 2.71e-06, 4.07e-06, 2.31e-06, 2.00e-07, 5.18e-05, 8.80e-06, 5.54e-07, 1.68e-05, 1.18e-05, 5.28e-05, 7.32e-05, 8.78e-07, 2.21e-08, 1.11e-06, 6.28e-07, 1.31e-05, 1.61e-06, 6.93e-05, 7.75e-06] []
551100 [2.01e-06, 7.12e-06, 1.84e-06, 2.45e-06, 3.39e-06, 2.23e-06, 2.08e-07, 5.34e-06, 7.65e-08, 3.19e-08, 2.18e-06, 2.75e-06, 4.16e-06, 2.78e-06, 0.00e+00, 1.17e-11, 1.24e-08, 1.66e-08, 7.86e-07, 5.05e-09, 4.70e-06, 3.24e-08] [2.01e-06, 7.12e-06, 1.84e-06, 2.45e-06, 3.39e-06, 2.23e-06, 2.08e-07, 5.34e-06, 7.65e-08, 3.19e-08, 2.18e-06, 2.75e-06, 4.16e-06, 2.78e-06, 0.00e+00, 1.17e-11, 1.24e-08, 1.66e-08, 7.86e-07, 5.05e-09, 4.70e-06, 3.24e-08] []
551200 [2.54e-06, 6.96e-06, 2.01e-06, 2.52e-06, 3.65e-06, 2.15e-06, 2.57e-07, 7.72e-07, 2.43e-05, 8.12e-07, 5.04e-06, 8.04e-06, 1.42e-05, 3.92e-05, 3.00e-07, 4.36e-07, 3.98e-07, 5.88e-07, 2.66e-07, 6.53e-06, 1.59e-06, 2.91e-05] [2.54e-06, 6.96e-06, 2.01e-06, 2.52e-06, 3.65e-06, 2.15e-06, 2.57e-07, 7.72e-07, 2.43e-05, 8.12e-07, 5.04e-06, 8.04e-06, 1.42e-05, 3.92e-05, 3.00e-07, 4.36e-07, 3.98e-07, 5.88e-07, 2.66e-07, 6.53e-06, 1.59e-06, 2.91e-05] []
551300 [4.70e-06, 7.17e-06, 2.03e-06, 2.35e-06, 4.13e-06, 2.17e-06, 3.08e-07, 5.92e-06, 2.94e-07, 2.51e-06, 7.15e-06, 2.03e-05, 6.72e-06, 4.82e-05, 7.27e-07, 1.43e-06, 9.14e-07, 3.46e-07, 1.16e-06, 0.00e+00, 7.21e-06, 9.36e-08] [4.70e-06, 7.17e-06, 2.03e-06, 2.35e-06, 4.13e-06, 2.17e-06, 3.08e-07, 5.92e-06, 2.94e-07, 2.51e-06, 7.15e-06, 2.03e-05, 6.72e-06, 4.82e-05, 7.27e-07, 1.43e-06, 9.14e-07, 3.46e-07, 1.16e-06, 0.00e+00, 7.21e-06, 9.36e-08] []
551400 [2.05e-06, 6.61e-06, 1.90e-06, 2.78e-06, 3.11e-06, 2.30e-06, 2.33e-07, 7.02e-08, 4.33e-10, 2.25e-07, 1.75e-05, 1.08e-05, 4.09e-05, 2.50e-05, 8.73e-08, 2.32e-07, 5.44e-07, 5.14e-07, 2.40e-08, 1.23e-09, 9.74e-08, 5.44e-09] [2.05e-06, 6.61e-06, 1.90e-06, 2.78e-06, 3.11e-06, 2.30e-06, 2.33e-07, 7.02e-08, 4.33e-10, 2.25e-07, 1.75e-05, 1.08e-05, 4.09e-05, 2.50e-05, 8.73e-08, 2.32e-07, 5.44e-07, 5.14e-07, 2.40e-08, 1.23e-09, 9.74e-08, 5.44e-09] []
551500 [2.71e-06, 7.26e-06, 1.88e-06, 2.73e-06, 3.15e-06, 2.46e-06, 2.42e-07, 9.56e-07, 5.03e-07, 2.45e-06, 1.18e-05, 2.45e-05, 5.78e-05, 1.25e-04, 0.00e+00, 0.00e+00, 8.35e-14, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.94e-07] [2.71e-06, 7.26e-06, 1.88e-06, 2.73e-06, 3.15e-06, 2.46e-06, 2.42e-07, 9.56e-07, 5.03e-07, 2.45e-06, 1.18e-05, 2.45e-05, 5.78e-05, 1.25e-04, 0.00e+00, 0.00e+00, 8.35e-14, 0.00e+00, 0.00e+00, 0.00e+00, 3.01e-06, 9.94e-07] []
551600 [1.53e-06, 6.65e-06, 1.93e-06, 2.66e-06, 3.09e-06, 2.30e-06, 2.21e-07, 1.23e-08, 1.26e-06, 2.85e-09, 2.06e-06, 2.21e-06, 2.28e-06, 3.99e-08, 1.61e-09, 9.00e-09, 5.38e-08, 4.35e-08, 6.34e-08, 0.00e+00, 2.71e-07, 1.39e-06] [1.53e-06, 6.65e-06, 1.93e-06, 2.66e-06, 3.09e-06, 2.30e-06, 2.21e-07, 1.23e-08, 1.26e-06, 2.85e-09, 2.06e-06, 2.21e-06, 2.28e-06, 3.99e-08, 1.61e-09, 9.00e-09, 5.38e-08, 4.35e-08, 6.34e-08, 0.00e+00, 2.71e-07, 1.39e-06] []
551700 [1.42e-06, 6.72e-06, 1.89e-06, 2.63e-06, 3.08e-06, 2.27e-06, 2.18e-07, 5.53e-07, 1.06e-05, 2.83e-07, 5.57e-06, 6.20e-06, 1.71e-05, 1.95e-05, 0.00e+00, 7.43e-11, 4.13e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.43e-07, 1.69e-05] [1.42e-06, 6.72e-06, 1.89e-06, 2.63e-06, 3.08e-06, 2.27e-06, 2.18e-07, 5.53e-07, 1.06e-05, 2.83e-07, 5.57e-06, 6.20e-06, 1.71e-05, 1.95e-05, 0.00e+00, 7.43e-11, 4.13e-09, 0.00e+00, 0.00e+00, 0.00e+00, 9.43e-07, 1.69e-05] []
551800 [3.12e-06, 7.14e-06, 2.09e-06, 2.89e-06, 3.03e-06, 2.44e-06, 2.35e-07, 7.27e-06, 1.71e-07, 2.58e-06, 3.41e-05, 3.70e-05, 1.24e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-05, 4.55e-07] [3.12e-06, 7.14e-06, 2.09e-06, 2.89e-06, 3.03e-06, 2.44e-06, 2.35e-07, 7.27e-06, 1.71e-07, 2.58e-06, 3.41e-05, 3.70e-05, 1.24e-04, 1.68e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-05, 4.55e-07] []
551900 [2.02e-05, 8.22e-06, 2.32e-06, 3.91e-06, 4.94e-06, 3.53e-06, 5.12e-07, 4.98e-05, 4.23e-06, 2.69e-05, 7.84e-05, 1.74e-04, 4.09e-04, 1.13e-03, 1.60e-05, 1.29e-05, 1.02e-05, 7.68e-06, 1.50e-05, 1.68e-06, 7.67e-05, 7.80e-06] [2.02e-05, 8.22e-06, 2.32e-06, 3.91e-06, 4.94e-06, 3.53e-06, 5.12e-07, 4.98e-05, 4.23e-06, 2.69e-05, 7.84e-05, 1.74e-04, 4.09e-04, 1.13e-03, 1.60e-05, 1.29e-05, 1.02e-05, 7.68e-06, 1.50e-05, 1.68e-06, 7.67e-05, 7.80e-06] []
552000 [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08] [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.182430 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
552000 [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08] [2.09e-05, 1.14e-05, 1.74e-06, 5.22e-06, 5.42e-06, 4.14e-06, 4.19e-07, 1.84e-06, 7.85e-08, 3.52e-05, 5.57e-05, 3.11e-04, 2.21e-04, 1.53e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.30e-07, 0.00e+00, 2.68e-06, 1.71e-08] []
552100 [2.12e-06, 6.21e-06, 1.83e-06, 2.51e-06, 3.01e-06, 2.33e-06, 2.56e-07, 5.84e-07, 3.23e-11, 4.52e-07, 1.06e-05, 8.96e-06, 2.95e-05, 3.14e-05, 2.05e-07, 2.91e-07, 5.89e-07, 5.24e-07, 5.31e-07, 6.98e-10, 2.98e-06, 2.60e-09] [2.12e-06, 6.21e-06, 1.83e-06, 2.51e-06, 3.01e-06, 2.33e-06, 2.56e-07, 5.84e-07, 3.23e-11, 4.52e-07, 1.06e-05, 8.96e-06, 2.95e-05, 3.14e-05, 2.05e-07, 2.91e-07, 5.89e-07, 5.24e-07, 5.31e-07, 6.98e-10, 2.98e-06, 2.60e-09] []
552200 [1.63e-06, 6.15e-06, 1.84e-06, 2.46e-06, 2.98e-06, 2.30e-06, 2.45e-07, 1.49e-07, 6.10e-10, 1.49e-07, 2.86e-06, 3.08e-06, 5.58e-06, 7.42e-06, 7.28e-08, 8.71e-08, 2.02e-07, 1.86e-07, 2.20e-07, 4.79e-10, 1.20e-06, 1.40e-09] [1.63e-06, 6.15e-06, 1.84e-06, 2.46e-06, 2.98e-06, 2.30e-06, 2.45e-07, 1.49e-07, 6.10e-10, 1.49e-07, 2.86e-06, 3.08e-06, 5.58e-06, 7.42e-06, 7.28e-08, 8.71e-08, 2.02e-07, 1.86e-07, 2.20e-07, 4.79e-10, 1.20e-06, 1.40e-09] []
552300 [1.23e-06, 6.12e-06, 1.84e-06, 2.35e-06, 2.90e-06, 2.29e-06, 2.37e-07, 4.64e-07, 3.79e-09, 3.24e-09, 1.68e-06, 1.91e-06, 1.75e-06, 2.84e-07, 2.02e-10, 4.42e-09, 3.71e-08, 2.91e-08, 0.00e+00, 1.84e-11, 3.81e-07, 2.52e-09] [1.23e-06, 6.12e-06, 1.84e-06, 2.35e-06, 2.90e-06, 2.29e-06, 2.37e-07, 4.64e-07, 3.79e-09, 3.24e-09, 1.68e-06, 1.91e-06, 1.75e-06, 2.84e-07, 2.02e-10, 4.42e-09, 3.71e-08, 2.91e-08, 0.00e+00, 1.84e-11, 3.81e-07, 2.52e-09] []
552400 [1.30e-06, 6.00e-06, 1.86e-06, 2.35e-06, 2.83e-06, 2.34e-06, 2.35e-07, 4.98e-07, 2.61e-08, 1.60e-09, 2.09e-06, 2.05e-06, 1.72e-06, 6.20e-08, 1.64e-10, 1.54e-08, 6.30e-08, 5.86e-08, 1.21e-08, 0.00e+00, 1.17e-07, 3.23e-08] [1.30e-06, 6.00e-06, 1.86e-06, 2.35e-06, 2.83e-06, 2.34e-06, 2.35e-07, 4.98e-07, 2.61e-08, 1.60e-09, 2.09e-06, 2.05e-06, 1.72e-06, 6.20e-08, 1.64e-10, 1.54e-08, 6.30e-08, 5.86e-08, 1.21e-08, 0.00e+00, 1.17e-07, 3.23e-08] []
552500 [1.66e-06, 6.08e-06, 1.81e-06, 1.80e-06, 2.96e-06, 2.11e-06, 2.50e-07, 1.41e-05, 4.12e-07, 2.43e-09, 3.08e-06, 2.64e-06, 2.94e-06, 1.79e-06, 2.86e-09, 4.04e-08, 3.89e-08, 1.20e-07, 0.00e+00, 6.67e-08, 2.15e-05, 3.94e-07] [1.66e-06, 6.08e-06, 1.81e-06, 1.80e-06, 2.96e-06, 2.11e-06, 2.50e-07, 1.41e-05, 4.12e-07, 2.43e-09, 3.08e-06, 2.64e-06, 2.94e-06, 1.79e-06, 2.86e-09, 4.04e-08, 3.89e-08, 1.20e-07, 0.00e+00, 6.67e-08, 2.15e-05, 3.94e-07] []
552600 [1.53e-06, 6.46e-06, 1.97e-06, 2.09e-06, 2.88e-06, 2.15e-06, 2.50e-07, 3.40e-06, 4.37e-06, 7.54e-07, 4.71e-06, 8.24e-06, 1.79e-05, 3.61e-05, 0.00e+00, 4.61e-09, 4.78e-09, 0.00e+00, 3.09e-07, 3.24e-07, 1.96e-06, 1.74e-06] [1.53e-06, 6.46e-06, 1.97e-06, 2.09e-06, 2.88e-06, 2.15e-06, 2.50e-07, 3.40e-06, 4.37e-06, 7.54e-07, 4.71e-06, 8.24e-06, 1.79e-05, 3.61e-05, 0.00e+00, 4.61e-09, 4.78e-09, 0.00e+00, 3.09e-07, 3.24e-07, 1.96e-06, 1.74e-06] []
552700 [1.25e-06, 5.96e-06, 1.85e-06, 2.02e-06, 2.92e-06, 2.16e-06, 2.47e-07, 3.44e-07, 1.88e-09, 6.66e-09, 2.64e-06, 2.33e-06, 3.02e-06, 1.28e-06, 1.54e-09, 7.36e-08, 8.48e-08, 1.70e-07, 3.41e-08, 7.64e-11, 1.48e-07, 1.93e-09] [1.25e-06, 5.96e-06, 1.85e-06, 2.02e-06, 2.92e-06, 2.16e-06, 2.47e-07, 3.44e-07, 1.88e-09, 6.66e-09, 2.64e-06, 2.33e-06, 3.02e-06, 1.28e-06, 1.54e-09, 7.36e-08, 8.48e-08, 1.70e-07, 3.41e-08, 7.64e-11, 1.48e-07, 1.93e-09] []
552800 [3.86e-06, 5.80e-06, 1.83e-06, 2.22e-06, 3.14e-06, 2.37e-06, 2.81e-07, 3.96e-06, 5.25e-07, 2.49e-06, 1.68e-05, 2.26e-05, 6.43e-05, 1.26e-04, 1.28e-06, 1.11e-06, 1.44e-06, 1.29e-06, 1.39e-06, 1.56e-07, 7.81e-06, 8.35e-07] [3.86e-06, 5.80e-06, 1.83e-06, 2.22e-06, 3.14e-06, 2.37e-06, 2.81e-07, 3.96e-06, 5.25e-07, 2.49e-06, 1.68e-05, 2.26e-05, 6.43e-05, 1.26e-04, 1.28e-06, 1.11e-06, 1.44e-06, 1.29e-06, 1.39e-06, 1.56e-07, 7.81e-06, 8.35e-07] []
552900 [7.41e-06, 6.16e-06, 2.09e-06, 2.07e-06, 3.76e-06, 2.60e-06, 3.50e-07, 9.02e-07, 4.39e-09, 6.90e-06, 3.39e-05, 4.79e-05, 1.40e-04, 3.22e-04, 2.48e-06, 3.24e-06, 2.14e-06, 3.63e-06, 3.94e-07, 2.38e-08, 2.37e-06, 1.35e-07] [7.41e-06, 6.16e-06, 2.09e-06, 2.07e-06, 3.76e-06, 2.60e-06, 3.50e-07, 9.02e-07, 4.39e-09, 6.90e-06, 3.39e-05, 4.79e-05, 1.40e-04, 3.22e-04, 2.48e-06, 3.24e-06, 2.14e-06, 3.63e-06, 3.94e-07, 2.38e-08, 2.37e-06, 1.35e-07] []
553000 [2.03e-06, 5.76e-06, 1.78e-06, 2.10e-06, 2.90e-06, 2.08e-06, 2.72e-07, 5.91e-06, 7.05e-10, 7.09e-07, 5.42e-06, 7.41e-06, 1.57e-05, 3.49e-05, 4.32e-07, 1.17e-07, 5.26e-07, 2.89e-07, 1.39e-06, 3.13e-10, 8.49e-06, 1.58e-09] [2.03e-06, 5.76e-06, 1.78e-06, 2.10e-06, 2.90e-06, 2.08e-06, 2.72e-07, 5.91e-06, 7.05e-10, 7.09e-07, 5.42e-06, 7.41e-06, 1.57e-05, 3.49e-05, 4.32e-07, 1.17e-07, 5.26e-07, 2.89e-07, 1.39e-06, 3.13e-10, 8.49e-06, 1.58e-09] []
553100 [1.69e-06, 6.28e-06, 1.87e-06, 1.93e-06, 2.67e-06, 2.25e-06, 2.56e-07, 2.27e-06, 5.83e-09, 1.58e-06, 2.62e-06, 1.07e-05, 1.39e-05, 4.47e-05, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 4.20e-07, 3.61e-11, 2.71e-06, 6.82e-10] [1.69e-06, 6.28e-06, 1.87e-06, 1.93e-06, 2.67e-06, 2.25e-06, 2.56e-07, 2.27e-06, 5.83e-09, 1.58e-06, 2.62e-06, 1.07e-05, 1.39e-05, 4.47e-05, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 4.20e-07, 3.61e-11, 2.71e-06, 6.82e-10] []
553200 [1.26e-06, 5.76e-06, 1.90e-06, 1.74e-06, 2.62e-06, 2.10e-06, 2.50e-07, 1.06e-05, 4.67e-07, 1.74e-07, 2.80e-06, 5.47e-06, 3.89e-06, 1.38e-05, 0.00e+00, 9.85e-09, 1.87e-08, 2.26e-09, 0.00e+00, 6.97e-08, 1.39e-05, 4.08e-07] [1.26e-06, 5.76e-06, 1.90e-06, 1.74e-06, 2.62e-06, 2.10e-06, 2.50e-07, 1.06e-05, 4.67e-07, 1.74e-07, 2.80e-06, 5.47e-06, 3.89e-06, 1.38e-05, 0.00e+00, 9.85e-09, 1.87e-08, 2.26e-09, 0.00e+00, 6.97e-08, 1.39e-05, 4.08e-07] []
553300 [1.09e-06, 5.59e-06, 1.80e-06, 1.77e-06, 2.65e-06, 2.11e-06, 2.56e-07, 7.33e-07, 8.95e-07, 9.55e-09, 2.11e-06, 2.31e-06, 1.70e-06, 6.77e-07, 8.05e-10, 6.10e-09, 7.14e-08, 4.84e-08, 0.00e+00, 0.00e+00, 1.00e-06, 2.18e-06] [1.09e-06, 5.59e-06, 1.80e-06, 1.77e-06, 2.65e-06, 2.11e-06, 2.56e-07, 7.33e-07, 8.95e-07, 9.55e-09, 2.11e-06, 2.31e-06, 1.70e-06, 6.77e-07, 8.05e-10, 6.10e-09, 7.14e-08, 4.84e-08, 0.00e+00, 0.00e+00, 1.00e-06, 2.18e-06] []
553400 [5.74e-06, 7.06e-06, 2.17e-06, 2.45e-06, 2.62e-06, 2.71e-06, 2.98e-07, 9.98e-06, 3.75e-08, 6.23e-06, 3.28e-05, 6.46e-05, 1.56e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 1.95e-07] [5.74e-06, 7.06e-06, 2.17e-06, 2.45e-06, 2.62e-06, 2.71e-06, 2.98e-07, 9.98e-06, 3.75e-08, 6.23e-06, 3.28e-05, 6.46e-05, 1.56e-04, 3.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.53e-05, 1.95e-07] []
553500 [1.79e-06, 5.40e-06, 1.66e-06, 1.57e-06, 2.87e-06, 2.05e-06, 2.71e-07, 3.44e-05, 1.45e-05, 9.55e-08, 8.93e-06, 9.22e-06, 1.33e-05, 1.51e-06, 7.88e-08, 5.79e-12, 3.19e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-05, 3.26e-05] [1.79e-06, 5.40e-06, 1.66e-06, 1.57e-06, 2.87e-06, 2.05e-06, 2.71e-07, 3.44e-05, 1.45e-05, 9.55e-08, 8.93e-06, 9.22e-06, 1.33e-05, 1.51e-06, 7.88e-08, 5.79e-12, 3.19e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.92e-05, 3.26e-05] []
553600 [1.43e-06, 5.06e-06, 1.80e-06, 1.68e-06, 2.63e-06, 2.13e-06, 2.58e-07, 2.55e-08, 1.06e-06, 2.00e-07, 3.43e-06, 4.15e-06, 7.59e-06, 1.44e-05, 7.41e-08, 1.42e-07, 3.16e-07, 2.47e-07, 4.19e-09, 2.09e-07, 6.97e-08, 1.11e-06] [1.43e-06, 5.06e-06, 1.80e-06, 1.68e-06, 2.63e-06, 2.13e-06, 2.58e-07, 2.55e-08, 1.06e-06, 2.00e-07, 3.43e-06, 4.15e-06, 7.59e-06, 1.44e-05, 7.41e-08, 1.42e-07, 3.16e-07, 2.47e-07, 4.19e-09, 2.09e-07, 6.97e-08, 1.11e-06] []
553700 [1.36e-06, 5.19e-06, 1.76e-06, 1.80e-06, 2.71e-06, 2.21e-06, 2.77e-07, 2.17e-07, 7.79e-08, 9.75e-08, 6.19e-06, 6.05e-06, 1.39e-05, 1.04e-05, 6.22e-08, 0.00e+00, 5.60e-08, 2.57e-09, 1.33e-08, 1.46e-10, 7.89e-08, 5.63e-09] [1.36e-06, 5.19e-06, 1.76e-06, 1.80e-06, 2.71e-06, 2.21e-06, 2.77e-07, 2.17e-07, 7.79e-08, 9.75e-08, 6.19e-06, 6.05e-06, 1.39e-05, 1.04e-05, 6.22e-08, 0.00e+00, 5.60e-08, 2.57e-09, 1.33e-08, 1.46e-10, 7.89e-08, 5.63e-09] []
553800 [7.04e-06, 5.64e-06, 2.09e-06, 2.33e-06, 3.06e-06, 3.86e-06, 5.54e-07, 2.74e-05, 1.40e-09, 7.50e-06, 2.08e-05, 5.93e-05, 1.96e-05, 2.21e-04, 5.18e-06, 2.13e-06, 1.27e-06, 1.38e-06, 0.00e+00, 0.00e+00, 2.23e-05, 5.31e-09] [7.04e-06, 5.64e-06, 2.09e-06, 2.33e-06, 3.06e-06, 3.86e-06, 5.54e-07, 2.74e-05, 1.40e-09, 7.50e-06, 2.08e-05, 5.93e-05, 1.96e-05, 2.21e-04, 5.18e-06, 2.13e-06, 1.27e-06, 1.38e-06, 0.00e+00, 0.00e+00, 2.23e-05, 5.31e-09] []
553900 [9.65e-06, 7.89e-06, 1.57e-06, 2.95e-06, 3.25e-06, 3.05e-06, 3.20e-07, 2.40e-07, 2.81e-08, 1.33e-05, 2.40e-05, 1.17e-04, 1.77e-04, 6.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-09, 0.00e+00, 3.33e-07, 6.68e-08] [9.65e-06, 7.89e-06, 1.57e-06, 2.95e-06, 3.25e-06, 3.05e-06, 3.20e-07, 2.40e-07, 2.81e-08, 1.33e-05, 2.40e-05, 1.17e-04, 1.77e-04, 6.42e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.31e-09, 0.00e+00, 3.33e-07, 6.68e-08] []
554000 [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05] [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.438644 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
554000 [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05] [2.27e-06, 4.77e-06, 1.64e-06, 1.63e-06, 2.65e-06, 2.18e-06, 2.76e-07, 1.08e-05, 1.72e-05, 5.59e-07, 1.75e-05, 1.35e-05, 4.73e-05, 5.42e-05, 3.00e-07, 6.09e-07, 5.39e-07, 1.02e-06, 1.93e-06, 0.00e+00, 1.13e-05, 3.24e-05] []
554100 [9.78e-07, 4.74e-06, 1.80e-06, 1.75e-06, 2.15e-06, 2.23e-06, 2.62e-07, 3.14e-06, 1.81e-12, 1.66e-07, 3.02e-06, 3.74e-06, 7.50e-06, 8.16e-06, 0.00e+00, 0.00e+00, 1.52e-08, 1.55e-09, 0.00e+00, 6.79e-11, 4.53e-06, 3.69e-09] [9.78e-07, 4.74e-06, 1.80e-06, 1.75e-06, 2.15e-06, 2.23e-06, 2.62e-07, 3.14e-06, 1.81e-12, 1.66e-07, 3.02e-06, 3.74e-06, 7.50e-06, 8.16e-06, 0.00e+00, 0.00e+00, 1.52e-08, 1.55e-09, 0.00e+00, 6.79e-11, 4.53e-06, 3.69e-09] []
554200 [9.08e-07, 4.75e-06, 1.75e-06, 1.70e-06, 2.22e-06, 2.16e-06, 2.65e-07, 1.16e-06, 3.38e-08, 1.65e-08, 2.37e-06, 2.56e-06, 1.72e-06, 5.42e-07, 1.09e-11, 9.36e-09, 4.80e-08, 7.38e-08, 9.70e-08, 3.03e-09, 5.16e-07, 1.58e-08] [9.08e-07, 4.75e-06, 1.75e-06, 1.70e-06, 2.22e-06, 2.16e-06, 2.65e-07, 1.16e-06, 3.38e-08, 1.65e-08, 2.37e-06, 2.56e-06, 1.72e-06, 5.42e-07, 1.09e-11, 9.36e-09, 4.80e-08, 7.38e-08, 9.70e-08, 3.03e-09, 5.16e-07, 1.58e-08] []
554300 [8.71e-07, 4.57e-06, 1.73e-06, 1.65e-06, 2.19e-06, 2.16e-06, 2.66e-07, 6.95e-07, 2.34e-07, 1.28e-08, 1.80e-06, 2.19e-06, 1.83e-06, 6.16e-07, 1.79e-12, 1.27e-08, 2.99e-08, 4.96e-08, 1.08e-10, 0.00e+00, 2.04e-07, 1.20e-07] [8.71e-07, 4.57e-06, 1.73e-06, 1.65e-06, 2.19e-06, 2.16e-06, 2.66e-07, 6.95e-07, 2.34e-07, 1.28e-08, 1.80e-06, 2.19e-06, 1.83e-06, 6.16e-07, 1.79e-12, 1.27e-08, 2.99e-08, 4.96e-08, 1.08e-10, 0.00e+00, 2.04e-07, 1.20e-07] []
554400 [9.87e-07, 4.27e-06, 1.69e-06, 1.71e-06, 2.16e-06, 2.22e-06, 2.78e-07, 2.76e-07, 1.11e-06, 2.89e-08, 1.93e-06, 2.26e-06, 1.79e-06, 1.38e-06, 3.02e-08, 5.19e-08, 6.97e-08, 9.55e-08, 1.92e-08, 0.00e+00, 1.03e-07, 1.33e-06] [9.87e-07, 4.27e-06, 1.69e-06, 1.71e-06, 2.16e-06, 2.22e-06, 2.78e-07, 2.76e-07, 1.11e-06, 2.89e-08, 1.93e-06, 2.26e-06, 1.79e-06, 1.38e-06, 3.02e-08, 5.19e-08, 6.97e-08, 9.55e-08, 1.92e-08, 0.00e+00, 1.03e-07, 1.33e-06] []
554500 [1.17e-06, 4.29e-06, 1.77e-06, 1.69e-06, 2.12e-06, 2.27e-06, 2.66e-07, 2.70e-06, 6.18e-09, 1.04e-07, 2.41e-06, 2.98e-06, 2.43e-06, 3.35e-06, 6.27e-08, 4.51e-08, 1.96e-07, 1.62e-07, 5.61e-07, 2.89e-10, 3.38e-06, 4.43e-09] [1.17e-06, 4.29e-06, 1.77e-06, 1.69e-06, 2.12e-06, 2.27e-06, 2.66e-07, 2.70e-06, 6.18e-09, 1.04e-07, 2.41e-06, 2.98e-06, 2.43e-06, 3.35e-06, 6.27e-08, 4.51e-08, 1.96e-07, 1.62e-07, 5.61e-07, 2.89e-10, 3.38e-06, 4.43e-09] []
554600 [2.56e-06, 4.74e-06, 1.65e-06, 1.35e-06, 2.42e-06, 2.13e-06, 2.77e-07, 4.96e-05, 1.08e-04, 1.02e-06, 3.23e-05, 2.06e-05, 7.66e-05, 7.23e-05, 3.53e-07, 3.35e-07, 1.20e-06, 1.11e-06, 1.12e-05, 3.56e-05, 6.13e-05, 1.38e-04] [2.56e-06, 4.74e-06, 1.65e-06, 1.35e-06, 2.42e-06, 2.13e-06, 2.77e-07, 4.96e-05, 1.08e-04, 1.02e-06, 3.23e-05, 2.06e-05, 7.66e-05, 7.23e-05, 3.53e-07, 3.35e-07, 1.20e-06, 1.11e-06, 1.12e-05, 3.56e-05, 6.13e-05, 1.38e-04] []
554700 [4.17e-06, 5.29e-06, 1.72e-06, 1.62e-06, 2.39e-06, 2.24e-06, 3.21e-07, 1.23e-07, 1.06e-07, 3.77e-06, 6.15e-05, 6.39e-05, 2.41e-04, 2.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-10, 2.89e-06, 3.31e-08] [4.17e-06, 5.29e-06, 1.72e-06, 1.62e-06, 2.39e-06, 2.24e-06, 3.21e-07, 1.23e-07, 1.06e-07, 3.77e-06, 6.15e-05, 6.39e-05, 2.41e-04, 2.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-10, 2.89e-06, 3.31e-08] []
554800 [7.15e-06, 5.18e-06, 3.03e-06, 2.66e-06, 4.02e-06, 3.37e-06, 3.88e-07, 2.54e-07, 2.66e-05, 3.89e-06, 1.16e-04, 7.79e-05, 3.94e-04, 4.27e-04, 2.95e-06, 2.70e-06, 4.81e-06, 2.74e-06, 4.38e-08, 0.00e+00, 3.44e-07, 1.49e-05] [7.15e-06, 5.18e-06, 3.03e-06, 2.66e-06, 4.02e-06, 3.37e-06, 3.88e-07, 2.54e-07, 2.66e-05, 3.89e-06, 1.16e-04, 7.79e-05, 3.94e-04, 4.27e-04, 2.95e-06, 2.70e-06, 4.81e-06, 2.74e-06, 4.38e-08, 0.00e+00, 3.44e-07, 1.49e-05] []
554900 [2.97e-05, 8.09e-06, 2.72e-06, 4.82e-06, 4.93e-06, 5.71e-06, 7.80e-07, 4.05e-05, 9.30e-09, 4.24e-05, 1.18e-04, 2.74e-04, 6.41e-04, 1.81e-03, 2.83e-05, 2.23e-05, 1.61e-05, 1.25e-05, 1.44e-05, 4.73e-08, 7.50e-05, 2.64e-07] [2.97e-05, 8.09e-06, 2.72e-06, 4.82e-06, 4.93e-06, 5.71e-06, 7.80e-07, 4.05e-05, 9.30e-09, 4.24e-05, 1.18e-04, 2.74e-04, 6.41e-04, 1.81e-03, 2.83e-05, 2.23e-05, 1.61e-05, 1.25e-05, 1.44e-05, 4.73e-08, 7.50e-05, 2.64e-07] []
555000 [1.11e-05, 5.03e-06, 1.91e-06, 2.59e-06, 3.01e-06, 3.21e-06, 4.08e-07, 3.04e-05, 6.44e-07, 1.04e-05, 8.52e-05, 1.01e-04, 3.44e-04, 5.77e-04, 7.20e-06, 4.86e-06, 7.07e-06, 5.32e-06, 1.16e-05, 2.61e-07, 6.08e-05, 1.33e-06] [1.11e-05, 5.03e-06, 1.91e-06, 2.59e-06, 3.01e-06, 3.21e-06, 4.08e-07, 3.04e-05, 6.44e-07, 1.04e-05, 8.52e-05, 1.01e-04, 3.44e-04, 5.77e-04, 7.20e-06, 4.86e-06, 7.07e-06, 5.32e-06, 1.16e-05, 2.61e-07, 6.08e-05, 1.33e-06] []
555100 [3.52e-05, 1.68e-05, 3.50e-06, 7.22e-06, 3.72e-06, 8.29e-06, 7.37e-07, 3.39e-05, 1.50e-07, 4.60e-05, 8.49e-05, 4.26e-04, 5.08e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-10, 7.93e-05, 1.92e-06] [3.52e-05, 1.68e-05, 3.50e-06, 7.22e-06, 3.72e-06, 8.29e-06, 7.37e-07, 3.39e-05, 1.50e-07, 4.60e-05, 8.49e-05, 4.26e-04, 5.08e-04, 2.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-10, 7.93e-05, 1.92e-06] []
555200 [2.07e-06, 4.75e-06, 2.05e-06, 1.75e-06, 2.89e-06, 2.56e-06, 3.02e-07, 1.30e-05, 7.74e-07, 1.67e-09, 7.25e-05, 4.11e-05, 1.55e-04, 3.98e-05, 3.21e-07, 1.69e-07, 1.33e-06, 4.85e-07, 2.05e-06, 1.45e-07, 1.23e-05, 8.03e-07] [2.07e-06, 4.75e-06, 2.05e-06, 1.75e-06, 2.89e-06, 2.56e-06, 3.02e-07, 1.30e-05, 7.74e-07, 1.67e-09, 7.25e-05, 4.11e-05, 1.55e-04, 3.98e-05, 3.21e-07, 1.69e-07, 1.33e-06, 4.85e-07, 2.05e-06, 1.45e-07, 1.23e-05, 8.03e-07] []
555300 [1.31e-05, 5.56e-06, 2.73e-06, 3.25e-06, 3.62e-06, 4.74e-06, 5.95e-07, 1.06e-05, 6.91e-10, 2.22e-05, 4.16e-05, 1.09e-04, 1.70e-04, 6.97e-04, 1.21e-05, 7.21e-06, 6.17e-06, 5.49e-06, 0.00e+00, 6.90e-10, 8.80e-06, 4.50e-09] [1.31e-05, 5.56e-06, 2.73e-06, 3.25e-06, 3.62e-06, 4.74e-06, 5.95e-07, 1.06e-05, 6.91e-10, 2.22e-05, 4.16e-05, 1.09e-04, 1.70e-04, 6.97e-04, 1.21e-05, 7.21e-06, 6.17e-06, 5.49e-06, 0.00e+00, 6.90e-10, 8.80e-06, 4.50e-09] []
555400 [2.03e-06, 4.11e-06, 1.89e-06, 1.49e-06, 2.42e-06, 2.68e-06, 3.03e-07, 1.15e-05, 5.32e-09, 3.77e-07, 5.20e-05, 4.25e-05, 5.53e-05, 3.88e-06, 5.08e-07, 2.86e-07, 6.16e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-05, 6.21e-08] [2.03e-06, 4.11e-06, 1.89e-06, 1.49e-06, 2.42e-06, 2.68e-06, 3.03e-07, 1.15e-05, 5.32e-09, 3.77e-07, 5.20e-05, 4.25e-05, 5.53e-05, 3.88e-06, 5.08e-07, 2.86e-07, 6.16e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-05, 6.21e-08] []
555500 [9.42e-05, 2.67e-05, 5.17e-06, 1.83e-05, 1.12e-05, 2.02e-05, 2.27e-06, 2.33e-08, 4.95e-09, 1.95e-04, 3.24e-04, 1.02e-03, 6.56e-04, 5.65e-03, 1.67e-04, 1.02e-04, 3.53e-05, 2.32e-05, 3.96e-08, 1.01e-09, 3.97e-07, 5.07e-09] [9.42e-05, 2.67e-05, 5.17e-06, 1.83e-05, 1.12e-05, 2.02e-05, 2.27e-06, 2.33e-08, 4.95e-09, 1.95e-04, 3.24e-04, 1.02e-03, 6.56e-04, 5.65e-03, 1.67e-04, 1.02e-04, 3.53e-05, 2.32e-05, 3.96e-08, 1.01e-09, 3.97e-07, 5.07e-09] []
555600 [7.77e-07, 3.86e-06, 1.53e-06, 1.60e-06, 1.96e-06, 2.12e-06, 2.97e-07, 8.72e-11, 1.68e-04, 7.40e-08, 2.10e-06, 3.13e-06, 1.86e-06, 3.79e-06, 6.83e-09, 6.46e-10, 1.46e-08, 3.02e-08, 8.30e-12, 0.00e+00, 2.31e-07, 2.67e-04] [7.77e-07, 3.86e-06, 1.53e-06, 1.60e-06, 1.96e-06, 2.12e-06, 2.97e-07, 8.72e-11, 1.68e-04, 7.40e-08, 2.10e-06, 3.13e-06, 1.86e-06, 3.79e-06, 6.83e-09, 6.46e-10, 1.46e-08, 3.02e-08, 8.30e-12, 0.00e+00, 2.31e-07, 2.67e-04] []
555700 [1.24e-06, 3.90e-06, 1.60e-06, 1.34e-06, 1.70e-06, 2.14e-06, 2.92e-07, 2.34e-06, 3.22e-09, 9.80e-07, 2.89e-06, 7.05e-06, 5.10e-06, 1.87e-05, 0.00e+00, 0.00e+00, 3.83e-09, 0.00e+00, 5.63e-07, 1.86e-09, 3.52e-06, 8.75e-09] [1.24e-06, 3.90e-06, 1.60e-06, 1.34e-06, 1.70e-06, 2.14e-06, 2.92e-07, 2.34e-06, 3.22e-09, 9.80e-07, 2.89e-06, 7.05e-06, 5.10e-06, 1.87e-05, 0.00e+00, 0.00e+00, 3.83e-09, 0.00e+00, 5.63e-07, 1.86e-09, 3.52e-06, 8.75e-09] []
555800 [9.82e-07, 3.60e-06, 1.69e-06, 1.24e-06, 1.63e-06, 2.14e-06, 2.68e-07, 7.37e-07, 2.29e-09, 2.20e-07, 2.82e-06, 4.71e-06, 2.34e-06, 4.60e-06, 1.07e-12, 0.00e+00, 6.59e-09, 9.23e-09, 0.00e+00, 3.63e-10, 1.25e-06, 2.30e-09] [9.82e-07, 3.60e-06, 1.69e-06, 1.24e-06, 1.63e-06, 2.14e-06, 2.68e-07, 7.37e-07, 2.29e-09, 2.20e-07, 2.82e-06, 4.71e-06, 2.34e-06, 4.60e-06, 1.07e-12, 0.00e+00, 6.59e-09, 9.23e-09, 0.00e+00, 3.63e-10, 1.25e-06, 2.30e-09] []
555900 [8.94e-07, 3.43e-06, 1.66e-06, 1.31e-06, 1.64e-06, 2.13e-06, 2.72e-07, 3.61e-06, 2.63e-13, 5.08e-09, 3.01e-06, 2.69e-06, 3.04e-06, 3.60e-07, 1.17e-08, 3.07e-09, 9.87e-08, 7.05e-08, 6.17e-07, 2.14e-09, 3.90e-06, 1.06e-08] [8.94e-07, 3.43e-06, 1.66e-06, 1.31e-06, 1.64e-06, 2.13e-06, 2.72e-07, 3.61e-06, 2.63e-13, 5.08e-09, 3.01e-06, 2.69e-06, 3.04e-06, 3.60e-07, 1.17e-08, 3.07e-09, 9.87e-08, 7.05e-08, 6.17e-07, 2.14e-09, 3.90e-06, 1.06e-08] []
556000 [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07] [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 57.517946 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
556000 [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07] [7.39e-07, 3.30e-06, 1.70e-06, 1.43e-06, 1.59e-06, 2.16e-06, 2.81e-07, 2.45e-07, 3.22e-07, 7.66e-08, 3.30e-06, 3.79e-06, 8.17e-06, 6.54e-06, 0.00e+00, 7.46e-11, 7.57e-09, 2.43e-09, 0.00e+00, 3.41e-08, 1.11e-06, 1.94e-07] []
556100 [7.15e-07, 3.28e-06, 1.65e-06, 1.43e-06, 1.52e-06, 2.20e-06, 2.82e-07, 5.93e-08, 2.30e-09, 1.47e-07, 2.23e-06, 3.43e-06, 5.05e-06, 7.53e-06, 0.00e+00, 0.00e+00, 9.31e-09, 1.25e-09, 0.00e+00, 4.91e-09, 2.19e-07, 2.60e-08] [7.15e-07, 3.28e-06, 1.65e-06, 1.43e-06, 1.52e-06, 2.20e-06, 2.82e-07, 5.93e-08, 2.30e-09, 1.47e-07, 2.23e-06, 3.43e-06, 5.05e-06, 7.53e-06, 0.00e+00, 0.00e+00, 9.31e-09, 1.25e-09, 0.00e+00, 4.91e-09, 2.19e-07, 2.60e-08] []
556200 [6.75e-07, 3.05e-06, 1.53e-06, 1.42e-06, 1.64e-06, 2.19e-06, 2.83e-07, 1.56e-08, 1.97e-05, 6.44e-11, 1.71e-06, 2.09e-06, 1.73e-06, 3.07e-08, 1.97e-09, 8.52e-09, 3.17e-08, 4.41e-08, 6.96e-09, 0.00e+00, 5.19e-08, 3.33e-05] [6.75e-07, 3.05e-06, 1.53e-06, 1.42e-06, 1.64e-06, 2.19e-06, 2.83e-07, 1.56e-08, 1.97e-05, 6.44e-11, 1.71e-06, 2.09e-06, 1.73e-06, 3.07e-08, 1.97e-09, 8.52e-09, 3.17e-08, 4.41e-08, 6.96e-09, 0.00e+00, 5.19e-08, 3.33e-05] []
556300 [8.11e-07, 2.97e-06, 1.60e-06, 1.48e-06, 1.58e-06, 2.24e-06, 2.89e-07, 1.31e-06, 1.17e-07, 5.39e-08, 2.47e-06, 2.82e-06, 3.48e-06, 3.55e-06, 6.95e-08, 4.36e-08, 1.61e-07, 1.29e-07, 1.07e-07, 5.10e-10, 5.38e-07, 1.50e-08] [8.11e-07, 2.97e-06, 1.60e-06, 1.48e-06, 1.58e-06, 2.24e-06, 2.89e-07, 1.31e-06, 1.17e-07, 5.39e-08, 2.47e-06, 2.82e-06, 3.48e-06, 3.55e-06, 6.95e-08, 4.36e-08, 1.61e-07, 1.29e-07, 1.07e-07, 5.10e-10, 5.38e-07, 1.50e-08] []
556400 [7.19e-07, 3.05e-06, 1.65e-06, 1.33e-06, 1.52e-06, 2.15e-06, 2.89e-07, 2.85e-06, 5.06e-09, 9.99e-08, 2.99e-06, 3.52e-06, 7.40e-06, 6.01e-06, 0.00e+00, 3.39e-10, 1.18e-08, 5.70e-09, 0.00e+00, 9.85e-11, 4.19e-06, 1.79e-08] [7.19e-07, 3.05e-06, 1.65e-06, 1.33e-06, 1.52e-06, 2.15e-06, 2.89e-07, 2.85e-06, 5.06e-09, 9.99e-08, 2.99e-06, 3.52e-06, 7.40e-06, 6.01e-06, 0.00e+00, 3.39e-10, 1.18e-08, 5.70e-09, 0.00e+00, 9.85e-11, 4.19e-06, 1.79e-08] []
556500 [2.53e-05, 6.87e-06, 2.73e-06, 4.26e-06, 4.24e-06, 5.97e-06, 8.85e-07, 2.99e-05, 2.79e-07, 3.87e-05, 8.35e-05, 2.41e-04, 4.24e-04, 1.55e-03, 2.49e-05, 2.25e-05, 1.16e-05, 9.56e-06, 9.05e-06, 2.35e-07, 4.94e-05, 1.23e-06] [2.53e-05, 6.87e-06, 2.73e-06, 4.26e-06, 4.24e-06, 5.97e-06, 8.85e-07, 2.99e-05, 2.79e-07, 3.87e-05, 8.35e-05, 2.41e-04, 4.24e-04, 1.55e-03, 2.49e-05, 2.25e-05, 1.16e-05, 9.56e-06, 9.05e-06, 2.35e-07, 4.94e-05, 1.23e-06] []
556600 [1.66e-06, 3.20e-06, 1.64e-06, 1.10e-06, 1.44e-06, 2.19e-06, 2.79e-07, 3.93e-05, 4.91e-09, 8.74e-07, 1.24e-05, 1.47e-05, 4.19e-05, 4.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-11, 6.91e-05, 7.86e-08] [1.66e-06, 3.20e-06, 1.64e-06, 1.10e-06, 1.44e-06, 2.19e-06, 2.79e-07, 3.93e-05, 4.91e-09, 8.74e-07, 1.24e-05, 1.47e-05, 4.19e-05, 4.86e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-11, 6.91e-05, 7.86e-08] []
556700 [1.25e-06, 3.04e-06, 1.75e-06, 1.17e-06, 1.40e-06, 2.23e-06, 2.82e-07, 2.81e-05, 8.11e-07, 2.99e-07, 2.99e-06, 6.69e-06, 4.98e-06, 1.73e-05, 2.48e-09, 2.12e-09, 9.27e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-05, 9.62e-07] [1.25e-06, 3.04e-06, 1.75e-06, 1.17e-06, 1.40e-06, 2.23e-06, 2.82e-07, 2.81e-05, 8.11e-07, 2.99e-07, 2.99e-06, 6.69e-06, 4.98e-06, 1.73e-05, 2.48e-09, 2.12e-09, 9.27e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.18e-05, 9.62e-07] []
556800 [9.64e-05, 4.25e-05, 6.99e-06, 2.03e-05, 7.71e-06, 2.42e-05, 2.10e-06, 7.10e-05, 5.01e-08, 1.18e-04, 1.77e-04, 1.27e-03, 8.04e-04, 5.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.29e-04, 9.20e-07] [9.64e-05, 4.25e-05, 6.99e-06, 2.03e-05, 7.71e-06, 2.42e-05, 2.10e-06, 7.10e-05, 5.01e-08, 1.18e-04, 1.77e-04, 1.27e-03, 8.04e-04, 5.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.29e-04, 9.20e-07] []
556900 [6.11e-07, 2.89e-06, 1.56e-06, 1.33e-06, 1.39e-06, 2.11e-06, 3.18e-07, 6.40e-07, 2.51e-07, 7.38e-08, 2.02e-06, 2.85e-06, 1.58e-06, 2.14e-06, 0.00e+00, 3.32e-09, 1.33e-08, 3.08e-08, 0.00e+00, 2.02e-07, 5.11e-07, 1.05e-06] [6.11e-07, 2.89e-06, 1.56e-06, 1.33e-06, 1.39e-06, 2.11e-06, 3.18e-07, 6.40e-07, 2.51e-07, 7.38e-08, 2.02e-06, 2.85e-06, 1.58e-06, 2.14e-06, 0.00e+00, 3.32e-09, 1.33e-08, 3.08e-08, 0.00e+00, 2.02e-07, 5.11e-07, 1.05e-06] []
557000 [6.69e-07, 2.65e-06, 1.57e-06, 1.32e-06, 1.43e-06, 2.21e-06, 3.04e-07, 1.17e-07, 2.61e-09, 1.44e-08, 3.86e-06, 3.26e-06, 5.64e-06, 2.15e-06, 1.53e-08, 3.95e-08, 1.45e-07, 1.54e-07, 1.78e-08, 2.69e-10, 1.14e-07, 9.18e-09] [6.69e-07, 2.65e-06, 1.57e-06, 1.32e-06, 1.43e-06, 2.21e-06, 3.04e-07, 1.17e-07, 2.61e-09, 1.44e-08, 3.86e-06, 3.26e-06, 5.64e-06, 2.15e-06, 1.53e-08, 3.95e-08, 1.45e-07, 1.54e-07, 1.78e-08, 2.69e-10, 1.14e-07, 9.18e-09] []
557100 [6.49e-07, 2.67e-06, 1.64e-06, 1.28e-06, 1.36e-06, 2.19e-06, 2.94e-07, 2.72e-07, 5.99e-09, 1.08e-08, 2.10e-06, 2.46e-06, 3.09e-06, 8.13e-07, 2.66e-09, 2.13e-11, 3.82e-08, 1.14e-08, 0.00e+00, 7.50e-10, 1.31e-06, 5.57e-09] [6.49e-07, 2.67e-06, 1.64e-06, 1.28e-06, 1.36e-06, 2.19e-06, 2.94e-07, 2.72e-07, 5.99e-09, 1.08e-08, 2.10e-06, 2.46e-06, 3.09e-06, 8.13e-07, 2.66e-09, 2.13e-11, 3.82e-08, 1.14e-08, 0.00e+00, 7.50e-10, 1.31e-06, 5.57e-09] []
557200 [1.17e-06, 2.60e-06, 1.59e-06, 1.33e-06, 1.53e-06, 2.26e-06, 3.06e-07, 2.55e-06, 6.16e-09, 4.36e-07, 5.88e-06, 6.30e-06, 1.44e-05, 2.44e-05, 1.78e-07, 2.19e-07, 3.64e-07, 4.83e-07, 5.04e-07, 4.18e-10, 3.03e-06, 4.52e-09] [1.17e-06, 2.60e-06, 1.59e-06, 1.33e-06, 1.53e-06, 2.26e-06, 3.06e-07, 2.55e-06, 6.16e-09, 4.36e-07, 5.88e-06, 6.30e-06, 1.44e-05, 2.44e-05, 1.78e-07, 2.19e-07, 3.64e-07, 4.83e-07, 5.04e-07, 4.18e-10, 3.03e-06, 4.52e-09] []
557300 [5.59e-07, 2.68e-06, 1.37e-06, 1.30e-06, 1.52e-06, 2.10e-06, 3.85e-07, 2.87e-09, 1.25e-04, 2.20e-09, 1.88e-06, 2.18e-06, 1.79e-06, 3.21e-08, 1.80e-09, 1.90e-08, 4.18e-08, 7.38e-08, 3.13e-08, 0.00e+00, 1.47e-07, 6.18e-05] [5.59e-07, 2.68e-06, 1.37e-06, 1.30e-06, 1.52e-06, 2.10e-06, 3.85e-07, 2.87e-09, 1.25e-04, 2.20e-09, 1.88e-06, 2.18e-06, 1.79e-06, 3.21e-08, 1.80e-09, 1.90e-08, 4.18e-08, 7.38e-08, 3.13e-08, 0.00e+00, 1.47e-07, 6.18e-05] []
557400 [6.53e-07, 2.53e-06, 1.50e-06, 1.35e-06, 1.35e-06, 2.16e-06, 3.71e-07, 6.51e-07, 4.24e-09, 2.82e-08, 1.82e-06, 2.18e-06, 1.75e-06, 1.27e-06, 3.02e-08, 1.55e-08, 1.04e-07, 7.59e-08, 5.78e-08, 2.82e-10, 2.91e-07, 5.59e-09] [6.53e-07, 2.53e-06, 1.50e-06, 1.35e-06, 1.35e-06, 2.16e-06, 3.71e-07, 6.51e-07, 4.24e-09, 2.82e-08, 1.82e-06, 2.18e-06, 1.75e-06, 1.27e-06, 3.02e-08, 1.55e-08, 1.04e-07, 7.59e-08, 5.78e-08, 2.82e-10, 2.91e-07, 5.59e-09] []
557500 [6.96e-07, 2.46e-06, 1.53e-06, 1.32e-06, 1.36e-06, 2.20e-06, 3.53e-07, 8.83e-08, 4.21e-12, 5.36e-08, 2.30e-06, 2.62e-06, 3.20e-06, 3.10e-06, 2.27e-08, 5.05e-08, 1.43e-07, 1.18e-07, 1.17e-08, 7.11e-10, 7.95e-08, 5.60e-09] [6.96e-07, 2.46e-06, 1.53e-06, 1.32e-06, 1.36e-06, 2.20e-06, 3.53e-07, 8.83e-08, 4.21e-12, 5.36e-08, 2.30e-06, 2.62e-06, 3.20e-06, 3.10e-06, 2.27e-08, 5.05e-08, 1.43e-07, 1.18e-07, 1.17e-08, 7.11e-10, 7.95e-08, 5.60e-09] []
557600 [9.25e-07, 3.30e-06, 1.78e-06, 1.88e-06, 1.63e-06, 2.80e-06, 3.52e-07, 1.65e-06, 1.66e-08, 1.28e-07, 4.46e-06, 6.77e-06, 5.18e-06, 8.90e-06, 3.98e-08, 3.19e-07, 2.45e-08, 1.02e-07, 0.00e+00, 4.44e-10, 3.35e-07, 2.90e-09] [9.25e-07, 3.30e-06, 1.78e-06, 1.88e-06, 1.63e-06, 2.80e-06, 3.52e-07, 1.65e-06, 1.66e-08, 1.28e-07, 4.46e-06, 6.77e-06, 5.18e-06, 8.90e-06, 3.98e-08, 3.19e-07, 2.45e-08, 1.02e-07, 0.00e+00, 4.44e-10, 3.35e-07, 2.90e-09] []
557700 [5.63e-06, 2.90e-06, 1.66e-06, 1.92e-06, 1.88e-06, 2.76e-06, 3.94e-07, 9.50e-06, 1.63e-08, 3.34e-06, 1.06e-04, 7.88e-05, 3.07e-04, 2.97e-04, 2.89e-06, 2.31e-06, 4.32e-06, 3.97e-06, 4.99e-06, 1.31e-08, 2.70e-05, 7.05e-08] [5.63e-06, 2.90e-06, 1.66e-06, 1.92e-06, 1.88e-06, 2.76e-06, 3.94e-07, 9.50e-06, 1.63e-08, 3.34e-06, 1.06e-04, 7.88e-05, 3.07e-04, 2.97e-04, 2.89e-06, 2.31e-06, 4.32e-06, 3.97e-06, 4.99e-06, 1.31e-08, 2.70e-05, 7.05e-08] []
557800 [6.26e-07, 2.45e-06, 1.55e-06, 1.38e-06, 1.25e-06, 2.19e-06, 3.15e-07, 5.73e-08, 1.72e-10, 3.07e-10, 1.66e-06, 2.00e-06, 1.60e-06, 1.79e-08, 9.00e-10, 9.47e-09, 3.77e-08, 4.43e-08, 7.33e-09, 6.50e-11, 4.77e-08, 3.38e-09] [6.26e-07, 2.45e-06, 1.55e-06, 1.38e-06, 1.25e-06, 2.19e-06, 3.15e-07, 5.73e-08, 1.72e-10, 3.07e-10, 1.66e-06, 2.00e-06, 1.60e-06, 1.79e-08, 9.00e-10, 9.47e-09, 3.77e-08, 4.43e-08, 7.33e-09, 6.50e-11, 4.77e-08, 3.38e-09] []
557900 [6.84e-07, 2.44e-06, 1.60e-06, 1.37e-06, 1.23e-06, 2.24e-06, 2.97e-07, 9.36e-07, 8.59e-10, 1.62e-09, 2.33e-06, 2.51e-06, 2.79e-06, 8.60e-08, 2.91e-08, 3.34e-09, 6.79e-08, 1.72e-08, 1.73e-07, 5.99e-12, 9.74e-07, 1.37e-08] [6.84e-07, 2.44e-06, 1.60e-06, 1.37e-06, 1.23e-06, 2.24e-06, 2.97e-07, 9.36e-07, 8.59e-10, 1.62e-09, 2.33e-06, 2.51e-06, 2.79e-06, 8.60e-08, 2.91e-08, 3.34e-09, 6.79e-08, 1.72e-08, 1.73e-07, 5.99e-12, 9.74e-07, 1.37e-08] []
558000 [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09] [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 58.100114 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
558000 [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09] [1.26e-06, 2.38e-06, 1.55e-06, 1.24e-06, 1.37e-06, 2.25e-06, 3.13e-07, 8.72e-09, 2.64e-09, 5.13e-07, 5.07e-06, 6.26e-06, 1.31e-05, 2.54e-05, 2.28e-07, 1.58e-07, 4.84e-07, 2.87e-07, 1.39e-08, 4.34e-11, 5.41e-08, 2.89e-09] []
558100 [3.83e-06, 2.57e-06, 1.60e-06, 1.66e-06, 1.74e-06, 2.68e-06, 3.58e-07, 9.68e-06, 1.23e-05, 3.21e-06, 2.80e-05, 3.33e-05, 1.03e-04, 1.80e-04, 2.02e-06, 1.51e-06, 2.18e-06, 1.68e-06, 3.03e-06, 0.00e+00, 1.72e-05, 1.47e-05] [3.83e-06, 2.57e-06, 1.60e-06, 1.66e-06, 1.74e-06, 2.68e-06, 3.58e-07, 9.68e-06, 1.23e-05, 3.21e-06, 2.80e-05, 3.33e-05, 1.03e-04, 1.80e-04, 2.02e-06, 1.51e-06, 2.18e-06, 1.68e-06, 3.03e-06, 0.00e+00, 1.72e-05, 1.47e-05] []
558200 [3.60e-05, 1.62e-05, 3.50e-06, 7.29e-06, 3.21e-06, 8.47e-06, 7.93e-07, 1.00e-04, 1.14e-05, 3.92e-05, 1.12e-04, 3.89e-04, 6.09e-04, 2.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 1.58e-05] [3.60e-05, 1.62e-05, 3.50e-06, 7.29e-06, 3.21e-06, 8.47e-06, 7.93e-07, 1.00e-04, 1.14e-05, 3.92e-05, 1.12e-04, 3.89e-04, 6.09e-04, 2.07e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.03e-04, 1.58e-05] []
558300 [2.33e-05, 6.87e-06, 3.07e-06, 4.27e-06, 3.66e-06, 6.58e-06, 1.15e-06, 1.93e-08, 1.55e-07, 3.74e-05, 7.66e-05, 2.27e-04, 3.08e-04, 1.50e-03, 2.40e-05, 2.19e-05, 8.55e-06, 6.39e-06, 2.41e-08, 3.03e-08, 2.03e-07, 1.79e-07] [2.33e-05, 6.87e-06, 3.07e-06, 4.27e-06, 3.66e-06, 6.58e-06, 1.15e-06, 1.93e-08, 1.55e-07, 3.74e-05, 7.66e-05, 2.27e-04, 3.08e-04, 1.50e-03, 2.40e-05, 2.19e-05, 8.55e-06, 6.39e-06, 2.41e-08, 3.03e-08, 2.03e-07, 1.79e-07] []
558400 [3.50e-06, 2.77e-06, 1.86e-06, 1.80e-06, 1.84e-06, 3.53e-06, 4.64e-07, 1.34e-06, 1.36e-05, 4.18e-06, 1.38e-05, 3.29e-05, 8.51e-06, 9.90e-05, 2.54e-06, 8.74e-07, 6.66e-07, 2.24e-07, 4.15e-08, 0.00e+00, 2.62e-07, 2.66e-05] [3.50e-06, 2.77e-06, 1.86e-06, 1.80e-06, 1.84e-06, 3.53e-06, 4.64e-07, 1.34e-06, 1.36e-05, 4.18e-06, 1.38e-05, 3.29e-05, 8.51e-06, 9.90e-05, 2.54e-06, 8.74e-07, 6.66e-07, 2.24e-07, 4.15e-08, 0.00e+00, 2.62e-07, 2.66e-05] []
558500 [1.34e-06, 3.16e-06, 1.29e-06, 1.14e-06, 1.63e-06, 2.06e-06, 4.01e-07, 4.51e-05, 3.08e-07, 4.13e-07, 1.26e-05, 1.06e-05, 3.94e-06, 1.74e-05, 1.14e-07, 0.00e+00, 6.22e-08, 1.59e-09, 5.42e-06, 5.06e-08, 3.21e-05, 3.02e-07] [1.34e-06, 3.16e-06, 1.29e-06, 1.14e-06, 1.63e-06, 2.06e-06, 4.01e-07, 4.51e-05, 3.08e-07, 4.13e-07, 1.26e-05, 1.06e-05, 3.94e-06, 1.74e-05, 1.14e-07, 0.00e+00, 6.22e-08, 1.59e-09, 5.42e-06, 5.06e-08, 3.21e-05, 3.02e-07] []
558600 [7.55e-06, 3.52e-06, 2.12e-06, 2.27e-06, 2.27e-06, 4.17e-06, 8.05e-07, 1.44e-05, 2.58e-04, 1.48e-05, 2.52e-05, 8.37e-05, 3.98e-05, 3.86e-04, 6.55e-06, 6.66e-06, 2.11e-06, 1.86e-06, 0.00e+00, 5.80e-05, 1.67e-05, 2.24e-04] [7.55e-06, 3.52e-06, 2.12e-06, 2.27e-06, 2.27e-06, 4.17e-06, 8.05e-07, 1.44e-05, 2.58e-04, 1.48e-05, 2.52e-05, 8.37e-05, 3.98e-05, 3.86e-04, 6.55e-06, 6.66e-06, 2.11e-06, 1.86e-06, 0.00e+00, 5.80e-05, 1.67e-05, 2.24e-04] []
558700 [4.05e-06, 3.68e-06, 1.49e-06, 1.51e-06, 1.38e-06, 2.35e-06, 3.43e-07, 1.56e-06, 7.04e-09, 3.96e-06, 2.00e-05, 3.83e-05, 1.19e-04, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-08, 6.31e-12, 8.83e-08, 1.51e-08] [4.05e-06, 3.68e-06, 1.49e-06, 1.51e-06, 1.38e-06, 2.35e-06, 3.43e-07, 1.56e-06, 7.04e-09, 3.96e-06, 2.00e-05, 3.83e-05, 1.19e-04, 1.87e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.66e-08, 6.31e-12, 8.83e-08, 1.51e-08] []
558800 [1.07e-06, 2.70e-06, 1.43e-06, 1.04e-06, 1.38e-06, 2.11e-06, 2.98e-07, 4.69e-05, 3.62e-09, 1.60e-08, 9.84e-06, 5.90e-06, 1.14e-05, 2.94e-06, 2.26e-08, 1.11e-07, 1.45e-07, 1.50e-07, 7.30e-06, 1.30e-09, 4.21e-05, 7.56e-09] [1.07e-06, 2.70e-06, 1.43e-06, 1.04e-06, 1.38e-06, 2.11e-06, 2.98e-07, 4.69e-05, 3.62e-09, 1.60e-08, 9.84e-06, 5.90e-06, 1.14e-05, 2.94e-06, 2.26e-08, 1.11e-07, 1.45e-07, 1.50e-07, 7.30e-06, 1.30e-09, 4.21e-05, 7.56e-09] []
558900 [1.12e-06, 2.42e-06, 1.45e-06, 1.08e-06, 1.21e-06, 2.14e-06, 3.01e-07, 3.45e-06, 1.00e-07, 8.68e-10, 2.61e-06, 2.95e-06, 2.38e-06, 2.32e-06, 8.54e-08, 1.01e-08, 6.61e-08, 4.86e-08, 0.00e+00, 0.00e+00, 5.96e-06, 2.79e-07] [1.12e-06, 2.42e-06, 1.45e-06, 1.08e-06, 1.21e-06, 2.14e-06, 3.01e-07, 3.45e-06, 1.00e-07, 8.68e-10, 2.61e-06, 2.95e-06, 2.38e-06, 2.32e-06, 8.54e-08, 1.01e-08, 6.61e-08, 4.86e-08, 0.00e+00, 0.00e+00, 5.96e-06, 2.79e-07] []
559000 [1.16e-06, 2.20e-06, 1.62e-06, 1.06e-06, 1.04e-06, 2.26e-06, 3.62e-07, 5.57e-06, 3.94e-07, 3.33e-08, 1.41e-05, 1.35e-05, 3.94e-05, 8.01e-06, 1.48e-08, 1.01e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-06, 2.55e-07] [1.16e-06, 2.20e-06, 1.62e-06, 1.06e-06, 1.04e-06, 2.26e-06, 3.62e-07, 5.57e-06, 3.94e-07, 3.33e-08, 1.41e-05, 1.35e-05, 3.94e-05, 8.01e-06, 1.48e-08, 1.01e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.16e-06, 2.55e-07] []
559100 [4.27e-06, 3.17e-06, 1.96e-06, 1.29e-06, 1.83e-06, 2.75e-06, 3.92e-07, 1.29e-05, 1.60e-08, 5.34e-06, 2.16e-05, 2.88e-05, 6.59e-05, 2.07e-04, 1.26e-06, 2.42e-06, 1.21e-06, 1.35e-06, 0.00e+00, 0.00e+00, 8.80e-06, 1.95e-08] [4.27e-06, 3.17e-06, 1.96e-06, 1.29e-06, 1.83e-06, 2.75e-06, 3.92e-07, 1.29e-05, 1.60e-08, 5.34e-06, 2.16e-05, 2.88e-05, 6.59e-05, 2.07e-04, 1.26e-06, 2.42e-06, 1.21e-06, 1.35e-06, 0.00e+00, 0.00e+00, 8.80e-06, 1.95e-08] []
559200 [2.05e-05, 2.56e-05, 2.09e-06, 2.25e-05, 2.52e-06, 1.53e-05, 7.62e-07, 5.09e-05, 7.36e-08, 4.99e-05, 4.99e-05, 3.91e-04, 2.90e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-06, 4.03e-09, 4.45e-05, 2.80e-08] [2.05e-05, 2.56e-05, 2.09e-06, 2.25e-05, 2.52e-06, 1.53e-05, 7.62e-07, 5.09e-05, 7.36e-08, 4.99e-05, 4.99e-05, 3.91e-04, 2.90e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.56e-06, 4.03e-09, 4.45e-05, 2.80e-08] []
559300 [5.95e-07, 2.20e-06, 1.47e-06, 1.42e-06, 1.13e-06, 2.11e-06, 3.47e-07, 7.91e-10, 6.67e-07, 1.97e-09, 1.70e-06, 2.00e-06, 1.55e-06, 1.71e-07, 9.81e-09, 2.14e-08, 4.95e-08, 6.38e-08, 4.08e-09, 0.00e+00, 2.65e-08, 6.71e-07] [5.95e-07, 2.20e-06, 1.47e-06, 1.42e-06, 1.13e-06, 2.11e-06, 3.47e-07, 7.91e-10, 6.67e-07, 1.97e-09, 1.70e-06, 2.00e-06, 1.55e-06, 1.71e-07, 9.81e-09, 2.14e-08, 4.95e-08, 6.38e-08, 4.08e-09, 0.00e+00, 2.65e-08, 6.71e-07] []
559400 [7.82e-07, 2.06e-06, 1.45e-06, 1.32e-06, 1.10e-06, 2.18e-06, 3.25e-07, 2.40e-07, 1.48e-10, 1.29e-07, 5.14e-06, 4.36e-06, 9.83e-06, 8.31e-06, 6.62e-08, 9.22e-08, 2.49e-07, 2.88e-07, 8.73e-08, 1.82e-09, 4.85e-07, 8.74e-09] [7.82e-07, 2.06e-06, 1.45e-06, 1.32e-06, 1.10e-06, 2.18e-06, 3.25e-07, 2.40e-07, 1.48e-10, 1.29e-07, 5.14e-06, 4.36e-06, 9.83e-06, 8.31e-06, 6.62e-08, 9.22e-08, 2.49e-07, 2.88e-07, 8.73e-08, 1.82e-09, 4.85e-07, 8.74e-09] []
559500 [1.38e-06, 2.08e-06, 1.42e-06, 1.35e-06, 1.23e-06, 2.27e-06, 3.38e-07, 3.08e-06, 2.11e-12, 6.28e-07, 1.33e-05, 1.18e-05, 3.73e-05, 4.41e-05, 3.89e-07, 3.14e-07, 8.32e-07, 5.84e-07, 9.51e-07, 5.23e-09, 5.67e-06, 2.28e-08] [1.38e-06, 2.08e-06, 1.42e-06, 1.35e-06, 1.23e-06, 2.27e-06, 3.38e-07, 3.08e-06, 2.11e-12, 6.28e-07, 1.33e-05, 1.18e-05, 3.73e-05, 4.41e-05, 3.89e-07, 3.14e-07, 8.32e-07, 5.84e-07, 9.51e-07, 5.23e-09, 5.67e-06, 2.28e-08] []
559600 [4.70e-06, 3.63e-06, 1.80e-06, 1.68e-06, 1.08e-06, 2.45e-06, 3.72e-07, 1.06e-05, 8.15e-08, 3.79e-06, 4.34e-05, 5.25e-05, 1.63e-04, 2.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-12, 3.09e-05, 5.43e-08] [4.70e-06, 3.63e-06, 1.80e-06, 1.68e-06, 1.08e-06, 2.45e-06, 3.72e-07, 1.06e-05, 8.15e-08, 3.79e-06, 4.34e-05, 5.25e-05, 1.63e-04, 2.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-12, 3.09e-05, 5.43e-08] []
559700 [4.92e-05, 2.07e-05, 4.39e-06, 9.57e-06, 4.23e-06, 1.10e-05, 1.15e-06, 5.89e-05, 2.61e-10, 5.94e-05, 1.08e-04, 5.47e-04, 6.37e-04, 2.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-12, 1.25e-04, 5.55e-08] [4.92e-05, 2.07e-05, 4.39e-06, 9.57e-06, 4.23e-06, 1.10e-05, 1.15e-06, 5.89e-05, 2.61e-10, 5.94e-05, 1.08e-04, 5.47e-04, 6.37e-04, 2.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.42e-12, 1.25e-04, 5.55e-08] []
559800 [1.38e-05, 4.40e-06, 2.36e-06, 2.86e-06, 2.50e-06, 4.71e-06, 8.29e-07, 1.08e-07, 7.46e-06, 1.98e-05, 4.74e-05, 1.24e-04, 2.22e-04, 8.44e-04, 1.16e-05, 1.00e-05, 5.70e-06, 3.82e-06, 1.41e-07, 1.80e-06, 7.83e-07, 8.31e-06] [1.38e-05, 4.40e-06, 2.36e-06, 2.86e-06, 2.50e-06, 4.71e-06, 8.29e-07, 1.08e-07, 7.46e-06, 1.98e-05, 4.74e-05, 1.24e-04, 2.22e-04, 8.44e-04, 1.16e-05, 1.00e-05, 5.70e-06, 3.82e-06, 1.41e-07, 1.80e-06, 7.83e-07, 8.31e-06] []
559900 [1.82e-06, 2.26e-06, 1.27e-06, 1.00e-06, 1.33e-06, 1.96e-06, 3.64e-07, 2.58e-05, 1.09e-04, 2.09e-07, 3.65e-05, 2.94e-05, 9.08e-05, 4.39e-05, 3.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.86e-04] [1.82e-06, 2.26e-06, 1.27e-06, 1.00e-06, 1.33e-06, 1.96e-06, 3.64e-07, 2.58e-05, 1.09e-04, 2.09e-07, 3.65e-05, 2.94e-05, 9.08e-05, 4.39e-05, 3.13e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.49e-05, 2.86e-04] []
560000 [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09] [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 57.059597 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
560000 [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09] [8.56e-07, 2.28e-06, 1.30e-06, 1.05e-06, 1.12e-06, 2.09e-06, 3.30e-07, 2.09e-05, 4.61e-09, 7.57e-08, 6.66e-06, 4.12e-06, 7.38e-06, 1.71e-06, 8.82e-09, 8.86e-09, 7.22e-08, 6.68e-08, 3.99e-06, 1.25e-09, 2.37e-05, 6.16e-09] []
560100 [1.08e-06, 2.14e-06, 1.24e-06, 1.16e-06, 1.09e-06, 2.19e-06, 3.07e-07, 1.56e-05, 9.85e-09, 2.22e-08, 3.53e-06, 6.26e-06, 3.80e-06, 3.38e-06, 3.00e-08, 5.61e-09, 1.09e-08, 2.41e-10, 0.00e+00, 0.00e+00, 2.13e-05, 9.25e-09] [1.08e-06, 2.14e-06, 1.24e-06, 1.16e-06, 1.09e-06, 2.19e-06, 3.07e-07, 1.56e-05, 9.85e-09, 2.22e-08, 3.53e-06, 6.26e-06, 3.80e-06, 3.38e-06, 3.00e-08, 5.61e-09, 1.09e-08, 2.41e-10, 0.00e+00, 0.00e+00, 2.13e-05, 9.25e-09] []
560200 [1.49e-06, 2.25e-06, 1.51e-06, 1.28e-06, 9.94e-07, 1.98e-06, 3.86e-07, 2.11e-06, 4.96e-10, 6.59e-07, 2.17e-05, 1.84e-05, 6.44e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.96e-11, 9.31e-06, 6.93e-09] [1.49e-06, 2.25e-06, 1.51e-06, 1.28e-06, 9.94e-07, 1.98e-06, 3.86e-07, 2.11e-06, 4.96e-10, 6.59e-07, 2.17e-05, 1.84e-05, 6.44e-05, 6.10e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.96e-11, 9.31e-06, 6.93e-09] []
560300 [7.38e-07, 2.22e-06, 1.45e-06, 1.57e-06, 8.95e-07, 2.21e-06, 3.47e-07, 1.69e-07, 5.36e-09, 7.63e-09, 2.26e-06, 2.44e-06, 2.01e-06, 5.94e-08, 5.12e-08, 1.85e-08, 7.58e-08, 8.25e-08, 3.70e-08, 3.70e-10, 1.67e-07, 4.12e-09] [7.38e-07, 2.22e-06, 1.45e-06, 1.57e-06, 8.95e-07, 2.21e-06, 3.47e-07, 1.69e-07, 5.36e-09, 7.63e-09, 2.26e-06, 2.44e-06, 2.01e-06, 5.94e-08, 5.12e-08, 1.85e-08, 7.58e-08, 8.25e-08, 3.70e-08, 3.70e-10, 1.67e-07, 4.12e-09] []
560400 [1.44e-06, 2.42e-06, 1.37e-06, 1.30e-06, 8.77e-07, 2.03e-06, 3.60e-07, 3.87e-06, 1.06e-06, 9.09e-07, 1.25e-05, 1.44e-05, 4.47e-05, 5.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.80e-06, 5.23e-07] [1.44e-06, 2.42e-06, 1.37e-06, 1.30e-06, 8.77e-07, 2.03e-06, 3.60e-07, 3.87e-06, 1.06e-06, 9.09e-07, 1.25e-05, 1.44e-05, 4.47e-05, 5.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.80e-06, 5.23e-07] []
560500 [7.88e-06, 4.70e-06, 1.56e-06, 2.28e-06, 1.46e-06, 3.13e-06, 3.98e-07, 4.08e-06, 4.47e-09, 1.01e-05, 2.41e-05, 8.51e-05, 1.45e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.24e-12, 1.02e-05, 6.76e-09] [7.88e-06, 4.70e-06, 1.56e-06, 2.28e-06, 1.46e-06, 3.13e-06, 3.98e-07, 4.08e-06, 4.47e-09, 1.01e-05, 2.41e-05, 8.51e-05, 1.45e-04, 4.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.24e-12, 1.02e-05, 6.76e-09] []
560600 [1.18e-06, 2.10e-06, 1.34e-06, 1.31e-06, 1.05e-06, 2.23e-06, 3.19e-07, 6.22e-06, 3.91e-10, 2.06e-07, 1.05e-05, 7.53e-06, 2.20e-05, 2.35e-05, 2.52e-07, 6.50e-08, 5.98e-07, 3.29e-07, 1.25e-06, 2.54e-10, 7.93e-06, 2.40e-09] [1.18e-06, 2.10e-06, 1.34e-06, 1.31e-06, 1.05e-06, 2.23e-06, 3.19e-07, 6.22e-06, 3.91e-10, 2.06e-07, 1.05e-05, 7.53e-06, 2.20e-05, 2.35e-05, 2.52e-07, 6.50e-08, 5.98e-07, 3.29e-07, 1.25e-06, 2.54e-10, 7.93e-06, 2.40e-09] []
560700 [2.34e-06, 2.49e-06, 1.39e-06, 1.13e-06, 9.40e-07, 2.15e-06, 3.43e-07, 1.49e-05, 6.24e-08, 1.20e-06, 3.03e-05, 3.02e-05, 1.05e-04, 9.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.99e-10, 3.69e-05, 3.85e-09] [2.34e-06, 2.49e-06, 1.39e-06, 1.13e-06, 9.40e-07, 2.15e-06, 3.43e-07, 1.49e-05, 6.24e-08, 1.20e-06, 3.03e-05, 3.02e-05, 1.05e-04, 9.81e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.99e-10, 3.69e-05, 3.85e-09] []
560800 [7.26e-07, 1.95e-06, 1.44e-06, 1.06e-06, 9.20e-07, 2.07e-06, 3.42e-07, 4.74e-06, 2.87e-06, 1.62e-08, 2.91e-06, 3.68e-06, 6.16e-06, 4.09e-06, 1.24e-10, 3.09e-09, 1.11e-08, 3.26e-09, 0.00e+00, 8.39e-07, 6.92e-06, 4.16e-06] [7.26e-07, 1.95e-06, 1.44e-06, 1.06e-06, 9.20e-07, 2.07e-06, 3.42e-07, 4.74e-06, 2.87e-06, 1.62e-08, 2.91e-06, 3.68e-06, 6.16e-06, 4.09e-06, 1.24e-10, 3.09e-09, 1.11e-08, 3.26e-09, 0.00e+00, 8.39e-07, 6.92e-06, 4.16e-06] []
560900 [1.11e-06, 1.83e-06, 1.34e-06, 1.25e-06, 1.12e-06, 2.18e-06, 3.52e-07, 5.16e-06, 1.39e-08, 1.99e-07, 1.01e-05, 7.84e-06, 2.32e-05, 2.76e-05, 2.20e-07, 1.88e-07, 5.31e-07, 3.97e-07, 0.00e+00, 6.79e-11, 3.25e-06, 8.27e-09] [1.11e-06, 1.83e-06, 1.34e-06, 1.25e-06, 1.12e-06, 2.18e-06, 3.52e-07, 5.16e-06, 1.39e-08, 1.99e-07, 1.01e-05, 7.84e-06, 2.32e-05, 2.76e-05, 2.20e-07, 1.88e-07, 5.31e-07, 3.97e-07, 0.00e+00, 6.79e-11, 3.25e-06, 8.27e-09] []
561000 [1.04e-06, 2.17e-06, 1.48e-06, 1.22e-06, 9.54e-07, 2.05e-06, 3.47e-07, 3.18e-06, 9.49e-08, 7.98e-07, 6.10e-06, 8.51e-06, 2.52e-05, 3.29e-05, 0.00e+00, 8.08e-10, 1.67e-09, 0.00e+00, 2.02e-07, 2.86e-09, 1.33e-06, 1.42e-08] [1.04e-06, 2.17e-06, 1.48e-06, 1.22e-06, 9.54e-07, 2.05e-06, 3.47e-07, 3.18e-06, 9.49e-08, 7.98e-07, 6.10e-06, 8.51e-06, 2.52e-05, 3.29e-05, 0.00e+00, 8.08e-10, 1.67e-09, 0.00e+00, 2.02e-07, 2.86e-09, 1.33e-06, 1.42e-08] []
561100 [1.23e-06, 1.90e-06, 1.32e-06, 1.16e-06, 1.11e-06, 2.14e-06, 4.06e-07, 1.50e-07, 1.38e-04, 3.22e-07, 1.45e-05, 1.04e-05, 3.47e-05, 2.95e-05, 1.99e-07, 2.21e-07, 6.11e-07, 5.47e-07, 5.82e-11, 3.26e-06, 8.60e-08, 1.43e-05] [1.23e-06, 1.90e-06, 1.32e-06, 1.16e-06, 1.11e-06, 2.14e-06, 4.06e-07, 1.50e-07, 1.38e-04, 3.22e-07, 1.45e-05, 1.04e-05, 3.47e-05, 2.95e-05, 1.99e-07, 2.21e-07, 6.11e-07, 5.47e-07, 5.82e-11, 3.26e-06, 8.60e-08, 1.43e-05] []
561200 [1.33e-06, 2.19e-06, 1.41e-06, 1.13e-06, 8.90e-07, 2.11e-06, 3.82e-07, 8.09e-10, 1.24e-07, 9.17e-07, 8.27e-06, 1.15e-05, 3.35e-05, 4.63e-05, 0.00e+00, 3.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 7.56e-07, 7.79e-08] [1.33e-06, 2.19e-06, 1.41e-06, 1.13e-06, 8.90e-07, 2.11e-06, 3.82e-07, 8.09e-10, 1.24e-07, 9.17e-07, 8.27e-06, 1.15e-05, 3.35e-05, 4.63e-05, 0.00e+00, 3.77e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-08, 7.56e-07, 7.79e-08] []
561300 [6.25e-07, 1.91e-06, 1.35e-06, 1.13e-06, 9.23e-07, 2.05e-06, 3.76e-07, 4.17e-07, 9.61e-11, 2.29e-07, 2.17e-06, 3.86e-06, 3.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 5.50e-09, 1.64e-08, 0.00e+00, 4.31e-10, 7.19e-07, 6.55e-09] [6.25e-07, 1.91e-06, 1.35e-06, 1.13e-06, 9.23e-07, 2.05e-06, 3.76e-07, 4.17e-07, 9.61e-11, 2.29e-07, 2.17e-06, 3.86e-06, 3.18e-06, 9.51e-06, 0.00e+00, 0.00e+00, 5.50e-09, 1.64e-08, 0.00e+00, 4.31e-10, 7.19e-07, 6.55e-09] []
561400 [7.17e-07, 1.74e-06, 1.34e-06, 1.20e-06, 1.01e-06, 2.12e-06, 3.82e-07, 3.05e-09, 4.38e-11, 2.39e-07, 2.23e-06, 3.05e-06, 2.75e-06, 6.64e-06, 8.26e-08, 4.15e-08, 1.68e-07, 2.05e-07, 5.27e-09, 1.35e-10, 5.27e-08, 5.29e-09] [7.17e-07, 1.74e-06, 1.34e-06, 1.20e-06, 1.01e-06, 2.12e-06, 3.82e-07, 3.05e-09, 4.38e-11, 2.39e-07, 2.23e-06, 3.05e-06, 2.75e-06, 6.64e-06, 8.26e-08, 4.15e-08, 1.68e-07, 2.05e-07, 5.27e-09, 1.35e-10, 5.27e-08, 5.29e-09] []
561500 [7.62e-07, 2.00e-06, 1.44e-06, 1.16e-06, 9.70e-07, 2.09e-06, 3.62e-07, 1.11e-08, 3.75e-09, 3.32e-07, 2.91e-06, 4.41e-06, 4.90e-06, 1.49e-05, 8.57e-11, 7.24e-11, 4.93e-09, 8.08e-10, 4.28e-08, 3.96e-11, 2.62e-07, 1.92e-09] [7.62e-07, 2.00e-06, 1.44e-06, 1.16e-06, 9.70e-07, 2.09e-06, 3.62e-07, 1.11e-08, 3.75e-09, 3.32e-07, 2.91e-06, 4.41e-06, 4.90e-06, 1.49e-05, 8.57e-11, 7.24e-11, 4.93e-09, 8.08e-10, 4.28e-08, 3.96e-11, 2.62e-07, 1.92e-09] []
561600 [1.91e-06, 2.14e-06, 1.32e-06, 1.16e-06, 1.27e-06, 2.20e-06, 3.51e-07, 3.97e-05, 7.97e-09, 9.83e-07, 2.43e-05, 1.91e-05, 6.31e-05, 7.72e-05, 6.03e-07, 8.29e-07, 9.50e-07, 1.09e-06, 6.83e-06, 3.47e-09, 3.91e-05, 2.04e-08] [1.91e-06, 2.14e-06, 1.32e-06, 1.16e-06, 1.27e-06, 2.20e-06, 3.51e-07, 3.97e-05, 7.97e-09, 9.83e-07, 2.43e-05, 1.91e-05, 6.31e-05, 7.72e-05, 6.03e-07, 8.29e-07, 9.50e-07, 1.09e-06, 6.83e-06, 3.47e-09, 3.91e-05, 2.04e-08] []
561700 [9.70e-07, 1.92e-06, 1.40e-06, 1.12e-06, 9.24e-07, 1.99e-06, 3.64e-07, 4.33e-08, 2.44e-09, 4.62e-07, 5.96e-06, 7.48e-06, 2.12e-05, 2.64e-05, 0.00e+00, 3.98e-10, 1.54e-09, 0.00e+00, 2.61e-10, 5.99e-12, 7.97e-08, 5.15e-09] [9.70e-07, 1.92e-06, 1.40e-06, 1.12e-06, 9.24e-07, 1.99e-06, 3.64e-07, 4.33e-08, 2.44e-09, 4.62e-07, 5.96e-06, 7.48e-06, 2.12e-05, 2.64e-05, 0.00e+00, 3.98e-10, 1.54e-09, 0.00e+00, 2.61e-10, 5.99e-12, 7.97e-08, 5.15e-09] []
561800 [1.61e-05, 4.28e-06, 2.12e-06, 3.04e-06, 2.63e-06, 4.41e-06, 7.47e-07, 5.16e-05, 1.04e-06, 2.12e-05, 6.70e-05, 1.46e-04, 3.30e-04, 9.24e-04, 1.44e-05, 1.11e-05, 7.89e-06, 6.88e-06, 1.43e-05, 2.16e-07, 7.65e-05, 1.09e-06] [1.61e-05, 4.28e-06, 2.12e-06, 3.04e-06, 2.63e-06, 4.41e-06, 7.47e-07, 5.16e-05, 1.04e-06, 2.12e-05, 6.70e-05, 1.46e-04, 3.30e-04, 9.24e-04, 1.44e-05, 1.11e-05, 7.89e-06, 6.88e-06, 1.43e-05, 2.16e-07, 7.65e-05, 1.09e-06] []
561900 [2.15e-05, 9.12e-06, 1.69e-06, 5.01e-06, 2.62e-06, 5.49e-06, 5.60e-07, 8.61e-06, 2.65e-04, 3.09e-05, 4.49e-05, 2.57e-04, 1.43e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-07, 6.78e-05, 5.54e-06, 2.57e-04] [2.15e-05, 9.12e-06, 1.69e-06, 5.01e-06, 2.62e-06, 5.49e-06, 5.60e-07, 8.61e-06, 2.65e-04, 3.09e-05, 4.49e-05, 2.57e-04, 1.43e-04, 1.16e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.79e-07, 6.78e-05, 5.54e-06, 2.57e-04] []
562000 [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08] [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.212660 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
562000 [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08] [4.99e-05, 1.11e-05, 4.32e-06, 7.22e-06, 6.99e-06, 9.46e-06, 2.34e-06, 3.24e-05, 4.21e-08, 9.19e-05, 1.34e-04, 5.21e-04, 5.42e-04, 3.03e-03, 5.60e-05, 6.82e-05, 1.86e-05, 1.72e-05, 8.52e-06, 1.73e-08, 4.76e-05, 9.83e-08] []
562100 [4.23e-06, 2.77e-06, 1.65e-06, 1.42e-06, 9.59e-07, 2.12e-06, 4.41e-07, 1.17e-05, 1.85e-07, 2.51e-06, 5.60e-05, 5.19e-05, 1.81e-04, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.52e-05, 3.97e-07] [4.23e-06, 2.77e-06, 1.65e-06, 1.42e-06, 9.59e-07, 2.12e-06, 4.41e-07, 1.17e-05, 1.85e-07, 2.51e-06, 5.60e-05, 5.19e-05, 1.81e-04, 2.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.52e-05, 3.97e-07] []
562200 [5.16e-07, 1.68e-06, 1.54e-06, 1.22e-06, 8.05e-07, 2.06e-06, 3.73e-07, 6.62e-07, 1.30e-04, 5.72e-10, 2.07e-06, 2.25e-06, 1.92e-06, 7.42e-08, 2.40e-09, 1.24e-08, 9.26e-08, 6.45e-08, 3.27e-08, 3.36e-05, 1.67e-07, 1.30e-04] [5.16e-07, 1.68e-06, 1.54e-06, 1.22e-06, 8.05e-07, 2.06e-06, 3.73e-07, 6.62e-07, 1.30e-04, 5.72e-10, 2.07e-06, 2.25e-06, 1.92e-06, 7.42e-08, 2.40e-09, 1.24e-08, 9.26e-08, 6.45e-08, 3.27e-08, 3.36e-05, 1.67e-07, 1.30e-04] []
562300 [1.73e-05, 4.56e-06, 2.31e-06, 3.09e-06, 2.80e-06, 4.70e-06, 9.28e-07, 1.44e-05, 2.27e-09, 2.53e-05, 5.72e-05, 1.60e-04, 2.86e-04, 1.03e-03, 1.57e-05, 1.44e-05, 8.10e-06, 6.08e-06, 4.45e-06, 9.92e-09, 2.54e-05, 5.24e-08] [1.73e-05, 4.56e-06, 2.31e-06, 3.09e-06, 2.80e-06, 4.70e-06, 9.28e-07, 1.44e-05, 2.27e-09, 2.53e-05, 5.72e-05, 1.60e-04, 2.86e-04, 1.03e-03, 1.57e-05, 1.44e-05, 8.10e-06, 6.08e-06, 4.45e-06, 9.92e-09, 2.54e-05, 5.24e-08] []
562400 [1.19e-06, 1.99e-06, 1.39e-06, 1.12e-06, 8.77e-07, 2.01e-06, 3.85e-07, 4.82e-09, 2.06e-09, 5.98e-07, 7.29e-06, 1.04e-05, 2.87e-05, 4.27e-05, 0.00e+00, 0.00e+00, 8.30e-10, 0.00e+00, 3.94e-09, 5.83e-11, 2.59e-08, 9.79e-09] [1.19e-06, 1.99e-06, 1.39e-06, 1.12e-06, 8.77e-07, 2.01e-06, 3.85e-07, 4.82e-09, 2.06e-09, 5.98e-07, 7.29e-06, 1.04e-05, 2.87e-05, 4.27e-05, 0.00e+00, 0.00e+00, 8.30e-10, 0.00e+00, 3.94e-09, 5.83e-11, 2.59e-08, 9.79e-09] []
562500 [5.84e-07, 1.72e-06, 1.34e-06, 1.06e-06, 8.76e-07, 2.05e-06, 3.77e-07, 2.19e-06, 5.44e-10, 4.46e-08, 2.11e-06, 2.89e-06, 3.18e-06, 2.51e-06, 1.85e-10, 1.29e-10, 2.66e-08, 2.00e-08, 0.00e+00, 3.30e-09, 4.44e-06, 1.40e-08] [5.84e-07, 1.72e-06, 1.34e-06, 1.06e-06, 8.76e-07, 2.05e-06, 3.77e-07, 2.19e-06, 5.44e-10, 4.46e-08, 2.11e-06, 2.89e-06, 3.18e-06, 2.51e-06, 1.85e-10, 1.29e-10, 2.66e-08, 2.00e-08, 0.00e+00, 3.30e-09, 4.44e-06, 1.40e-08] []
562600 [1.45e-06, 2.19e-06, 1.28e-06, 1.59e-06, 8.86e-07, 2.22e-06, 4.20e-07, 3.69e-05, 3.51e-05, 9.29e-07, 6.67e-06, 7.68e-06, 2.16e-05, 3.83e-05, 9.22e-07, 1.02e-07, 5.77e-07, 4.56e-07, 6.89e-06, 3.30e-05, 4.00e-05, 1.29e-04] [1.45e-06, 2.19e-06, 1.28e-06, 1.59e-06, 8.86e-07, 2.22e-06, 4.20e-07, 3.69e-05, 3.51e-05, 9.29e-07, 6.67e-06, 7.68e-06, 2.16e-05, 3.83e-05, 9.22e-07, 1.02e-07, 5.77e-07, 4.56e-07, 6.89e-06, 3.30e-05, 4.00e-05, 1.29e-04] []
562700 [7.55e-07, 1.75e-06, 1.28e-06, 9.78e-07, 8.25e-07, 2.02e-06, 3.94e-07, 1.78e-06, 4.60e-09, 8.94e-08, 2.67e-06, 3.63e-06, 7.37e-06, 4.27e-06, 3.52e-09, 1.99e-09, 1.12e-08, 1.12e-10, 7.75e-08, 5.80e-11, 4.77e-07, 2.33e-09] [7.55e-07, 1.75e-06, 1.28e-06, 9.78e-07, 8.25e-07, 2.02e-06, 3.94e-07, 1.78e-06, 4.60e-09, 8.94e-08, 2.67e-06, 3.63e-06, 7.37e-06, 4.27e-06, 3.52e-09, 1.99e-09, 1.12e-08, 1.12e-10, 7.75e-08, 5.80e-11, 4.77e-07, 2.33e-09] []
562800 [1.32e-06, 1.62e-06, 1.25e-06, 1.19e-06, 1.09e-06, 2.13e-06, 4.37e-07, 3.39e-07, 2.30e-09, 7.78e-07, 8.28e-06, 8.65e-06, 2.40e-05, 3.97e-05, 4.05e-07, 3.44e-07, 5.59e-07, 5.78e-07, 6.67e-10, 2.91e-11, 5.53e-08, 3.49e-09] [1.32e-06, 1.62e-06, 1.25e-06, 1.19e-06, 1.09e-06, 2.13e-06, 4.37e-07, 3.39e-07, 2.30e-09, 7.78e-07, 8.28e-06, 8.65e-06, 2.40e-05, 3.97e-05, 4.05e-07, 3.44e-07, 5.59e-07, 5.78e-07, 6.67e-10, 2.91e-11, 5.53e-08, 3.49e-09] []
562900 [6.32e-07, 1.54e-06, 1.19e-06, 1.07e-06, 9.48e-07, 2.02e-06, 4.07e-07, 6.30e-08, 4.69e-10, 1.10e-07, 5.94e-06, 4.98e-06, 1.26e-05, 8.92e-06, 5.67e-08, 7.53e-08, 3.57e-07, 2.62e-07, 1.41e-08, 9.60e-10, 6.71e-08, 6.45e-09] [6.32e-07, 1.54e-06, 1.19e-06, 1.07e-06, 9.48e-07, 2.02e-06, 4.07e-07, 6.30e-08, 4.69e-10, 1.10e-07, 5.94e-06, 4.98e-06, 1.26e-05, 8.92e-06, 5.67e-08, 7.53e-08, 3.57e-07, 2.62e-07, 1.41e-08, 9.60e-10, 6.71e-08, 6.45e-09] []
563000 [6.86e-07, 1.72e-06, 1.27e-06, 1.10e-06, 8.72e-07, 1.91e-06, 4.22e-07, 2.09e-08, 1.38e-08, 1.61e-07, 5.75e-06, 5.43e-06, 1.57e-05, 1.34e-05, 0.00e+00, 0.00e+00, 9.14e-10, 0.00e+00, 0.00e+00, 1.02e-10, 8.73e-07, 9.92e-09] [6.86e-07, 1.72e-06, 1.27e-06, 1.10e-06, 8.72e-07, 1.91e-06, 4.22e-07, 2.09e-08, 1.38e-08, 1.61e-07, 5.75e-06, 5.43e-06, 1.57e-05, 1.34e-05, 0.00e+00, 0.00e+00, 9.14e-10, 0.00e+00, 0.00e+00, 1.02e-10, 8.73e-07, 9.92e-09] []
563100 [2.36e-06, 2.23e-06, 1.42e-06, 1.20e-06, 8.71e-07, 1.99e-06, 4.43e-07, 6.84e-06, 1.21e-07, 1.40e-06, 2.74e-05, 2.67e-05, 9.22e-05, 1.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-05, 1.88e-07] [2.36e-06, 2.23e-06, 1.42e-06, 1.20e-06, 8.71e-07, 1.99e-06, 4.43e-07, 6.84e-06, 1.21e-07, 1.40e-06, 2.74e-05, 2.67e-05, 9.22e-05, 1.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.81e-05, 1.88e-07] []
563200 [1.23e-05, 3.44e-06, 1.73e-06, 2.63e-06, 1.99e-06, 3.59e-06, 6.54e-07, 5.30e-05, 5.87e-04, 1.22e-05, 9.35e-05, 1.18e-04, 3.88e-04, 6.93e-04, 9.79e-06, 6.06e-06, 7.87e-06, 5.93e-06, 1.79e-05, 1.46e-04, 9.39e-05, 5.11e-04] [1.23e-05, 3.44e-06, 1.73e-06, 2.63e-06, 1.99e-06, 3.59e-06, 6.54e-07, 5.30e-05, 5.87e-04, 1.22e-05, 9.35e-05, 1.18e-04, 3.88e-04, 6.93e-04, 9.79e-06, 6.06e-06, 7.87e-06, 5.93e-06, 1.79e-05, 1.46e-04, 9.39e-05, 5.11e-04] []
563300 [4.62e-05, 1.93e-05, 4.19e-06, 1.00e-05, 3.34e-06, 1.10e-05, 1.07e-06, 4.73e-05, 3.10e-08, 4.86e-05, 1.22e-04, 4.83e-04, 6.88e-04, 2.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-04, 1.05e-07] [4.62e-05, 1.93e-05, 4.19e-06, 1.00e-05, 3.34e-06, 1.10e-05, 1.07e-06, 4.73e-05, 3.10e-08, 4.86e-05, 1.22e-04, 4.83e-04, 6.88e-04, 2.52e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-04, 1.05e-07] []
563400 [1.13e-06, 1.56e-06, 1.21e-06, 1.17e-06, 1.02e-06, 2.09e-06, 4.34e-07, 2.13e-06, 1.09e-09, 4.11e-07, 1.37e-05, 1.12e-05, 3.56e-05, 3.40e-05, 2.91e-07, 3.03e-07, 6.73e-07, 6.68e-07, 6.64e-07, 1.17e-09, 4.06e-06, 5.86e-09] [1.13e-06, 1.56e-06, 1.21e-06, 1.17e-06, 1.02e-06, 2.09e-06, 4.34e-07, 2.13e-06, 1.09e-09, 4.11e-07, 1.37e-05, 1.12e-05, 3.56e-05, 3.40e-05, 2.91e-07, 3.03e-07, 6.73e-07, 6.68e-07, 6.64e-07, 1.17e-09, 4.06e-06, 5.86e-09] []
563500 [4.68e-05, 1.02e-05, 4.36e-06, 6.72e-06, 6.61e-06, 8.64e-06, 2.38e-06, 2.82e-05, 5.07e-07, 8.47e-05, 1.32e-04, 4.76e-04, 5.82e-04, 2.94e-03, 4.94e-05, 6.17e-05, 1.81e-05, 1.69e-05, 7.61e-06, 1.32e-07, 4.26e-05, 6.89e-07] [4.68e-05, 1.02e-05, 4.36e-06, 6.72e-06, 6.61e-06, 8.64e-06, 2.38e-06, 2.82e-05, 5.07e-07, 8.47e-05, 1.32e-04, 4.76e-04, 5.82e-04, 2.94e-03, 4.94e-05, 6.17e-05, 1.81e-05, 1.69e-05, 7.61e-06, 1.32e-07, 4.26e-05, 6.89e-07] []
563600 [1.58e-05, 5.64e-06, 2.02e-06, 2.67e-06, 2.30e-06, 3.50e-06, 6.41e-07, 7.58e-08, 5.20e-05, 2.44e-05, 4.02e-05, 1.69e-04, 2.69e-04, 9.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.75e-10, 1.06e-05, 1.06e-07, 4.50e-05] [1.58e-05, 5.64e-06, 2.02e-06, 2.67e-06, 2.30e-06, 3.50e-06, 6.41e-07, 7.58e-08, 5.20e-05, 2.44e-05, 4.02e-05, 1.69e-04, 2.69e-04, 9.56e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.75e-10, 1.06e-05, 1.06e-07, 4.50e-05] []
563700 [2.53e-06, 2.27e-06, 1.16e-06, 1.05e-06, 8.54e-07, 1.98e-06, 4.05e-07, 3.09e-06, 4.27e-08, 1.04e-06, 1.99e-05, 2.53e-05, 7.51e-05, 9.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-06, 8.44e-08] [2.53e-06, 2.27e-06, 1.16e-06, 1.05e-06, 8.54e-07, 1.98e-06, 4.05e-07, 3.09e-06, 4.27e-08, 1.04e-06, 1.99e-05, 2.53e-05, 7.51e-05, 9.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.84e-06, 8.44e-08] []
563800 [1.75e-05, 4.96e-05, 1.84e-06, 9.33e-05, 2.35e-05, 2.84e-05, 5.82e-06, 1.53e-04, 1.96e-06, 5.79e-06, 4.98e-03, 2.07e-03, 5.76e-03, 1.14e-03, 2.27e-06, 5.60e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.07e-06, 6.62e-07] [1.75e-05, 4.96e-05, 1.84e-06, 9.33e-05, 2.35e-05, 2.84e-05, 5.82e-06, 1.53e-04, 1.96e-06, 5.79e-06, 4.98e-03, 2.07e-03, 5.76e-03, 1.14e-03, 2.27e-06, 5.60e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.01e-07, 3.07e-06, 6.62e-07] []
563900 [1.58e-06, 2.58e-06, 2.52e-06, 5.79e-06, 5.32e-06, 7.12e-06, 1.17e-06, 2.18e-06, 7.85e-09, 2.81e-08, 1.90e-05, 4.75e-05, 2.53e-05, 2.02e-07, 1.54e-07, 1.41e-07, 2.69e-07, 1.10e-07, 4.16e-08, 4.52e-11, 1.93e-07, 2.57e-09] [1.58e-06, 2.58e-06, 2.52e-06, 5.79e-06, 5.32e-06, 7.12e-06, 1.17e-06, 2.18e-06, 7.85e-09, 2.81e-08, 1.90e-05, 4.75e-05, 2.53e-05, 2.02e-07, 1.54e-07, 1.41e-07, 2.69e-07, 1.10e-07, 4.16e-08, 4.52e-11, 1.93e-07, 2.57e-09] []
564000 [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06] [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 57.264332 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
564000 [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06] [1.09e-06, 3.41e-06, 3.02e-06, 5.35e-06, 4.82e-06, 6.79e-06, 1.42e-06, 5.64e-07, 7.48e-07, 2.73e-08, 6.84e-06, 8.56e-06, 4.87e-06, 3.01e-06, 1.60e-08, 0.00e+00, 1.57e-08, 1.13e-08, 0.00e+00, 0.00e+00, 1.14e-06, 2.17e-06] []
564100 [1.27e-06, 3.19e-06, 2.60e-06, 3.29e-06, 2.75e-06, 5.78e-06, 1.60e-06, 6.16e-08, 1.57e-09, 5.53e-10, 3.83e-06, 4.17e-06, 3.11e-06, 1.10e-07, 4.94e-08, 2.23e-09, 4.63e-08, 4.12e-08, 0.00e+00, 0.00e+00, 1.20e-07, 1.82e-08] [1.27e-06, 3.19e-06, 2.60e-06, 3.29e-06, 2.75e-06, 5.78e-06, 1.60e-06, 6.16e-08, 1.57e-09, 5.53e-10, 3.83e-06, 4.17e-06, 3.11e-06, 1.10e-07, 4.94e-08, 2.23e-09, 4.63e-08, 4.12e-08, 0.00e+00, 0.00e+00, 1.20e-07, 1.82e-08] []
564200 [1.21e-06, 3.10e-06, 2.10e-06, 2.88e-06, 1.93e-06, 5.01e-06, 1.33e-06, 1.19e-09, 9.94e-12, 5.95e-10, 2.10e-06, 2.84e-06, 2.57e-06, 2.43e-08, 1.19e-07, 6.59e-09, 3.07e-08, 2.39e-08, 2.02e-09, 1.18e-10, 2.82e-08, 1.06e-09] [1.21e-06, 3.10e-06, 2.10e-06, 2.88e-06, 1.93e-06, 5.01e-06, 1.33e-06, 1.19e-09, 9.94e-12, 5.95e-10, 2.10e-06, 2.84e-06, 2.57e-06, 2.43e-08, 1.19e-07, 6.59e-09, 3.07e-08, 2.39e-08, 2.02e-09, 1.18e-10, 2.82e-08, 1.06e-09] []
564300 [2.18e-06, 3.62e-06, 1.69e-06, 2.08e-06, 1.70e-06, 3.47e-06, 8.94e-07, 1.95e-05, 7.71e-08, 9.95e-07, 6.53e-06, 5.68e-06, 4.11e-06, 1.07e-05, 3.97e-07, 1.08e-07, 1.78e-07, 3.08e-07, 1.42e-06, 1.18e-09, 8.61e-06, 7.12e-09] [2.18e-06, 3.62e-06, 1.69e-06, 2.08e-06, 1.70e-06, 3.47e-06, 8.94e-07, 1.95e-05, 7.71e-08, 9.95e-07, 6.53e-06, 5.68e-06, 4.11e-06, 1.07e-05, 3.97e-07, 1.08e-07, 1.78e-07, 3.08e-07, 1.42e-06, 1.18e-09, 8.61e-06, 7.12e-09] []
564400 [1.23e-06, 2.64e-06, 1.40e-06, 2.21e-06, 9.16e-07, 3.24e-06, 6.04e-07, 1.81e-09, 1.76e-09, 8.90e-10, 3.36e-06, 2.92e-06, 2.81e-06, 3.91e-08, 5.37e-08, 1.11e-08, 6.62e-08, 5.69e-08, 8.20e-09, 2.95e-10, 1.53e-07, 2.96e-09] [1.23e-06, 2.64e-06, 1.40e-06, 2.21e-06, 9.16e-07, 3.24e-06, 6.04e-07, 1.81e-09, 1.76e-09, 8.90e-10, 3.36e-06, 2.92e-06, 2.81e-06, 3.91e-08, 5.37e-08, 1.11e-08, 6.62e-08, 5.69e-08, 8.20e-09, 2.95e-10, 1.53e-07, 2.96e-09] []
564500 [4.48e-06, 3.76e-06, 1.22e-06, 1.79e-06, 1.35e-06, 2.94e-06, 6.38e-07, 7.35e-07, 2.13e-06, 7.10e-06, 1.55e-05, 3.52e-05, 9.04e-05, 1.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.96e-09, 0.00e+00, 0.00e+00, 2.78e-06, 2.85e-06] [4.48e-06, 3.76e-06, 1.22e-06, 1.79e-06, 1.35e-06, 2.94e-06, 6.38e-07, 7.35e-07, 2.13e-06, 7.10e-06, 1.55e-05, 3.52e-05, 9.04e-05, 1.97e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.96e-09, 0.00e+00, 0.00e+00, 2.78e-06, 2.85e-06] []
564600 [8.62e-07, 2.11e-06, 1.11e-06, 1.71e-06, 6.87e-07, 2.76e-06, 3.46e-07, 3.89e-10, 1.61e-10, 4.21e-12, 1.88e-06, 2.27e-06, 2.11e-06, 1.54e-08, 1.89e-08, 8.76e-09, 4.47e-08, 3.28e-08, 1.88e-09, 4.88e-11, 3.04e-08, 2.66e-09] [8.62e-07, 2.11e-06, 1.11e-06, 1.71e-06, 6.87e-07, 2.76e-06, 3.46e-07, 3.89e-10, 1.61e-10, 4.21e-12, 1.88e-06, 2.27e-06, 2.11e-06, 1.54e-08, 1.89e-08, 8.76e-09, 4.47e-08, 3.28e-08, 1.88e-09, 4.88e-11, 3.04e-08, 2.66e-09] []
564700 [7.58e-06, 4.22e-06, 9.97e-07, 2.09e-06, 1.43e-06, 2.91e-06, 5.51e-07, 4.32e-06, 6.83e-07, 5.24e-06, 1.57e-05, 6.22e-05, 1.09e-04, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 8.39e-08, 1.98e-05, 4.81e-07] [7.58e-06, 4.22e-06, 9.97e-07, 2.09e-06, 1.43e-06, 2.91e-06, 5.51e-07, 4.32e-06, 6.83e-07, 5.24e-06, 1.57e-05, 6.22e-05, 1.09e-04, 3.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.01e-09, 0.00e+00, 8.39e-08, 1.98e-05, 4.81e-07] []
564800 [6.95e-07, 1.70e-06, 9.90e-07, 1.30e-06, 6.97e-07, 2.62e-06, 2.76e-07, 2.69e-08, 1.93e-07, 3.99e-09, 1.87e-06, 2.27e-06, 2.08e-06, 4.05e-07, 1.61e-08, 1.91e-08, 7.35e-08, 5.65e-08, 6.26e-09, 3.06e-08, 3.18e-08, 1.68e-07] [6.95e-07, 1.70e-06, 9.90e-07, 1.30e-06, 6.97e-07, 2.62e-06, 2.76e-07, 2.69e-08, 1.93e-07, 3.99e-09, 1.87e-06, 2.27e-06, 2.08e-06, 4.05e-07, 1.61e-08, 1.91e-08, 7.35e-08, 5.65e-08, 6.26e-09, 3.06e-08, 3.18e-08, 1.68e-07] []
564900 [7.30e-07, 1.64e-06, 9.52e-07, 1.10e-06, 7.87e-07, 2.54e-06, 2.80e-07, 4.11e-08, 1.53e-07, 4.65e-09, 2.41e-06, 2.26e-06, 2.17e-06, 3.14e-07, 1.12e-08, 1.38e-08, 8.23e-08, 6.32e-08, 1.45e-08, 1.67e-08, 1.15e-07, 9.09e-08] [7.30e-07, 1.64e-06, 9.52e-07, 1.10e-06, 7.87e-07, 2.54e-06, 2.80e-07, 4.11e-08, 1.53e-07, 4.65e-09, 2.41e-06, 2.26e-06, 2.17e-06, 3.14e-07, 1.12e-08, 1.38e-08, 8.23e-08, 6.32e-08, 1.45e-08, 1.67e-08, 1.15e-07, 9.09e-08] []
565000 [7.06e-07, 1.74e-06, 1.00e-06, 1.01e-06, 8.08e-07, 2.48e-06, 2.87e-07, 3.74e-09, 5.58e-09, 2.70e-08, 2.49e-06, 2.57e-06, 3.44e-06, 2.71e-06, 0.00e+00, 1.25e-10, 1.68e-08, 7.23e-09, 1.48e-08, 2.41e-10, 1.15e-07, 3.78e-09] [7.06e-07, 1.74e-06, 1.00e-06, 1.01e-06, 8.08e-07, 2.48e-06, 2.87e-07, 3.74e-09, 5.58e-09, 2.70e-08, 2.49e-06, 2.57e-06, 3.44e-06, 2.71e-06, 0.00e+00, 1.25e-10, 1.68e-08, 7.23e-09, 1.48e-08, 2.41e-10, 1.15e-07, 3.78e-09] []
565100 [2.14e-06, 2.16e-06, 1.00e-06, 8.06e-07, 1.16e-06, 2.64e-06, 3.01e-07, 2.00e-06, 3.82e-07, 6.19e-07, 2.38e-05, 1.66e-05, 4.72e-05, 5.26e-05, 4.26e-07, 1.93e-07, 6.02e-07, 7.80e-07, 5.55e-07, 0.00e+00, 3.42e-06, 2.01e-07] [2.14e-06, 2.16e-06, 1.00e-06, 8.06e-07, 1.16e-06, 2.64e-06, 3.01e-07, 2.00e-06, 3.82e-07, 6.19e-07, 2.38e-05, 1.66e-05, 4.72e-05, 5.26e-05, 4.26e-07, 1.93e-07, 6.02e-07, 7.80e-07, 5.55e-07, 0.00e+00, 3.42e-06, 2.01e-07] []
565200 [4.63e-05, 1.57e-05, 4.17e-06, 8.88e-06, 4.03e-06, 7.92e-06, 1.58e-06, 2.06e-06, 1.64e-05, 5.63e-05, 8.52e-05, 5.12e-04, 5.49e-04, 2.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.67e-06, 1.73e-05] [4.63e-05, 1.57e-05, 4.17e-06, 8.88e-06, 4.03e-06, 7.92e-06, 1.58e-06, 2.06e-06, 1.64e-05, 5.63e-05, 8.52e-05, 5.12e-04, 5.49e-04, 2.58e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.67e-06, 1.73e-05] []
565300 [4.64e-05, 1.56e-05, 4.24e-06, 8.50e-06, 3.94e-06, 7.80e-06, 1.52e-06, 1.37e-05, 2.13e-08, 5.47e-05, 9.00e-05, 4.93e-04, 5.83e-04, 2.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-05, 1.77e-07] [4.64e-05, 1.56e-05, 4.24e-06, 8.50e-06, 3.94e-06, 7.80e-06, 1.52e-06, 1.37e-05, 2.13e-08, 5.47e-05, 9.00e-05, 4.93e-04, 5.83e-04, 2.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.89e-05, 1.77e-07] []
565400 [9.86e-06, 4.67e-06, 9.82e-07, 2.28e-06, 1.56e-06, 3.01e-06, 4.18e-07, 5.55e-07, 1.29e-08, 1.12e-05, 2.50e-05, 9.41e-05, 1.77e-04, 5.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 1.84e-06, 3.98e-08] [9.86e-06, 4.67e-06, 9.82e-07, 2.28e-06, 1.56e-06, 3.01e-06, 4.18e-07, 5.55e-07, 1.29e-08, 1.12e-05, 2.50e-05, 9.41e-05, 1.77e-04, 5.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 1.84e-06, 3.98e-08] []
565500 [7.17e-07, 1.62e-06, 8.89e-07, 7.69e-07, 8.52e-07, 2.36e-06, 3.10e-07, 4.36e-07, 2.22e-06, 1.86e-07, 2.21e-06, 3.51e-06, 3.65e-06, 6.44e-06, 0.00e+00, 0.00e+00, 1.03e-08, 0.00e+00, 4.73e-08, 0.00e+00, 2.25e-07, 2.88e-06] [7.17e-07, 1.62e-06, 8.89e-07, 7.69e-07, 8.52e-07, 2.36e-06, 3.10e-07, 4.36e-07, 2.22e-06, 1.86e-07, 2.21e-06, 3.51e-06, 3.65e-06, 6.44e-06, 0.00e+00, 0.00e+00, 1.03e-08, 0.00e+00, 4.73e-08, 0.00e+00, 2.25e-07, 2.88e-06] []
565600 [1.17e-06, 1.45e-06, 9.38e-07, 9.42e-07, 9.17e-07, 2.52e-06, 3.34e-07, 5.97e-06, 3.17e-07, 5.17e-07, 1.05e-05, 9.76e-06, 2.77e-05, 3.32e-05, 2.73e-07, 2.47e-07, 7.53e-07, 4.80e-07, 1.32e-06, 2.69e-08, 7.61e-06, 1.46e-07] [1.17e-06, 1.45e-06, 9.38e-07, 9.42e-07, 9.17e-07, 2.52e-06, 3.34e-07, 5.97e-06, 3.17e-07, 5.17e-07, 1.05e-05, 9.76e-06, 2.77e-05, 3.32e-05, 2.73e-07, 2.47e-07, 7.53e-07, 4.80e-07, 1.32e-06, 2.69e-08, 7.61e-06, 1.46e-07] []
565700 [2.66e-05, 6.11e-06, 2.86e-06, 3.69e-06, 3.80e-06, 5.96e-06, 1.35e-06, 2.76e-05, 3.34e-07, 3.97e-05, 8.13e-05, 2.40e-04, 4.21e-04, 1.55e-03, 2.41e-05, 2.48e-05, 1.24e-05, 8.93e-06, 7.63e-06, 1.37e-07, 4.16e-05, 7.13e-07] [2.66e-05, 6.11e-06, 2.86e-06, 3.69e-06, 3.80e-06, 5.96e-06, 1.35e-06, 2.76e-05, 3.34e-07, 3.97e-05, 8.13e-05, 2.40e-04, 4.21e-04, 1.55e-03, 2.41e-05, 2.48e-05, 1.24e-05, 8.93e-06, 7.63e-06, 1.37e-07, 4.16e-05, 7.13e-07] []
565800 [9.68e-07, 1.60e-06, 9.07e-07, 7.09e-07, 8.29e-07, 2.25e-06, 3.32e-07, 7.02e-06, 2.70e-06, 3.39e-07, 8.61e-06, 8.90e-06, 2.77e-05, 2.37e-05, 0.00e+00, 0.00e+00, 2.26e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-06, 4.09e-06] [9.68e-07, 1.60e-06, 9.07e-07, 7.09e-07, 8.29e-07, 2.25e-06, 3.32e-07, 7.02e-06, 2.70e-06, 3.39e-07, 8.61e-06, 8.90e-06, 2.77e-05, 2.37e-05, 0.00e+00, 0.00e+00, 2.26e-10, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-06, 4.09e-06] []
565900 [1.39e-05, 4.36e-06, 1.87e-06, 2.19e-06, 2.37e-06, 4.79e-06, 1.14e-06, 1.05e-07, 1.41e-04, 2.01e-05, 3.88e-05, 1.27e-04, 1.52e-04, 7.65e-04, 1.14e-05, 1.25e-05, 5.27e-06, 3.05e-06, 4.37e-08, 4.59e-05, 2.87e-07, 1.75e-04] [1.39e-05, 4.36e-06, 1.87e-06, 2.19e-06, 2.37e-06, 4.79e-06, 1.14e-06, 1.05e-07, 1.41e-04, 2.01e-05, 3.88e-05, 1.27e-04, 1.52e-04, 7.65e-04, 1.14e-05, 1.25e-05, 5.27e-06, 3.05e-06, 4.37e-08, 4.59e-05, 2.87e-07, 1.75e-04] []
566000 [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07] [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.090467 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
566000 [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07] [2.06e-06, 2.00e-06, 1.05e-06, 9.40e-07, 7.90e-07, 2.34e-06, 3.48e-07, 1.74e-05, 1.06e-07, 1.10e-06, 2.80e-05, 2.40e-05, 8.53e-05, 7.51e-05, 0.00e+00, 3.10e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-05, 2.04e-07] []
566100 [1.47e-06, 1.94e-06, 1.10e-06, 1.04e-06, 7.61e-07, 2.29e-06, 3.75e-07, 3.09e-07, 1.68e-08, 1.17e-06, 6.47e-06, 1.15e-05, 2.73e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-10, 2.45e-10, 1.32e-07, 4.69e-09] [1.47e-06, 1.94e-06, 1.10e-06, 1.04e-06, 7.61e-07, 2.29e-06, 3.75e-07, 3.09e-07, 1.68e-08, 1.17e-06, 6.47e-06, 1.15e-05, 2.73e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-10, 2.45e-10, 1.32e-07, 4.69e-09] []
566200 [9.30e-07, 1.78e-06, 9.30e-07, 7.50e-07, 9.53e-07, 2.38e-06, 3.69e-07, 1.11e-06, 2.14e-04, 8.75e-08, 3.03e-06, 3.44e-06, 2.91e-06, 1.55e-06, 0.00e+00, 0.00e+00, 4.55e-08, 3.00e-10, 9.38e-10, 3.69e-05, 1.85e-07, 1.45e-04] [9.30e-07, 1.78e-06, 9.30e-07, 7.50e-07, 9.53e-07, 2.38e-06, 3.69e-07, 1.11e-06, 2.14e-04, 8.75e-08, 3.03e-06, 3.44e-06, 2.91e-06, 1.55e-06, 0.00e+00, 0.00e+00, 4.55e-08, 3.00e-10, 9.38e-10, 3.69e-05, 1.85e-07, 1.45e-04] []
566300 [7.92e-07, 1.64e-06, 9.51e-07, 8.33e-07, 8.01e-07, 2.28e-06, 3.26e-07, 1.04e-05, 2.45e-08, 8.72e-08, 2.78e-06, 3.53e-06, 2.38e-06, 4.98e-07, 7.49e-10, 1.64e-10, 1.16e-08, 1.98e-08, 2.02e-06, 1.41e-09, 1.23e-05, 8.35e-09] [7.92e-07, 1.64e-06, 9.51e-07, 8.33e-07, 8.01e-07, 2.28e-06, 3.26e-07, 1.04e-05, 2.45e-08, 8.72e-08, 2.78e-06, 3.53e-06, 2.38e-06, 4.98e-07, 7.49e-10, 1.64e-10, 1.16e-08, 1.98e-08, 2.02e-06, 1.41e-09, 1.23e-05, 8.35e-09] []
566400 [1.37e-06, 1.66e-06, 9.83e-07, 8.60e-07, 1.06e-06, 2.28e-06, 3.60e-07, 1.93e-05, 1.90e-08, 3.94e-07, 2.99e-05, 1.93e-05, 7.15e-05, 5.27e-05, 1.57e-07, 5.67e-07, 7.31e-07, 1.06e-06, 4.98e-06, 1.06e-08, 2.81e-05, 6.09e-08] [1.37e-06, 1.66e-06, 9.83e-07, 8.60e-07, 1.06e-06, 2.28e-06, 3.60e-07, 1.93e-05, 1.90e-08, 3.94e-07, 2.99e-05, 1.93e-05, 7.15e-05, 5.27e-05, 1.57e-07, 5.67e-07, 7.31e-07, 1.06e-06, 4.98e-06, 1.06e-08, 2.81e-05, 6.09e-08] []
566500 [2.01e-05, 7.89e-06, 2.33e-06, 3.84e-06, 1.82e-06, 4.56e-06, 7.93e-07, 3.28e-05, 4.89e-07, 2.25e-05, 5.97e-05, 2.02e-04, 3.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.25e-05, 1.05e-06] [2.01e-05, 7.89e-06, 2.33e-06, 3.84e-06, 1.82e-06, 4.56e-06, 7.93e-07, 3.28e-05, 4.89e-07, 2.25e-05, 5.97e-05, 2.02e-04, 3.41e-04, 1.10e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.25e-05, 1.05e-06] []
566600 [5.67e-07, 1.46e-06, 9.81e-07, 8.69e-07, 8.25e-07, 2.10e-06, 3.97e-07, 3.49e-09, 2.58e-08, 6.37e-10, 2.09e-06, 2.59e-06, 3.10e-06, 2.85e-07, 7.31e-13, 4.27e-10, 1.55e-08, 2.85e-08, 2.79e-09, 0.00e+00, 5.96e-08, 9.05e-08] [5.67e-07, 1.46e-06, 9.81e-07, 8.69e-07, 8.25e-07, 2.10e-06, 3.97e-07, 3.49e-09, 2.58e-08, 6.37e-10, 2.09e-06, 2.59e-06, 3.10e-06, 2.85e-07, 7.31e-13, 4.27e-10, 1.55e-08, 2.85e-08, 2.79e-09, 0.00e+00, 5.96e-08, 9.05e-08] []
566700 [6.29e-07, 1.42e-06, 1.02e-06, 1.01e-06, 8.37e-07, 2.12e-06, 4.16e-07, 1.19e-10, 5.44e-11, 6.08e-08, 2.12e-06, 2.64e-06, 2.53e-06, 3.41e-06, 4.43e-08, 4.19e-08, 1.31e-07, 1.06e-07, 4.01e-08, 2.97e-13, 1.59e-07, 2.07e-08] [6.29e-07, 1.42e-06, 1.02e-06, 1.01e-06, 8.37e-07, 2.12e-06, 4.16e-07, 1.19e-10, 5.44e-11, 6.08e-08, 2.12e-06, 2.64e-06, 2.53e-06, 3.41e-06, 4.43e-08, 4.19e-08, 1.31e-07, 1.06e-07, 4.01e-08, 2.97e-13, 1.59e-07, 2.07e-08] []
566800 [6.03e-07, 1.49e-06, 9.92e-07, 9.75e-07, 8.34e-07, 2.09e-06, 4.36e-07, 2.62e-06, 3.06e-05, 2.40e-08, 8.88e-06, 6.34e-06, 1.57e-05, 6.45e-06, 4.01e-08, 5.79e-08, 2.29e-07, 3.21e-07, 3.70e-07, 6.10e-06, 2.17e-06, 2.63e-05] [6.03e-07, 1.49e-06, 9.92e-07, 9.75e-07, 8.34e-07, 2.09e-06, 4.36e-07, 2.62e-06, 3.06e-05, 2.40e-08, 8.88e-06, 6.34e-06, 1.57e-05, 6.45e-06, 4.01e-08, 5.79e-08, 2.29e-07, 3.21e-07, 3.70e-07, 6.10e-06, 2.17e-06, 2.63e-05] []
566900 [2.28e-05, 6.20e-06, 3.03e-06, 3.64e-06, 3.44e-06, 5.79e-06, 1.64e-06, 3.93e-06, 5.90e-09, 3.78e-05, 6.62e-05, 2.28e-04, 2.59e-04, 1.38e-03, 2.29e-05, 2.48e-05, 8.98e-06, 5.75e-06, 1.15e-06, 2.89e-09, 6.69e-06, 1.73e-08] [2.28e-05, 6.20e-06, 3.03e-06, 3.64e-06, 3.44e-06, 5.79e-06, 1.64e-06, 3.93e-06, 5.90e-09, 3.78e-05, 6.62e-05, 2.28e-04, 2.59e-04, 1.38e-03, 2.29e-05, 2.48e-05, 8.98e-06, 5.75e-06, 1.15e-06, 2.89e-09, 6.69e-06, 1.73e-08] []
567000 [1.22e-06, 2.62e-06, 1.84e-06, 1.38e-06, 2.27e-06, 2.57e-06, 4.11e-07, 2.54e-06, 3.88e-09, 3.52e-06, 7.43e-05, 5.46e-05, 7.78e-05, 1.09e-05, 1.25e-12, 0.00e+00, 2.44e-07, 1.66e-09, 7.02e-07, 7.93e-09, 4.08e-06, 4.79e-08] [1.22e-06, 2.62e-06, 1.84e-06, 1.38e-06, 2.27e-06, 2.57e-06, 4.11e-07, 2.54e-06, 3.88e-09, 3.52e-06, 7.43e-05, 5.46e-05, 7.78e-05, 1.09e-05, 1.25e-12, 0.00e+00, 2.44e-07, 1.66e-09, 7.02e-07, 7.93e-09, 4.08e-06, 4.79e-08] []
567100 [1.74e-06, 1.85e-06, 1.18e-06, 1.07e-06, 7.70e-07, 2.01e-06, 4.73e-07, 3.10e-06, 2.07e-09, 9.03e-07, 2.23e-05, 1.99e-05, 6.91e-05, 7.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-12, 1.10e-05, 1.35e-08] [1.74e-06, 1.85e-06, 1.18e-06, 1.07e-06, 7.70e-07, 2.01e-06, 4.73e-07, 3.10e-06, 2.07e-09, 9.03e-07, 2.23e-05, 1.99e-05, 6.91e-05, 7.26e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-12, 1.10e-05, 1.35e-08] []
567200 [3.38e-05, 1.34e-05, 4.38e-06, 6.72e-06, 2.46e-06, 7.53e-06, 9.79e-07, 3.41e-05, 1.64e-04, 3.92e-05, 8.21e-05, 3.58e-04, 4.85e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-05, 7.36e-05, 1.94e-04] [3.38e-05, 1.34e-05, 4.38e-06, 6.72e-06, 2.46e-06, 7.53e-06, 9.79e-07, 3.41e-05, 1.64e-04, 3.92e-05, 8.21e-05, 3.58e-04, 4.85e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-05, 7.36e-05, 1.94e-04] []
567300 [6.97e-07, 1.60e-06, 1.00e-06, 7.36e-07, 8.48e-07, 1.96e-06, 4.13e-07, 3.39e-06, 1.28e-11, 2.97e-08, 2.30e-06, 3.54e-06, 2.97e-06, 5.12e-07, 3.47e-09, 2.18e-08, 1.17e-07, 8.11e-10, 0.00e+00, 5.68e-12, 4.44e-06, 2.02e-09] [6.97e-07, 1.60e-06, 1.00e-06, 7.36e-07, 8.48e-07, 1.96e-06, 4.13e-07, 3.39e-06, 1.28e-11, 2.97e-08, 2.30e-06, 3.54e-06, 2.97e-06, 5.12e-07, 3.47e-09, 2.18e-08, 1.17e-07, 8.11e-10, 0.00e+00, 5.68e-12, 4.44e-06, 2.02e-09] []
567400 [1.69e-06, 1.59e-06, 1.06e-06, 1.08e-06, 1.06e-06, 2.19e-06, 4.99e-07, 4.65e-06, 6.95e-10, 1.29e-06, 1.20e-05, 1.37e-05, 4.04e-05, 6.73e-05, 6.22e-07, 5.08e-07, 1.06e-06, 6.59e-07, 1.30e-06, 5.24e-09, 7.61e-06, 2.27e-08] [1.69e-06, 1.59e-06, 1.06e-06, 1.08e-06, 1.06e-06, 2.19e-06, 4.99e-07, 4.65e-06, 6.95e-10, 1.29e-06, 1.20e-05, 1.37e-05, 4.04e-05, 6.73e-05, 6.22e-07, 5.08e-07, 1.06e-06, 6.59e-07, 1.30e-06, 5.24e-09, 7.61e-06, 2.27e-08] []
567500 [3.55e-06, 2.39e-06, 1.33e-06, 1.24e-06, 8.09e-07, 2.14e-06, 5.00e-07, 1.34e-05, 5.21e-10, 2.29e-06, 3.89e-05, 3.92e-05, 1.33e-04, 1.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-11, 3.60e-05, 6.73e-09] [3.55e-06, 2.39e-06, 1.33e-06, 1.24e-06, 8.09e-07, 2.14e-06, 5.00e-07, 1.34e-05, 5.21e-10, 2.29e-06, 3.89e-05, 3.92e-05, 1.33e-04, 1.71e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.60e-11, 3.60e-05, 6.73e-09] []
567600 [5.28e-06, 2.93e-06, 9.68e-07, 1.59e-06, 1.11e-06, 2.40e-06, 4.50e-07, 5.58e-06, 2.99e-05, 5.76e-06, 1.85e-05, 4.43e-05, 1.00e-04, 2.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-05, 5.20e-05] [5.28e-06, 2.93e-06, 9.68e-07, 1.59e-06, 1.11e-06, 2.40e-06, 4.50e-07, 5.58e-06, 2.99e-05, 5.76e-06, 1.85e-05, 4.43e-05, 1.00e-04, 2.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.60e-05, 5.20e-05] []
567700 [1.66e-06, 1.63e-06, 1.04e-06, 1.11e-06, 1.02e-06, 2.20e-06, 5.10e-07, 2.58e-06, 4.69e-09, 1.24e-06, 1.38e-05, 1.45e-05, 4.36e-05, 7.13e-05, 7.33e-07, 3.81e-07, 6.98e-07, 1.01e-06, 8.18e-07, 6.60e-09, 4.83e-06, 2.97e-08] [1.66e-06, 1.63e-06, 1.04e-06, 1.11e-06, 1.02e-06, 2.20e-06, 5.10e-07, 2.58e-06, 4.69e-09, 1.24e-06, 1.38e-05, 1.45e-05, 4.36e-05, 7.13e-05, 7.33e-07, 3.81e-07, 6.98e-07, 1.01e-06, 8.18e-07, 6.60e-09, 4.83e-06, 2.97e-08] []
567800 [2.14e-06, 2.04e-06, 3.21e-06, 4.07e-06, 2.57e-06, 2.87e-06, 2.09e-06, 1.09e-05, 2.83e-10, 2.39e-06, 3.51e-05, 8.44e-05, 1.03e-04, 5.67e-04, 7.74e-07, 2.56e-05, 7.80e-07, 1.37e-07, 0.00e+00, 0.00e+00, 9.15e-06, 4.87e-09] [2.14e-06, 2.04e-06, 3.21e-06, 4.07e-06, 2.57e-06, 2.87e-06, 2.09e-06, 1.09e-05, 2.83e-10, 2.39e-06, 3.51e-05, 8.44e-05, 1.03e-04, 5.67e-04, 7.74e-07, 2.56e-05, 7.80e-07, 1.37e-07, 0.00e+00, 0.00e+00, 9.15e-06, 4.87e-09] []
567900 [6.78e-07, 2.06e-06, 9.22e-07, 9.37e-07, 1.03e-06, 2.12e-06, 4.51e-07, 3.12e-05, 2.02e-08, 3.17e-07, 2.39e-05, 1.65e-05, 2.30e-05, 1.03e-06, 5.85e-08, 0.00e+00, 3.92e-07, 2.01e-09, 5.89e-06, 5.32e-09, 3.36e-05, 3.02e-08] [6.78e-07, 2.06e-06, 9.22e-07, 9.37e-07, 1.03e-06, 2.12e-06, 4.51e-07, 3.12e-05, 2.02e-08, 3.17e-07, 2.39e-05, 1.65e-05, 2.30e-05, 1.03e-06, 5.85e-08, 0.00e+00, 3.92e-07, 2.01e-09, 5.89e-06, 5.32e-09, 3.36e-05, 3.02e-08] []
568000 [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08] [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.299819 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
568000 [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08] [2.43e-06, 1.68e-06, 1.16e-06, 1.18e-06, 1.13e-06, 2.27e-06, 5.27e-07, 3.60e-06, 6.16e-08, 2.27e-06, 1.48e-05, 1.95e-05, 5.40e-05, 1.12e-04, 1.07e-06, 8.54e-07, 1.45e-06, 9.24e-07, 1.02e-06, 1.46e-08, 6.09e-06, 7.30e-08] []
568100 [2.41e-06, 2.12e-06, 1.23e-06, 9.27e-07, 1.04e-06, 2.25e-06, 4.50e-07, 1.85e-05, 1.59e-07, 2.98e-06, 6.95e-06, 1.54e-05, 1.07e-05, 7.00e-05, 8.35e-07, 4.65e-07, 1.01e-06, 3.90e-07, 0.00e+00, 0.00e+00, 2.74e-05, 2.11e-07] [2.41e-06, 2.12e-06, 1.23e-06, 9.27e-07, 1.04e-06, 2.25e-06, 4.50e-07, 1.85e-05, 1.59e-07, 2.98e-06, 6.95e-06, 1.54e-05, 1.07e-05, 7.00e-05, 8.35e-07, 4.65e-07, 1.01e-06, 3.90e-07, 0.00e+00, 0.00e+00, 2.74e-05, 2.11e-07] []
568200 [1.54e-06, 1.86e-06, 8.71e-07, 1.68e-06, 1.10e-06, 2.03e-06, 5.90e-07, 7.00e-05, 1.48e-05, 6.84e-08, 6.98e-06, 1.22e-05, 1.54e-05, 1.81e-05, 6.18e-07, 0.00e+00, 2.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-05, 2.02e-05] [1.54e-06, 1.86e-06, 8.71e-07, 1.68e-06, 1.10e-06, 2.03e-06, 5.90e-07, 7.00e-05, 1.48e-05, 6.84e-08, 6.98e-06, 1.22e-05, 1.54e-05, 1.81e-05, 6.18e-07, 0.00e+00, 2.95e-10, 0.00e+00, 0.00e+00, 0.00e+00, 8.31e-05, 2.02e-05] []
568300 [5.23e-06, 2.37e-06, 1.90e-06, 1.80e-06, 1.73e-06, 3.05e-06, 8.09e-07, 7.46e-06, 1.71e-11, 8.90e-06, 1.58e-05, 5.35e-05, 4.25e-05, 2.88e-04, 4.23e-06, 4.20e-06, 1.35e-06, 1.99e-06, 0.00e+00, 7.09e-11, 3.46e-06, 4.05e-10] [5.23e-06, 2.37e-06, 1.90e-06, 1.80e-06, 1.73e-06, 3.05e-06, 8.09e-07, 7.46e-06, 1.71e-11, 8.90e-06, 1.58e-05, 5.35e-05, 4.25e-05, 2.88e-04, 4.23e-06, 4.20e-06, 1.35e-06, 1.99e-06, 0.00e+00, 7.09e-11, 3.46e-06, 4.05e-10] []
568400 [8.31e-07, 1.46e-06, 1.02e-06, 9.65e-07, 9.34e-07, 2.00e-06, 4.92e-07, 5.53e-07, 1.05e-05, 2.89e-07, 3.13e-06, 4.28e-06, 7.34e-06, 1.58e-05, 9.33e-08, 1.46e-07, 4.26e-07, 9.12e-08, 4.05e-08, 0.00e+00, 2.12e-07, 1.19e-05] [8.31e-07, 1.46e-06, 1.02e-06, 9.65e-07, 9.34e-07, 2.00e-06, 4.92e-07, 5.53e-07, 1.05e-05, 2.89e-07, 3.13e-06, 4.28e-06, 7.34e-06, 1.58e-05, 9.33e-08, 1.46e-07, 4.26e-07, 9.12e-08, 4.05e-08, 0.00e+00, 2.12e-07, 1.19e-05] []
568500 [5.58e-07, 1.42e-06, 1.09e-06, 1.05e-06, 7.79e-07, 1.95e-06, 4.82e-07, 5.49e-07, 6.13e-09, 2.32e-09, 2.71e-06, 3.06e-06, 3.42e-06, 2.81e-07, 3.76e-08, 2.56e-09, 3.91e-08, 2.54e-08, 3.37e-08, 7.03e-10, 1.56e-07, 8.09e-09] [5.58e-07, 1.42e-06, 1.09e-06, 1.05e-06, 7.79e-07, 1.95e-06, 4.82e-07, 5.49e-07, 6.13e-09, 2.32e-09, 2.71e-06, 3.06e-06, 3.42e-06, 2.81e-07, 3.76e-08, 2.56e-09, 3.91e-08, 2.54e-08, 3.37e-08, 7.03e-10, 1.56e-07, 8.09e-09] []
568600 [1.47e-06, 1.66e-06, 1.08e-06, 1.34e-06, 8.42e-07, 2.18e-06, 4.53e-07, 1.30e-06, 1.90e-07, 1.24e-06, 7.12e-06, 9.18e-06, 2.33e-05, 4.76e-05, 1.20e-06, 1.23e-07, 9.29e-07, 4.96e-07, 0.00e+00, 4.60e-08, 2.48e-07, 2.48e-07] [1.47e-06, 1.66e-06, 1.08e-06, 1.34e-06, 8.42e-07, 2.18e-06, 4.53e-07, 1.30e-06, 1.90e-07, 1.24e-06, 7.12e-06, 9.18e-06, 2.33e-05, 4.76e-05, 1.20e-06, 1.23e-07, 9.29e-07, 4.96e-07, 0.00e+00, 4.60e-08, 2.48e-07, 2.48e-07] []
568700 [1.30e-06, 1.62e-06, 1.06e-06, 9.39e-07, 8.69e-07, 2.09e-06, 4.81e-07, 6.55e-08, 1.63e-05, 6.17e-07, 4.12e-06, 5.69e-06, 7.26e-06, 1.86e-05, 3.27e-07, 6.41e-08, 2.82e-07, 3.11e-07, 3.09e-08, 0.00e+00, 1.54e-07, 2.79e-05] [1.30e-06, 1.62e-06, 1.06e-06, 9.39e-07, 8.69e-07, 2.09e-06, 4.81e-07, 6.55e-08, 1.63e-05, 6.17e-07, 4.12e-06, 5.69e-06, 7.26e-06, 1.86e-05, 3.27e-07, 6.41e-08, 2.82e-07, 3.11e-07, 3.09e-08, 0.00e+00, 1.54e-07, 2.79e-05] []
568800 [7.58e-07, 1.69e-06, 1.19e-06, 9.83e-07, 7.62e-07, 1.99e-06, 4.79e-07, 9.74e-07, 2.78e-08, 2.20e-07, 3.21e-06, 5.01e-06, 8.87e-06, 2.26e-05, 0.00e+00, 0.00e+00, 1.02e-10, 8.69e-11, 1.53e-07, 0.00e+00, 9.73e-07, 4.70e-08] [7.58e-07, 1.69e-06, 1.19e-06, 9.83e-07, 7.62e-07, 1.99e-06, 4.79e-07, 9.74e-07, 2.78e-08, 2.20e-07, 3.21e-06, 5.01e-06, 8.87e-06, 2.26e-05, 0.00e+00, 0.00e+00, 1.02e-10, 8.69e-11, 1.53e-07, 0.00e+00, 9.73e-07, 4.70e-08] []
568900 [1.18e-06, 1.76e-06, 1.22e-06, 9.68e-07, 7.31e-07, 1.95e-06, 4.95e-07, 5.13e-07, 2.31e-06, 6.85e-07, 6.77e-06, 9.59e-06, 2.75e-05, 4.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 2.15e-06, 2.09e-06] [1.18e-06, 1.76e-06, 1.22e-06, 9.68e-07, 7.31e-07, 1.95e-06, 4.95e-07, 5.13e-07, 2.31e-06, 6.85e-07, 6.77e-06, 9.59e-06, 2.75e-05, 4.25e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.31e-07, 2.15e-06, 2.09e-06] []
569000 [2.31e-06, 9.34e-06, 2.01e-06, 1.32e-05, 1.62e-06, 6.65e-06, 1.49e-06, 2.20e-08, 8.66e-06, 5.18e-06, 8.38e-06, 3.58e-05, 8.51e-05, 2.30e-04, 0.00e+00, 6.67e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-06, 1.77e-05] [2.31e-06, 9.34e-06, 2.01e-06, 1.32e-05, 1.62e-06, 6.65e-06, 1.49e-06, 2.20e-08, 8.66e-06, 5.18e-06, 8.38e-06, 3.58e-05, 8.51e-05, 2.30e-04, 0.00e+00, 6.67e-06, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-06, 1.77e-05] []
569100 [2.53e-06, 2.17e-06, 1.23e-06, 1.18e-06, 7.54e-07, 2.20e-06, 4.93e-07, 7.32e-07, 5.70e-09, 2.65e-06, 9.21e-06, 2.19e-05, 4.79e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-09, 2.70e-06, 2.40e-08] [2.53e-06, 2.17e-06, 1.23e-06, 1.18e-06, 7.54e-07, 2.20e-06, 4.93e-07, 7.32e-07, 5.70e-09, 2.65e-06, 9.21e-06, 2.19e-05, 4.79e-05, 1.17e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.47e-09, 2.70e-06, 2.40e-08] []
569200 [8.56e-07, 1.71e-06, 9.86e-07, 8.25e-07, 8.42e-07, 2.01e-06, 4.62e-07, 6.03e-06, 1.20e-06, 1.45e-07, 6.28e-06, 4.68e-06, 1.09e-05, 1.03e-05, 8.76e-08, 1.02e-08, 5.64e-07, 1.88e-08, 9.65e-07, 2.57e-07, 5.93e-06, 1.33e-06] [8.56e-07, 1.71e-06, 9.86e-07, 8.25e-07, 8.42e-07, 2.01e-06, 4.62e-07, 6.03e-06, 1.20e-06, 1.45e-07, 6.28e-06, 4.68e-06, 1.09e-05, 1.03e-05, 8.76e-08, 1.02e-08, 5.64e-07, 1.88e-08, 9.65e-07, 2.57e-07, 5.93e-06, 1.33e-06] []
569300 [8.60e-07, 1.66e-06, 1.13e-06, 9.93e-07, 7.51e-07, 1.99e-06, 5.10e-07, 2.95e-09, 8.35e-08, 5.26e-07, 2.58e-06, 6.46e-06, 9.98e-06, 2.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-08, 7.95e-07, 7.97e-08] [8.60e-07, 1.66e-06, 1.13e-06, 9.93e-07, 7.51e-07, 1.99e-06, 5.10e-07, 2.95e-09, 8.35e-08, 5.26e-07, 2.58e-06, 6.46e-06, 9.98e-06, 2.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.59e-08, 7.95e-07, 7.97e-08] []
569400 [5.45e-07, 1.63e-06, 1.20e-06, 1.02e-06, 8.92e-07, 2.16e-06, 5.21e-07, 1.17e-05, 4.23e-07, 6.75e-09, 3.27e-06, 3.72e-06, 2.28e-06, 6.71e-06, 2.50e-08, 8.02e-09, 4.64e-08, 1.80e-08, 0.00e+00, 5.11e-08, 2.21e-05, 2.82e-07] [5.45e-07, 1.63e-06, 1.20e-06, 1.02e-06, 8.92e-07, 2.16e-06, 5.21e-07, 1.17e-05, 4.23e-07, 6.75e-09, 3.27e-06, 3.72e-06, 2.28e-06, 6.71e-06, 2.50e-08, 8.02e-09, 4.64e-08, 1.80e-08, 0.00e+00, 5.11e-08, 2.21e-05, 2.82e-07] []
569500 [2.61e-05, 7.93e-06, 1.77e-06, 5.20e-06, 4.69e-06, 5.31e-06, 9.78e-07, 8.79e-07, 5.78e-09, 3.63e-05, 6.03e-05, 3.44e-04, 1.20e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-07, 8.11e-12, 1.63e-06, 1.67e-09] [2.61e-05, 7.93e-06, 1.77e-06, 5.20e-06, 4.69e-06, 5.31e-06, 9.78e-07, 8.79e-07, 5.78e-09, 3.63e-05, 6.03e-05, 3.44e-04, 1.20e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-07, 8.11e-12, 1.63e-06, 1.67e-09] []
569600 [7.18e-07, 1.39e-06, 1.02e-06, 1.02e-06, 9.37e-07, 1.92e-06, 5.59e-07, 5.65e-07, 4.25e-07, 1.80e-07, 4.49e-06, 4.75e-06, 1.07e-05, 1.30e-05, 1.22e-07, 1.16e-07, 2.97e-07, 2.73e-07, 1.80e-07, 6.76e-08, 1.10e-06, 3.37e-07] [7.18e-07, 1.39e-06, 1.02e-06, 1.02e-06, 9.37e-07, 1.92e-06, 5.59e-07, 5.65e-07, 4.25e-07, 1.80e-07, 4.49e-06, 4.75e-06, 1.07e-05, 1.30e-05, 1.22e-07, 1.16e-07, 2.97e-07, 2.73e-07, 1.80e-07, 6.76e-08, 1.10e-06, 3.37e-07] []
569700 [4.78e-06, 2.77e-06, 1.38e-06, 1.48e-06, 8.55e-07, 2.33e-06, 5.78e-07, 1.25e-05, 4.97e-08, 3.43e-06, 4.67e-05, 5.28e-05, 1.68e-04, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-05, 2.37e-07] [4.78e-06, 2.77e-06, 1.38e-06, 1.48e-06, 8.55e-07, 2.33e-06, 5.78e-07, 1.25e-05, 4.97e-08, 3.43e-06, 4.67e-05, 5.28e-05, 1.68e-04, 2.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.55e-05, 2.37e-07] []
569800 [3.03e-06, 2.21e-06, 1.11e-06, 1.07e-06, 8.82e-07, 2.17e-06, 5.33e-07, 1.30e-05, 4.88e-09, 2.66e-06, 1.93e-05, 2.96e-05, 8.61e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-05, 4.15e-08] [3.03e-06, 2.21e-06, 1.11e-06, 1.07e-06, 8.82e-07, 2.17e-06, 5.33e-07, 1.30e-05, 4.88e-09, 2.66e-06, 1.93e-05, 2.96e-05, 8.61e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.68e-05, 4.15e-08] []
569900 [1.84e-05, 6.96e-06, 2.47e-06, 3.58e-06, 1.47e-06, 4.32e-06, 7.58e-07, 4.87e-05, 3.22e-09, 1.64e-05, 1.02e-04, 1.79e-04, 4.53e-04, 9.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-11, 1.22e-04, 1.34e-08] [1.84e-05, 6.96e-06, 2.47e-06, 3.58e-06, 1.47e-06, 4.32e-06, 7.58e-07, 4.87e-05, 3.22e-09, 1.64e-05, 1.02e-04, 1.79e-04, 4.53e-04, 9.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-11, 1.22e-04, 1.34e-08] []
570000 [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08] [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.925190 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
570000 [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08] [5.27e-07, 1.47e-06, 1.03e-06, 1.00e-06, 8.20e-07, 1.92e-06, 5.18e-07, 5.10e-07, 5.73e-08, 1.15e-08, 1.68e-06, 2.16e-06, 2.03e-06, 4.06e-07, 8.50e-09, 3.33e-09, 4.22e-08, 3.10e-08, 0.00e+00, 1.19e-08, 8.11e-07, 5.60e-08] []
570100 [7.73e-07, 1.56e-06, 1.89e-06, 1.01e-06, 7.46e-07, 1.97e-06, 5.27e-07, 6.36e-07, 3.60e-04, 1.67e-07, 8.13e-06, 7.26e-06, 2.22e-05, 1.71e-05, 0.00e+00, 1.21e-09, 2.60e-11, 0.00e+00, 0.00e+00, 1.26e-04, 2.39e-06, 4.52e-04] [7.73e-07, 1.56e-06, 1.89e-06, 1.01e-06, 7.46e-07, 1.97e-06, 5.27e-07, 6.36e-07, 3.60e-04, 1.67e-07, 8.13e-06, 7.26e-06, 2.22e-05, 1.71e-05, 0.00e+00, 1.21e-09, 2.60e-11, 0.00e+00, 0.00e+00, 1.26e-04, 2.39e-06, 4.52e-04] []
570200 [6.03e-07, 1.45e-06, 1.05e-06, 9.53e-07, 7.42e-07, 1.99e-06, 5.17e-07, 6.82e-07, 9.52e-08, 2.10e-07, 2.28e-06, 3.62e-06, 2.22e-06, 5.83e-06, 0.00e+00, 3.41e-10, 7.59e-09, 1.73e-08, 0.00e+00, 3.58e-09, 6.21e-07, 1.69e-08] [6.03e-07, 1.45e-06, 1.05e-06, 9.53e-07, 7.42e-07, 1.99e-06, 5.17e-07, 6.82e-07, 9.52e-08, 2.10e-07, 2.28e-06, 3.62e-06, 2.22e-06, 5.83e-06, 0.00e+00, 3.41e-10, 7.59e-09, 1.73e-08, 0.00e+00, 3.58e-09, 6.21e-07, 1.69e-08] []
570300 [6.36e-07, 1.46e-06, 1.03e-06, 9.20e-07, 7.35e-07, 2.00e-06, 4.99e-07, 2.30e-06, 5.13e-09, 1.73e-07, 2.55e-06, 3.45e-06, 2.50e-06, 6.16e-06, 0.00e+00, 5.71e-09, 3.79e-08, 4.54e-10, 3.39e-07, 6.62e-10, 2.13e-06, 3.11e-09] [6.36e-07, 1.46e-06, 1.03e-06, 9.20e-07, 7.35e-07, 2.00e-06, 4.99e-07, 2.30e-06, 5.13e-09, 1.73e-07, 2.55e-06, 3.45e-06, 2.50e-06, 6.16e-06, 0.00e+00, 5.71e-09, 3.79e-08, 4.54e-10, 3.39e-07, 6.62e-10, 2.13e-06, 3.11e-09] []
570400 [1.61e-06, 1.50e-06, 1.18e-06, 9.22e-07, 7.37e-07, 1.95e-06, 5.30e-07, 3.86e-05, 5.77e-10, 1.47e-06, 5.42e-06, 1.04e-05, 2.73e-05, 3.21e-05, 4.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-09, 3.88e-05, 6.62e-09] [1.61e-06, 1.50e-06, 1.18e-06, 9.22e-07, 7.37e-07, 1.95e-06, 5.30e-07, 3.86e-05, 5.77e-10, 1.47e-06, 5.42e-06, 1.04e-05, 2.73e-05, 3.21e-05, 4.07e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-09, 3.88e-05, 6.62e-09] []
570500 [2.64e-06, 2.18e-06, 9.17e-07, 1.29e-06, 1.30e-06, 2.49e-06, 5.18e-07, 1.04e-08, 2.53e-08, 4.53e-06, 1.50e-05, 3.85e-05, 9.79e-06, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-09, 4.49e-07, 5.78e-08] [2.64e-06, 2.18e-06, 9.17e-07, 1.29e-06, 1.30e-06, 2.49e-06, 5.18e-07, 1.04e-08, 2.53e-08, 4.53e-06, 1.50e-05, 3.85e-05, 9.79e-06, 1.33e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.72e-09, 4.49e-07, 5.78e-08] []
570600 [1.58e-06, 1.85e-06, 1.25e-06, 8.39e-07, 1.05e-06, 2.01e-06, 5.40e-07, 2.30e-05, 5.05e-07, 3.82e-07, 1.24e-05, 1.18e-05, 2.78e-05, 5.87e-05, 2.40e-07, 4.15e-07, 3.53e-07, 4.08e-07, 0.00e+00, 6.85e-08, 2.27e-05, 3.78e-07] [1.58e-06, 1.85e-06, 1.25e-06, 8.39e-07, 1.05e-06, 2.01e-06, 5.40e-07, 2.30e-05, 5.05e-07, 3.82e-07, 1.24e-05, 1.18e-05, 2.78e-05, 5.87e-05, 2.40e-07, 4.15e-07, 3.53e-07, 4.08e-07, 0.00e+00, 6.85e-08, 2.27e-05, 3.78e-07] []
570700 [2.05e-06, 1.85e-06, 1.05e-06, 9.28e-07, 7.99e-07, 2.05e-06, 5.60e-07, 1.58e-05, 6.50e-07, 1.35e-06, 1.81e-05, 2.16e-05, 7.00e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.69e-05, 8.99e-07] [2.05e-06, 1.85e-06, 1.05e-06, 9.28e-07, 7.99e-07, 2.05e-06, 5.60e-07, 1.58e-05, 6.50e-07, 1.35e-06, 1.81e-05, 2.16e-05, 7.00e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.69e-05, 8.99e-07] []
570800 [7.52e-05, 2.42e-05, 6.61e-06, 1.20e-05, 7.03e-06, 1.26e-05, 2.53e-06, 8.95e-05, 2.52e-07, 9.65e-05, 1.39e-04, 8.35e-04, 8.35e-04, 4.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-04, 6.99e-07] [7.52e-05, 2.42e-05, 6.61e-06, 1.20e-05, 7.03e-06, 1.26e-05, 2.53e-06, 8.95e-05, 2.52e-07, 9.65e-05, 1.39e-04, 8.35e-04, 8.35e-04, 4.20e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.67e-04, 6.99e-07] []
570900 [1.35e-06, 1.36e-06, 9.98e-07, 1.05e-06, 1.01e-06, 2.02e-06, 6.16e-07, 2.23e-06, 2.78e-09, 6.84e-07, 1.53e-05, 1.35e-05, 4.36e-05, 4.90e-05, 4.43e-07, 3.71e-07, 8.60e-07, 6.93e-07, 6.90e-07, 1.13e-09, 4.14e-06, 6.49e-09] [1.35e-06, 1.36e-06, 9.98e-07, 1.05e-06, 1.01e-06, 2.02e-06, 6.16e-07, 2.23e-06, 2.78e-09, 6.84e-07, 1.53e-05, 1.35e-05, 4.36e-05, 4.90e-05, 4.43e-07, 3.71e-07, 8.60e-07, 6.93e-07, 6.90e-07, 1.13e-09, 4.14e-06, 6.49e-09] []
571000 [2.28e-05, 6.69e-06, 2.11e-06, 3.51e-06, 3.14e-06, 4.25e-06, 1.01e-06, 2.63e-07, 5.04e-07, 3.49e-05, 4.46e-05, 2.42e-04, 3.07e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.40e-06] [2.28e-05, 6.69e-06, 2.11e-06, 3.51e-06, 3.14e-06, 4.25e-06, 1.01e-06, 2.63e-07, 5.04e-07, 3.49e-05, 4.46e-05, 2.42e-04, 3.07e-04, 1.30e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.76e-06, 1.40e-06] []
571100 [7.49e-07, 1.93e-06, 9.31e-07, 8.73e-07, 9.51e-07, 2.08e-06, 5.37e-07, 2.01e-05, 1.02e-06, 3.88e-08, 1.10e-05, 7.51e-06, 1.00e-05, 1.46e-07, 6.60e-08, 0.00e+00, 2.30e-07, 0.00e+00, 4.08e-06, 0.00e+00, 2.37e-05, 1.36e-05] [7.49e-07, 1.93e-06, 9.31e-07, 8.73e-07, 9.51e-07, 2.08e-06, 5.37e-07, 2.01e-05, 1.02e-06, 3.88e-08, 1.10e-05, 7.51e-06, 1.00e-05, 1.46e-07, 6.60e-08, 0.00e+00, 2.30e-07, 0.00e+00, 4.08e-06, 0.00e+00, 2.37e-05, 1.36e-05] []
571200 [1.22e-06, 1.40e-06, 1.13e-06, 9.92e-07, 7.57e-07, 1.91e-06, 6.00e-07, 1.30e-06, 9.38e-09, 2.86e-07, 1.21e-05, 1.25e-05, 3.56e-05, 2.94e-05, 0.00e+00, 1.49e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.18e-06, 5.48e-08] [1.22e-06, 1.40e-06, 1.13e-06, 9.92e-07, 7.57e-07, 1.91e-06, 6.00e-07, 1.30e-06, 9.38e-09, 2.86e-07, 1.21e-05, 1.25e-05, 3.56e-05, 2.94e-05, 0.00e+00, 1.49e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.18e-06, 5.48e-08] []
571300 [6.17e-07, 1.79e-06, 1.10e-06, 1.01e-06, 9.57e-07, 2.04e-06, 5.42e-07, 3.29e-07, 9.38e-08, 9.17e-08, 4.27e-06, 7.88e-06, 5.29e-06, 9.12e-06, 7.04e-08, 2.75e-10, 2.68e-08, 1.73e-07, 0.00e+00, 0.00e+00, 5.74e-07, 1.49e-07] [6.17e-07, 1.79e-06, 1.10e-06, 1.01e-06, 9.57e-07, 2.04e-06, 5.42e-07, 3.29e-07, 9.38e-08, 9.17e-08, 4.27e-06, 7.88e-06, 5.29e-06, 9.12e-06, 7.04e-08, 2.75e-10, 2.68e-08, 1.73e-07, 0.00e+00, 0.00e+00, 5.74e-07, 1.49e-07] []
571400 [3.84e-06, 1.74e-06, 1.25e-06, 1.31e-06, 1.21e-06, 2.42e-06, 6.76e-07, 4.83e-06, 1.64e-09, 4.12e-06, 2.17e-05, 3.39e-05, 9.08e-05, 2.06e-04, 2.25e-06, 1.79e-06, 1.75e-06, 2.02e-06, 1.37e-06, 0.00e+00, 8.14e-06, 7.44e-08] [3.84e-06, 1.74e-06, 1.25e-06, 1.31e-06, 1.21e-06, 2.42e-06, 6.76e-07, 4.83e-06, 1.64e-09, 4.12e-06, 2.17e-05, 3.39e-05, 9.08e-05, 2.06e-04, 2.25e-06, 1.79e-06, 1.75e-06, 2.02e-06, 1.37e-06, 0.00e+00, 8.14e-06, 7.44e-08] []
571500 [1.60e-06, 1.44e-06, 1.06e-06, 1.01e-06, 9.33e-07, 2.10e-06, 5.38e-07, 1.16e-05, 6.16e-10, 7.06e-07, 1.85e-05, 1.49e-05, 4.88e-05, 6.14e-05, 5.25e-07, 5.50e-07, 4.99e-07, 1.24e-06, 2.88e-06, 1.22e-08, 1.69e-05, 6.40e-08] [1.60e-06, 1.44e-06, 1.06e-06, 1.01e-06, 9.33e-07, 2.10e-06, 5.38e-07, 1.16e-05, 6.16e-10, 7.06e-07, 1.85e-05, 1.49e-05, 4.88e-05, 6.14e-05, 5.25e-07, 5.50e-07, 4.99e-07, 1.24e-06, 2.88e-06, 1.22e-08, 1.69e-05, 6.40e-08] []
571600 [8.23e-07, 1.30e-06, 9.97e-07, 9.46e-07, 8.73e-07, 2.01e-06, 5.60e-07, 2.10e-06, 1.72e-10, 2.25e-07, 9.05e-06, 7.50e-06, 2.15e-05, 1.93e-05, 1.25e-07, 1.78e-07, 5.84e-07, 2.78e-07, 4.66e-07, 1.38e-10, 2.85e-06, 1.10e-08] [8.23e-07, 1.30e-06, 9.97e-07, 9.46e-07, 8.73e-07, 2.01e-06, 5.60e-07, 2.10e-06, 1.72e-10, 2.25e-07, 9.05e-06, 7.50e-06, 2.15e-05, 1.93e-05, 1.25e-07, 1.78e-07, 5.84e-07, 2.78e-07, 4.66e-07, 1.38e-10, 2.85e-06, 1.10e-08] []
571700 [3.44e-05, 1.20e-05, 3.06e-06, 6.40e-06, 3.74e-06, 7.05e-06, 1.37e-06, 2.02e-05, 8.32e-08, 4.67e-05, 6.41e-05, 3.96e-04, 3.85e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.83e-09, 4.10e-05, 5.10e-08] [3.44e-05, 1.20e-05, 3.06e-06, 6.40e-06, 3.74e-06, 7.05e-06, 1.37e-06, 2.02e-05, 8.32e-08, 4.67e-05, 6.41e-05, 3.96e-04, 3.85e-04, 1.97e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.83e-09, 4.10e-05, 5.10e-08] []
571800 [3.75e-06, 3.42e-06, 1.05e-06, 2.09e-06, 1.28e-06, 3.00e-06, 5.77e-07, 3.84e-05, 6.19e-11, 5.33e-06, 1.06e-05, 4.80e-05, 4.08e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-06, 1.15e-09, 1.90e-05, 6.85e-09] [3.75e-06, 3.42e-06, 1.05e-06, 2.09e-06, 1.28e-06, 3.00e-06, 5.77e-07, 3.84e-05, 6.19e-11, 5.33e-06, 1.06e-05, 4.80e-05, 4.08e-05, 2.32e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.19e-06, 1.15e-09, 1.90e-05, 6.85e-09] []
571900 [7.13e-06, 2.50e-06, 2.02e-06, 1.69e-06, 1.81e-06, 2.89e-06, 7.19e-07, 3.80e-07, 3.14e-08, 7.23e-06, 5.67e-05, 6.31e-05, 2.25e-04, 4.13e-04, 3.39e-06, 3.54e-06, 3.06e-06, 4.20e-06, 5.53e-07, 2.24e-08, 3.13e-06, 1.21e-07] [7.13e-06, 2.50e-06, 2.02e-06, 1.69e-06, 1.81e-06, 2.89e-06, 7.19e-07, 3.80e-07, 3.14e-08, 7.23e-06, 5.67e-05, 6.31e-05, 2.25e-04, 4.13e-04, 3.39e-06, 3.54e-06, 3.06e-06, 4.20e-06, 5.53e-07, 2.24e-08, 3.13e-06, 1.21e-07] []
572000 [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07] [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.382215 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
572000 [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07] [1.30e-06, 1.65e-06, 9.72e-07, 1.10e-06, 9.26e-07, 2.13e-06, 5.47e-07, 1.60e-05, 3.65e-07, 1.31e-07, 2.59e-05, 1.43e-05, 5.13e-05, 3.74e-05, 4.92e-07, 1.78e-07, 4.83e-07, 6.06e-07, 3.86e-06, 0.00e+00, 2.25e-05, 2.85e-07] []
572100 [8.71e-07, 1.61e-06, 1.43e-06, 9.28e-07, 6.41e-07, 2.05e-06, 5.47e-07, 7.24e-06, 4.64e-04, 7.60e-07, 4.18e-06, 4.56e-06, 2.63e-06, 4.54e-06, 0.00e+00, 1.92e-09, 5.21e-09, 7.02e-12, 1.68e-06, 1.73e-04, 1.01e-05, 6.01e-04] [8.71e-07, 1.61e-06, 1.43e-06, 9.28e-07, 6.41e-07, 2.05e-06, 5.47e-07, 7.24e-06, 4.64e-04, 7.60e-07, 4.18e-06, 4.56e-06, 2.63e-06, 4.54e-06, 0.00e+00, 1.92e-09, 5.21e-09, 7.02e-12, 1.68e-06, 1.73e-04, 1.01e-05, 6.01e-04] []
572200 [6.27e-07, 1.41e-06, 9.37e-07, 9.14e-07, 7.31e-07, 1.98e-06, 5.82e-07, 6.55e-06, 1.76e-09, 9.26e-11, 2.00e-06, 2.58e-06, 2.03e-06, 1.28e-07, 2.18e-08, 4.61e-09, 5.85e-08, 2.71e-08, 9.08e-07, 0.00e+00, 5.62e-06, 6.28e-09] [6.27e-07, 1.41e-06, 9.37e-07, 9.14e-07, 7.31e-07, 1.98e-06, 5.82e-07, 6.55e-06, 1.76e-09, 9.26e-11, 2.00e-06, 2.58e-06, 2.03e-06, 1.28e-07, 2.18e-08, 4.61e-09, 5.85e-08, 2.71e-08, 9.08e-07, 0.00e+00, 5.62e-06, 6.28e-09] []
572300 [2.05e-06, 2.45e-06, 1.62e-06, 3.40e-06, 1.15e-06, 2.10e-06, 6.82e-07, 6.27e-06, 1.28e-08, 2.05e-06, 1.18e-05, 1.06e-05, 3.95e-05, 1.07e-04, 8.14e-07, 0.00e+00, 1.15e-07, 0.00e+00, 0.00e+00, 1.67e-09, 1.12e-05, 1.01e-08] [2.05e-06, 2.45e-06, 1.62e-06, 3.40e-06, 1.15e-06, 2.10e-06, 6.82e-07, 6.27e-06, 1.28e-08, 2.05e-06, 1.18e-05, 1.06e-05, 3.95e-05, 1.07e-04, 8.14e-07, 0.00e+00, 1.15e-07, 0.00e+00, 0.00e+00, 1.67e-09, 1.12e-05, 1.01e-08] []
572400 [4.47e-07, 1.33e-06, 9.87e-07, 9.88e-07, 8.91e-07, 1.79e-06, 6.60e-07, 3.24e-09, 2.40e-10, 3.57e-10, 1.38e-06, 1.90e-06, 1.55e-06, 6.67e-08, 1.69e-09, 6.44e-09, 4.07e-08, 3.90e-08, 4.48e-11, 2.12e-10, 1.05e-08, 5.72e-09] [4.47e-07, 1.33e-06, 9.87e-07, 9.88e-07, 8.91e-07, 1.79e-06, 6.60e-07, 3.24e-09, 2.40e-10, 3.57e-10, 1.38e-06, 1.90e-06, 1.55e-06, 6.67e-08, 1.69e-09, 6.44e-09, 4.07e-08, 3.90e-08, 4.48e-11, 2.12e-10, 1.05e-08, 5.72e-09] []
572500 [5.26e-07, 1.29e-06, 1.00e-06, 9.75e-07, 7.79e-07, 1.92e-06, 5.91e-07, 5.66e-07, 2.89e-08, 1.84e-08, 1.79e-06, 2.40e-06, 2.06e-06, 7.85e-07, 7.65e-08, 1.32e-08, 1.15e-07, 9.04e-08, 1.21e-07, 0.00e+00, 7.34e-07, 3.24e-08] [5.26e-07, 1.29e-06, 1.00e-06, 9.75e-07, 7.79e-07, 1.92e-06, 5.91e-07, 5.66e-07, 2.89e-08, 1.84e-08, 1.79e-06, 2.40e-06, 2.06e-06, 7.85e-07, 7.65e-08, 1.32e-08, 1.15e-07, 9.04e-08, 1.21e-07, 0.00e+00, 7.34e-07, 3.24e-08] []
572600 [6.68e-07, 1.23e-06, 9.93e-07, 9.51e-07, 8.64e-07, 1.96e-06, 6.23e-07, 1.39e-13, 4.20e-07, 1.58e-07, 4.20e-06, 4.24e-06, 9.07e-06, 1.03e-05, 1.23e-07, 1.16e-07, 2.77e-07, 2.62e-07, 6.32e-08, 0.00e+00, 3.57e-07, 1.53e-07] [6.68e-07, 1.23e-06, 9.93e-07, 9.51e-07, 8.64e-07, 1.96e-06, 6.23e-07, 1.39e-13, 4.20e-07, 1.58e-07, 4.20e-06, 4.24e-06, 9.07e-06, 1.03e-05, 1.23e-07, 1.16e-07, 2.77e-07, 2.62e-07, 6.32e-08, 0.00e+00, 3.57e-07, 1.53e-07] []
572700 [3.16e-05, 1.23e-05, 3.58e-06, 6.67e-06, 2.42e-06, 7.63e-06, 1.11e-06, 6.13e-05, 2.19e-05, 3.42e-05, 8.56e-05, 3.27e-04, 4.89e-04, 1.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-06, 1.29e-04, 2.91e-05] [3.16e-05, 1.23e-05, 3.58e-06, 6.67e-06, 2.42e-06, 7.63e-06, 1.11e-06, 6.13e-05, 2.19e-05, 3.42e-05, 8.56e-05, 3.27e-04, 4.89e-04, 1.74e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-06, 1.29e-04, 2.91e-05] []
572800 [1.88e-05, 5.42e-06, 3.62e-06, 3.34e-06, 3.14e-06, 5.23e-06, 1.15e-06, 5.82e-06, 2.84e-07, 2.44e-05, 9.51e-05, 1.45e-04, 3.65e-04, 9.47e-04, 1.50e-05, 1.01e-05, 6.79e-06, 6.85e-06, 0.00e+00, 5.82e-08, 2.74e-06, 3.37e-07] [1.88e-05, 5.42e-06, 3.62e-06, 3.34e-06, 3.14e-06, 5.23e-06, 1.15e-06, 5.82e-06, 2.84e-07, 2.44e-05, 9.51e-05, 1.45e-04, 3.65e-04, 9.47e-04, 1.50e-05, 1.01e-05, 6.79e-06, 6.85e-06, 0.00e+00, 5.82e-08, 2.74e-06, 3.37e-07] []
572900 [1.25e-06, 1.28e-06, 9.59e-07, 1.00e-06, 1.03e-06, 1.97e-06, 6.80e-07, 2.92e-06, 3.53e-09, 5.64e-07, 1.67e-05, 1.39e-05, 4.63e-05, 4.77e-05, 4.35e-07, 3.84e-07, 8.10e-07, 7.52e-07, 8.72e-07, 9.05e-10, 5.21e-06, 5.25e-09] [1.25e-06, 1.28e-06, 9.59e-07, 1.00e-06, 1.03e-06, 1.97e-06, 6.80e-07, 2.92e-06, 3.53e-09, 5.64e-07, 1.67e-05, 1.39e-05, 4.63e-05, 4.77e-05, 4.35e-07, 3.84e-07, 8.10e-07, 7.52e-07, 8.72e-07, 9.05e-10, 5.21e-06, 5.25e-09] []
573000 [4.68e-07, 1.27e-06, 9.10e-07, 9.23e-07, 8.23e-07, 1.82e-06, 6.71e-07, 5.38e-08, 9.33e-07, 7.82e-09, 1.97e-06, 2.36e-06, 3.38e-06, 1.26e-06, 0.00e+00, 2.44e-09, 1.55e-08, 1.52e-08, 8.88e-10, 5.08e-09, 1.94e-08, 4.43e-06] [4.68e-07, 1.27e-06, 9.10e-07, 9.23e-07, 8.23e-07, 1.82e-06, 6.71e-07, 5.38e-08, 9.33e-07, 7.82e-09, 1.97e-06, 2.36e-06, 3.38e-06, 1.26e-06, 0.00e+00, 2.44e-09, 1.55e-08, 1.52e-08, 8.88e-10, 5.08e-09, 1.94e-08, 4.43e-06] []
573100 [4.64e-07, 1.21e-06, 9.26e-07, 9.07e-07, 8.07e-07, 1.87e-06, 6.52e-07, 1.93e-07, 9.59e-07, 6.73e-10, 1.64e-06, 2.15e-06, 1.77e-06, 1.97e-07, 1.02e-08, 8.64e-09, 8.04e-08, 6.68e-08, 6.29e-10, 0.00e+00, 3.50e-08, 1.08e-07] [4.64e-07, 1.21e-06, 9.26e-07, 9.07e-07, 8.07e-07, 1.87e-06, 6.52e-07, 1.93e-07, 9.59e-07, 6.73e-10, 1.64e-06, 2.15e-06, 1.77e-06, 1.97e-07, 1.02e-08, 8.64e-09, 8.04e-08, 6.68e-08, 6.29e-10, 0.00e+00, 3.50e-08, 1.08e-07] []
573200 [5.08e-07, 1.19e-06, 1.01e-06, 9.22e-07, 7.48e-07, 1.99e-06, 5.93e-07, 1.15e-07, 9.25e-10, 3.37e-08, 4.51e-06, 3.53e-06, 4.57e-06, 2.26e-07, 7.84e-09, 2.74e-08, 9.11e-08, 6.75e-08, 8.52e-09, 2.18e-11, 6.12e-08, 1.19e-08] [5.08e-07, 1.19e-06, 1.01e-06, 9.22e-07, 7.48e-07, 1.99e-06, 5.93e-07, 1.15e-07, 9.25e-10, 3.37e-08, 4.51e-06, 3.53e-06, 4.57e-06, 2.26e-07, 7.84e-09, 2.74e-08, 9.11e-08, 6.75e-08, 8.52e-09, 2.18e-11, 6.12e-08, 1.19e-08] []
573300 [1.49e-06, 1.96e-06, 9.38e-07, 9.40e-07, 8.54e-07, 2.10e-06, 6.12e-07, 3.75e-06, 2.55e-10, 9.01e-07, 6.04e-06, 1.27e-05, 3.00e-05, 4.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-07, 4.04e-12, 1.73e-06, 1.18e-09] [1.49e-06, 1.96e-06, 9.38e-07, 9.40e-07, 8.54e-07, 2.10e-06, 6.12e-07, 3.75e-06, 2.55e-10, 9.01e-07, 6.04e-06, 1.27e-05, 3.00e-05, 4.53e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.05e-07, 4.04e-12, 1.73e-06, 1.18e-09] []
573400 [9.21e-07, 1.22e-06, 9.62e-07, 9.46e-07, 9.25e-07, 1.99e-06, 6.04e-07, 2.45e-07, 1.10e-07, 2.57e-07, 1.07e-05, 8.25e-06, 2.65e-05, 2.55e-05, 2.41e-07, 3.33e-07, 5.21e-07, 4.83e-07, 2.66e-07, 1.91e-08, 1.60e-06, 1.02e-07] [9.21e-07, 1.22e-06, 9.62e-07, 9.46e-07, 9.25e-07, 1.99e-06, 6.04e-07, 2.45e-07, 1.10e-07, 2.57e-07, 1.07e-05, 8.25e-06, 2.65e-05, 2.55e-05, 2.41e-07, 3.33e-07, 5.21e-07, 4.83e-07, 2.66e-07, 1.91e-08, 1.60e-06, 1.02e-07] []
573500 [7.41e-07, 1.21e-06, 9.45e-07, 8.92e-07, 8.72e-07, 1.95e-06, 6.37e-07, 7.42e-07, 2.05e-06, 1.40e-07, 7.46e-06, 6.41e-06, 1.70e-05, 1.46e-05, 1.29e-07, 1.22e-07, 4.53e-07, 2.93e-07, 3.80e-07, 0.00e+00, 2.34e-06, 2.40e-06] [7.41e-07, 1.21e-06, 9.45e-07, 8.92e-07, 8.72e-07, 1.95e-06, 6.37e-07, 7.42e-07, 2.05e-06, 1.40e-07, 7.46e-06, 6.41e-06, 1.70e-05, 1.46e-05, 1.29e-07, 1.22e-07, 4.53e-07, 2.93e-07, 3.80e-07, 0.00e+00, 2.34e-06, 2.40e-06] []
573600 [2.45e-05, 9.33e-06, 2.65e-06, 5.28e-06, 1.96e-06, 5.95e-06, 9.77e-07, 6.72e-05, 2.36e-07, 2.35e-05, 9.23e-05, 2.42e-04, 4.67e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 5.20e-07] [2.45e-05, 9.33e-06, 2.65e-06, 5.28e-06, 1.96e-06, 5.95e-06, 9.77e-07, 6.72e-05, 2.36e-07, 2.35e-05, 9.23e-05, 2.42e-04, 4.67e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-04, 5.20e-07] []
573700 [5.01e-05, 1.04e-05, 4.62e-06, 6.86e-06, 7.10e-06, 8.16e-06, 3.33e-06, 4.34e-05, 1.97e-06, 9.01e-05, 1.31e-04, 5.09e-04, 5.41e-04, 2.97e-03, 5.42e-05, 6.77e-05, 1.90e-05, 1.71e-05, 1.09e-05, 4.16e-07, 5.90e-05, 2.03e-06] [5.01e-05, 1.04e-05, 4.62e-06, 6.86e-06, 7.10e-06, 8.16e-06, 3.33e-06, 4.34e-05, 1.97e-06, 9.01e-05, 1.31e-04, 5.09e-04, 5.41e-04, 2.97e-03, 5.42e-05, 6.77e-05, 1.90e-05, 1.71e-05, 1.09e-05, 4.16e-07, 5.90e-05, 2.03e-06] []
573800 [4.00e-05, 1.59e-05, 3.44e-06, 9.56e-06, 3.10e-06, 9.93e-06, 1.41e-06, 5.35e-05, 4.92e-06, 4.39e-05, 9.42e-05, 4.31e-04, 5.46e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 6.54e-06] [4.00e-05, 1.59e-05, 3.44e-06, 9.56e-06, 3.10e-06, 9.93e-06, 1.41e-06, 5.35e-05, 4.92e-06, 4.39e-05, 9.42e-05, 4.31e-04, 5.46e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.24e-04, 6.54e-06] []
573900 [5.72e-06, 2.46e-06, 1.90e-06, 1.45e-06, 1.70e-06, 3.01e-06, 1.13e-06, 1.80e-07, 1.02e-07, 9.14e-06, 1.61e-05, 5.56e-05, 5.60e-05, 3.10e-04, 4.13e-06, 4.85e-06, 1.71e-06, 3.20e-06, 5.00e-08, 0.00e+00, 2.83e-07, 1.49e-07] [5.72e-06, 2.46e-06, 1.90e-06, 1.45e-06, 1.70e-06, 3.01e-06, 1.13e-06, 1.80e-07, 1.02e-07, 9.14e-06, 1.61e-05, 5.56e-05, 5.60e-05, 3.10e-04, 4.13e-06, 4.85e-06, 1.71e-06, 3.20e-06, 5.00e-08, 0.00e+00, 2.83e-07, 1.49e-07] []
574000 [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09] [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 58.001232 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
574000 [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09] [1.33e-06, 1.39e-06, 9.34e-07, 7.74e-07, 7.16e-07, 2.07e-06, 6.34e-07, 4.23e-06, 3.94e-11, 1.95e-07, 6.90e-06, 1.06e-05, 3.23e-05, 3.11e-05, 8.01e-10, 4.80e-10, 0.00e+00, 0.00e+00, 0.00e+00, 4.22e-13, 5.49e-06, 1.26e-09] []
574100 [9.67e-07, 1.44e-06, 9.76e-07, 8.86e-07, 7.60e-07, 2.02e-06, 6.70e-07, 4.21e-07, 1.34e-12, 5.72e-07, 3.41e-06, 6.78e-06, 1.41e-05, 2.27e-05, 0.00e+00, 6.56e-10, 0.00e+00, 0.00e+00, 2.98e-08, 0.00e+00, 1.45e-07, 4.67e-09] [9.67e-07, 1.44e-06, 9.76e-07, 8.86e-07, 7.60e-07, 2.02e-06, 6.70e-07, 4.21e-07, 1.34e-12, 5.72e-07, 3.41e-06, 6.78e-06, 1.41e-05, 2.27e-05, 0.00e+00, 6.56e-10, 0.00e+00, 0.00e+00, 2.98e-08, 0.00e+00, 1.45e-07, 4.67e-09] []
574200 [5.78e-06, 2.63e-06, 1.44e-06, 1.48e-06, 9.03e-07, 2.37e-06, 7.24e-07, 2.16e-05, 7.83e-10, 4.31e-06, 4.42e-05, 5.62e-05, 1.77e-04, 2.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-10, 4.99e-05, 7.76e-09] [5.78e-06, 2.63e-06, 1.44e-06, 1.48e-06, 9.03e-07, 2.37e-06, 7.24e-07, 2.16e-05, 7.83e-10, 4.31e-06, 4.42e-05, 5.62e-05, 1.77e-04, 2.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.06e-10, 4.99e-05, 7.76e-09] []
574300 [3.07e-05, 1.19e-05, 2.99e-06, 6.98e-06, 2.43e-06, 7.55e-06, 1.14e-06, 5.33e-05, 9.78e-09, 3.32e-05, 8.24e-05, 3.18e-04, 4.60e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 6.52e-08] [3.07e-05, 1.19e-05, 2.99e-06, 6.98e-06, 2.43e-06, 7.55e-06, 1.14e-06, 5.33e-05, 9.78e-09, 3.32e-05, 8.24e-05, 3.18e-04, 4.60e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.20e-04, 6.52e-08] []
574400 [1.43e-05, 4.51e-06, 1.26e-06, 2.93e-06, 1.96e-06, 3.53e-06, 7.83e-07, 6.43e-06, 5.92e-09, 1.54e-05, 6.18e-05, 1.54e-04, 4.01e-04, 8.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-08, 0.00e+00, 3.02e-07, 1.24e-08] [1.43e-05, 4.51e-06, 1.26e-06, 2.93e-06, 1.96e-06, 3.53e-06, 7.83e-07, 6.43e-06, 5.92e-09, 1.54e-05, 6.18e-05, 1.54e-04, 4.01e-04, 8.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.45e-08, 0.00e+00, 3.02e-07, 1.24e-08] []
574500 [2.61e-05, 1.03e-05, 2.77e-06, 6.12e-06, 2.05e-06, 6.74e-06, 1.05e-06, 4.01e-05, 1.97e-09, 2.65e-05, 8.62e-05, 2.71e-04, 4.56e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.11e-10, 9.75e-05, 1.96e-08] [2.61e-05, 1.03e-05, 2.77e-06, 6.12e-06, 2.05e-06, 6.74e-06, 1.05e-06, 4.01e-05, 1.97e-09, 2.65e-05, 8.62e-05, 2.71e-04, 4.56e-04, 1.45e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.11e-10, 9.75e-05, 1.96e-08] []
574600 [1.74e-06, 1.87e-06, 1.14e-06, 8.21e-07, 1.00e-06, 2.32e-06, 7.27e-07, 2.24e-05, 2.83e-07, 4.70e-08, 6.72e-05, 4.81e-05, 1.20e-04, 2.86e-05, 2.11e-08, 2.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.68e-05, 2.63e-07] [1.74e-06, 1.87e-06, 1.14e-06, 8.21e-07, 1.00e-06, 2.32e-06, 7.27e-07, 2.24e-05, 2.83e-07, 4.70e-08, 6.72e-05, 4.81e-05, 1.20e-04, 2.86e-05, 2.11e-08, 2.50e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.54e-08, 2.68e-05, 2.63e-07] []
574700 [1.04e-06, 1.76e-06, 9.31e-07, 8.44e-07, 7.91e-07, 1.98e-06, 6.40e-07, 1.53e-05, 6.12e-06, 5.21e-07, 2.41e-06, 5.82e-06, 8.79e-06, 1.78e-05, 0.00e+00, 0.00e+00, 1.57e-08, 0.00e+00, 1.70e-06, 1.91e-06, 1.04e-05, 8.67e-06] [1.04e-06, 1.76e-06, 9.31e-07, 8.44e-07, 7.91e-07, 1.98e-06, 6.40e-07, 1.53e-05, 6.12e-06, 5.21e-07, 2.41e-06, 5.82e-06, 8.79e-06, 1.78e-05, 0.00e+00, 0.00e+00, 1.57e-08, 0.00e+00, 1.70e-06, 1.91e-06, 1.04e-05, 8.67e-06] []
574800 [6.98e-07, 1.38e-06, 1.01e-06, 9.02e-07, 7.95e-07, 1.98e-06, 6.63e-07, 3.63e-06, 7.12e-07, 1.38e-07, 2.43e-06, 4.23e-06, 3.49e-06, 1.17e-05, 9.81e-11, 1.50e-09, 9.02e-09, 0.00e+00, 5.44e-07, 0.00e+00, 3.50e-06, 8.87e-07] [6.98e-07, 1.38e-06, 1.01e-06, 9.02e-07, 7.95e-07, 1.98e-06, 6.63e-07, 3.63e-06, 7.12e-07, 1.38e-07, 2.43e-06, 4.23e-06, 3.49e-06, 1.17e-05, 9.81e-11, 1.50e-09, 9.02e-09, 0.00e+00, 5.44e-07, 0.00e+00, 3.50e-06, 8.87e-07] []
574900 [6.83e-07, 1.25e-06, 9.66e-07, 9.17e-07, 8.58e-07, 1.96e-06, 6.80e-07, 5.33e-06, 1.33e-05, 1.52e-07, 2.75e-06, 3.87e-06, 5.81e-06, 1.07e-05, 1.88e-07, 5.05e-08, 2.19e-07, 2.18e-07, 0.00e+00, 0.00e+00, 5.48e-06, 1.07e-05] [6.83e-07, 1.25e-06, 9.66e-07, 9.17e-07, 8.58e-07, 1.96e-06, 6.80e-07, 5.33e-06, 1.33e-05, 1.52e-07, 2.75e-06, 3.87e-06, 5.81e-06, 1.07e-05, 1.88e-07, 5.05e-08, 2.19e-07, 2.18e-07, 0.00e+00, 0.00e+00, 5.48e-06, 1.07e-05] []
575000 [5.84e-07, 1.25e-06, 1.02e-06, 9.00e-07, 8.42e-07, 1.92e-06, 7.14e-07, 2.07e-06, 7.12e-11, 1.80e-08, 2.42e-06, 3.37e-06, 3.18e-06, 4.92e-07, 1.83e-08, 6.54e-09, 7.78e-08, 1.06e-08, 1.56e-07, 1.21e-11, 1.01e-06, 4.44e-09] [5.84e-07, 1.25e-06, 1.02e-06, 9.00e-07, 8.42e-07, 1.92e-06, 7.14e-07, 2.07e-06, 7.12e-11, 1.80e-08, 2.42e-06, 3.37e-06, 3.18e-06, 4.92e-07, 1.83e-08, 6.54e-09, 7.78e-08, 1.06e-08, 1.56e-07, 1.21e-11, 1.01e-06, 4.44e-09] []
575100 [6.85e-07, 1.40e-06, 9.98e-07, 8.76e-07, 7.93e-07, 1.88e-06, 6.97e-07, 1.24e-08, 1.01e-09, 4.26e-07, 2.03e-06, 5.04e-06, 7.02e-06, 1.83e-05, 0.00e+00, 0.00e+00, 2.07e-10, 1.19e-09, 6.55e-10, 2.23e-09, 2.60e-08, 9.08e-09] [6.85e-07, 1.40e-06, 9.98e-07, 8.76e-07, 7.93e-07, 1.88e-06, 6.97e-07, 1.24e-08, 1.01e-09, 4.26e-07, 2.03e-06, 5.04e-06, 7.02e-06, 1.83e-05, 0.00e+00, 0.00e+00, 2.07e-10, 1.19e-09, 6.55e-10, 2.23e-09, 2.60e-08, 9.08e-09] []
575200 [5.46e-06, 1.89e-06, 1.26e-06, 1.41e-06, 1.45e-06, 2.46e-06, 8.50e-07, 1.22e-05, 6.04e-07, 5.20e-06, 3.99e-05, 5.15e-05, 1.60e-04, 2.98e-04, 3.69e-06, 2.49e-06, 3.47e-06, 2.56e-06, 4.14e-06, 1.08e-07, 2.34e-05, 5.48e-07] [5.46e-06, 1.89e-06, 1.26e-06, 1.41e-06, 1.45e-06, 2.46e-06, 8.50e-07, 1.22e-05, 6.04e-07, 5.20e-06, 3.99e-05, 5.15e-05, 1.60e-04, 2.98e-04, 3.69e-06, 2.49e-06, 3.47e-06, 2.56e-06, 4.14e-06, 1.08e-07, 2.34e-05, 5.48e-07] []
575300 [2.80e-05, 6.64e-06, 3.37e-06, 4.52e-06, 4.15e-06, 5.74e-06, 2.22e-06, 5.07e-06, 1.10e-08, 4.85e-05, 8.49e-05, 2.79e-04, 3.66e-04, 1.80e-03, 2.94e-05, 3.06e-05, 1.19e-05, 8.69e-06, 1.52e-06, 3.75e-09, 8.88e-06, 2.19e-08] [2.80e-05, 6.64e-06, 3.37e-06, 4.52e-06, 4.15e-06, 5.74e-06, 2.22e-06, 5.07e-06, 1.10e-08, 4.85e-05, 8.49e-05, 2.79e-04, 3.66e-04, 1.80e-03, 2.94e-05, 3.06e-05, 1.19e-05, 8.69e-06, 1.52e-06, 3.75e-09, 8.88e-06, 2.19e-08] []
575400 [3.13e-06, 2.05e-06, 9.96e-07, 1.04e-06, 7.86e-07, 2.23e-06, 6.41e-07, 2.77e-06, 3.23e-06, 5.86e-07, 1.52e-05, 2.70e-05, 7.80e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.07e-05, 6.70e-06] [3.13e-06, 2.05e-06, 9.96e-07, 1.04e-06, 7.86e-07, 2.23e-06, 6.41e-07, 2.77e-06, 3.23e-06, 5.86e-07, 1.52e-05, 2.70e-05, 7.80e-05, 1.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-06, 1.07e-05, 6.70e-06] []
575500 [5.14e-07, 1.35e-06, 9.88e-07, 8.84e-07, 8.02e-07, 1.96e-06, 6.84e-07, 3.90e-06, 5.47e-09, 1.45e-07, 6.95e-06, 4.40e-06, 4.38e-06, 5.55e-07, 3.12e-10, 1.30e-09, 6.21e-08, 5.73e-08, 6.45e-07, 1.31e-08, 4.08e-06, 7.10e-08] [5.14e-07, 1.35e-06, 9.88e-07, 8.84e-07, 8.02e-07, 1.96e-06, 6.84e-07, 3.90e-06, 5.47e-09, 1.45e-07, 6.95e-06, 4.40e-06, 4.38e-06, 5.55e-07, 3.12e-10, 1.30e-09, 6.21e-08, 5.73e-08, 6.45e-07, 1.31e-08, 4.08e-06, 7.10e-08] []
575600 [5.46e-07, 1.37e-06, 1.04e-06, 9.60e-07, 7.85e-07, 1.91e-06, 6.77e-07, 2.63e-08, 4.29e-07, 4.23e-08, 2.96e-06, 3.10e-06, 4.25e-06, 5.25e-07, 3.04e-08, 2.18e-09, 4.38e-08, 2.01e-08, 0.00e+00, 0.00e+00, 1.70e-07, 7.65e-07] [5.46e-07, 1.37e-06, 1.04e-06, 9.60e-07, 7.85e-07, 1.91e-06, 6.77e-07, 2.63e-08, 4.29e-07, 4.23e-08, 2.96e-06, 3.10e-06, 4.25e-06, 5.25e-07, 3.04e-08, 2.18e-09, 4.38e-08, 2.01e-08, 0.00e+00, 0.00e+00, 1.70e-07, 7.65e-07] []
575700 [1.17e-06, 1.23e-06, 1.08e-06, 8.28e-07, 7.02e-07, 1.90e-06, 6.59e-07, 8.61e-06, 7.78e-06, 1.40e-07, 1.52e-05, 1.32e-05, 4.38e-05, 2.69e-05, 1.43e-10, 1.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-06, 1.74e-05, 8.53e-06] [1.17e-06, 1.23e-06, 1.08e-06, 8.28e-07, 7.02e-07, 1.90e-06, 6.59e-07, 8.61e-06, 7.78e-06, 1.40e-07, 1.52e-05, 1.32e-05, 4.38e-05, 2.69e-05, 1.43e-10, 1.05e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.84e-06, 1.74e-05, 8.53e-06] []
575800 [1.52e-06, 1.60e-06, 1.05e-06, 9.21e-07, 7.80e-07, 1.97e-06, 6.95e-07, 1.96e-06, 5.51e-10, 1.05e-06, 5.10e-06, 1.15e-05, 2.25e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-10, 3.90e-06, 1.08e-08] [1.52e-06, 1.60e-06, 1.05e-06, 9.21e-07, 7.80e-07, 1.97e-06, 6.95e-07, 1.96e-06, 5.51e-10, 1.05e-06, 5.10e-06, 1.15e-05, 2.25e-05, 5.61e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.32e-10, 3.90e-06, 1.08e-08] []
575900 [9.84e-06, 2.74e-06, 1.96e-06, 2.05e-06, 2.15e-06, 3.25e-06, 1.47e-06, 9.58e-06, 1.47e-04, 1.24e-05, 4.88e-05, 9.08e-05, 2.40e-04, 6.64e-04, 5.57e-06, 9.26e-06, 5.04e-06, 2.75e-06, 3.04e-06, 5.31e-05, 1.73e-05, 1.96e-04] [9.84e-06, 2.74e-06, 1.96e-06, 2.05e-06, 2.15e-06, 3.25e-06, 1.47e-06, 9.58e-06, 1.47e-04, 1.24e-05, 4.88e-05, 9.08e-05, 2.40e-04, 6.64e-04, 5.57e-06, 9.26e-06, 5.04e-06, 2.75e-06, 3.04e-06, 5.31e-05, 1.73e-05, 1.96e-04] []
576000 [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07] [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 53.640858 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
576000 [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07] [1.56e-06, 1.47e-06, 9.47e-07, 8.26e-07, 8.90e-07, 2.13e-06, 5.78e-07, 3.40e-05, 1.92e-07, 1.16e-06, 2.18e-05, 1.60e-05, 4.22e-05, 2.46e-05, 2.63e-07, 4.13e-07, 7.48e-07, 1.08e-06, 6.90e-06, 4.45e-08, 3.94e-05, 2.55e-07] []
576100 [9.58e-07, 1.27e-06, 9.03e-07, 7.80e-07, 7.87e-07, 1.98e-06, 6.57e-07, 6.18e-06, 2.13e-05, 2.54e-09, 8.29e-06, 8.87e-06, 1.87e-05, 8.20e-06, 6.27e-09, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.91e-06, 4.35e-05] [9.58e-07, 1.27e-06, 9.03e-07, 7.80e-07, 7.87e-07, 1.98e-06, 6.57e-07, 6.18e-06, 2.13e-05, 2.54e-09, 8.29e-06, 8.87e-06, 1.87e-05, 8.20e-06, 6.27e-09, 1.83e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.91e-06, 4.35e-05] []
576200 [8.96e-07, 1.27e-06, 9.87e-07, 7.97e-07, 7.33e-07, 2.00e-06, 6.52e-07, 4.47e-09, 1.63e-07, 1.86e-07, 3.51e-06, 5.64e-06, 1.31e-05, 1.23e-05, 4.18e-09, 9.29e-10, 0.00e+00, 0.00e+00, 8.13e-09, 0.00e+00, 5.17e-08, 1.84e-07] [8.96e-07, 1.27e-06, 9.87e-07, 7.97e-07, 7.33e-07, 2.00e-06, 6.52e-07, 4.47e-09, 1.63e-07, 1.86e-07, 3.51e-06, 5.64e-06, 1.31e-05, 1.23e-05, 4.18e-09, 9.29e-10, 0.00e+00, 0.00e+00, 8.13e-09, 0.00e+00, 5.17e-08, 1.84e-07] []
576300 [1.02e-06, 1.23e-06, 9.54e-07, 8.78e-07, 9.60e-07, 1.98e-06, 6.58e-07, 6.08e-06, 4.88e-08, 3.47e-07, 1.47e-05, 1.09e-05, 3.38e-05, 2.52e-05, 1.65e-07, 4.14e-07, 6.37e-07, 6.74e-07, 1.30e-06, 1.60e-08, 7.87e-06, 9.09e-08] [1.02e-06, 1.23e-06, 9.54e-07, 8.78e-07, 9.60e-07, 1.98e-06, 6.58e-07, 6.08e-06, 4.88e-08, 3.47e-07, 1.47e-05, 1.09e-05, 3.38e-05, 2.52e-05, 1.65e-07, 4.14e-07, 6.37e-07, 6.74e-07, 1.30e-06, 1.60e-08, 7.87e-06, 9.09e-08] []
576400 [6.69e-07, 1.36e-06, 9.95e-07, 8.68e-07, 7.88e-07, 1.89e-06, 7.29e-07, 1.60e-07, 5.27e-07, 3.89e-07, 2.82e-06, 5.01e-06, 1.02e-05, 1.79e-05, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 0.00e+00, 8.80e-08, 9.02e-07, 4.71e-07] [6.69e-07, 1.36e-06, 9.95e-07, 8.68e-07, 7.88e-07, 1.89e-06, 7.29e-07, 1.60e-07, 5.27e-07, 3.89e-07, 2.82e-06, 5.01e-06, 1.02e-05, 1.79e-05, 0.00e+00, 0.00e+00, 1.19e-08, 0.00e+00, 0.00e+00, 8.80e-08, 9.02e-07, 4.71e-07] []
576500 [6.15e-07, 1.16e-06, 9.96e-07, 8.81e-07, 7.96e-07, 1.88e-06, 7.13e-07, 1.38e-06, 1.24e-07, 1.34e-08, 6.07e-06, 5.31e-06, 9.65e-06, 1.45e-06, 4.51e-08, 8.20e-10, 5.37e-09, 1.47e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.99e-07] [6.15e-07, 1.16e-06, 9.96e-07, 8.81e-07, 7.96e-07, 1.88e-06, 7.13e-07, 1.38e-06, 1.24e-07, 1.34e-08, 6.07e-06, 5.31e-06, 9.65e-06, 1.45e-06, 4.51e-08, 8.20e-10, 5.37e-09, 1.47e-09, 0.00e+00, 0.00e+00, 2.98e-06, 2.99e-07] []
576600 [7.29e-07, 1.34e-06, 9.86e-07, 8.56e-07, 7.87e-07, 1.82e-06, 7.25e-07, 4.74e-08, 1.97e-06, 6.30e-08, 1.00e-05, 7.99e-06, 2.53e-05, 1.42e-05, 0.00e+00, 2.47e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-07, 3.19e-06] [7.29e-07, 1.34e-06, 9.86e-07, 8.56e-07, 7.87e-07, 1.82e-06, 7.25e-07, 4.74e-08, 1.97e-06, 6.30e-08, 1.00e-05, 7.99e-06, 2.53e-05, 1.42e-05, 0.00e+00, 2.47e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.89e-07, 3.19e-06] []
576700 [1.31e-06, 1.51e-06, 9.97e-07, 9.14e-07, 7.97e-07, 1.91e-06, 7.39e-07, 4.27e-07, 1.58e-08, 8.76e-07, 7.06e-06, 1.06e-05, 2.90e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-09, 1.86e-06, 1.14e-08] [1.31e-06, 1.51e-06, 9.97e-07, 9.14e-07, 7.97e-07, 1.91e-06, 7.39e-07, 4.27e-07, 1.58e-08, 8.76e-07, 7.06e-06, 1.06e-05, 2.90e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.02e-09, 1.86e-06, 1.14e-08] []
576800 [2.61e-05, 9.86e-06, 1.86e-06, 6.48e-06, 2.61e-06, 6.41e-06, 1.24e-06, 5.03e-05, 1.90e-04, 2.77e-05, 7.56e-05, 2.70e-04, 4.18e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 4.45e-04] [2.61e-05, 9.86e-06, 1.86e-06, 6.48e-06, 2.61e-06, 6.41e-06, 1.24e-06, 5.03e-05, 1.90e-04, 2.77e-05, 7.56e-05, 2.70e-04, 4.18e-04, 1.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 4.45e-04] []
576900 [9.60e-07, 1.56e-06, 9.36e-07, 7.49e-07, 8.68e-07, 1.91e-06, 6.68e-07, 2.57e-06, 3.38e-08, 5.92e-07, 3.08e-06, 4.65e-06, 3.09e-06, 9.40e-06, 9.22e-08, 5.62e-08, 5.01e-07, 1.15e-08, 0.00e+00, 3.15e-09, 2.19e-06, 1.57e-08] [9.60e-07, 1.56e-06, 9.36e-07, 7.49e-07, 8.68e-07, 1.91e-06, 6.68e-07, 2.57e-06, 3.38e-08, 5.92e-07, 3.08e-06, 4.65e-06, 3.09e-06, 9.40e-06, 9.22e-08, 5.62e-08, 5.01e-07, 1.15e-08, 0.00e+00, 3.15e-09, 2.19e-06, 1.57e-08] []
577000 [1.26e-06, 1.27e-06, 9.84e-07, 9.25e-07, 9.64e-07, 1.97e-06, 7.52e-07, 2.08e-06, 1.31e-06, 8.97e-07, 6.52e-06, 9.41e-06, 2.20e-05, 5.30e-05, 5.84e-07, 3.38e-07, 8.57e-07, 4.02e-07, 4.42e-07, 4.05e-07, 2.78e-06, 1.77e-06] [1.26e-06, 1.27e-06, 9.84e-07, 9.25e-07, 9.64e-07, 1.97e-06, 7.52e-07, 2.08e-06, 1.31e-06, 8.97e-07, 6.52e-06, 9.41e-06, 2.20e-05, 5.30e-05, 5.84e-07, 3.38e-07, 8.57e-07, 4.02e-07, 4.42e-07, 4.05e-07, 2.78e-06, 1.77e-06] []
577100 [1.63e-05, 6.12e-06, 2.12e-06, 3.59e-06, 1.47e-06, 4.22e-06, 9.66e-07, 4.98e-05, 7.25e-08, 1.41e-05, 9.81e-05, 1.64e-04, 4.20e-04, 8.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-04, 3.08e-07] [1.63e-05, 6.12e-06, 2.12e-06, 3.59e-06, 1.47e-06, 4.22e-06, 9.66e-07, 4.98e-05, 7.25e-08, 1.41e-05, 9.81e-05, 1.64e-04, 4.20e-04, 8.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.25e-04, 3.08e-07] []
577200 [8.45e-06, 3.53e-06, 2.00e-06, 2.04e-06, 1.07e-06, 2.84e-06, 8.27e-07, 1.40e-05, 6.04e-05, 7.52e-06, 6.31e-05, 8.76e-05, 2.57e-04, 4.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-05, 3.97e-05, 8.13e-05] [8.45e-06, 3.53e-06, 2.00e-06, 2.04e-06, 1.07e-06, 2.84e-06, 8.27e-07, 1.40e-05, 6.04e-05, 7.52e-06, 6.31e-05, 8.76e-05, 2.57e-04, 4.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-05, 3.97e-05, 8.13e-05] []
577300 [7.07e-07, 1.24e-06, 9.42e-07, 7.82e-07, 7.56e-07, 1.86e-06, 6.96e-07, 2.29e-06, 2.69e-08, 8.61e-08, 3.76e-06, 4.51e-06, 1.06e-05, 7.84e-06, 4.34e-10, 2.19e-09, 3.90e-10, 0.00e+00, 0.00e+00, 1.47e-10, 5.37e-06, 4.58e-08] [7.07e-07, 1.24e-06, 9.42e-07, 7.82e-07, 7.56e-07, 1.86e-06, 6.96e-07, 2.29e-06, 2.69e-08, 8.61e-08, 3.76e-06, 4.51e-06, 1.06e-05, 7.84e-06, 4.34e-10, 2.19e-09, 3.90e-10, 0.00e+00, 0.00e+00, 1.47e-10, 5.37e-06, 4.58e-08] []
577400 [5.72e-07, 1.28e-06, 9.33e-07, 8.18e-07, 8.01e-07, 1.85e-06, 7.31e-07, 1.62e-08, 2.30e-09, 2.04e-07, 1.74e-06, 3.50e-06, 4.26e-06, 8.88e-06, 0.00e+00, 1.91e-10, 1.67e-09, 3.16e-09, 7.89e-10, 3.25e-11, 1.45e-08, 1.57e-08] [5.72e-07, 1.28e-06, 9.33e-07, 8.18e-07, 8.01e-07, 1.85e-06, 7.31e-07, 1.62e-08, 2.30e-09, 2.04e-07, 1.74e-06, 3.50e-06, 4.26e-06, 8.88e-06, 0.00e+00, 1.91e-10, 1.67e-09, 3.16e-09, 7.89e-10, 3.25e-11, 1.45e-08, 1.57e-08] []
577500 [5.06e-07, 1.24e-06, 9.19e-07, 8.55e-07, 8.36e-07, 1.81e-06, 7.52e-07, 1.05e-07, 3.81e-09, 8.85e-08, 1.65e-06, 2.65e-06, 3.53e-06, 4.37e-06, 0.00e+00, 1.23e-09, 8.01e-09, 6.93e-09, 1.00e-08, 1.34e-09, 5.60e-08, 6.92e-09] [5.06e-07, 1.24e-06, 9.19e-07, 8.55e-07, 8.36e-07, 1.81e-06, 7.52e-07, 1.05e-07, 3.81e-09, 8.85e-08, 1.65e-06, 2.65e-06, 3.53e-06, 4.37e-06, 0.00e+00, 1.23e-09, 8.01e-09, 6.93e-09, 1.00e-08, 1.34e-09, 5.60e-08, 6.92e-09] []
577600 [1.09e-06, 1.42e-06, 8.92e-07, 8.87e-07, 8.43e-07, 1.83e-06, 7.71e-07, 6.40e-07, 2.16e-05, 5.92e-07, 8.51e-06, 9.54e-06, 3.01e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-06, 3.58e-05] [1.09e-06, 1.42e-06, 8.92e-07, 8.87e-07, 8.43e-07, 1.83e-06, 7.71e-07, 6.40e-07, 2.16e-05, 5.92e-07, 8.51e-06, 9.54e-06, 3.01e-05, 3.77e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.91e-06, 3.58e-05] []
577700 [2.52e-06, 1.83e-06, 1.09e-06, 1.10e-06, 8.62e-07, 2.00e-06, 8.02e-07, 1.60e-06, 5.28e-09, 1.96e-06, 1.64e-05, 2.36e-05, 6.80e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 5.46e-08] [2.52e-06, 1.83e-06, 1.09e-06, 1.10e-06, 8.62e-07, 2.00e-06, 8.02e-07, 1.60e-06, 5.28e-09, 1.96e-06, 1.64e-05, 2.36e-05, 6.80e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.72e-06, 5.46e-08] []
577800 [1.34e-06, 1.45e-06, 9.85e-07, 9.14e-07, 8.22e-07, 1.81e-06, 7.99e-07, 3.54e-06, 3.20e-07, 6.56e-07, 1.38e-05, 1.36e-05, 4.43e-05, 5.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-05, 1.10e-06] [1.34e-06, 1.45e-06, 9.85e-07, 9.14e-07, 8.22e-07, 1.81e-06, 7.99e-07, 3.54e-06, 3.20e-07, 6.56e-07, 1.38e-05, 1.36e-05, 4.43e-05, 5.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.00e-05, 1.10e-06] []
577900 [8.30e-06, 2.90e-06, 1.69e-06, 1.73e-06, 1.70e-06, 3.39e-06, 1.29e-06, 3.88e-07, 1.52e-04, 1.05e-05, 3.51e-05, 7.24e-05, 1.71e-04, 5.22e-04, 5.88e-06, 5.04e-06, 4.49e-06, 1.90e-06, 3.51e-07, 5.48e-05, 1.97e-06, 2.02e-04] [8.30e-06, 2.90e-06, 1.69e-06, 1.73e-06, 1.70e-06, 3.39e-06, 1.29e-06, 3.88e-07, 1.52e-04, 1.05e-05, 3.51e-05, 7.24e-05, 1.71e-04, 5.22e-04, 5.88e-06, 5.04e-06, 4.49e-06, 1.90e-06, 3.51e-07, 5.48e-05, 1.97e-06, 2.02e-04] []
578000 [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08] [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.758863 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
578000 [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08] [1.78e-06, 1.45e-06, 9.64e-07, 7.39e-07, 7.84e-07, 1.91e-06, 7.37e-07, 3.47e-05, 1.07e-08, 7.87e-07, 1.95e-05, 1.87e-05, 5.52e-05, 4.09e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.82e-11, 4.86e-05, 2.71e-08] []
578100 [7.44e-07, 1.20e-06, 9.21e-07, 8.82e-07, 9.35e-07, 1.90e-06, 7.70e-07, 1.76e-07, 1.92e-07, 1.52e-07, 8.08e-06, 6.08e-06, 1.63e-05, 1.07e-05, 1.55e-07, 1.30e-07, 2.43e-07, 5.41e-07, 1.11e-07, 2.51e-08, 6.99e-07, 1.41e-07] [7.44e-07, 1.20e-06, 9.21e-07, 8.82e-07, 9.35e-07, 1.90e-06, 7.70e-07, 1.76e-07, 1.92e-07, 1.52e-07, 8.08e-06, 6.08e-06, 1.63e-05, 1.07e-05, 1.55e-07, 1.30e-07, 2.43e-07, 5.41e-07, 1.11e-07, 2.51e-08, 6.99e-07, 1.41e-07] []
578200 [3.11e-05, 1.18e-05, 3.06e-06, 7.22e-06, 2.35e-06, 7.58e-06, 1.24e-06, 6.58e-05, 2.70e-07, 3.03e-05, 1.02e-04, 3.16e-04, 5.28e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-09, 1.60e-04, 2.76e-08] [3.11e-05, 1.18e-05, 3.06e-06, 7.22e-06, 2.35e-06, 7.58e-06, 1.24e-06, 6.58e-05, 2.70e-07, 3.03e-05, 1.02e-04, 3.16e-04, 5.28e-04, 1.65e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-09, 1.60e-04, 2.76e-08] []
578300 [4.70e-07, 1.16e-06, 9.11e-07, 8.73e-07, 8.53e-07, 1.84e-06, 7.75e-07, 6.31e-09, 1.25e-08, 6.74e-09, 1.50e-06, 2.00e-06, 1.77e-06, 6.76e-07, 2.92e-08, 2.24e-08, 8.32e-08, 7.65e-08, 1.37e-09, 2.78e-11, 4.93e-09, 1.04e-08] [4.70e-07, 1.16e-06, 9.11e-07, 8.73e-07, 8.53e-07, 1.84e-06, 7.75e-07, 6.31e-09, 1.25e-08, 6.74e-09, 1.50e-06, 2.00e-06, 1.77e-06, 6.76e-07, 2.92e-08, 2.24e-08, 8.32e-08, 7.65e-08, 1.37e-09, 2.78e-11, 4.93e-09, 1.04e-08] []
578400 [5.40e-07, 1.16e-06, 9.01e-07, 8.63e-07, 8.70e-07, 1.85e-06, 7.91e-07, 8.24e-07, 2.03e-07, 8.46e-08, 1.73e-06, 2.41e-06, 2.37e-06, 3.09e-06, 1.00e-07, 5.16e-08, 1.56e-07, 1.23e-07, 9.62e-08, 0.00e+00, 6.35e-07, 6.21e-08] [5.40e-07, 1.16e-06, 9.01e-07, 8.63e-07, 8.70e-07, 1.85e-06, 7.91e-07, 8.24e-07, 2.03e-07, 8.46e-08, 1.73e-06, 2.41e-06, 2.37e-06, 3.09e-06, 1.00e-07, 5.16e-08, 1.56e-07, 1.23e-07, 9.62e-08, 0.00e+00, 6.35e-07, 6.21e-08] []
578500 [1.30e-06, 1.22e-06, 9.42e-07, 9.33e-07, 1.00e-06, 1.95e-06, 8.20e-07, 2.82e-06, 2.93e-10, 7.90e-07, 9.26e-06, 1.06e-05, 2.98e-05, 4.70e-05, 6.60e-07, 3.88e-07, 7.42e-07, 6.31e-07, 8.55e-07, 7.97e-10, 5.23e-06, 5.31e-09] [1.30e-06, 1.22e-06, 9.42e-07, 9.33e-07, 1.00e-06, 1.95e-06, 8.20e-07, 2.82e-06, 2.93e-10, 7.90e-07, 9.26e-06, 1.06e-05, 2.98e-05, 4.70e-05, 6.60e-07, 3.88e-07, 7.42e-07, 6.31e-07, 8.55e-07, 7.97e-10, 5.23e-06, 5.31e-09] []
578600 [3.46e-06, 1.52e-06, 1.08e-06, 1.13e-06, 1.25e-06, 2.18e-06, 8.82e-07, 6.43e-06, 1.54e-10, 2.82e-06, 3.35e-05, 3.49e-05, 1.19e-04, 1.77e-04, 2.00e-06, 1.32e-06, 2.21e-06, 1.96e-06, 2.47e-06, 4.11e-10, 1.42e-05, 3.00e-09] [3.46e-06, 1.52e-06, 1.08e-06, 1.13e-06, 1.25e-06, 2.18e-06, 8.82e-07, 6.43e-06, 1.54e-10, 2.82e-06, 3.35e-05, 3.49e-05, 1.19e-04, 1.77e-04, 2.00e-06, 1.32e-06, 2.21e-06, 1.96e-06, 2.47e-06, 4.11e-10, 1.42e-05, 3.00e-09] []
578700 [1.09e-06, 1.21e-06, 9.25e-07, 8.98e-07, 1.01e-06, 1.90e-06, 8.20e-07, 1.14e-06, 2.04e-09, 5.08e-07, 1.09e-05, 1.00e-05, 3.10e-05, 3.69e-05, 3.99e-07, 3.25e-07, 6.77e-07, 5.69e-07, 3.90e-07, 5.43e-10, 2.41e-06, 3.31e-09] [1.09e-06, 1.21e-06, 9.25e-07, 8.98e-07, 1.01e-06, 1.90e-06, 8.20e-07, 1.14e-06, 2.04e-09, 5.08e-07, 1.09e-05, 1.00e-05, 3.10e-05, 3.69e-05, 3.99e-07, 3.25e-07, 6.77e-07, 5.69e-07, 3.90e-07, 5.43e-10, 2.41e-06, 3.31e-09] []
578800 [1.47e-05, 3.32e-06, 1.86e-06, 2.40e-06, 2.37e-06, 3.37e-06, 1.22e-06, 3.69e-05, 6.47e-07, 1.56e-05, 9.77e-05, 1.39e-04, 4.35e-04, 8.63e-04, 1.18e-05, 8.48e-06, 8.96e-06, 7.28e-06, 1.31e-05, 1.57e-07, 6.84e-05, 8.01e-07] [1.47e-05, 3.32e-06, 1.86e-06, 2.40e-06, 2.37e-06, 3.37e-06, 1.22e-06, 3.69e-05, 6.47e-07, 1.56e-05, 9.77e-05, 1.39e-04, 4.35e-04, 8.63e-04, 1.18e-05, 8.48e-06, 8.96e-06, 7.28e-06, 1.31e-05, 1.57e-07, 6.84e-05, 8.01e-07] []
578900 [4.46e-07, 1.17e-06, 9.01e-07, 8.71e-07, 8.39e-07, 1.81e-06, 7.88e-07, 1.59e-07, 3.12e-12, 4.83e-09, 1.44e-06, 1.95e-06, 1.51e-06, 2.77e-08, 1.46e-08, 1.05e-08, 5.15e-08, 5.16e-08, 4.78e-09, 1.75e-09, 2.46e-08, 7.24e-09] [4.46e-07, 1.17e-06, 9.01e-07, 8.71e-07, 8.39e-07, 1.81e-06, 7.88e-07, 1.59e-07, 3.12e-12, 4.83e-09, 1.44e-06, 1.95e-06, 1.51e-06, 2.77e-08, 1.46e-08, 1.05e-08, 5.15e-08, 5.16e-08, 4.78e-09, 1.75e-09, 2.46e-08, 7.24e-09] []
579000 [6.61e-07, 1.28e-06, 9.93e-07, 8.28e-07, 7.80e-07, 1.84e-06, 7.99e-07, 2.46e-07, 1.74e-05, 3.64e-07, 2.11e-06, 4.14e-06, 6.96e-06, 1.41e-05, 0.00e+00, 0.00e+00, 5.26e-10, 6.08e-10, 3.53e-09, 1.78e-06, 1.22e-08, 8.44e-06] [6.61e-07, 1.28e-06, 9.93e-07, 8.28e-07, 7.80e-07, 1.84e-06, 7.99e-07, 2.46e-07, 1.74e-05, 3.64e-07, 2.11e-06, 4.14e-06, 6.96e-06, 1.41e-05, 0.00e+00, 0.00e+00, 5.26e-10, 6.08e-10, 3.53e-09, 1.78e-06, 1.22e-08, 8.44e-06] []
579100 [1.90e-05, 4.59e-06, 2.50e-06, 2.97e-06, 2.88e-06, 4.30e-06, 1.68e-06, 2.28e-05, 1.50e-12, 2.78e-05, 6.41e-05, 1.73e-04, 3.33e-04, 1.14e-03, 1.77e-05, 1.52e-05, 9.47e-06, 6.06e-06, 6.56e-06, 1.89e-09, 3.58e-05, 1.02e-08] [1.90e-05, 4.59e-06, 2.50e-06, 2.97e-06, 2.88e-06, 4.30e-06, 1.68e-06, 2.28e-05, 1.50e-12, 2.78e-05, 6.41e-05, 1.73e-04, 3.33e-04, 1.14e-03, 1.77e-05, 1.52e-05, 9.47e-06, 6.06e-06, 6.56e-06, 1.89e-09, 3.58e-05, 1.02e-08] []
579200 [2.29e-06, 1.43e-06, 9.89e-07, 9.13e-07, 1.01e-06, 2.11e-06, 8.25e-07, 3.29e-06, 1.08e-10, 1.72e-06, 1.71e-05, 1.85e-05, 5.86e-05, 9.67e-05, 1.10e-06, 4.49e-07, 1.47e-06, 8.27e-07, 9.08e-07, 4.91e-11, 5.48e-06, 4.05e-09] [2.29e-06, 1.43e-06, 9.89e-07, 9.13e-07, 1.01e-06, 2.11e-06, 8.25e-07, 3.29e-06, 1.08e-10, 1.72e-06, 1.71e-05, 1.85e-05, 5.86e-05, 9.67e-05, 1.10e-06, 4.49e-07, 1.47e-06, 8.27e-07, 9.08e-07, 4.91e-11, 5.48e-06, 4.05e-09] []
579300 [3.79e-05, 1.44e-05, 3.37e-06, 8.68e-06, 3.18e-06, 9.07e-06, 1.56e-06, 4.48e-05, 2.23e-08, 4.48e-05, 7.37e-05, 4.17e-04, 4.36e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.64e-05, 6.55e-08] [3.79e-05, 1.44e-05, 3.37e-06, 8.68e-06, 3.18e-06, 9.07e-06, 1.56e-06, 4.48e-05, 2.23e-08, 4.48e-05, 7.37e-05, 4.17e-04, 4.36e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.64e-05, 6.55e-08] []
579400 [7.37e-06, 2.75e-06, 1.70e-06, 1.37e-06, 1.62e-06, 2.87e-06, 7.92e-07, 1.84e-06, 6.81e-08, 6.70e-06, 4.78e-05, 6.17e-05, 1.91e-04, 3.70e-04, 4.66e-06, 3.07e-06, 2.98e-06, 4.30e-06, 1.20e-06, 1.56e-08, 6.82e-06, 9.24e-08] [7.37e-06, 2.75e-06, 1.70e-06, 1.37e-06, 1.62e-06, 2.87e-06, 7.92e-07, 1.84e-06, 6.81e-08, 6.70e-06, 4.78e-05, 6.17e-05, 1.91e-04, 3.70e-04, 4.66e-06, 3.07e-06, 2.98e-06, 4.30e-06, 1.20e-06, 1.56e-08, 6.82e-06, 9.24e-08] []
579500 [9.29e-07, 1.14e-06, 9.34e-07, 7.03e-07, 7.58e-07, 1.90e-06, 7.62e-07, 4.81e-05, 4.56e-05, 4.62e-08, 1.66e-05, 1.42e-05, 3.62e-05, 6.01e-06, 5.23e-08, 6.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-05, 2.79e-05] [9.29e-07, 1.14e-06, 9.34e-07, 7.03e-07, 7.58e-07, 1.90e-06, 7.62e-07, 4.81e-05, 4.56e-05, 4.62e-08, 1.66e-05, 1.42e-05, 3.62e-05, 6.01e-06, 5.23e-08, 6.68e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.65e-05, 2.79e-05] []
579600 [8.83e-07, 1.40e-06, 9.38e-07, 8.43e-07, 8.05e-07, 1.94e-06, 7.56e-07, 4.61e-06, 3.07e-08, 4.35e-07, 2.23e-06, 5.71e-06, 8.44e-06, 2.27e-05, 0.00e+00, 1.02e-09, 1.84e-09, 0.00e+00, 3.93e-07, 5.97e-10, 2.49e-06, 4.48e-09] [8.83e-07, 1.40e-06, 9.38e-07, 8.43e-07, 8.05e-07, 1.94e-06, 7.56e-07, 4.61e-06, 3.07e-08, 4.35e-07, 2.23e-06, 5.71e-06, 8.44e-06, 2.27e-05, 0.00e+00, 1.02e-09, 1.84e-09, 0.00e+00, 3.93e-07, 5.97e-10, 2.49e-06, 4.48e-09] []
579700 [1.06e-06, 1.19e-06, 9.31e-07, 9.05e-07, 1.01e-06, 1.91e-06, 8.25e-07, 3.36e-06, 5.16e-08, 4.47e-07, 1.36e-05, 1.11e-05, 3.86e-05, 3.71e-05, 4.18e-07, 2.85e-07, 8.21e-07, 5.95e-07, 8.67e-07, 0.00e+00, 5.32e-06, 4.45e-08] [1.06e-06, 1.19e-06, 9.31e-07, 9.05e-07, 1.01e-06, 1.91e-06, 8.25e-07, 3.36e-06, 5.16e-08, 4.47e-07, 1.36e-05, 1.11e-05, 3.86e-05, 3.71e-05, 4.18e-07, 2.85e-07, 8.21e-07, 5.95e-07, 8.67e-07, 0.00e+00, 5.32e-06, 4.45e-08] []
579800 [4.03e-06, 1.63e-06, 1.12e-06, 1.21e-06, 1.34e-06, 2.20e-06, 9.46e-07, 1.47e-05, 4.03e-08, 3.29e-06, 3.81e-05, 4.02e-05, 1.39e-04, 2.10e-04, 2.45e-06, 1.68e-06, 2.56e-06, 2.23e-06, 4.53e-06, 8.66e-09, 2.55e-05, 5.01e-08] [4.03e-06, 1.63e-06, 1.12e-06, 1.21e-06, 1.34e-06, 2.20e-06, 9.46e-07, 1.47e-05, 4.03e-08, 3.29e-06, 3.81e-05, 4.02e-05, 1.39e-04, 2.10e-04, 2.45e-06, 1.68e-06, 2.56e-06, 2.23e-06, 4.53e-06, 8.66e-09, 2.55e-05, 5.01e-08] []
579900 [9.84e-07, 1.17e-06, 9.20e-07, 9.09e-07, 9.90e-07, 1.90e-06, 8.40e-07, 5.47e-07, 3.19e-10, 3.68e-07, 1.01e-05, 8.92e-06, 2.77e-05, 2.97e-05, 3.38e-07, 2.95e-07, 5.99e-07, 5.23e-07, 2.64e-07, 4.21e-10, 1.65e-06, 3.14e-09] [9.84e-07, 1.17e-06, 9.20e-07, 9.09e-07, 9.90e-07, 1.90e-06, 8.40e-07, 5.47e-07, 3.19e-10, 3.68e-07, 1.01e-05, 8.92e-06, 2.77e-05, 2.97e-05, 3.38e-07, 2.95e-07, 5.99e-07, 5.23e-07, 2.64e-07, 4.21e-10, 1.65e-06, 3.14e-09] []
580000 [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07] [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.778567 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
580000 [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07] [3.27e-05, 7.16e-06, 3.47e-06, 4.66e-06, 4.62e-06, 5.93e-06, 2.44e-06, 3.17e-05, 2.73e-07, 5.34e-05, 9.12e-05, 3.16e-04, 4.49e-04, 1.96e-03, 3.43e-05, 3.49e-05, 1.41e-05, 1.15e-05, 9.22e-06, 6.84e-08, 4.93e-05, 3.67e-07] []
580100 [8.17e-06, 4.56e-06, 6.92e-06, 4.24e-06, 3.86e-06, 4.97e-06, 1.15e-06, 1.72e-05, 1.51e-04, 1.19e-05, 1.28e-04, 7.29e-05, 5.01e-04, 8.36e-04, 1.39e-05, 1.84e-06, 3.28e-06, 6.23e-07, 0.00e+00, 0.00e+00, 8.12e-06, 2.57e-04] [8.17e-06, 4.56e-06, 6.92e-06, 4.24e-06, 3.86e-06, 4.97e-06, 1.15e-06, 1.72e-05, 1.51e-04, 1.19e-05, 1.28e-04, 7.29e-05, 5.01e-04, 8.36e-04, 1.39e-05, 1.84e-06, 3.28e-06, 6.23e-07, 0.00e+00, 0.00e+00, 8.12e-06, 2.57e-04] []
580200 [4.36e-07, 1.14e-06, 8.97e-07, 8.54e-07, 8.43e-07, 1.79e-06, 8.29e-07, 4.56e-09, 3.90e-08, 6.15e-09, 1.31e-06, 1.93e-06, 1.81e-06, 4.94e-07, 2.68e-09, 6.52e-09, 2.21e-08, 2.28e-08, 0.00e+00, 5.27e-09, 5.55e-08, 3.10e-08] [4.36e-07, 1.14e-06, 8.97e-07, 8.54e-07, 8.43e-07, 1.79e-06, 8.29e-07, 4.56e-09, 3.90e-08, 6.15e-09, 1.31e-06, 1.93e-06, 1.81e-06, 4.94e-07, 2.68e-09, 6.52e-09, 2.21e-08, 2.28e-08, 0.00e+00, 5.27e-09, 5.55e-08, 3.10e-08] []
580300 [4.76e-07, 1.12e-06, 9.28e-07, 8.25e-07, 8.95e-07, 1.79e-06, 8.23e-07, 3.46e-07, 1.41e-11, 3.14e-08, 1.51e-06, 2.09e-06, 1.85e-06, 1.06e-06, 5.75e-08, 4.90e-08, 8.36e-08, 1.02e-07, 0.00e+00, 3.13e-10, 9.11e-07, 4.87e-09] [4.76e-07, 1.12e-06, 9.28e-07, 8.25e-07, 8.95e-07, 1.79e-06, 8.23e-07, 3.46e-07, 1.41e-11, 3.14e-08, 1.51e-06, 2.09e-06, 1.85e-06, 1.06e-06, 5.75e-08, 4.90e-08, 8.36e-08, 1.02e-07, 0.00e+00, 3.13e-10, 9.11e-07, 4.87e-09] []
580400 [4.31e-07, 1.12e-06, 1.10e-06, 8.17e-07, 8.25e-07, 1.76e-06, 8.85e-07, 6.03e-07, 9.17e-05, 8.71e-10, 1.41e-06, 2.00e-06, 1.57e-06, 8.52e-08, 2.97e-08, 2.61e-08, 8.83e-08, 7.06e-08, 3.74e-09, 2.50e-05, 8.68e-09, 1.02e-04] [4.31e-07, 1.12e-06, 1.10e-06, 8.17e-07, 8.25e-07, 1.76e-06, 8.85e-07, 6.03e-07, 9.17e-05, 8.71e-10, 1.41e-06, 2.00e-06, 1.57e-06, 8.52e-08, 2.97e-08, 2.61e-08, 8.83e-08, 7.06e-08, 3.74e-09, 2.50e-05, 8.68e-09, 1.02e-04] []
580500 [5.19e-07, 1.13e-06, 9.14e-07, 8.20e-07, 8.86e-07, 1.81e-06, 8.63e-07, 4.76e-08, 1.36e-08, 2.68e-08, 1.81e-06, 2.31e-06, 1.87e-06, 2.47e-06, 8.02e-08, 7.39e-08, 9.59e-08, 9.01e-08, 4.66e-09, 3.71e-10, 2.02e-08, 1.33e-08] [5.19e-07, 1.13e-06, 9.14e-07, 8.20e-07, 8.86e-07, 1.81e-06, 8.63e-07, 4.76e-08, 1.36e-08, 2.68e-08, 1.81e-06, 2.31e-06, 1.87e-06, 2.47e-06, 8.02e-08, 7.39e-08, 9.59e-08, 9.01e-08, 4.66e-09, 3.71e-10, 2.02e-08, 1.33e-08] []
580600 [8.06e-07, 1.26e-06, 9.53e-07, 8.40e-07, 8.21e-07, 1.83e-06, 8.35e-07, 5.06e-07, 3.36e-13, 8.73e-08, 5.91e-06, 6.35e-06, 1.91e-05, 1.38e-05, 7.73e-10, 3.45e-09, 0.00e+00, 0.00e+00, 2.63e-08, 2.20e-10, 1.47e-07, 1.46e-09] [8.06e-07, 1.26e-06, 9.53e-07, 8.40e-07, 8.21e-07, 1.83e-06, 8.35e-07, 5.06e-07, 3.36e-13, 8.73e-08, 5.91e-06, 6.35e-06, 1.91e-05, 1.38e-05, 7.73e-10, 3.45e-09, 0.00e+00, 0.00e+00, 2.63e-08, 2.20e-10, 1.47e-07, 1.46e-09] []
580700 [1.34e-06, 1.46e-06, 1.01e-06, 9.30e-07, 8.61e-07, 1.94e-06, 8.49e-07, 8.84e-09, 1.25e-13, 9.52e-07, 5.31e-06, 1.12e-05, 2.50e-05, 5.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-10, 1.03e-06, 2.53e-09] [1.34e-06, 1.46e-06, 1.01e-06, 9.30e-07, 8.61e-07, 1.94e-06, 8.49e-07, 8.84e-09, 1.25e-13, 9.52e-07, 5.31e-06, 1.12e-05, 2.50e-05, 5.55e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.09e-10, 1.03e-06, 2.53e-09] []
580800 [1.10e-06, 1.32e-06, 1.00e-06, 8.37e-07, 8.15e-07, 1.79e-06, 8.43e-07, 2.72e-06, 1.65e-11, 4.78e-07, 1.05e-05, 1.05e-05, 3.47e-05, 3.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-10, 6.38e-06, 4.08e-09] [1.10e-06, 1.32e-06, 1.00e-06, 8.37e-07, 8.15e-07, 1.79e-06, 8.43e-07, 2.72e-06, 1.65e-11, 4.78e-07, 1.05e-05, 1.05e-05, 3.47e-05, 3.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.78e-10, 6.38e-06, 4.08e-09] []
580900 [7.74e-06, 2.72e-06, 1.78e-06, 1.65e-06, 1.59e-06, 3.23e-06, 1.08e-06, 6.22e-06, 7.17e-09, 8.76e-06, 3.73e-05, 6.08e-05, 1.79e-04, 4.17e-04, 5.40e-06, 2.68e-06, 4.32e-06, 1.80e-06, 1.80e-06, 2.91e-09, 1.02e-05, 1.81e-08] [7.74e-06, 2.72e-06, 1.78e-06, 1.65e-06, 1.59e-06, 3.23e-06, 1.08e-06, 6.22e-06, 7.17e-09, 8.76e-06, 3.73e-05, 6.08e-05, 1.79e-04, 4.17e-04, 5.40e-06, 2.68e-06, 4.32e-06, 1.80e-06, 1.80e-06, 2.91e-09, 1.02e-05, 1.81e-08] []
581000 [1.03e-06, 1.35e-06, 9.63e-07, 8.16e-07, 8.15e-07, 1.88e-06, 8.05e-07, 7.28e-08, 1.57e-08, 3.48e-07, 5.19e-06, 7.79e-06, 2.26e-05, 3.00e-05, 0.00e+00, 1.91e-10, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 2.12e-08, 2.54e-08] [1.03e-06, 1.35e-06, 9.63e-07, 8.16e-07, 8.15e-07, 1.88e-06, 8.05e-07, 7.28e-08, 1.57e-08, 3.48e-07, 5.19e-06, 7.79e-06, 2.26e-05, 3.00e-05, 0.00e+00, 1.91e-10, 0.00e+00, 0.00e+00, 1.61e-09, 0.00e+00, 2.12e-08, 2.54e-08] []
581100 [8.85e-07, 1.16e-06, 9.24e-07, 8.70e-07, 9.86e-07, 1.88e-06, 8.34e-07, 1.93e-06, 4.14e-09, 3.25e-07, 1.04e-05, 8.56e-06, 2.69e-05, 2.38e-05, 3.12e-07, 2.39e-07, 5.36e-07, 4.66e-07, 4.87e-07, 6.70e-10, 3.06e-06, 4.37e-09] [8.85e-07, 1.16e-06, 9.24e-07, 8.70e-07, 9.86e-07, 1.88e-06, 8.34e-07, 1.93e-06, 4.14e-09, 3.25e-07, 1.04e-05, 8.56e-06, 2.69e-05, 2.38e-05, 3.12e-07, 2.39e-07, 5.36e-07, 4.66e-07, 4.87e-07, 6.70e-10, 3.06e-06, 4.37e-09] []
581200 [3.07e-05, 1.16e-05, 2.89e-06, 7.25e-06, 2.41e-06, 7.53e-06, 1.32e-06, 6.04e-05, 3.12e-07, 3.16e-05, 8.87e-05, 3.12e-04, 4.85e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-04, 5.09e-07] [3.07e-05, 1.16e-05, 2.89e-06, 7.25e-06, 2.41e-06, 7.53e-06, 1.32e-06, 6.04e-05, 3.12e-07, 3.16e-05, 8.87e-05, 3.12e-04, 4.85e-04, 1.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.40e-04, 5.09e-07] []
581300 [3.94e-05, 8.27e-06, 3.75e-06, 5.37e-06, 5.40e-06, 6.57e-06, 2.73e-06, 8.85e-05, 5.39e-07, 6.14e-05, 1.12e-04, 3.90e-04, 5.83e-04, 2.32e-03, 4.34e-05, 4.41e-05, 1.76e-05, 1.45e-05, 2.69e-05, 1.17e-07, 1.36e-04, 6.12e-07] [3.94e-05, 8.27e-06, 3.75e-06, 5.37e-06, 5.40e-06, 6.57e-06, 2.73e-06, 8.85e-05, 5.39e-07, 6.14e-05, 1.12e-04, 3.90e-04, 5.83e-04, 2.32e-03, 4.34e-05, 4.41e-05, 1.76e-05, 1.45e-05, 2.69e-05, 1.17e-07, 1.36e-04, 6.12e-07] []
581400 [5.17e-07, 1.14e-06, 8.84e-07, 8.60e-07, 9.61e-07, 1.82e-06, 8.40e-07, 2.01e-08, 5.74e-05, 6.22e-08, 1.97e-06, 2.48e-06, 3.53e-06, 3.20e-06, 7.31e-08, 5.44e-08, 1.52e-07, 1.50e-07, 5.48e-09, 0.00e+00, 3.20e-08, 7.98e-05] [5.17e-07, 1.14e-06, 8.84e-07, 8.60e-07, 9.61e-07, 1.82e-06, 8.40e-07, 2.01e-08, 5.74e-05, 6.22e-08, 1.97e-06, 2.48e-06, 3.53e-06, 3.20e-06, 7.31e-08, 5.44e-08, 1.52e-07, 1.50e-07, 5.48e-09, 0.00e+00, 3.20e-08, 7.98e-05] []
581500 [4.84e-07, 1.21e-06, 9.54e-07, 8.56e-07, 8.40e-07, 1.78e-06, 8.31e-07, 2.55e-07, 4.34e-08, 1.06e-08, 3.01e-06, 2.81e-06, 5.52e-06, 1.22e-06, 4.10e-08, 9.12e-09, 2.12e-08, 1.91e-08, 1.14e-08, 0.00e+00, 6.46e-08, 3.46e-08] [4.84e-07, 1.21e-06, 9.54e-07, 8.56e-07, 8.40e-07, 1.78e-06, 8.31e-07, 2.55e-07, 4.34e-08, 1.06e-08, 3.01e-06, 2.81e-06, 5.52e-06, 1.22e-06, 4.10e-08, 9.12e-09, 2.12e-08, 1.91e-08, 1.14e-08, 0.00e+00, 6.46e-08, 3.46e-08] []
581600 [5.25e-07, 1.15e-06, 9.35e-07, 7.87e-07, 8.96e-07, 1.86e-06, 8.47e-07, 3.00e-06, 4.41e-10, 5.90e-10, 2.32e-06, 2.32e-06, 2.52e-06, 6.95e-07, 2.94e-08, 1.50e-08, 1.40e-07, 6.54e-08, 0.00e+00, 2.31e-10, 2.26e-06, 4.07e-09] [5.25e-07, 1.15e-06, 9.35e-07, 7.87e-07, 8.96e-07, 1.86e-06, 8.47e-07, 3.00e-06, 4.41e-10, 5.90e-10, 2.32e-06, 2.32e-06, 2.52e-06, 6.95e-07, 2.94e-08, 1.50e-08, 1.40e-07, 6.54e-08, 0.00e+00, 2.31e-10, 2.26e-06, 4.07e-09] []
581700 [8.43e-07, 1.17e-06, 9.58e-07, 8.54e-07, 9.68e-07, 1.88e-06, 8.64e-07, 6.88e-07, 1.83e-09, 3.82e-07, 3.50e-06, 5.17e-06, 9.17e-06, 1.92e-05, 3.65e-07, 1.92e-07, 3.39e-07, 3.48e-07, 1.42e-07, 6.28e-10, 9.25e-07, 3.57e-09] [8.43e-07, 1.17e-06, 9.58e-07, 8.54e-07, 9.68e-07, 1.88e-06, 8.64e-07, 6.88e-07, 1.83e-09, 3.82e-07, 3.50e-06, 5.17e-06, 9.17e-06, 1.92e-05, 3.65e-07, 1.92e-07, 3.39e-07, 3.48e-07, 1.42e-07, 6.28e-10, 9.25e-07, 3.57e-09] []
581800 [3.36e-05, 1.10e-05, 3.69e-06, 6.19e-06, 3.14e-06, 6.90e-06, 1.56e-06, 1.54e-05, 1.06e-04, 4.48e-05, 6.56e-05, 3.66e-04, 4.11e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 3.60e-05, 1.11e-04] [3.36e-05, 1.10e-05, 3.69e-06, 6.19e-06, 3.14e-06, 6.90e-06, 1.56e-06, 1.54e-05, 1.06e-04, 4.48e-05, 6.56e-05, 3.66e-04, 4.11e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 3.60e-05, 1.11e-04] []
581900 [2.25e-06, 1.43e-06, 1.12e-06, 8.09e-07, 1.19e-06, 2.02e-06, 8.43e-07, 2.86e-05, 1.01e-07, 1.36e-06, 2.13e-05, 1.93e-05, 6.45e-05, 8.91e-05, 4.86e-07, 1.14e-06, 8.08e-07, 1.69e-06, 5.40e-06, 3.42e-08, 3.05e-05, 1.99e-07] [2.25e-06, 1.43e-06, 1.12e-06, 8.09e-07, 1.19e-06, 2.02e-06, 8.43e-07, 2.86e-05, 1.01e-07, 1.36e-06, 2.13e-05, 1.93e-05, 6.45e-05, 8.91e-05, 4.86e-07, 1.14e-06, 8.08e-07, 1.69e-06, 5.40e-06, 3.42e-08, 3.05e-05, 1.99e-07] []
582000 [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06] [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 60.086365 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
582000 [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06] [4.58e-06, 1.61e-06, 1.18e-06, 1.14e-06, 1.40e-06, 2.24e-06, 1.03e-06, 3.88e-06, 7.24e-06, 5.04e-06, 2.09e-05, 3.64e-05, 8.80e-05, 2.10e-04, 2.74e-06, 2.14e-06, 2.68e-06, 1.56e-06, 1.24e-06, 3.99e-07, 7.45e-06, 2.02e-06] []
582100 [6.23e-06, 2.72e-06, 1.61e-06, 1.31e-06, 1.48e-06, 2.78e-06, 8.27e-07, 6.28e-06, 1.59e-08, 5.59e-06, 4.81e-05, 5.67e-05, 1.95e-04, 3.37e-04, 4.30e-06, 2.30e-06, 3.33e-06, 4.83e-06, 2.34e-06, 9.44e-09, 1.31e-05, 5.80e-08] [6.23e-06, 2.72e-06, 1.61e-06, 1.31e-06, 1.48e-06, 2.78e-06, 8.27e-07, 6.28e-06, 1.59e-08, 5.59e-06, 4.81e-05, 5.67e-05, 1.95e-04, 3.37e-04, 4.30e-06, 2.30e-06, 3.33e-06, 4.83e-06, 2.34e-06, 9.44e-09, 1.31e-05, 5.80e-08] []
582200 [9.64e-07, 1.14e-06, 1.01e-06, 6.83e-07, 7.75e-07, 1.94e-06, 7.99e-07, 4.20e-05, 4.80e-08, 3.43e-09, 1.26e-05, 1.09e-05, 3.33e-05, 1.35e-05, 8.21e-09, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 7.48e-08] [9.64e-07, 1.14e-06, 1.01e-06, 6.83e-07, 7.75e-07, 1.94e-06, 7.99e-07, 4.20e-05, 4.80e-08, 3.43e-09, 1.26e-05, 1.09e-05, 3.33e-05, 1.35e-05, 8.21e-09, 4.44e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 7.48e-08] []
582300 [5.74e-07, 1.26e-06, 8.61e-07, 8.10e-07, 8.59e-07, 1.90e-06, 8.10e-07, 9.57e-06, 3.16e-06, 2.05e-07, 3.19e-06, 3.79e-06, 1.99e-06, 4.18e-06, 9.86e-10, 7.88e-09, 2.54e-08, 3.05e-09, 1.39e-06, 0.00e+00, 8.48e-06, 8.79e-07] [5.74e-07, 1.26e-06, 8.61e-07, 8.10e-07, 8.59e-07, 1.90e-06, 8.10e-07, 9.57e-06, 3.16e-06, 2.05e-07, 3.19e-06, 3.79e-06, 1.99e-06, 4.18e-06, 9.86e-10, 7.88e-09, 2.54e-08, 3.05e-09, 1.39e-06, 0.00e+00, 8.48e-06, 8.79e-07] []
582400 [2.11e-06, 1.58e-06, 1.10e-06, 9.71e-07, 8.67e-07, 1.85e-06, 8.94e-07, 4.32e-06, 8.41e-10, 1.21e-06, 1.98e-05, 2.11e-05, 7.04e-05, 9.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.92e-06, 3.35e-08] [2.11e-06, 1.58e-06, 1.10e-06, 9.71e-07, 8.67e-07, 1.85e-06, 8.94e-07, 4.32e-06, 8.41e-10, 1.21e-06, 1.98e-05, 2.11e-05, 7.04e-05, 9.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.92e-06, 3.35e-08] []
582500 [8.25e-06, 4.24e-06, 9.94e-07, 3.17e-06, 1.35e-06, 3.68e-06, 7.70e-07, 4.29e-06, 7.39e-09, 1.34e-05, 1.08e-05, 9.49e-05, 4.91e-05, 3.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-07, 1.30e-11, 3.20e-06, 1.76e-09] [8.25e-06, 4.24e-06, 9.94e-07, 3.17e-06, 1.35e-06, 3.68e-06, 7.70e-07, 4.29e-06, 7.39e-09, 1.34e-05, 1.08e-05, 9.49e-05, 4.91e-05, 3.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-07, 1.30e-11, 3.20e-06, 1.76e-09] []
582600 [1.40e-06, 1.27e-06, 9.32e-07, 7.71e-07, 9.86e-07, 1.98e-06, 7.51e-07, 3.60e-06, 5.76e-06, 1.21e-06, 1.34e-05, 1.12e-05, 3.01e-05, 2.81e-05, 3.25e-07, 3.73e-07, 5.25e-07, 5.52e-07, 7.23e-07, 0.00e+00, 4.45e-06, 1.73e-05] [1.40e-06, 1.27e-06, 9.32e-07, 7.71e-07, 9.86e-07, 1.98e-06, 7.51e-07, 3.60e-06, 5.76e-06, 1.21e-06, 1.34e-05, 1.12e-05, 3.01e-05, 2.81e-05, 3.25e-07, 3.73e-07, 5.25e-07, 5.52e-07, 7.23e-07, 0.00e+00, 4.45e-06, 1.73e-05] []
582700 [1.32e-06, 1.22e-06, 1.02e-06, 8.71e-07, 1.07e-06, 1.95e-06, 9.20e-07, 6.73e-09, 8.83e-09, 1.21e-06, 5.09e-06, 8.59e-06, 1.68e-05, 4.48e-05, 5.13e-07, 3.74e-07, 5.54e-07, 4.49e-07, 9.85e-08, 5.16e-10, 6.26e-07, 5.88e-09] [1.32e-06, 1.22e-06, 1.02e-06, 8.71e-07, 1.07e-06, 1.95e-06, 9.20e-07, 6.73e-09, 8.83e-09, 1.21e-06, 5.09e-06, 8.59e-06, 1.68e-05, 4.48e-05, 5.13e-07, 3.74e-07, 5.54e-07, 4.49e-07, 9.85e-08, 5.16e-10, 6.26e-07, 5.88e-09] []
582800 [7.63e-07, 1.15e-06, 9.13e-07, 8.87e-07, 1.00e-06, 1.85e-06, 8.72e-07, 1.07e-06, 2.00e-07, 1.36e-07, 8.53e-06, 7.07e-06, 1.88e-05, 1.32e-05, 2.41e-07, 2.21e-07, 3.82e-07, 3.59e-07, 3.48e-07, 4.77e-09, 2.20e-06, 2.40e-08] [7.63e-07, 1.15e-06, 9.13e-07, 8.87e-07, 1.00e-06, 1.85e-06, 8.72e-07, 1.07e-06, 2.00e-07, 1.36e-07, 8.53e-06, 7.07e-06, 1.88e-05, 1.32e-05, 2.41e-07, 2.21e-07, 3.82e-07, 3.59e-07, 3.48e-07, 4.77e-09, 2.20e-06, 2.40e-08] []
582900 [1.82e-05, 6.53e-06, 2.13e-06, 3.96e-06, 1.67e-06, 4.55e-06, 1.12e-06, 2.59e-05, 5.73e-07, 1.68e-05, 7.64e-05, 1.76e-04, 3.77e-04, 9.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-05, 8.67e-07] [1.82e-05, 6.53e-06, 2.13e-06, 3.96e-06, 1.67e-06, 4.55e-06, 1.12e-06, 2.59e-05, 5.73e-07, 1.68e-05, 7.64e-05, 1.76e-04, 3.77e-04, 9.63e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.96e-05, 8.67e-07] []
583000 [4.22e-05, 9.17e-06, 4.24e-06, 5.95e-06, 5.98e-06, 7.17e-06, 3.22e-06, 3.25e-05, 1.30e-06, 7.45e-05, 1.11e-04, 4.26e-04, 4.79e-04, 2.51e-03, 4.79e-05, 5.21e-05, 1.73e-05, 1.40e-05, 9.36e-06, 3.83e-07, 4.97e-05, 1.92e-06] [4.22e-05, 9.17e-06, 4.24e-06, 5.95e-06, 5.98e-06, 7.17e-06, 3.22e-06, 3.25e-05, 1.30e-06, 7.45e-05, 1.11e-04, 4.26e-04, 4.79e-04, 2.51e-03, 4.79e-05, 5.21e-05, 1.73e-05, 1.40e-05, 9.36e-06, 3.83e-07, 4.97e-05, 1.92e-06] []
583100 [2.37e-05, 7.12e-06, 7.47e-06, 1.80e-05, 1.00e-05, 5.24e-06, 6.17e-06, 8.09e-06, 2.50e-05, 3.79e-05, 1.23e-04, 2.52e-04, 6.02e-04, 2.10e-03, 8.56e-06, 1.03e-04, 8.66e-06, 5.63e-06, 1.90e-06, 0.00e+00, 1.02e-05, 3.01e-05] [2.37e-05, 7.12e-06, 7.47e-06, 1.80e-05, 1.00e-05, 5.24e-06, 6.17e-06, 8.09e-06, 2.50e-05, 3.79e-05, 1.23e-04, 2.52e-04, 6.02e-04, 2.10e-03, 8.56e-06, 1.03e-04, 8.66e-06, 5.63e-06, 1.90e-06, 0.00e+00, 1.02e-05, 3.01e-05] []
583200 [4.74e-07, 1.18e-06, 9.00e-07, 8.77e-07, 8.94e-07, 1.81e-06, 8.85e-07, 5.80e-09, 3.29e-10, 1.87e-08, 1.40e-06, 1.94e-06, 1.70e-06, 5.28e-07, 3.42e-08, 2.96e-08, 7.72e-08, 6.11e-08, 4.62e-09, 7.74e-11, 2.00e-08, 2.90e-09] [4.74e-07, 1.18e-06, 9.00e-07, 8.77e-07, 8.94e-07, 1.81e-06, 8.85e-07, 5.80e-09, 3.29e-10, 1.87e-08, 1.40e-06, 1.94e-06, 1.70e-06, 5.28e-07, 3.42e-08, 2.96e-08, 7.72e-08, 6.11e-08, 4.62e-09, 7.74e-11, 2.00e-08, 2.90e-09] []
583300 [2.58e-06, 1.79e-06, 1.10e-06, 1.09e-06, 8.60e-07, 2.04e-06, 8.74e-07, 2.32e-06, 4.43e-11, 1.84e-06, 1.90e-05, 2.49e-05, 7.63e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-11, 6.69e-06, 3.84e-09] [2.58e-06, 1.79e-06, 1.10e-06, 1.09e-06, 8.60e-07, 2.04e-06, 8.74e-07, 2.32e-06, 4.43e-11, 1.84e-06, 1.90e-05, 2.49e-05, 7.63e-05, 1.22e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-11, 6.69e-06, 3.84e-09] []
583400 [5.07e-06, 2.40e-06, 9.43e-07, 1.41e-06, 1.05e-06, 2.38e-06, 8.44e-07, 1.11e-06, 1.42e-08, 5.30e-06, 2.33e-05, 4.79e-05, 1.28e-04, 2.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-06, 2.15e-08] [5.07e-06, 2.40e-06, 9.43e-07, 1.41e-06, 1.05e-06, 2.38e-06, 8.44e-07, 1.11e-06, 1.42e-08, 5.30e-06, 2.33e-05, 4.79e-05, 1.28e-04, 2.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.62e-06, 2.15e-08] []
583500 [5.40e-07, 1.24e-06, 9.19e-07, 7.98e-07, 8.71e-07, 1.88e-06, 8.48e-07, 8.04e-08, 6.20e-08, 1.27e-07, 2.15e-06, 3.48e-06, 1.76e-06, 4.88e-06, 7.84e-11, 1.23e-09, 2.70e-08, 6.53e-09, 2.51e-10, 0.00e+00, 1.16e-08, 2.09e-07] [5.40e-07, 1.24e-06, 9.19e-07, 7.98e-07, 8.71e-07, 1.88e-06, 8.48e-07, 8.04e-08, 6.20e-08, 1.27e-07, 2.15e-06, 3.48e-06, 1.76e-06, 4.88e-06, 7.84e-11, 1.23e-09, 2.70e-08, 6.53e-09, 2.51e-10, 0.00e+00, 1.16e-08, 2.09e-07] []
583600 [4.32e-07, 1.12e-06, 8.57e-07, 7.68e-07, 8.77e-07, 1.80e-06, 8.66e-07, 4.53e-08, 5.09e-09, 5.17e-10, 1.65e-06, 2.23e-06, 1.75e-06, 2.16e-08, 1.03e-08, 1.58e-08, 7.42e-08, 5.10e-08, 9.81e-09, 2.77e-11, 6.10e-08, 3.54e-08] [4.32e-07, 1.12e-06, 8.57e-07, 7.68e-07, 8.77e-07, 1.80e-06, 8.66e-07, 4.53e-08, 5.09e-09, 5.17e-10, 1.65e-06, 2.23e-06, 1.75e-06, 2.16e-08, 1.03e-08, 1.58e-08, 7.42e-08, 5.10e-08, 9.81e-09, 2.77e-11, 6.10e-08, 3.54e-08] []
583700 [4.95e-07, 1.17e-06, 9.65e-07, 8.25e-07, 8.67e-07, 1.82e-06, 8.35e-07, 7.03e-07, 2.04e-07, 1.45e-08, 1.57e-06, 2.14e-06, 1.73e-06, 1.05e-07, 3.77e-08, 5.52e-08, 8.20e-08, 9.66e-08, 5.87e-08, 0.00e+00, 3.94e-07, 1.38e-07] [4.95e-07, 1.17e-06, 9.65e-07, 8.25e-07, 8.67e-07, 1.82e-06, 8.35e-07, 7.03e-07, 2.04e-07, 1.45e-08, 1.57e-06, 2.14e-06, 1.73e-06, 1.05e-07, 3.77e-08, 5.52e-08, 8.20e-08, 9.66e-08, 5.87e-08, 0.00e+00, 3.94e-07, 1.38e-07] []
583800 [7.85e-05, 2.00e-05, 4.79e-06, 1.91e-05, 9.45e-06, 1.14e-05, 1.85e-06, 8.43e-06, 1.76e-04, 8.97e-05, 1.05e-04, 8.00e-04, 2.88e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-06, 0.00e+00, 2.89e-05, 3.80e-04] [7.85e-05, 2.00e-05, 4.79e-06, 1.91e-05, 9.45e-06, 1.14e-05, 1.85e-06, 8.43e-06, 1.76e-04, 8.97e-05, 1.05e-04, 8.00e-04, 2.88e-04, 2.84e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-06, 0.00e+00, 2.89e-05, 3.80e-04] []
583900 [5.30e-07, 1.17e-06, 1.01e-06, 9.60e-07, 9.75e-07, 1.82e-06, 9.64e-07, 1.43e-07, 5.69e-08, 2.86e-08, 1.86e-06, 2.22e-06, 1.97e-06, 2.10e-07, 1.63e-08, 3.39e-08, 5.16e-08, 6.99e-08, 1.21e-08, 8.01e-10, 7.19e-08, 6.07e-09] [5.30e-07, 1.17e-06, 1.01e-06, 9.60e-07, 9.75e-07, 1.82e-06, 9.64e-07, 1.43e-07, 5.69e-08, 2.86e-08, 1.86e-06, 2.22e-06, 1.97e-06, 2.10e-07, 1.63e-08, 3.39e-08, 5.16e-08, 6.99e-08, 1.21e-08, 8.01e-10, 7.19e-08, 6.07e-09] []
584000 [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09] [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.318592 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
584000 [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09] [8.84e-07, 1.33e-06, 9.17e-07, 9.26e-07, 9.48e-07, 1.80e-06, 9.89e-07, 6.02e-08, 5.42e-11, 6.80e-07, 2.25e-06, 7.34e-06, 1.09e-05, 3.42e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.29e-11, 1.96e-07, 1.11e-09] []
584100 [5.54e-07, 1.19e-06, 1.03e-06, 8.62e-07, 8.80e-07, 1.89e-06, 8.75e-07, 1.89e-08, 1.25e-08, 2.37e-08, 1.87e-06, 2.30e-06, 1.91e-06, 7.83e-08, 1.28e-08, 4.36e-08, 6.11e-08, 7.28e-08, 1.06e-09, 6.83e-11, 1.51e-08, 2.23e-08] [5.54e-07, 1.19e-06, 1.03e-06, 8.62e-07, 8.80e-07, 1.89e-06, 8.75e-07, 1.89e-08, 1.25e-08, 2.37e-08, 1.87e-06, 2.30e-06, 1.91e-06, 7.83e-08, 1.28e-08, 4.36e-08, 6.11e-08, 7.28e-08, 1.06e-09, 6.83e-11, 1.51e-08, 2.23e-08] []
584200 [3.93e-07, 1.13e-06, 8.66e-07, 8.19e-07, 9.49e-07, 1.75e-06, 9.67e-07, 6.69e-12, 4.18e-10, 7.14e-11, 1.07e-06, 1.74e-06, 1.37e-06, 3.01e-09, 1.18e-08, 9.59e-09, 2.95e-08, 2.44e-08, 1.43e-09, 4.06e-11, 1.25e-08, 1.03e-09] [3.93e-07, 1.13e-06, 8.66e-07, 8.19e-07, 9.49e-07, 1.75e-06, 9.67e-07, 6.69e-12, 4.18e-10, 7.14e-11, 1.07e-06, 1.74e-06, 1.37e-06, 3.01e-09, 1.18e-08, 9.59e-09, 2.95e-08, 2.44e-08, 1.43e-09, 4.06e-11, 1.25e-08, 1.03e-09] []
584300 [1.51e-06, 1.38e-06, 1.31e-06, 1.03e-06, 1.42e-06, 1.95e-06, 1.11e-06, 8.57e-07, 1.72e-05, 4.49e-06, 4.47e-06, 8.11e-06, 1.29e-05, 3.83e-05, 7.50e-08, 1.49e-06, 7.46e-07, 9.80e-07, 6.88e-07, 0.00e+00, 4.56e-06, 6.04e-05] [1.51e-06, 1.38e-06, 1.31e-06, 1.03e-06, 1.42e-06, 1.95e-06, 1.11e-06, 8.57e-07, 1.72e-05, 4.49e-06, 4.47e-06, 8.11e-06, 1.29e-05, 3.83e-05, 7.50e-08, 1.49e-06, 7.46e-07, 9.80e-07, 6.88e-07, 0.00e+00, 4.56e-06, 6.04e-05] []
584400 [4.29e-07, 1.19e-06, 8.79e-07, 8.45e-07, 9.12e-07, 1.76e-06, 9.49e-07, 1.23e-10, 9.79e-11, 1.42e-10, 1.29e-06, 1.87e-06, 1.50e-06, 4.06e-09, 1.75e-08, 1.81e-08, 3.99e-08, 3.97e-08, 2.29e-11, 3.38e-10, 6.39e-09, 3.13e-09] [4.29e-07, 1.19e-06, 8.79e-07, 8.45e-07, 9.12e-07, 1.76e-06, 9.49e-07, 1.23e-10, 9.79e-11, 1.42e-10, 1.29e-06, 1.87e-06, 1.50e-06, 4.06e-09, 1.75e-08, 1.81e-08, 3.99e-08, 3.97e-08, 2.29e-11, 3.38e-10, 6.39e-09, 3.13e-09] []
584500 [4.15e-06, 1.85e-06, 9.27e-07, 9.58e-07, 1.41e-06, 2.28e-06, 1.08e-06, 3.78e-05, 4.51e-10, 2.58e-06, 8.12e-06, 3.93e-05, 4.58e-05, 1.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-05, 9.39e-09] [4.15e-06, 1.85e-06, 9.27e-07, 9.58e-07, 1.41e-06, 2.28e-06, 1.08e-06, 3.78e-05, 4.51e-10, 2.58e-06, 8.12e-06, 3.93e-05, 4.58e-05, 1.77e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.76e-05, 9.39e-09] []
584600 [3.11e-06, 1.44e-06, 1.04e-06, 1.06e-06, 1.29e-06, 2.09e-06, 1.04e-06, 5.61e-06, 1.37e-09, 2.24e-06, 4.00e-05, 3.68e-05, 1.29e-04, 1.68e-04, 1.94e-06, 1.29e-06, 2.20e-06, 1.88e-06, 2.28e-06, 2.41e-09, 1.24e-05, 1.44e-08] [3.11e-06, 1.44e-06, 1.04e-06, 1.06e-06, 1.29e-06, 2.09e-06, 1.04e-06, 5.61e-06, 1.37e-09, 2.24e-06, 4.00e-05, 3.68e-05, 1.29e-04, 1.68e-04, 1.94e-06, 1.29e-06, 2.20e-06, 1.88e-06, 2.28e-06, 2.41e-09, 1.24e-05, 1.44e-08] []
584700 [5.94e-07, 1.22e-06, 8.94e-07, 8.13e-07, 8.79e-07, 1.78e-06, 9.20e-07, 1.99e-07, 2.37e-10, 1.53e-07, 3.07e-06, 4.00e-06, 9.17e-06, 1.07e-05, 0.00e+00, 1.71e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-11, 6.85e-07, 1.40e-09] [5.94e-07, 1.22e-06, 8.94e-07, 8.13e-07, 8.79e-07, 1.78e-06, 9.20e-07, 1.99e-07, 2.37e-10, 1.53e-07, 3.07e-06, 4.00e-06, 9.17e-06, 1.07e-05, 0.00e+00, 1.71e-11, 0.00e+00, 0.00e+00, 0.00e+00, 7.06e-11, 6.85e-07, 1.40e-09] []
584800 [1.50e-05, 5.58e-06, 1.98e-06, 3.29e-06, 1.52e-06, 4.01e-06, 1.09e-06, 2.82e-05, 1.49e-07, 1.40e-05, 6.44e-05, 1.47e-04, 3.18e-04, 8.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.30e-05, 2.62e-07] [1.50e-05, 5.58e-06, 1.98e-06, 3.29e-06, 1.52e-06, 4.01e-06, 1.09e-06, 2.82e-05, 1.49e-07, 1.40e-05, 6.44e-05, 1.47e-04, 3.18e-04, 8.02e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.30e-05, 2.62e-07] []
584900 [2.49e-06, 1.54e-06, 1.18e-06, 7.33e-07, 1.24e-06, 2.01e-06, 8.68e-07, 2.66e-05, 1.81e-05, 1.90e-06, 1.88e-05, 2.16e-05, 6.17e-05, 1.14e-04, 7.23e-07, 1.50e-06, 1.20e-06, 1.22e-06, 5.70e-06, 4.49e-06, 3.17e-05, 1.94e-05] [2.49e-06, 1.54e-06, 1.18e-06, 7.33e-07, 1.24e-06, 2.01e-06, 8.68e-07, 2.66e-05, 1.81e-05, 1.90e-06, 1.88e-05, 2.16e-05, 6.17e-05, 1.14e-04, 7.23e-07, 1.50e-06, 1.20e-06, 1.22e-06, 5.70e-06, 4.49e-06, 3.17e-05, 1.94e-05] []
585000 [7.12e-07, 1.31e-06, 9.18e-07, 8.52e-07, 8.93e-07, 1.93e-06, 8.92e-07, 4.69e-08, 6.36e-09, 3.44e-07, 1.89e-06, 5.09e-06, 3.99e-06, 1.48e-05, 0.00e+00, 1.62e-09, 2.91e-09, 0.00e+00, 1.84e-09, 9.20e-10, 8.81e-09, 3.85e-09] [7.12e-07, 1.31e-06, 9.18e-07, 8.52e-07, 8.93e-07, 1.93e-06, 8.92e-07, 4.69e-08, 6.36e-09, 3.44e-07, 1.89e-06, 5.09e-06, 3.99e-06, 1.48e-05, 0.00e+00, 1.62e-09, 2.91e-09, 0.00e+00, 1.84e-09, 9.20e-10, 8.81e-09, 3.85e-09] []
585100 [7.75e-07, 1.27e-06, 8.94e-07, 8.21e-07, 8.81e-07, 1.83e-06, 9.04e-07, 1.23e-06, 4.16e-06, 4.07e-07, 2.63e-06, 5.51e-06, 9.86e-06, 2.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-06, 5.01e-06] [7.75e-07, 1.27e-06, 8.94e-07, 8.21e-07, 8.81e-07, 1.83e-06, 9.04e-07, 1.23e-06, 4.16e-06, 4.07e-07, 2.63e-06, 5.51e-06, 9.86e-06, 2.06e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.08e-06, 5.01e-06] []
585200 [5.40e-07, 1.13e-06, 8.91e-07, 8.34e-07, 9.75e-07, 1.79e-06, 9.31e-07, 9.27e-07, 6.12e-08, 5.86e-08, 3.03e-06, 3.25e-06, 5.98e-06, 5.84e-06, 9.17e-08, 9.07e-08, 1.88e-07, 1.74e-07, 1.24e-07, 1.43e-08, 8.00e-07, 8.84e-08] [5.40e-07, 1.13e-06, 8.91e-07, 8.34e-07, 9.75e-07, 1.79e-06, 9.31e-07, 9.27e-07, 6.12e-08, 5.86e-08, 3.03e-06, 3.25e-06, 5.98e-06, 5.84e-06, 9.17e-08, 9.07e-08, 1.88e-07, 1.74e-07, 1.24e-07, 1.43e-08, 8.00e-07, 8.84e-08] []
585300 [1.07e-06, 1.38e-06, 9.60e-07, 8.86e-07, 8.91e-07, 1.80e-06, 9.32e-07, 3.77e-07, 6.19e-10, 5.46e-07, 6.35e-06, 8.56e-06, 2.43e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.53e-06, 3.69e-09] [1.07e-06, 1.38e-06, 9.60e-07, 8.86e-07, 8.91e-07, 1.80e-06, 9.32e-07, 3.77e-07, 6.19e-10, 5.46e-07, 6.35e-06, 8.56e-06, 2.43e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-10, 1.53e-06, 3.69e-09] []
585400 [1.82e-05, 4.08e-06, 2.10e-06, 2.78e-06, 2.73e-06, 3.80e-06, 1.57e-06, 3.98e-05, 2.14e-06, 2.21e-05, 8.74e-05, 1.68e-04, 4.30e-04, 1.08e-03, 1.65e-05, 1.21e-05, 9.75e-06, 8.08e-06, 1.35e-05, 4.15e-07, 6.95e-05, 2.05e-06] [1.82e-05, 4.08e-06, 2.10e-06, 2.78e-06, 2.73e-06, 3.80e-06, 1.57e-06, 3.98e-05, 2.14e-06, 2.21e-05, 8.74e-05, 1.68e-04, 4.30e-04, 1.08e-03, 1.65e-05, 1.21e-05, 9.75e-06, 8.08e-06, 1.35e-05, 4.15e-07, 6.95e-05, 2.05e-06] []
585500 [1.24e-06, 1.19e-06, 9.44e-07, 9.04e-07, 1.10e-06, 1.88e-06, 9.78e-07, 1.75e-06, 2.31e-12, 7.40e-07, 9.90e-06, 1.08e-05, 3.26e-05, 4.86e-05, 5.54e-07, 3.66e-07, 6.92e-07, 5.90e-07, 5.33e-07, 1.49e-10, 3.19e-06, 1.25e-09] [1.24e-06, 1.19e-06, 9.44e-07, 9.04e-07, 1.10e-06, 1.88e-06, 9.78e-07, 1.75e-06, 2.31e-12, 7.40e-07, 9.90e-06, 1.08e-05, 3.26e-05, 4.86e-05, 5.54e-07, 3.66e-07, 6.92e-07, 5.90e-07, 5.33e-07, 1.49e-10, 3.19e-06, 1.25e-09] []
585600 [3.24e-06, 1.92e-06, 1.16e-06, 1.18e-06, 9.65e-07, 1.99e-06, 9.83e-07, 4.64e-06, 7.64e-08, 2.18e-06, 2.95e-05, 3.33e-05, 1.10e-04, 1.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 5.83e-08] [3.24e-06, 1.92e-06, 1.16e-06, 1.18e-06, 9.65e-07, 1.99e-06, 9.83e-07, 4.64e-06, 7.64e-08, 2.18e-06, 2.95e-05, 3.33e-05, 1.10e-04, 1.59e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.34e-05, 5.83e-08] []
585700 [2.91e-06, 1.42e-06, 1.07e-06, 1.05e-06, 1.28e-06, 2.06e-06, 1.04e-06, 3.49e-06, 7.40e-08, 2.46e-06, 2.39e-05, 2.79e-05, 9.09e-05, 1.53e-04, 1.72e-06, 1.15e-06, 1.75e-06, 1.48e-06, 1.41e-06, 7.70e-09, 8.13e-06, 4.87e-08] [2.91e-06, 1.42e-06, 1.07e-06, 1.05e-06, 1.28e-06, 2.06e-06, 1.04e-06, 3.49e-06, 7.40e-08, 2.46e-06, 2.39e-05, 2.79e-05, 9.09e-05, 1.53e-04, 1.72e-06, 1.15e-06, 1.75e-06, 1.48e-06, 1.41e-06, 7.70e-09, 8.13e-06, 4.87e-08] []
585800 [2.41e-05, 5.35e-06, 2.66e-06, 3.53e-06, 3.52e-06, 4.63e-06, 1.98e-06, 3.58e-05, 1.31e-07, 3.39e-05, 8.32e-05, 2.30e-04, 4.35e-04, 1.45e-03, 2.44e-05, 2.11e-05, 1.17e-05, 9.37e-06, 1.16e-05, 6.96e-08, 6.03e-05, 3.86e-07] [2.41e-05, 5.35e-06, 2.66e-06, 3.53e-06, 3.52e-06, 4.63e-06, 1.98e-06, 3.58e-05, 1.31e-07, 3.39e-05, 8.32e-05, 2.30e-04, 4.35e-04, 1.45e-03, 2.44e-05, 2.11e-05, 1.17e-05, 9.37e-06, 1.16e-05, 6.96e-08, 6.03e-05, 3.86e-07] []
585900 [3.60e-05, 1.10e-05, 2.70e-06, 7.45e-06, 4.82e-06, 6.87e-06, 1.92e-06, 2.02e-05, 3.58e-04, 4.81e-05, 7.16e-05, 3.95e-04, 4.56e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-05, 9.05e-04] [3.60e-05, 1.10e-05, 2.70e-06, 7.45e-06, 4.82e-06, 6.87e-06, 1.92e-06, 2.02e-05, 3.58e-04, 4.81e-05, 7.16e-05, 3.95e-04, 4.56e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.56e-05, 9.05e-04] []
586000 [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09] [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 57.980106 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
586000 [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09] [7.13e-05, 2.93e-05, 5.49e-06, 3.03e-05, 1.06e-05, 1.77e-05, 2.34e-06, 3.56e-05, 8.21e-08, 5.80e-05, 6.99e-05, 1.10e-03, 2.08e-04, 2.64e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.33e-06, 4.47e-10, 1.86e-05, 3.08e-09] []
586100 [5.19e-07, 1.13e-06, 1.03e-06, 9.53e-07, 9.94e-07, 1.85e-06, 9.77e-07, 3.28e-07, 1.31e-08, 1.46e-08, 1.67e-06, 2.26e-06, 1.91e-06, 8.26e-08, 1.58e-08, 3.18e-08, 4.60e-08, 3.98e-08, 2.15e-08, 4.73e-09, 1.25e-07, 3.07e-08] [5.19e-07, 1.13e-06, 1.03e-06, 9.53e-07, 9.94e-07, 1.85e-06, 9.77e-07, 3.28e-07, 1.31e-08, 1.46e-08, 1.67e-06, 2.26e-06, 1.91e-06, 8.26e-08, 1.58e-08, 3.18e-08, 4.60e-08, 3.98e-08, 2.15e-08, 4.73e-09, 1.25e-07, 3.07e-08] []
586200 [2.35e-05, 6.16e-06, 5.97e-06, 4.88e-06, 5.96e-06, 5.18e-06, 3.29e-06, 1.89e-05, 4.82e-06, 3.84e-05, 1.45e-04, 2.36e-04, 5.92e-04, 1.59e-03, 8.02e-06, 3.51e-05, 9.84e-06, 1.43e-05, 8.41e-06, 0.00e+00, 3.94e-05, 4.43e-06] [2.35e-05, 6.16e-06, 5.97e-06, 4.88e-06, 5.96e-06, 5.18e-06, 3.29e-06, 1.89e-05, 4.82e-06, 3.84e-05, 1.45e-04, 2.36e-04, 5.92e-04, 1.59e-03, 8.02e-06, 3.51e-05, 9.84e-06, 1.43e-05, 8.41e-06, 0.00e+00, 3.94e-05, 4.43e-06] []
586300 [4.51e-07, 1.13e-06, 9.42e-07, 8.56e-07, 9.16e-07, 1.80e-06, 9.45e-07, 3.95e-08, 2.65e-09, 1.04e-09, 1.24e-06, 1.94e-06, 1.54e-06, 1.24e-08, 9.27e-09, 1.01e-08, 3.17e-08, 2.55e-08, 8.37e-10, 4.87e-11, 4.61e-08, 1.86e-09] [4.51e-07, 1.13e-06, 9.42e-07, 8.56e-07, 9.16e-07, 1.80e-06, 9.45e-07, 3.95e-08, 2.65e-09, 1.04e-09, 1.24e-06, 1.94e-06, 1.54e-06, 1.24e-08, 9.27e-09, 1.01e-08, 3.17e-08, 2.55e-08, 8.37e-10, 4.87e-11, 4.61e-08, 1.86e-09] []
586400 [6.27e-06, 3.33e-06, 1.91e-06, 1.01e-06, 1.79e-06, 2.54e-06, 1.33e-06, 2.18e-06, 3.84e-04, 9.11e-06, 5.20e-05, 6.82e-05, 1.66e-04, 3.55e-04, 3.41e-06, 4.63e-06, 5.09e-06, 3.29e-06, 9.30e-07, 5.22e-05, 5.12e-06, 2.05e-04] [6.27e-06, 3.33e-06, 1.91e-06, 1.01e-06, 1.79e-06, 2.54e-06, 1.33e-06, 2.18e-06, 3.84e-04, 9.11e-06, 5.20e-05, 6.82e-05, 1.66e-04, 3.55e-04, 3.41e-06, 4.63e-06, 5.09e-06, 3.29e-06, 9.30e-07, 5.22e-05, 5.12e-06, 2.05e-04] []
586500 [3.99e-07, 1.10e-06, 8.12e-07, 8.49e-07, 9.03e-07, 1.74e-06, 1.03e-06, 5.47e-13, 5.15e-09, 3.42e-09, 1.06e-06, 1.88e-06, 1.54e-06, 1.82e-07, 5.75e-09, 1.46e-08, 1.72e-08, 1.91e-08, 4.22e-10, 1.80e-11, 1.05e-08, 1.75e-09] [3.99e-07, 1.10e-06, 8.12e-07, 8.49e-07, 9.03e-07, 1.74e-06, 1.03e-06, 5.47e-13, 5.15e-09, 3.42e-09, 1.06e-06, 1.88e-06, 1.54e-06, 1.82e-07, 5.75e-09, 1.46e-08, 1.72e-08, 1.91e-08, 4.22e-10, 1.80e-11, 1.05e-08, 1.75e-09] []
586600 [5.59e-07, 1.17e-06, 8.85e-07, 8.00e-07, 8.70e-07, 1.84e-06, 9.57e-07, 2.74e-07, 3.80e-10, 2.60e-07, 1.50e-06, 3.72e-06, 3.93e-06, 8.97e-06, 0.00e+00, 4.11e-09, 1.05e-09, 1.54e-09, 0.00e+00, 8.37e-11, 3.67e-07, 5.70e-09] [5.59e-07, 1.17e-06, 8.85e-07, 8.00e-07, 8.70e-07, 1.84e-06, 9.57e-07, 2.74e-07, 3.80e-10, 2.60e-07, 1.50e-06, 3.72e-06, 3.93e-06, 8.97e-06, 0.00e+00, 4.11e-09, 1.05e-09, 1.54e-09, 0.00e+00, 8.37e-11, 3.67e-07, 5.70e-09] []
586700 [7.65e-07, 1.16e-06, 8.61e-07, 8.25e-07, 9.40e-07, 1.88e-06, 9.65e-07, 2.20e-06, 6.48e-10, 2.69e-07, 6.86e-06, 6.16e-06, 1.72e-05, 1.94e-05, 3.09e-07, 1.02e-07, 5.00e-07, 3.66e-07, 4.79e-07, 1.60e-09, 2.91e-06, 9.50e-09] [7.65e-07, 1.16e-06, 8.61e-07, 8.25e-07, 9.40e-07, 1.88e-06, 9.65e-07, 2.20e-06, 6.48e-10, 2.69e-07, 6.86e-06, 6.16e-06, 1.72e-05, 1.94e-05, 3.09e-07, 1.02e-07, 5.00e-07, 3.66e-07, 4.79e-07, 1.60e-09, 2.91e-06, 9.50e-09] []
586800 [4.34e-07, 1.07e-06, 8.92e-07, 8.11e-07, 9.00e-07, 1.78e-06, 9.47e-07, 7.60e-08, 4.43e-10, 1.04e-09, 1.41e-06, 2.02e-06, 1.62e-06, 5.11e-09, 2.40e-08, 3.92e-08, 2.15e-08, 6.11e-08, 2.34e-09, 3.86e-12, 1.41e-08, 4.95e-09] [4.34e-07, 1.07e-06, 8.92e-07, 8.11e-07, 9.00e-07, 1.78e-06, 9.47e-07, 7.60e-08, 4.43e-10, 1.04e-09, 1.41e-06, 2.02e-06, 1.62e-06, 5.11e-09, 2.40e-08, 3.92e-08, 2.15e-08, 6.11e-08, 2.34e-09, 3.86e-12, 1.41e-08, 4.95e-09] []
586900 [6.46e-07, 1.04e-06, 9.19e-07, 8.07e-07, 9.63e-07, 1.83e-06, 9.53e-07, 2.40e-07, 1.06e-10, 2.12e-07, 2.92e-06, 3.67e-06, 6.23e-06, 1.03e-05, 1.55e-07, 1.41e-07, 2.21e-07, 2.00e-07, 6.81e-08, 8.35e-11, 4.20e-07, 2.83e-09] [6.46e-07, 1.04e-06, 9.19e-07, 8.07e-07, 9.63e-07, 1.83e-06, 9.53e-07, 2.40e-07, 1.06e-10, 2.12e-07, 2.92e-06, 3.67e-06, 6.23e-06, 1.03e-05, 1.55e-07, 1.41e-07, 2.21e-07, 2.00e-07, 6.81e-08, 8.35e-11, 4.20e-07, 2.83e-09] []
587000 [8.53e-07, 1.09e-06, 9.14e-07, 8.56e-07, 1.03e-06, 1.84e-06, 9.82e-07, 7.17e-07, 3.32e-11, 4.41e-07, 3.89e-06, 5.79e-06, 1.17e-05, 2.34e-05, 4.42e-07, 2.34e-07, 3.65e-07, 3.21e-07, 2.80e-07, 3.76e-09, 1.66e-06, 2.22e-08] [8.53e-07, 1.09e-06, 9.14e-07, 8.56e-07, 1.03e-06, 1.84e-06, 9.82e-07, 7.17e-07, 3.32e-11, 4.41e-07, 3.89e-06, 5.79e-06, 1.17e-05, 2.34e-05, 4.42e-07, 2.34e-07, 3.65e-07, 3.21e-07, 2.80e-07, 3.76e-09, 1.66e-06, 2.22e-08] []
587100 [5.30e-07, 1.11e-06, 8.83e-07, 8.34e-07, 9.64e-07, 1.78e-06, 9.56e-07, 2.03e-09, 7.72e-09, 8.87e-08, 2.71e-06, 3.06e-06, 5.90e-06, 5.82e-06, 1.08e-07, 6.54e-08, 1.77e-07, 1.65e-07, 2.43e-08, 1.03e-09, 1.15e-07, 8.57e-09] [5.30e-07, 1.11e-06, 8.83e-07, 8.34e-07, 9.64e-07, 1.78e-06, 9.56e-07, 2.03e-09, 7.72e-09, 8.87e-08, 2.71e-06, 3.06e-06, 5.90e-06, 5.82e-06, 1.08e-07, 6.54e-08, 1.77e-07, 1.65e-07, 2.43e-08, 1.03e-09, 1.15e-07, 8.57e-09] []
587200 [2.08e-06, 1.23e-06, 9.95e-07, 9.48e-07, 1.15e-06, 2.00e-06, 9.68e-07, 3.38e-06, 1.80e-08, 1.18e-06, 2.90e-05, 2.38e-05, 8.65e-05, 9.41e-05, 9.71e-07, 7.26e-07, 1.64e-06, 1.19e-06, 1.20e-06, 2.61e-09, 6.71e-06, 1.60e-08] [2.08e-06, 1.23e-06, 9.95e-07, 9.48e-07, 1.15e-06, 2.00e-06, 9.68e-07, 3.38e-06, 1.80e-08, 1.18e-06, 2.90e-05, 2.38e-05, 8.65e-05, 9.41e-05, 9.71e-07, 7.26e-07, 1.64e-06, 1.19e-06, 1.20e-06, 2.61e-09, 6.71e-06, 1.60e-08] []
587300 [1.22e-05, 1.11e-05, 2.60e-06, 8.12e-06, 2.89e-06, 9.20e-06, 2.87e-06, 5.07e-07, 1.20e-06, 3.10e-05, 3.01e-04, 5.34e-04, 1.85e-04, 5.42e-04, 7.78e-05, 3.22e-05, 1.94e-07, 6.84e-07, 2.76e-09, 0.00e+00, 6.31e-07, 9.22e-07] [1.22e-05, 1.11e-05, 2.60e-06, 8.12e-06, 2.89e-06, 9.20e-06, 2.87e-06, 5.07e-07, 1.20e-06, 3.10e-05, 3.01e-04, 5.34e-04, 1.85e-04, 5.42e-04, 7.78e-05, 3.22e-05, 1.94e-07, 6.84e-07, 2.76e-09, 0.00e+00, 6.31e-07, 9.22e-07] []
587400 [5.32e-06, 2.52e-06, 1.22e-06, 1.31e-06, 1.68e-06, 2.29e-06, 8.90e-07, 9.17e-05, 1.52e-06, 5.19e-06, 1.45e-05, 3.96e-05, 5.99e-05, 1.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-07, 1.10e-04, 1.33e-06] [5.32e-06, 2.52e-06, 1.22e-06, 1.31e-06, 1.68e-06, 2.29e-06, 8.90e-07, 9.17e-05, 1.52e-06, 5.19e-06, 1.45e-05, 3.96e-05, 5.99e-05, 1.27e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.61e-07, 1.10e-04, 1.33e-06] []
587500 [1.52e-06, 1.25e-06, 1.38e-06, 9.41e-07, 1.41e-06, 1.81e-06, 1.04e-06, 3.27e-07, 2.36e-04, 1.32e-06, 8.99e-06, 1.28e-05, 3.65e-05, 7.30e-05, 6.89e-07, 7.72e-07, 7.46e-07, 9.22e-07, 1.41e-07, 0.00e+00, 7.73e-07, 4.53e-04] [1.52e-06, 1.25e-06, 1.38e-06, 9.41e-07, 1.41e-06, 1.81e-06, 1.04e-06, 3.27e-07, 2.36e-04, 1.32e-06, 8.99e-06, 1.28e-05, 3.65e-05, 7.30e-05, 6.89e-07, 7.72e-07, 7.46e-07, 9.22e-07, 1.41e-07, 0.00e+00, 7.73e-07, 4.53e-04] []
587600 [3.26e-06, 1.80e-06, 1.40e-06, 9.70e-07, 1.37e-06, 2.41e-06, 1.03e-06, 2.96e-06, 2.73e-08, 3.77e-06, 1.26e-05, 2.54e-05, 5.18e-05, 1.58e-04, 2.02e-06, 1.61e-06, 9.09e-07, 1.66e-06, 7.44e-07, 1.49e-10, 4.01e-06, 2.28e-08] [3.26e-06, 1.80e-06, 1.40e-06, 9.70e-07, 1.37e-06, 2.41e-06, 1.03e-06, 2.96e-06, 2.73e-08, 3.77e-06, 1.26e-05, 2.54e-05, 5.18e-05, 1.58e-04, 2.02e-06, 1.61e-06, 9.09e-07, 1.66e-06, 7.44e-07, 1.49e-10, 4.01e-06, 2.28e-08] []
587700 [1.02e-06, 1.41e-06, 9.06e-07, 7.10e-07, 8.32e-07, 1.91e-06, 8.01e-07, 4.24e-05, 7.73e-09, 4.04e-08, 6.03e-06, 7.04e-06, 1.59e-05, 1.06e-05, 2.83e-08, 2.71e-10, 2.13e-08, 1.36e-11, 0.00e+00, 1.58e-10, 5.29e-05, 3.08e-09] [1.02e-06, 1.41e-06, 9.06e-07, 7.10e-07, 8.32e-07, 1.91e-06, 8.01e-07, 4.24e-05, 7.73e-09, 4.04e-08, 6.03e-06, 7.04e-06, 1.59e-05, 1.06e-05, 2.83e-08, 2.71e-10, 2.13e-08, 1.36e-11, 0.00e+00, 1.58e-10, 5.29e-05, 3.08e-09] []
587800 [1.59e-05, 5.18e-06, 2.26e-06, 3.16e-06, 1.54e-06, 3.66e-06, 1.15e-06, 6.94e-05, 6.88e-08, 1.13e-05, 1.46e-04, 1.74e-04, 5.29e-04, 8.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-04, 1.79e-07] [1.59e-05, 5.18e-06, 2.26e-06, 3.16e-06, 1.54e-06, 3.66e-06, 1.15e-06, 6.94e-05, 6.88e-08, 1.13e-05, 1.46e-04, 1.74e-04, 5.29e-04, 8.51e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.74e-04, 1.79e-07] []
587900 [8.62e-07, 1.27e-06, 9.40e-07, 8.64e-07, 9.10e-07, 1.76e-06, 9.68e-07, 4.24e-07, 2.74e-11, 3.64e-07, 6.39e-06, 7.23e-06, 2.19e-05, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-10, 1.14e-06, 4.15e-09] [8.62e-07, 1.27e-06, 9.40e-07, 8.64e-07, 9.10e-07, 1.76e-06, 9.68e-07, 4.24e-07, 2.74e-11, 3.64e-07, 6.39e-06, 7.23e-06, 2.19e-05, 2.62e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.39e-10, 1.14e-06, 4.15e-09] []
588000 [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08] [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.208799 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
588000 [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08] [1.19e-06, 1.18e-06, 9.46e-07, 8.68e-07, 1.10e-06, 1.88e-06, 9.95e-07, 1.63e-06, 7.11e-08, 6.87e-07, 9.75e-06, 1.04e-05, 3.12e-05, 4.51e-05, 4.85e-07, 3.38e-07, 6.73e-07, 5.35e-07, 4.96e-07, 1.24e-08, 2.87e-06, 7.65e-08] []
588100 [4.70e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.45e-06, 2.26e-06, 1.10e-06, 1.03e-05, 3.73e-07, 4.21e-06, 3.88e-05, 4.60e-05, 1.50e-04, 2.57e-04, 3.06e-06, 1.99e-06, 2.70e-06, 2.49e-06, 3.82e-06, 7.03e-08, 2.06e-05, 3.81e-07] [4.70e-06, 1.68e-06, 1.19e-06, 1.22e-06, 1.45e-06, 2.26e-06, 1.10e-06, 1.03e-05, 3.73e-07, 4.21e-06, 3.88e-05, 4.60e-05, 1.50e-04, 2.57e-04, 3.06e-06, 1.99e-06, 2.70e-06, 2.49e-06, 3.82e-06, 7.03e-08, 2.06e-05, 3.81e-07] []
588200 [1.26e-06, 1.37e-06, 9.57e-07, 9.04e-07, 9.24e-07, 1.79e-06, 9.80e-07, 1.87e-06, 2.04e-07, 7.22e-07, 8.85e-06, 1.11e-05, 3.40e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.14e-06, 1.52e-07] [1.26e-06, 1.37e-06, 9.57e-07, 9.04e-07, 9.24e-07, 1.79e-06, 9.80e-07, 1.87e-06, 2.04e-07, 7.22e-07, 8.85e-06, 1.11e-05, 3.40e-05, 4.94e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.14e-06, 1.52e-07] []
588300 [5.43e-07, 1.20e-06, 9.06e-07, 8.52e-07, 9.26e-07, 1.72e-06, 9.70e-07, 1.94e-08, 1.14e-08, 6.11e-08, 3.38e-06, 3.64e-06, 8.49e-06, 6.27e-06, 0.00e+00, 2.59e-10, 7.77e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-07, 1.35e-08] [5.43e-07, 1.20e-06, 9.06e-07, 8.52e-07, 9.26e-07, 1.72e-06, 9.70e-07, 1.94e-08, 1.14e-08, 6.11e-08, 3.38e-06, 3.64e-06, 8.49e-06, 6.27e-06, 0.00e+00, 2.59e-10, 7.77e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.54e-07, 1.35e-08] []
588400 [4.99e-07, 1.16e-06, 8.99e-07, 8.30e-07, 9.35e-07, 1.71e-06, 9.83e-07, 2.58e-07, 8.21e-08, 4.47e-08, 2.31e-06, 2.97e-06, 5.85e-06, 5.09e-06, 0.00e+00, 3.45e-09, 8.34e-10, 1.02e-09, 0.00e+00, 2.94e-08, 1.06e-06, 1.81e-07] [4.99e-07, 1.16e-06, 8.99e-07, 8.30e-07, 9.35e-07, 1.71e-06, 9.83e-07, 2.58e-07, 8.21e-08, 4.47e-08, 2.31e-06, 2.97e-06, 5.85e-06, 5.09e-06, 0.00e+00, 3.45e-09, 8.34e-10, 1.02e-09, 0.00e+00, 2.94e-08, 1.06e-06, 1.81e-07] []
588500 [4.94e-07, 1.13e-06, 9.15e-07, 8.49e-07, 9.63e-07, 1.78e-06, 9.62e-07, 7.73e-08, 9.16e-09, 5.75e-08, 1.88e-06, 2.54e-06, 3.22e-06, 3.32e-06, 9.96e-08, 3.39e-08, 1.24e-07, 9.92e-08, 3.95e-08, 5.56e-10, 2.39e-07, 2.90e-09] [4.94e-07, 1.13e-06, 9.15e-07, 8.49e-07, 9.63e-07, 1.78e-06, 9.62e-07, 7.73e-08, 9.16e-09, 5.75e-08, 1.88e-06, 2.54e-06, 3.22e-06, 3.32e-06, 9.96e-08, 3.39e-08, 1.24e-07, 9.92e-08, 3.95e-08, 5.56e-10, 2.39e-07, 2.90e-09] []
588600 [4.44e-07, 1.14e-06, 9.40e-07, 8.48e-07, 9.31e-07, 1.75e-06, 9.42e-07, 6.97e-07, 1.17e-08, 4.08e-10, 1.61e-06, 2.08e-06, 2.32e-06, 3.06e-07, 5.01e-08, 1.95e-08, 1.04e-08, 2.74e-08, 4.53e-08, 5.40e-09, 2.87e-07, 3.33e-08] [4.44e-07, 1.14e-06, 9.40e-07, 8.48e-07, 9.31e-07, 1.75e-06, 9.42e-07, 6.97e-07, 1.17e-08, 4.08e-10, 1.61e-06, 2.08e-06, 2.32e-06, 3.06e-07, 5.01e-08, 1.95e-08, 1.04e-08, 2.74e-08, 4.53e-08, 5.40e-09, 2.87e-07, 3.33e-08] []
588700 [4.42e-07, 1.12e-06, 9.24e-07, 8.09e-07, 9.34e-07, 1.76e-06, 9.62e-07, 3.79e-08, 6.83e-07, 3.10e-08, 1.34e-06, 2.38e-06, 1.92e-06, 2.16e-06, 5.91e-10, 7.15e-09, 5.11e-09, 2.79e-08, 0.00e+00, 8.74e-08, 1.24e-07, 4.87e-07] [4.42e-07, 1.12e-06, 9.24e-07, 8.09e-07, 9.34e-07, 1.76e-06, 9.62e-07, 3.79e-08, 6.83e-07, 3.10e-08, 1.34e-06, 2.38e-06, 1.92e-06, 2.16e-06, 5.91e-10, 7.15e-09, 5.11e-09, 2.79e-08, 0.00e+00, 8.74e-08, 1.24e-07, 4.87e-07] []
588800 [4.91e-07, 1.10e-06, 9.59e-07, 8.16e-07, 9.27e-07, 1.81e-06, 9.25e-07, 1.57e-08, 1.06e-08, 7.04e-08, 1.47e-06, 2.14e-06, 1.65e-06, 2.92e-07, 4.85e-08, 3.69e-08, 7.32e-08, 6.82e-08, 3.05e-10, 0.00e+00, 1.07e-08, 1.78e-08] [4.91e-07, 1.10e-06, 9.59e-07, 8.16e-07, 9.27e-07, 1.81e-06, 9.25e-07, 1.57e-08, 1.06e-08, 7.04e-08, 1.47e-06, 2.14e-06, 1.65e-06, 2.92e-07, 4.85e-08, 3.69e-08, 7.32e-08, 6.82e-08, 3.05e-10, 0.00e+00, 1.07e-08, 1.78e-08] []
588900 [6.68e-07, 1.09e-06, 9.59e-07, 8.07e-07, 1.02e-06, 1.82e-06, 9.76e-07, 7.51e-09, 1.45e-08, 6.07e-08, 7.74e-06, 6.32e-06, 1.57e-05, 1.05e-05, 1.06e-07, 2.19e-07, 2.94e-07, 2.70e-07, 3.99e-08, 2.04e-06, 2.52e-07, 9.20e-06] [6.68e-07, 1.09e-06, 9.59e-07, 8.07e-07, 1.02e-06, 1.82e-06, 9.76e-07, 7.51e-09, 1.45e-08, 6.07e-08, 7.74e-06, 6.32e-06, 1.57e-05, 1.05e-05, 1.06e-07, 2.19e-07, 2.94e-07, 2.70e-07, 3.99e-08, 2.04e-06, 2.52e-07, 9.20e-06] []
589000 [8.78e-07, 1.29e-06, 1.01e-06, 8.47e-07, 8.95e-07, 1.77e-06, 9.57e-07, 4.68e-07, 5.14e-10, 2.63e-07, 5.45e-06, 6.96e-06, 1.88e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-10, 1.59e-06, 4.36e-09] [8.78e-07, 1.29e-06, 1.01e-06, 8.47e-07, 8.95e-07, 1.77e-06, 9.57e-07, 4.68e-07, 5.14e-10, 2.63e-07, 5.45e-06, 6.96e-06, 1.88e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.48e-10, 1.59e-06, 4.36e-09] []
589100 [5.15e-07, 1.10e-06, 9.44e-07, 8.21e-07, 9.62e-07, 1.78e-06, 9.48e-07, 2.04e-08, 1.05e-08, 1.04e-07, 2.37e-06, 2.93e-06, 5.50e-06, 6.86e-06, 1.53e-07, 5.19e-08, 2.21e-07, 1.78e-07, 1.93e-08, 3.13e-09, 1.16e-07, 1.86e-08] [5.15e-07, 1.10e-06, 9.44e-07, 8.21e-07, 9.62e-07, 1.78e-06, 9.48e-07, 2.04e-08, 1.05e-08, 1.04e-07, 2.37e-06, 2.93e-06, 5.50e-06, 6.86e-06, 1.53e-07, 5.19e-08, 2.21e-07, 1.78e-07, 1.93e-08, 3.13e-09, 1.16e-07, 1.86e-08] []
589200 [4.83e-07, 1.18e-06, 9.87e-07, 8.21e-07, 9.41e-07, 1.76e-06, 9.73e-07, 5.23e-08, 9.07e-11, 2.55e-09, 2.95e-06, 3.17e-06, 5.74e-06, 9.45e-07, 7.85e-09, 1.87e-09, 1.65e-08, 7.67e-10, 7.77e-09, 9.01e-11, 3.95e-08, 2.69e-09] [4.83e-07, 1.18e-06, 9.87e-07, 8.21e-07, 9.41e-07, 1.76e-06, 9.73e-07, 5.23e-08, 9.07e-11, 2.55e-09, 2.95e-06, 3.17e-06, 5.74e-06, 9.45e-07, 7.85e-09, 1.87e-09, 1.65e-08, 7.67e-10, 7.77e-09, 9.01e-11, 3.95e-08, 2.69e-09] []
589300 [7.58e-07, 1.12e-06, 9.32e-07, 7.95e-07, 1.01e-06, 1.83e-06, 9.58e-07, 4.50e-07, 7.44e-07, 2.18e-07, 7.08e-06, 6.70e-06, 1.93e-05, 2.07e-05, 2.37e-07, 1.40e-07, 5.07e-07, 2.90e-07, 2.22e-07, 1.40e-07, 1.35e-06, 7.84e-07] [7.58e-07, 1.12e-06, 9.32e-07, 7.95e-07, 1.01e-06, 1.83e-06, 9.58e-07, 4.50e-07, 7.44e-07, 2.18e-07, 7.08e-06, 6.70e-06, 1.93e-05, 2.07e-05, 2.37e-07, 1.40e-07, 5.07e-07, 2.90e-07, 2.22e-07, 1.40e-07, 1.35e-06, 7.84e-07] []
589400 [1.44e-05, 5.29e-06, 1.84e-06, 3.25e-06, 1.52e-06, 3.89e-06, 1.15e-06, 2.77e-05, 9.45e-07, 1.31e-05, 6.08e-05, 1.37e-04, 3.02e-04, 7.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.73e-05, 1.66e-06] [1.44e-05, 5.29e-06, 1.84e-06, 3.25e-06, 1.52e-06, 3.89e-06, 1.15e-06, 2.77e-05, 9.45e-07, 1.31e-05, 6.08e-05, 1.37e-04, 3.02e-04, 7.53e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.73e-05, 1.66e-06] []
589500 [8.30e-07, 1.10e-06, 9.09e-07, 8.46e-07, 1.09e-06, 1.80e-06, 1.03e-06, 7.96e-10, 3.57e-10, 4.11e-07, 4.73e-06, 5.85e-06, 1.51e-05, 2.44e-05, 2.89e-07, 2.04e-07, 3.29e-07, 3.27e-07, 6.46e-08, 2.48e-10, 3.53e-07, 2.39e-09] [8.30e-07, 1.10e-06, 9.09e-07, 8.46e-07, 1.09e-06, 1.80e-06, 1.03e-06, 7.96e-10, 3.57e-10, 4.11e-07, 4.73e-06, 5.85e-06, 1.51e-05, 2.44e-05, 2.89e-07, 2.04e-07, 3.29e-07, 3.27e-07, 6.46e-08, 2.48e-10, 3.53e-07, 2.39e-09] []
589600 [8.25e-07, 1.98e-06, 1.13e-06, 1.22e-06, 1.58e-06, 2.08e-06, 1.00e-06, 4.17e-08, 2.59e-07, 6.28e-08, 3.71e-06, 3.90e-06, 3.15e-06, 1.21e-06, 1.37e-06, 2.58e-08, 2.00e-07, 1.30e-07, 1.13e-09, 1.41e-09, 1.97e-07, 1.77e-08] [8.25e-07, 1.98e-06, 1.13e-06, 1.22e-06, 1.58e-06, 2.08e-06, 1.00e-06, 4.17e-08, 2.59e-07, 6.28e-08, 3.71e-06, 3.90e-06, 3.15e-06, 1.21e-06, 1.37e-06, 2.58e-08, 2.00e-07, 1.30e-07, 1.13e-09, 1.41e-09, 1.97e-07, 1.77e-08] []
589700 [5.11e-07, 1.61e-06, 9.91e-07, 9.04e-07, 1.16e-06, 1.71e-06, 9.47e-07, 6.97e-11, 4.92e-12, 2.16e-10, 1.64e-06, 2.05e-06, 1.68e-06, 3.68e-08, 1.05e-07, 2.46e-08, 4.57e-08, 5.28e-08, 2.35e-10, 5.13e-11, 1.22e-08, 2.53e-10] [5.11e-07, 1.61e-06, 9.91e-07, 9.04e-07, 1.16e-06, 1.71e-06, 9.47e-07, 6.97e-11, 4.92e-12, 2.16e-10, 1.64e-06, 2.05e-06, 1.68e-06, 3.68e-08, 1.05e-07, 2.46e-08, 4.57e-08, 5.28e-08, 2.35e-10, 5.13e-11, 1.22e-08, 2.53e-10] []
589800 [4.07e-07, 1.39e-06, 9.04e-07, 7.99e-07, 1.12e-06, 1.67e-06, 9.69e-07, 2.42e-09, 8.29e-12, 5.89e-08, 1.09e-06, 2.30e-06, 2.59e-06, 3.23e-06, 6.49e-09, 2.83e-10, 6.99e-10, 3.54e-10, 2.36e-10, 9.50e-12, 3.31e-08, 2.56e-10] [4.07e-07, 1.39e-06, 9.04e-07, 7.99e-07, 1.12e-06, 1.67e-06, 9.69e-07, 2.42e-09, 8.29e-12, 5.89e-08, 1.09e-06, 2.30e-06, 2.59e-06, 3.23e-06, 6.49e-09, 2.83e-10, 6.99e-10, 3.54e-10, 2.36e-10, 9.50e-12, 3.31e-08, 2.56e-10] []
589900 [5.69e-07, 1.28e-06, 1.10e-06, 8.12e-07, 9.67e-07, 1.94e-06, 8.41e-07, 1.11e-07, 6.09e-08, 6.52e-08, 2.00e-06, 2.76e-06, 2.39e-06, 1.76e-06, 1.26e-08, 1.24e-08, 3.90e-08, 3.00e-08, 1.96e-10, 0.00e+00, 4.66e-08, 8.95e-08] [5.69e-07, 1.28e-06, 1.10e-06, 8.12e-07, 9.67e-07, 1.94e-06, 8.41e-07, 1.11e-07, 6.09e-08, 6.52e-08, 2.00e-06, 2.76e-06, 2.39e-06, 1.76e-06, 1.26e-08, 1.24e-08, 3.90e-08, 3.00e-08, 1.96e-10, 0.00e+00, 4.66e-08, 8.95e-08] []
590000 [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04] [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.483303 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
590000 [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04] [4.32e-07, 1.23e-06, 8.70e-07, 8.48e-07, 1.14e-06, 1.74e-06, 9.37e-07, 3.85e-11, 1.37e-04, 2.03e-10, 1.07e-06, 1.86e-06, 1.61e-06, 5.11e-08, 1.36e-08, 1.03e-08, 1.47e-08, 1.33e-08, 4.94e-10, 0.00e+00, 1.91e-08, 2.14e-04] []
590100 [8.63e-06, 2.46e-06, 1.52e-06, 1.50e-06, 1.92e-06, 2.69e-06, 1.34e-06, 3.87e-06, 3.80e-09, 1.09e-05, 4.10e-05, 7.96e-05, 2.01e-04, 5.23e-04, 6.98e-06, 5.19e-06, 4.55e-06, 3.80e-06, 1.77e-06, 0.00e+00, 9.36e-06, 2.73e-08] [8.63e-06, 2.46e-06, 1.52e-06, 1.50e-06, 1.92e-06, 2.69e-06, 1.34e-06, 3.87e-06, 3.80e-09, 1.09e-05, 4.10e-05, 7.96e-05, 2.01e-04, 5.23e-04, 6.98e-06, 5.19e-06, 4.55e-06, 3.80e-06, 1.77e-06, 0.00e+00, 9.36e-06, 2.73e-08] []
590200 [1.53e-06, 2.05e-06, 1.68e-06, 1.67e-06, 1.35e-06, 2.85e-06, 8.65e-07, 1.89e-05, 4.89e-09, 4.83e-07, 9.90e-06, 6.25e-06, 8.91e-06, 4.20e-06, 0.00e+00, 8.56e-08, 1.94e-08, 2.05e-08, 3.74e-06, 2.93e-09, 1.92e-05, 1.41e-08] [1.53e-06, 2.05e-06, 1.68e-06, 1.67e-06, 1.35e-06, 2.85e-06, 8.65e-07, 1.89e-05, 4.89e-09, 4.83e-07, 9.90e-06, 6.25e-06, 8.91e-06, 4.20e-06, 0.00e+00, 8.56e-08, 1.94e-08, 2.05e-08, 3.74e-06, 2.93e-09, 1.92e-05, 1.41e-08] []
590300 [4.78e-07, 1.06e-06, 8.75e-07, 8.15e-07, 9.93e-07, 1.80e-06, 9.62e-07, 1.05e-08, 7.39e-12, 3.79e-08, 1.34e-06, 2.24e-06, 2.35e-06, 2.04e-06, 5.58e-08, 2.90e-08, 6.77e-08, 5.94e-08, 4.78e-10, 1.91e-11, 3.19e-08, 2.41e-10] [4.78e-07, 1.06e-06, 8.75e-07, 8.15e-07, 9.93e-07, 1.80e-06, 9.62e-07, 1.05e-08, 7.39e-12, 3.79e-08, 1.34e-06, 2.24e-06, 2.35e-06, 2.04e-06, 5.58e-08, 2.90e-08, 6.77e-08, 5.94e-08, 4.78e-10, 1.91e-11, 3.19e-08, 2.41e-10] []
590400 [5.27e-07, 1.08e-06, 9.30e-07, 8.04e-07, 9.55e-07, 1.85e-06, 9.05e-07, 4.78e-08, 5.17e-10, 5.80e-08, 1.60e-06, 2.49e-06, 2.39e-06, 1.96e-06, 6.91e-08, 4.63e-08, 7.20e-08, 7.76e-08, 5.72e-09, 2.94e-11, 2.52e-08, 2.31e-10] [5.27e-07, 1.08e-06, 9.30e-07, 8.04e-07, 9.55e-07, 1.85e-06, 9.05e-07, 4.78e-08, 5.17e-10, 5.80e-08, 1.60e-06, 2.49e-06, 2.39e-06, 1.96e-06, 6.91e-08, 4.63e-08, 7.20e-08, 7.76e-08, 5.72e-09, 2.94e-11, 2.52e-08, 2.31e-10] []
590500 [9.91e-07, 1.27e-06, 9.19e-07, 7.81e-07, 8.41e-07, 1.95e-06, 8.33e-07, 9.76e-08, 2.09e-07, 5.77e-07, 1.22e-05, 1.16e-05, 3.64e-05, 2.18e-05, 0.00e+00, 4.55e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-07, 2.20e-07] [9.91e-07, 1.27e-06, 9.19e-07, 7.81e-07, 8.41e-07, 1.95e-06, 8.33e-07, 9.76e-08, 2.09e-07, 5.77e-07, 1.22e-05, 1.16e-05, 3.64e-05, 2.18e-05, 0.00e+00, 4.55e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.91e-07, 2.20e-07] []
590600 [5.19e-06, 2.03e-06, 2.03e-06, 1.24e-06, 1.85e-06, 2.57e-06, 1.08e-06, 1.19e-05, 4.51e-05, 4.16e-06, 4.16e-05, 4.92e-05, 1.66e-04, 2.98e-04, 2.10e-06, 3.08e-06, 2.06e-06, 2.51e-06, 3.93e-06, 0.00e+00, 2.07e-05, 8.26e-05] [5.19e-06, 2.03e-06, 2.03e-06, 1.24e-06, 1.85e-06, 2.57e-06, 1.08e-06, 1.19e-05, 4.51e-05, 4.16e-06, 4.16e-05, 4.92e-05, 1.66e-04, 2.98e-04, 2.10e-06, 3.08e-06, 2.06e-06, 2.51e-06, 3.93e-06, 0.00e+00, 2.07e-05, 8.26e-05] []
590700 [2.15e-06, 1.60e-06, 8.95e-07, 8.91e-07, 9.12e-07, 2.11e-06, 8.54e-07, 2.95e-05, 1.88e-09, 1.56e-06, 1.58e-05, 1.99e-05, 5.89e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.11e-05, 1.75e-06] [2.15e-06, 1.60e-06, 8.95e-07, 8.91e-07, 9.12e-07, 2.11e-06, 8.54e-07, 2.95e-05, 1.88e-09, 1.56e-06, 1.58e-05, 1.99e-05, 5.89e-05, 8.54e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.11e-05, 1.75e-06] []
590800 [1.30e-06, 1.21e-06, 9.57e-07, 7.57e-07, 1.01e-06, 2.02e-06, 8.64e-07, 3.49e-06, 1.39e-08, 4.59e-07, 1.48e-05, 1.17e-05, 3.94e-05, 4.32e-05, 3.12e-07, 3.44e-07, 4.67e-07, 5.57e-07, 1.31e-06, 4.89e-09, 7.77e-06, 2.80e-08] [1.30e-06, 1.21e-06, 9.57e-07, 7.57e-07, 1.01e-06, 2.02e-06, 8.64e-07, 3.49e-06, 1.39e-08, 4.59e-07, 1.48e-05, 1.17e-05, 3.94e-05, 4.32e-05, 3.12e-07, 3.44e-07, 4.67e-07, 5.57e-07, 1.31e-06, 4.89e-09, 7.77e-06, 2.80e-08] []
590900 [1.70e-06, 1.89e-06, 9.77e-07, 8.08e-07, 1.08e-06, 2.25e-06, 1.06e-06, 6.06e-05, 7.79e-08, 2.36e-06, 1.51e-05, 1.86e-05, 4.34e-06, 4.53e-05, 0.00e+00, 1.72e-09, 0.00e+00, 5.18e-12, 0.00e+00, 5.70e-09, 8.67e-05, 3.84e-08] [1.70e-06, 1.89e-06, 9.77e-07, 8.08e-07, 1.08e-06, 2.25e-06, 1.06e-06, 6.06e-05, 7.79e-08, 2.36e-06, 1.51e-05, 1.86e-05, 4.34e-06, 4.53e-05, 0.00e+00, 1.72e-09, 0.00e+00, 5.18e-12, 0.00e+00, 5.70e-09, 8.67e-05, 3.84e-08] []
591000 [5.33e-07, 1.92e-06, 9.68e-07, 2.24e-06, 8.73e-07, 2.13e-06, 9.23e-07, 2.99e-13, 1.06e-11, 2.16e-07, 4.82e-05, 3.06e-05, 5.72e-05, 6.26e-08, 4.14e-06, 2.72e-08, 2.39e-09, 4.95e-14, 1.63e-15, 3.64e-11, 3.40e-07, 1.02e-09] [5.33e-07, 1.92e-06, 9.68e-07, 2.24e-06, 8.73e-07, 2.13e-06, 9.23e-07, 2.99e-13, 1.06e-11, 2.16e-07, 4.82e-05, 3.06e-05, 5.72e-05, 6.26e-08, 4.14e-06, 2.72e-08, 2.39e-09, 4.95e-14, 1.63e-15, 3.64e-11, 3.40e-07, 1.02e-09] []
591100 [1.61e-06, 1.52e-06, 8.15e-07, 1.01e-06, 9.69e-07, 1.89e-06, 9.96e-07, 6.91e-07, 3.08e-05, 1.18e-06, 6.41e-06, 1.39e-05, 3.00e-05, 6.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-06, 3.77e-05] [1.61e-06, 1.52e-06, 8.15e-07, 1.01e-06, 9.69e-07, 1.89e-06, 9.96e-07, 6.91e-07, 3.08e-05, 1.18e-06, 6.41e-06, 1.39e-05, 3.00e-05, 6.56e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.52e-06, 3.77e-05] []
591200 [7.14e-07, 1.07e-06, 8.60e-07, 8.40e-07, 1.05e-06, 1.82e-06, 1.03e-06, 9.70e-07, 1.13e-09, 2.69e-07, 4.61e-06, 5.27e-06, 1.27e-05, 1.79e-05, 2.24e-07, 1.66e-07, 2.61e-07, 3.04e-07, 3.11e-07, 7.12e-11, 1.80e-06, 4.32e-09] [7.14e-07, 1.07e-06, 8.60e-07, 8.40e-07, 1.05e-06, 1.82e-06, 1.03e-06, 9.70e-07, 1.13e-09, 2.69e-07, 4.61e-06, 5.27e-06, 1.27e-05, 1.79e-05, 2.24e-07, 1.66e-07, 2.61e-07, 3.04e-07, 3.11e-07, 7.12e-11, 1.80e-06, 4.32e-09] []
591300 [4.52e-07, 1.11e-06, 8.87e-07, 8.53e-07, 9.66e-07, 1.77e-06, 9.87e-07, 2.74e-08, 4.14e-09, 6.31e-09, 1.28e-06, 2.11e-06, 1.90e-06, 3.02e-07, 6.54e-09, 8.10e-09, 1.31e-08, 1.56e-08, 1.04e-08, 3.19e-11, 4.97e-08, 3.18e-09] [4.52e-07, 1.11e-06, 8.87e-07, 8.53e-07, 9.66e-07, 1.77e-06, 9.87e-07, 2.74e-08, 4.14e-09, 6.31e-09, 1.28e-06, 2.11e-06, 1.90e-06, 3.02e-07, 6.54e-09, 8.10e-09, 1.31e-08, 1.56e-08, 1.04e-08, 3.19e-11, 4.97e-08, 3.18e-09] []
591400 [1.02e-06, 1.15e-06, 9.91e-07, 9.07e-07, 1.11e-06, 1.88e-06, 1.03e-06, 2.13e-07, 2.54e-10, 1.07e-06, 3.05e-06, 6.79e-06, 1.01e-05, 3.04e-05, 5.13e-07, 2.22e-07, 3.82e-07, 4.18e-07, 1.57e-08, 5.34e-10, 8.03e-08, 3.81e-09] [1.02e-06, 1.15e-06, 9.91e-07, 9.07e-07, 1.11e-06, 1.88e-06, 1.03e-06, 2.13e-07, 2.54e-10, 1.07e-06, 3.05e-06, 6.79e-06, 1.01e-05, 3.04e-05, 5.13e-07, 2.22e-07, 3.82e-07, 4.18e-07, 1.57e-08, 5.34e-10, 8.03e-08, 3.81e-09] []
591500 [8.02e-07, 1.37e-06, 8.88e-07, 9.01e-07, 8.62e-07, 1.91e-06, 8.78e-07, 5.34e-06, 1.20e-08, 5.68e-08, 2.65e-06, 3.82e-06, 3.05e-06, 1.69e-06, 1.33e-07, 1.12e-08, 2.16e-08, 8.82e-09, 1.35e-06, 1.39e-10, 8.11e-06, 2.38e-09] [8.02e-07, 1.37e-06, 8.88e-07, 9.01e-07, 8.62e-07, 1.91e-06, 8.78e-07, 5.34e-06, 1.20e-08, 5.68e-08, 2.65e-06, 3.82e-06, 3.05e-06, 1.69e-06, 1.33e-07, 1.12e-08, 2.16e-08, 8.82e-09, 1.35e-06, 1.39e-10, 8.11e-06, 2.38e-09] []
591600 [5.61e-06, 4.56e-06, 2.45e-06, 2.07e-06, 1.58e-06, 4.16e-06, 1.06e-06, 3.95e-05, 2.66e-08, 1.34e-05, 1.81e-05, 5.31e-05, 1.12e-04, 3.70e-04, 1.02e-05, 8.94e-07, 2.33e-06, 1.89e-06, 0.00e+00, 0.00e+00, 3.44e-05, 1.91e-08] [5.61e-06, 4.56e-06, 2.45e-06, 2.07e-06, 1.58e-06, 4.16e-06, 1.06e-06, 3.95e-05, 2.66e-08, 1.34e-05, 1.81e-05, 5.31e-05, 1.12e-04, 3.70e-04, 1.02e-05, 8.94e-07, 2.33e-06, 1.89e-06, 0.00e+00, 0.00e+00, 3.44e-05, 1.91e-08] []
591700 [4.65e-07, 1.08e-06, 8.97e-07, 8.45e-07, 1.05e-06, 1.74e-06, 1.03e-06, 7.65e-09, 4.06e-11, 4.93e-08, 1.43e-06, 2.29e-06, 2.69e-06, 2.87e-06, 7.05e-08, 3.83e-08, 7.68e-08, 7.63e-08, 1.46e-08, 2.22e-11, 5.93e-08, 1.59e-09] [4.65e-07, 1.08e-06, 8.97e-07, 8.45e-07, 1.05e-06, 1.74e-06, 1.03e-06, 7.65e-09, 4.06e-11, 4.93e-08, 1.43e-06, 2.29e-06, 2.69e-06, 2.87e-06, 7.05e-08, 3.83e-08, 7.68e-08, 7.63e-08, 1.46e-08, 2.22e-11, 5.93e-08, 1.59e-09] []
591800 [4.71e-07, 1.15e-06, 9.13e-07, 8.25e-07, 9.72e-07, 1.76e-06, 9.73e-07, 3.75e-07, 4.02e-08, 3.96e-08, 1.42e-06, 2.55e-06, 3.00e-06, 3.48e-06, 5.15e-11, 2.29e-09, 2.36e-09, 2.21e-09, 1.55e-08, 2.19e-10, 7.92e-08, 1.25e-08] [4.71e-07, 1.15e-06, 9.13e-07, 8.25e-07, 9.72e-07, 1.76e-06, 9.73e-07, 3.75e-07, 4.02e-08, 3.96e-08, 1.42e-06, 2.55e-06, 3.00e-06, 3.48e-06, 5.15e-11, 2.29e-09, 2.36e-09, 2.21e-09, 1.55e-08, 2.19e-10, 7.92e-08, 1.25e-08] []
591900 [6.36e-07, 1.14e-06, 9.70e-07, 8.49e-07, 9.01e-07, 1.76e-06, 9.56e-07, 2.98e-07, 1.15e-07, 1.79e-07, 3.53e-06, 4.56e-06, 1.13e-05, 1.14e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-09, 4.89e-08, 2.23e-08, 3.11e-07] [6.36e-07, 1.14e-06, 9.70e-07, 8.49e-07, 9.01e-07, 1.76e-06, 9.56e-07, 2.98e-07, 1.15e-07, 1.79e-07, 3.53e-06, 4.56e-06, 1.13e-05, 1.14e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-09, 4.89e-08, 2.23e-08, 3.11e-07] []
592000 [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09] [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.665210 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
592000 [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09] [1.18e-06, 1.30e-06, 9.92e-07, 9.07e-07, 9.32e-07, 1.79e-06, 9.86e-07, 9.27e-07, 1.16e-09, 5.99e-07, 9.08e-06, 1.06e-05, 3.24e-05, 4.22e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.04e-17, 2.68e-06, 4.83e-09] []
592100 [2.00e-06, 1.27e-06, 9.98e-07, 9.61e-07, 1.24e-06, 1.96e-06, 1.06e-06, 5.57e-06, 5.62e-11, 1.56e-06, 1.79e-05, 1.92e-05, 6.38e-05, 9.75e-05, 1.05e-06, 7.04e-07, 1.15e-06, 1.10e-06, 1.61e-06, 1.31e-08, 8.89e-06, 7.71e-08] [2.00e-06, 1.27e-06, 9.98e-07, 9.61e-07, 1.24e-06, 1.96e-06, 1.06e-06, 5.57e-06, 5.62e-11, 1.56e-06, 1.79e-05, 1.92e-05, 6.38e-05, 9.75e-05, 1.05e-06, 7.04e-07, 1.15e-06, 1.10e-06, 1.61e-06, 1.31e-08, 8.89e-06, 7.71e-08] []
592200 [8.48e-07, 1.11e-06, 9.68e-07, 8.70e-07, 1.08e-06, 1.82e-06, 1.02e-06, 1.23e-06, 2.09e-05, 3.41e-07, 6.33e-06, 6.65e-06, 1.84e-05, 2.47e-05, 2.79e-07, 2.06e-07, 3.69e-07, 3.61e-07, 3.80e-07, 3.75e-06, 2.15e-06, 1.72e-05] [8.48e-07, 1.11e-06, 9.68e-07, 8.70e-07, 1.08e-06, 1.82e-06, 1.02e-06, 1.23e-06, 2.09e-05, 3.41e-07, 6.33e-06, 6.65e-06, 1.84e-05, 2.47e-05, 2.79e-07, 2.06e-07, 3.69e-07, 3.61e-07, 3.80e-07, 3.75e-06, 2.15e-06, 1.72e-05] []
592300 [3.57e-06, 1.45e-06, 1.19e-06, 1.17e-06, 1.36e-06, 2.18e-06, 1.10e-06, 6.25e-06, 5.38e-09, 3.53e-06, 2.44e-05, 3.15e-05, 1.00e-04, 1.94e-04, 2.23e-06, 1.40e-06, 2.13e-06, 1.83e-06, 2.07e-06, 2.28e-10, 1.11e-05, 2.57e-09] [3.57e-06, 1.45e-06, 1.19e-06, 1.17e-06, 1.36e-06, 2.18e-06, 1.10e-06, 6.25e-06, 5.38e-09, 3.53e-06, 2.44e-05, 3.15e-05, 1.00e-04, 1.94e-04, 2.23e-06, 1.40e-06, 2.13e-06, 1.83e-06, 2.07e-06, 2.28e-10, 1.11e-05, 2.57e-09] []
592400 [3.54e-05, 7.17e-06, 3.58e-06, 4.97e-06, 4.88e-06, 5.79e-06, 2.55e-06, 6.26e-05, 4.25e-07, 5.12e-05, 1.20e-04, 3.31e-04, 6.56e-04, 2.17e-03, 3.63e-05, 3.26e-05, 1.79e-05, 1.47e-05, 2.14e-05, 1.01e-07, 1.03e-04, 5.89e-07] [3.54e-05, 7.17e-06, 3.58e-06, 4.97e-06, 4.88e-06, 5.79e-06, 2.55e-06, 6.26e-05, 4.25e-07, 5.12e-05, 1.20e-04, 3.31e-04, 6.56e-04, 2.17e-03, 3.63e-05, 3.26e-05, 1.79e-05, 1.47e-05, 2.14e-05, 1.01e-07, 1.03e-04, 5.89e-07] []
592500 [8.87e-06, 2.36e-06, 1.79e-06, 1.72e-06, 1.97e-06, 2.67e-06, 1.27e-06, 2.06e-05, 4.92e-05, 9.57e-06, 5.83e-05, 8.29e-05, 2.64e-04, 5.29e-04, 6.48e-06, 4.50e-06, 5.26e-06, 4.21e-06, 7.03e-06, 0.00e+00, 3.65e-05, 1.23e-04] [8.87e-06, 2.36e-06, 1.79e-06, 1.72e-06, 1.97e-06, 2.67e-06, 1.27e-06, 2.06e-05, 4.92e-05, 9.57e-06, 5.83e-05, 8.29e-05, 2.64e-04, 5.29e-04, 6.48e-06, 4.50e-06, 5.26e-06, 4.21e-06, 7.03e-06, 0.00e+00, 3.65e-05, 1.23e-04] []
592600 [1.43e-05, 5.09e-06, 1.71e-06, 3.39e-06, 1.76e-06, 3.78e-06, 1.15e-06, 8.27e-06, 5.35e-08, 1.69e-05, 3.64e-05, 1.38e-04, 2.36e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 2.26e-05, 1.94e-07] [1.43e-05, 5.09e-06, 1.71e-06, 3.39e-06, 1.76e-06, 3.78e-06, 1.15e-06, 8.27e-06, 5.35e-08, 1.69e-05, 3.64e-05, 1.38e-04, 2.36e-04, 7.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.92e-10, 2.26e-05, 1.94e-07] []
592700 [1.13e-06, 1.11e-06, 9.04e-07, 9.60e-07, 1.03e-06, 2.12e-06, 8.80e-07, 1.09e-05, 2.57e-09, 3.21e-06, 1.08e-05, 1.54e-05, 4.27e-06, 3.15e-05, 0.00e+00, 8.15e-11, 1.25e-09, 4.13e-10, 0.00e+00, 1.25e-10, 1.59e-05, 9.51e-10] [1.13e-06, 1.11e-06, 9.04e-07, 9.60e-07, 1.03e-06, 2.12e-06, 8.80e-07, 1.09e-05, 2.57e-09, 3.21e-06, 1.08e-05, 1.54e-05, 4.27e-06, 3.15e-05, 0.00e+00, 8.15e-11, 1.25e-09, 4.13e-10, 0.00e+00, 1.25e-10, 1.59e-05, 9.51e-10] []
592800 [1.92e-06, 1.82e-06, 1.10e-06, 1.70e-06, 1.48e-06, 1.82e-06, 1.07e-06, 1.93e-06, 1.30e-05, 4.09e-07, 1.44e-05, 2.19e-05, 8.25e-05, 1.20e-04, 3.08e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 0.00e+00, 1.16e-06, 4.77e-05] [1.92e-06, 1.82e-06, 1.10e-06, 1.70e-06, 1.48e-06, 1.82e-06, 1.07e-06, 1.93e-06, 1.30e-05, 4.09e-07, 1.44e-05, 2.19e-05, 8.25e-05, 1.20e-04, 3.08e-07, 0.00e+00, 0.00e+00, 0.00e+00, 1.05e-08, 0.00e+00, 1.16e-06, 4.77e-05] []
592900 [4.72e-07, 1.20e-06, 9.85e-07, 9.01e-07, 9.71e-07, 1.81e-06, 9.66e-07, 1.70e-08, 8.38e-10, 5.93e-11, 1.15e-06, 1.92e-06, 1.47e-06, 3.87e-09, 1.35e-08, 1.13e-08, 2.06e-08, 2.06e-08, 3.60e-09, 0.00e+00, 2.13e-08, 3.22e-08] [4.72e-07, 1.20e-06, 9.85e-07, 9.01e-07, 9.71e-07, 1.81e-06, 9.66e-07, 1.70e-08, 8.38e-10, 5.93e-11, 1.15e-06, 1.92e-06, 1.47e-06, 3.87e-09, 1.35e-08, 1.13e-08, 2.06e-08, 2.06e-08, 3.60e-09, 0.00e+00, 2.13e-08, 3.22e-08] []
593000 [9.42e-05, 1.82e-05, 7.80e-06, 1.28e-05, 1.30e-05, 1.20e-05, 6.40e-06, 3.32e-05, 2.00e-05, 1.70e-04, 2.37e-04, 9.17e-04, 9.88e-04, 5.49e-03, 1.07e-04, 1.34e-04, 3.63e-05, 2.85e-05, 1.05e-05, 5.53e-06, 4.82e-05, 2.35e-05] [9.42e-05, 1.82e-05, 7.80e-06, 1.28e-05, 1.30e-05, 1.20e-05, 6.40e-06, 3.32e-05, 2.00e-05, 1.70e-04, 2.37e-04, 9.17e-04, 9.88e-04, 5.49e-03, 1.07e-04, 1.34e-04, 3.63e-05, 2.85e-05, 1.05e-05, 5.53e-06, 4.82e-05, 2.35e-05] []
593100 [4.42e-07, 1.14e-06, 8.65e-07, 8.03e-07, 9.53e-07, 1.77e-06, 9.51e-07, 1.57e-08, 1.31e-07, 8.24e-09, 1.17e-06, 2.04e-06, 1.61e-06, 3.77e-07, 3.35e-09, 1.77e-08, 1.48e-08, 2.16e-08, 6.39e-10, 0.00e+00, 1.63e-08, 7.69e-07] [4.42e-07, 1.14e-06, 8.65e-07, 8.03e-07, 9.53e-07, 1.77e-06, 9.51e-07, 1.57e-08, 1.31e-07, 8.24e-09, 1.17e-06, 2.04e-06, 1.61e-06, 3.77e-07, 3.35e-09, 1.77e-08, 1.48e-08, 2.16e-08, 6.39e-10, 0.00e+00, 1.63e-08, 7.69e-07] []
593200 [7.64e-07, 2.05e-06, 1.24e-06, 1.75e-06, 1.17e-06, 2.73e-06, 1.08e-06, 9.94e-07, 1.31e-05, 2.86e-06, 1.70e-05, 1.12e-05, 6.49e-06, 4.43e-05, 0.00e+00, 3.51e-08, 0.00e+00, 6.17e-10, 0.00e+00, 1.07e-05, 2.55e-07, 4.48e-05] [7.64e-07, 2.05e-06, 1.24e-06, 1.75e-06, 1.17e-06, 2.73e-06, 1.08e-06, 9.94e-07, 1.31e-05, 2.86e-06, 1.70e-05, 1.12e-05, 6.49e-06, 4.43e-05, 0.00e+00, 3.51e-08, 0.00e+00, 6.17e-10, 0.00e+00, 1.07e-05, 2.55e-07, 4.48e-05] []
593300 [1.54e-05, 4.97e-06, 3.78e-06, 2.94e-06, 3.24e-06, 4.52e-06, 2.00e-06, 4.58e-06, 1.79e-05, 2.95e-05, 5.98e-05, 1.46e-04, 3.20e-04, 1.08e-03, 1.41e-05, 1.33e-05, 7.13e-06, 7.97e-06, 1.67e-06, 0.00e+00, 7.79e-06, 2.11e-05] [1.54e-05, 4.97e-06, 3.78e-06, 2.94e-06, 3.24e-06, 4.52e-06, 2.00e-06, 4.58e-06, 1.79e-05, 2.95e-05, 5.98e-05, 1.46e-04, 3.20e-04, 1.08e-03, 1.41e-05, 1.33e-05, 7.13e-06, 7.97e-06, 1.67e-06, 0.00e+00, 7.79e-06, 2.11e-05] []
593400 [1.85e-06, 1.39e-06, 9.51e-07, 1.00e-06, 9.65e-07, 1.75e-06, 1.04e-06, 7.79e-06, 8.12e-10, 9.83e-07, 2.55e-05, 2.08e-05, 8.40e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 8.01e-09] [1.85e-06, 1.39e-06, 9.51e-07, 1.00e-06, 9.65e-07, 1.75e-06, 1.04e-06, 7.79e-06, 8.12e-10, 9.83e-07, 2.55e-05, 2.08e-05, 8.40e-05, 8.19e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.24e-05, 8.01e-09] []
593500 [9.87e-07, 1.08e-06, 6.85e-07, 6.55e-07, 7.85e-07, 1.99e-06, 8.82e-07, 4.95e-05, 8.21e-12, 7.14e-07, 4.95e-06, 6.29e-06, 1.84e-05, 2.69e-05, 1.52e-07, 1.91e-07, 1.87e-07, 2.40e-07, 0.00e+00, 2.92e-10, 5.86e-05, 2.35e-10] [9.87e-07, 1.08e-06, 6.85e-07, 6.55e-07, 7.85e-07, 1.99e-06, 8.82e-07, 4.95e-05, 8.21e-12, 7.14e-07, 4.95e-06, 6.29e-06, 1.84e-05, 2.69e-05, 1.52e-07, 1.91e-07, 1.87e-07, 2.40e-07, 0.00e+00, 2.92e-10, 5.86e-05, 2.35e-10] []
593600 [5.40e-07, 9.65e-07, 6.74e-07, 6.25e-07, 9.30e-07, 1.88e-06, 9.90e-07, 3.72e-07, 3.92e-09, 5.72e-08, 1.72e-06, 3.06e-06, 2.21e-06, 1.30e-06, 1.08e-07, 1.19e-07, 1.80e-08, 2.92e-08, 0.00e+00, 3.73e-11, 5.72e-07, 1.75e-08] [5.40e-07, 9.65e-07, 6.74e-07, 6.25e-07, 9.30e-07, 1.88e-06, 9.90e-07, 3.72e-07, 3.92e-09, 5.72e-08, 1.72e-06, 3.06e-06, 2.21e-06, 1.30e-06, 1.08e-07, 1.19e-07, 1.80e-08, 2.92e-08, 0.00e+00, 3.73e-11, 5.72e-07, 1.75e-08] []
593700 [2.54e-06, 1.28e-06, 8.44e-07, 8.59e-07, 1.10e-06, 2.25e-06, 1.12e-06, 5.67e-06, 1.58e-10, 2.83e-06, 1.55e-05, 2.11e-05, 6.60e-05, 1.22e-04, 1.59e-06, 6.59e-07, 1.67e-06, 9.63e-07, 1.62e-06, 1.51e-09, 9.28e-06, 6.83e-09] [2.54e-06, 1.28e-06, 8.44e-07, 8.59e-07, 1.10e-06, 2.25e-06, 1.12e-06, 5.67e-06, 1.58e-10, 2.83e-06, 1.55e-05, 2.11e-05, 6.60e-05, 1.22e-04, 1.59e-06, 6.59e-07, 1.67e-06, 9.63e-07, 1.62e-06, 1.51e-09, 9.28e-06, 6.83e-09] []
593800 [3.07e-06, 1.37e-06, 8.99e-07, 9.08e-07, 9.40e-07, 2.05e-06, 9.20e-07, 8.03e-06, 1.94e-08, 2.00e-06, 4.88e-05, 3.98e-05, 1.53e-04, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 9.30e-08] [3.07e-06, 1.37e-06, 8.99e-07, 9.08e-07, 9.40e-07, 2.05e-06, 9.20e-07, 8.03e-06, 1.94e-08, 2.00e-06, 4.88e-05, 3.98e-05, 1.53e-04, 1.37e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.52e-05, 9.30e-08] []
593900 [3.70e-07, 9.20e-07, 7.75e-07, 7.56e-07, 9.14e-07, 1.93e-06, 9.99e-07, 1.41e-07, 4.67e-07, 1.14e-09, 1.21e-06, 1.96e-06, 1.76e-06, 3.19e-07, 2.05e-09, 1.65e-08, 2.66e-08, 6.47e-08, 6.82e-08, 0.00e+00, 4.21e-07, 7.08e-07] [3.70e-07, 9.20e-07, 7.75e-07, 7.56e-07, 9.14e-07, 1.93e-06, 9.99e-07, 1.41e-07, 4.67e-07, 1.14e-09, 1.21e-06, 1.96e-06, 1.76e-06, 3.19e-07, 2.05e-09, 1.65e-08, 2.66e-08, 6.47e-08, 6.82e-08, 0.00e+00, 4.21e-07, 7.08e-07] []
594000 [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07] [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.020625 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
594000 [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07] [3.33e-07, 1.05e-06, 8.36e-07, 9.31e-07, 9.23e-07, 1.86e-06, 9.97e-07, 4.19e-07, 6.58e-07, 1.37e-08, 1.18e-06, 2.17e-06, 2.00e-06, 2.85e-06, 8.40e-09, 6.70e-09, 3.29e-08, 2.42e-08, 4.84e-08, 0.00e+00, 2.89e-07, 7.56e-07] []
594100 [4.13e-06, 1.91e-06, 9.52e-07, 1.21e-06, 1.05e-06, 2.43e-06, 9.04e-07, 1.90e-07, 1.08e-06, 3.65e-06, 1.29e-05, 3.48e-05, 7.83e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.74e-10, 0.00e+00, 2.26e-07, 1.51e-06, 9.19e-07] [4.13e-06, 1.91e-06, 9.52e-07, 1.21e-06, 1.05e-06, 2.43e-06, 9.04e-07, 1.90e-07, 1.08e-06, 3.65e-06, 1.29e-05, 3.48e-05, 7.83e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.74e-10, 0.00e+00, 2.26e-07, 1.51e-06, 9.19e-07] []
594200 [7.73e-07, 9.35e-07, 9.53e-07, 7.97e-07, 9.78e-07, 2.17e-06, 9.54e-07, 9.27e-06, 7.07e-07, 4.46e-07, 6.24e-06, 5.45e-06, 1.75e-05, 1.80e-05, 1.17e-07, 5.45e-08, 2.15e-07, 4.52e-07, 2.18e-06, 0.00e+00, 1.23e-05, 4.65e-07] [7.73e-07, 9.35e-07, 9.53e-07, 7.97e-07, 9.78e-07, 2.17e-06, 9.54e-07, 9.27e-06, 7.07e-07, 4.46e-07, 6.24e-06, 5.45e-06, 1.75e-05, 1.80e-05, 1.17e-07, 5.45e-08, 2.15e-07, 4.52e-07, 2.18e-06, 0.00e+00, 1.23e-05, 4.65e-07] []
594300 [4.91e-07, 9.93e-07, 7.93e-07, 9.03e-07, 9.35e-07, 2.06e-06, 9.54e-07, 1.48e-05, 1.08e-05, 8.56e-09, 9.48e-06, 6.50e-06, 1.67e-05, 4.93e-06, 1.33e-07, 4.32e-08, 1.83e-07, 1.62e-07, 3.22e-06, 0.00e+00, 1.81e-05, 5.25e-06] [4.91e-07, 9.93e-07, 7.93e-07, 9.03e-07, 9.35e-07, 2.06e-06, 9.54e-07, 1.48e-05, 1.08e-05, 8.56e-09, 9.48e-06, 6.50e-06, 1.67e-05, 4.93e-06, 1.33e-07, 4.32e-08, 1.83e-07, 1.62e-07, 3.22e-06, 0.00e+00, 1.81e-05, 5.25e-06] []
594400 [6.88e-07, 8.69e-07, 9.40e-07, 7.95e-07, 1.02e-06, 2.13e-06, 1.10e-06, 6.01e-06, 4.30e-08, 4.96e-07, 1.93e-06, 4.00e-06, 7.66e-06, 1.65e-05, 1.11e-07, 1.65e-07, 2.23e-07, 1.51e-07, 0.00e+00, 3.92e-09, 8.19e-06, 4.37e-09] [6.88e-07, 8.69e-07, 9.40e-07, 7.95e-07, 1.02e-06, 2.13e-06, 1.10e-06, 6.01e-06, 4.30e-08, 4.96e-07, 1.93e-06, 4.00e-06, 7.66e-06, 1.65e-05, 1.11e-07, 1.65e-07, 2.23e-07, 1.51e-07, 0.00e+00, 3.92e-09, 8.19e-06, 4.37e-09] []
594500 [1.06e-06, 9.27e-07, 9.68e-07, 9.14e-07, 1.19e-06, 2.20e-06, 1.20e-06, 1.94e-07, 1.77e-08, 1.31e-06, 3.37e-06, 8.16e-06, 1.48e-05, 4.54e-05, 4.51e-07, 4.14e-07, 5.72e-07, 2.10e-07, 6.38e-08, 1.59e-08, 4.08e-07, 4.52e-08] [1.06e-06, 9.27e-07, 9.68e-07, 9.14e-07, 1.19e-06, 2.20e-06, 1.20e-06, 1.94e-07, 1.77e-08, 1.31e-06, 3.37e-06, 8.16e-06, 1.48e-05, 4.54e-05, 4.51e-07, 4.14e-07, 5.72e-07, 2.10e-07, 6.38e-08, 1.59e-08, 4.08e-07, 4.52e-08] []
594600 [2.81e-05, 1.05e-05, 3.04e-06, 6.78e-06, 2.70e-06, 7.27e-06, 1.53e-06, 2.26e-05, 1.58e-07, 4.27e-05, 6.91e-05, 2.91e-04, 4.23e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-08, 4.81e-05, 1.13e-07] [2.81e-05, 1.05e-05, 3.04e-06, 6.78e-06, 2.70e-06, 7.27e-06, 1.53e-06, 2.26e-05, 1.58e-07, 4.27e-05, 6.91e-05, 2.91e-04, 4.23e-04, 1.62e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-08, 4.81e-05, 1.13e-07] []
594700 [1.65e-05, 4.58e-06, 1.54e-06, 3.71e-06, 1.82e-06, 3.82e-06, 1.10e-06, 1.57e-07, 2.56e-05, 3.19e-05, 3.83e-05, 1.23e-04, 2.71e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-10, 6.77e-06, 1.97e-06, 2.83e-05] [1.65e-05, 4.58e-06, 1.54e-06, 3.71e-06, 1.82e-06, 3.82e-06, 1.10e-06, 1.57e-07, 2.56e-05, 3.19e-05, 3.83e-05, 1.23e-04, 2.71e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.56e-10, 6.77e-06, 1.97e-06, 2.83e-05] []
594800 [1.31e-05, 3.83e-06, 3.05e-06, 2.47e-06, 2.65e-06, 4.22e-06, 1.86e-06, 6.34e-06, 3.79e-09, 3.00e-05, 5.51e-05, 1.20e-04, 2.75e-04, 8.62e-04, 1.14e-05, 8.85e-06, 5.83e-06, 7.99e-06, 0.00e+00, 2.49e-08, 1.96e-06, 9.61e-08] [1.31e-05, 3.83e-06, 3.05e-06, 2.47e-06, 2.65e-06, 4.22e-06, 1.86e-06, 6.34e-06, 3.79e-09, 3.00e-05, 5.51e-05, 1.20e-04, 2.75e-04, 8.62e-04, 1.14e-05, 8.85e-06, 5.83e-06, 7.99e-06, 0.00e+00, 2.49e-08, 1.96e-06, 9.61e-08] []
594900 [3.03e-05, 9.62e-06, 3.22e-06, 6.17e-06, 3.64e-06, 6.46e-06, 1.66e-06, 9.45e-06, 6.64e-06, 5.39e-05, 6.50e-05, 3.40e-04, 4.31e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-06, 2.23e-05, 5.54e-06] [3.03e-05, 9.62e-06, 3.22e-06, 6.17e-06, 3.64e-06, 6.46e-06, 1.66e-06, 9.45e-06, 6.64e-06, 5.39e-05, 6.50e-05, 3.40e-04, 4.31e-04, 1.83e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.28e-06, 2.23e-05, 5.54e-06] []
595000 [6.22e-05, 1.98e-05, 6.39e-06, 1.22e-05, 4.63e-06, 1.22e-05, 2.21e-06, 2.08e-06, 1.72e-09, 8.64e-05, 1.54e-04, 5.87e-04, 9.06e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-05, 3.36e-08] [6.22e-05, 1.98e-05, 6.39e-06, 1.22e-05, 4.63e-06, 1.22e-05, 2.21e-06, 2.08e-06, 1.72e-09, 8.64e-05, 1.54e-04, 5.87e-04, 9.06e-04, 3.29e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.81e-05, 3.36e-08] []
595100 [2.73e-07, 9.61e-07, 8.63e-07, 9.19e-07, 1.23e-06, 2.05e-06, 1.30e-06, 4.94e-07, 3.81e-10, 5.81e-11, 5.26e-07, 1.64e-06, 1.30e-06, 8.32e-08, 7.61e-09, 6.90e-09, 1.35e-08, 1.57e-08, 3.03e-08, 0.00e+00, 2.00e-07, 3.16e-08] [2.73e-07, 9.61e-07, 8.63e-07, 9.19e-07, 1.23e-06, 2.05e-06, 1.30e-06, 4.94e-07, 3.81e-10, 5.81e-11, 5.26e-07, 1.64e-06, 1.30e-06, 8.32e-08, 7.61e-09, 6.90e-09, 1.35e-08, 1.57e-08, 3.03e-08, 0.00e+00, 2.00e-07, 3.16e-08] []
595200 [3.22e-07, 9.48e-07, 8.78e-07, 9.47e-07, 1.07e-06, 2.11e-06, 1.26e-06, 1.86e-08, 2.10e-08, 1.60e-07, 5.76e-07, 2.27e-06, 2.45e-06, 3.02e-06, 0.00e+00, 1.55e-09, 6.57e-09, 0.00e+00, 1.02e-10, 0.00e+00, 1.25e-08, 5.62e-08] [3.22e-07, 9.48e-07, 8.78e-07, 9.47e-07, 1.07e-06, 2.11e-06, 1.26e-06, 1.86e-08, 2.10e-08, 1.60e-07, 5.76e-07, 2.27e-06, 2.45e-06, 3.02e-06, 0.00e+00, 1.55e-09, 6.57e-09, 0.00e+00, 1.02e-10, 0.00e+00, 1.25e-08, 5.62e-08] []
595300 [4.80e-07, 9.07e-07, 8.77e-07, 9.09e-07, 1.14e-06, 2.20e-06, 1.30e-06, 8.63e-09, 8.99e-10, 4.27e-07, 1.10e-06, 3.56e-06, 4.41e-06, 1.22e-05, 1.45e-07, 5.46e-08, 2.36e-07, 4.93e-08, 4.26e-09, 1.15e-09, 2.63e-08, 2.37e-09] [4.80e-07, 9.07e-07, 8.77e-07, 9.09e-07, 1.14e-06, 2.20e-06, 1.30e-06, 8.63e-09, 8.99e-10, 4.27e-07, 1.10e-06, 3.56e-06, 4.41e-06, 1.22e-05, 1.45e-07, 5.46e-08, 2.36e-07, 4.93e-08, 4.26e-09, 1.15e-09, 2.63e-08, 2.37e-09] []
595400 [4.63e-07, 9.77e-07, 8.97e-07, 9.35e-07, 1.11e-06, 2.13e-06, 1.28e-06, 2.29e-08, 1.32e-09, 2.89e-07, 8.46e-07, 3.00e-06, 3.62e-06, 8.52e-06, 0.00e+00, 2.59e-12, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-10, 1.18e-08, 1.67e-09] [4.63e-07, 9.77e-07, 8.97e-07, 9.35e-07, 1.11e-06, 2.13e-06, 1.28e-06, 2.29e-08, 1.32e-09, 2.89e-07, 8.46e-07, 3.00e-06, 3.62e-06, 8.52e-06, 0.00e+00, 2.59e-12, 0.00e+00, 0.00e+00, 0.00e+00, 3.42e-10, 1.18e-08, 1.67e-09] []
595500 [1.05e-06, 1.31e-06, 1.18e-06, 9.87e-07, 1.24e-06, 2.26e-06, 1.19e-06, 1.79e-05, 1.21e-04, 1.58e-06, 3.77e-06, 1.07e-05, 1.40e-05, 5.55e-05, 2.04e-06, 8.73e-08, 3.47e-07, 3.94e-07, 2.48e-06, 0.00e+00, 1.45e-05, 2.82e-04] [1.05e-06, 1.31e-06, 1.18e-06, 9.87e-07, 1.24e-06, 2.26e-06, 1.19e-06, 1.79e-05, 1.21e-04, 1.58e-06, 3.77e-06, 1.07e-05, 1.40e-05, 5.55e-05, 2.04e-06, 8.73e-08, 3.47e-07, 3.94e-07, 2.48e-06, 0.00e+00, 1.45e-05, 2.82e-04] []
595600 [2.00e-05, 6.63e-06, 1.54e-06, 5.13e-06, 2.56e-06, 4.82e-06, 1.27e-06, 2.83e-05, 1.46e-08, 3.10e-05, 3.63e-05, 1.97e-04, 2.75e-04, 1.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-10, 3.63e-05, 2.20e-09] [2.00e-05, 6.63e-06, 1.54e-06, 5.13e-06, 2.56e-06, 4.82e-06, 1.27e-06, 2.83e-05, 1.46e-08, 3.10e-05, 3.63e-05, 1.97e-04, 2.75e-04, 1.11e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-10, 3.63e-05, 2.20e-09] []
595700 [1.09e-05, 4.47e-06, 1.79e-06, 3.11e-06, 1.72e-06, 4.00e-06, 1.43e-06, 6.76e-08, 1.75e-09, 1.62e-05, 3.76e-05, 1.11e-04, 2.16e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-10, 1.83e-10, 3.05e-06, 1.14e-09] [1.09e-05, 4.47e-06, 1.79e-06, 3.11e-06, 1.72e-06, 4.00e-06, 1.43e-06, 6.76e-08, 1.75e-09, 1.62e-05, 3.76e-05, 1.11e-04, 2.16e-04, 6.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.68e-10, 1.83e-10, 3.05e-06, 1.14e-09] []
595800 [6.35e-07, 9.25e-07, 8.64e-07, 9.01e-07, 1.21e-06, 2.07e-06, 1.42e-06, 1.18e-05, 1.82e-09, 4.87e-07, 5.70e-06, 6.75e-06, 2.18e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-10, 1.75e-05, 1.04e-09] [6.35e-07, 9.25e-07, 8.64e-07, 9.01e-07, 1.21e-06, 2.07e-06, 1.42e-06, 1.18e-05, 1.82e-09, 4.87e-07, 5.70e-06, 6.75e-06, 2.18e-05, 2.78e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.26e-10, 1.75e-05, 1.04e-09] []
595900 [4.56e-07, 8.20e-07, 7.67e-07, 9.10e-07, 1.29e-06, 2.14e-06, 1.53e-06, 2.00e-08, 3.32e-05, 4.92e-07, 2.03e-06, 4.49e-06, 9.68e-06, 1.93e-05, 2.03e-07, 1.19e-07, 2.10e-07, 1.67e-07, 2.66e-08, 0.00e+00, 1.76e-07, 5.05e-06] [4.56e-07, 8.20e-07, 7.67e-07, 9.10e-07, 1.29e-06, 2.14e-06, 1.53e-06, 2.00e-08, 3.32e-05, 4.92e-07, 2.03e-06, 4.49e-06, 9.68e-06, 1.93e-05, 2.03e-07, 1.19e-07, 2.10e-07, 1.67e-07, 2.66e-08, 0.00e+00, 1.76e-07, 5.05e-06] []
596000 [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10] [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.140517 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
596000 [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10] [2.28e-07, 8.12e-07, 7.83e-07, 9.16e-07, 1.25e-06, 2.07e-06, 1.47e-06, 1.89e-07, 1.80e-09, 6.53e-08, 1.05e-06, 2.31e-06, 3.97e-06, 3.46e-06, 5.35e-08, 3.70e-08, 8.55e-08, 4.91e-08, 4.44e-08, 8.05e-11, 3.01e-07, 5.62e-10] []
596100 [2.59e-07, 8.16e-07, 8.01e-07, 9.13e-07, 1.26e-06, 2.11e-06, 1.48e-06, 8.71e-09, 1.06e-10, 6.21e-08, 1.31e-06, 2.55e-06, 4.50e-06, 3.18e-06, 2.56e-08, 4.79e-08, 1.12e-07, 4.93e-08, 2.79e-09, 1.18e-10, 1.77e-08, 6.63e-10] [2.59e-07, 8.16e-07, 8.01e-07, 9.13e-07, 1.26e-06, 2.11e-06, 1.48e-06, 8.71e-09, 1.06e-10, 6.21e-08, 1.31e-06, 2.55e-06, 4.50e-06, 3.18e-06, 2.56e-08, 4.79e-08, 1.12e-07, 4.93e-08, 2.79e-09, 1.18e-10, 1.77e-08, 6.63e-10] []
596200 [2.89e-07, 9.37e-07, 8.96e-07, 1.05e-06, 1.10e-06, 2.16e-06, 1.35e-06, 6.50e-07, 4.74e-09, 7.91e-08, 1.39e-06, 2.85e-06, 3.95e-06, 1.77e-06, 1.07e-07, 1.56e-07, 1.37e-07, 3.27e-08, 0.00e+00, 2.87e-10, 7.45e-08, 1.33e-09] [2.89e-07, 9.37e-07, 8.96e-07, 1.05e-06, 1.10e-06, 2.16e-06, 1.35e-06, 6.50e-07, 4.74e-09, 7.91e-08, 1.39e-06, 2.85e-06, 3.95e-06, 1.77e-06, 1.07e-07, 1.56e-07, 1.37e-07, 3.27e-08, 0.00e+00, 2.87e-10, 7.45e-08, 1.33e-09] []
596300 [2.08e-05, 5.92e-06, 1.56e-06, 4.77e-06, 2.55e-06, 4.42e-06, 1.40e-06, 1.38e-08, 1.32e-09, 3.17e-05, 5.02e-05, 1.88e-04, 3.78e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-11, 1.02e-06, 1.58e-09] [2.08e-05, 5.92e-06, 1.56e-06, 4.77e-06, 2.55e-06, 4.42e-06, 1.40e-06, 1.38e-08, 1.32e-09, 3.17e-05, 5.02e-05, 1.88e-04, 3.78e-04, 1.12e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.57e-11, 1.02e-06, 1.58e-09] []
596400 [7.16e-07, 1.04e-06, 8.67e-07, 9.50e-07, 1.28e-06, 2.07e-06, 1.50e-06, 1.01e-07, 2.99e-10, 8.89e-07, 3.27e-06, 7.53e-06, 1.76e-05, 3.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.98e-11, 3.55e-07, 9.00e-10] [7.16e-07, 1.04e-06, 8.67e-07, 9.50e-07, 1.28e-06, 2.07e-06, 1.50e-06, 1.01e-07, 2.99e-10, 8.89e-07, 3.27e-06, 7.53e-06, 1.76e-05, 3.85e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.98e-11, 3.55e-07, 9.00e-10] []
596500 [1.78e-07, 8.48e-07, 7.78e-07, 9.01e-07, 1.28e-06, 2.02e-06, 1.55e-06, 8.64e-11, 4.91e-08, 1.12e-08, 2.74e-07, 1.70e-06, 1.58e-06, 3.34e-07, 3.77e-09, 4.68e-09, 5.24e-09, 2.10e-09, 4.71e-13, 8.83e-09, 1.53e-08, 4.75e-08] [1.78e-07, 8.48e-07, 7.78e-07, 9.01e-07, 1.28e-06, 2.02e-06, 1.55e-06, 8.64e-11, 4.91e-08, 1.12e-08, 2.74e-07, 1.70e-06, 1.58e-06, 3.34e-07, 3.77e-09, 4.68e-09, 5.24e-09, 2.10e-09, 4.71e-13, 8.83e-09, 1.53e-08, 4.75e-08] []
596600 [3.19e-07, 9.07e-07, 9.29e-07, 9.98e-07, 1.23e-06, 2.07e-06, 1.55e-06, 2.07e-07, 2.23e-09, 1.77e-07, 3.01e-06, 3.96e-06, 1.08e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-09, 6.44e-11, 7.73e-08, 6.35e-10] [3.19e-07, 9.07e-07, 9.29e-07, 9.98e-07, 1.23e-06, 2.07e-06, 1.55e-06, 2.07e-07, 2.23e-09, 1.77e-07, 3.01e-06, 3.96e-06, 1.08e-05, 1.23e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.13e-09, 6.44e-11, 7.73e-08, 6.35e-10] []
596700 [8.79e-07, 8.98e-07, 9.44e-07, 9.39e-07, 1.24e-06, 2.08e-06, 1.54e-06, 8.58e-08, 1.69e-09, 3.98e-07, 1.88e-05, 1.57e-05, 4.88e-05, 3.53e-05, 0.00e+00, 1.97e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 3.71e-06, 8.94e-10] [8.79e-07, 8.98e-07, 9.44e-07, 9.39e-07, 1.24e-06, 2.08e-06, 1.54e-06, 8.58e-08, 1.69e-09, 3.98e-07, 1.88e-05, 1.57e-05, 4.88e-05, 3.53e-05, 0.00e+00, 1.97e-11, 0.00e+00, 0.00e+00, 0.00e+00, 2.39e-10, 3.71e-06, 8.94e-10] []
596800 [9.78e-07, 1.50e-06, 9.05e-07, 1.58e-06, 1.29e-06, 2.78e-06, 1.50e-06, 7.18e-07, 2.55e-09, 3.49e-06, 6.83e-06, 2.63e-05, 4.69e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.41e-07, 7.82e-09] [9.78e-07, 1.50e-06, 9.05e-07, 1.58e-06, 1.29e-06, 2.78e-06, 1.50e-06, 7.18e-07, 2.55e-09, 3.49e-06, 6.83e-06, 2.63e-05, 4.69e-06, 6.29e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.39e-11, 4.41e-07, 7.82e-09] []
596900 [4.13e-06, 2.57e-06, 2.45e-06, 1.16e-06, 1.88e-06, 2.85e-06, 1.38e-06, 4.53e-06, 9.43e-05, 8.82e-06, 3.65e-05, 5.04e-05, 1.44e-04, 3.36e-04, 3.13e-06, 1.76e-06, 2.50e-06, 1.63e-06, 1.39e-06, 0.00e+00, 8.18e-06, 1.51e-04] [4.13e-06, 2.57e-06, 2.45e-06, 1.16e-06, 1.88e-06, 2.85e-06, 1.38e-06, 4.53e-06, 9.43e-05, 8.82e-06, 3.65e-05, 5.04e-05, 1.44e-04, 3.36e-04, 3.13e-06, 1.76e-06, 2.50e-06, 1.63e-06, 1.39e-06, 0.00e+00, 8.18e-06, 1.51e-04] []
597000 [3.17e-06, 1.21e-06, 1.10e-06, 1.12e-06, 1.78e-06, 2.43e-06, 1.88e-06, 5.92e-09, 6.22e-07, 6.17e-06, 1.35e-05, 3.34e-05, 7.18e-05, 2.26e-04, 2.67e-06, 2.04e-06, 1.26e-06, 1.06e-06, 2.13e-08, 3.39e-09, 1.43e-07, 8.15e-08] [3.17e-06, 1.21e-06, 1.10e-06, 1.12e-06, 1.78e-06, 2.43e-06, 1.88e-06, 5.92e-09, 6.22e-07, 6.17e-06, 1.35e-05, 3.34e-05, 7.18e-05, 2.26e-04, 2.67e-06, 2.04e-06, 1.26e-06, 1.06e-06, 2.13e-08, 3.39e-09, 1.43e-07, 8.15e-08] []
597100 [1.37e-07, 8.18e-07, 7.91e-07, 8.72e-07, 1.34e-06, 1.94e-06, 1.60e-06, 4.31e-06, 1.73e-09, 5.81e-09, 2.89e-07, 1.70e-06, 1.54e-06, 8.02e-08, 8.07e-09, 4.86e-09, 4.84e-09, 6.48e-09, 5.34e-07, 4.43e-11, 3.40e-06, 5.86e-10] [1.37e-07, 8.18e-07, 7.91e-07, 8.72e-07, 1.34e-06, 1.94e-06, 1.60e-06, 4.31e-06, 1.73e-09, 5.81e-09, 2.89e-07, 1.70e-06, 1.54e-06, 8.02e-08, 8.07e-09, 4.86e-09, 4.84e-09, 6.48e-09, 5.34e-07, 4.43e-11, 3.40e-06, 5.86e-10] []
597200 [3.07e-07, 7.45e-07, 8.83e-07, 8.93e-07, 1.42e-06, 2.04e-06, 1.69e-06, 1.58e-07, 1.36e-09, 2.77e-07, 6.83e-07, 2.92e-06, 2.75e-06, 8.38e-06, 8.84e-08, 6.42e-08, 5.42e-08, 3.72e-08, 0.00e+00, 2.29e-10, 2.19e-07, 9.65e-10] [3.07e-07, 7.45e-07, 8.83e-07, 8.93e-07, 1.42e-06, 2.04e-06, 1.69e-06, 1.58e-07, 1.36e-09, 2.77e-07, 6.83e-07, 2.92e-06, 2.75e-06, 8.38e-06, 8.84e-08, 6.42e-08, 5.42e-08, 3.72e-08, 0.00e+00, 2.29e-10, 2.19e-07, 9.65e-10] []
597300 [2.72e-07, 9.57e-07, 8.62e-07, 1.07e-06, 1.39e-06, 2.06e-06, 1.68e-06, 3.81e-07, 7.32e-09, 1.21e-08, 2.06e-06, 2.39e-06, 4.47e-06, 3.53e-06, 1.58e-08, 0.00e+00, 1.86e-08, 1.05e-08, 0.00e+00, 2.75e-09, 2.35e-08, 1.44e-08] [2.72e-07, 9.57e-07, 8.62e-07, 1.07e-06, 1.39e-06, 2.06e-06, 1.68e-06, 3.81e-07, 7.32e-09, 1.21e-08, 2.06e-06, 2.39e-06, 4.47e-06, 3.53e-06, 1.58e-08, 0.00e+00, 1.86e-08, 1.05e-08, 0.00e+00, 2.75e-09, 2.35e-08, 1.44e-08] []
597400 [2.67e-05, 6.02e-06, 5.25e-06, 6.95e-06, 6.30e-06, 5.24e-06, 4.24e-06, 1.37e-04, 8.18e-08, 8.04e-05, 8.34e-05, 2.62e-04, 4.15e-04, 1.82e-03, 1.69e-05, 3.28e-05, 1.42e-05, 1.47e-05, 0.00e+00, 2.22e-08, 2.28e-04, 1.06e-07] [2.67e-05, 6.02e-06, 5.25e-06, 6.95e-06, 6.30e-06, 5.24e-06, 4.24e-06, 1.37e-04, 8.18e-08, 8.04e-05, 8.34e-05, 2.62e-04, 4.15e-04, 1.82e-03, 1.69e-05, 3.28e-05, 1.42e-05, 1.47e-05, 0.00e+00, 2.22e-08, 2.28e-04, 1.06e-07] []
597500 [1.24e-07, 7.89e-07, 7.81e-07, 7.89e-07, 1.46e-06, 1.93e-06, 1.63e-06, 5.89e-10, 4.53e-05, 6.37e-10, 6.17e-07, 1.99e-06, 2.27e-06, 7.47e-08, 8.96e-09, 1.12e-08, 1.46e-08, 1.83e-08, 5.66e-10, 0.00e+00, 4.95e-09, 4.61e-05] [1.24e-07, 7.89e-07, 7.81e-07, 7.89e-07, 1.46e-06, 1.93e-06, 1.63e-06, 5.89e-10, 4.53e-05, 6.37e-10, 6.17e-07, 1.99e-06, 2.27e-06, 7.47e-08, 8.96e-09, 1.12e-08, 1.46e-08, 1.83e-08, 5.66e-10, 0.00e+00, 4.95e-09, 4.61e-05] []
597600 [1.65e-07, 7.71e-07, 8.91e-07, 9.38e-07, 1.43e-06, 1.95e-06, 1.72e-06, 1.17e-07, 1.14e-08, 2.11e-10, 6.17e-07, 2.01e-06, 2.27e-06, 3.65e-07, 2.65e-09, 2.43e-09, 2.24e-10, 3.49e-10, 4.30e-09, 0.00e+00, 2.73e-08, 1.71e-08] [1.65e-07, 7.71e-07, 8.91e-07, 9.38e-07, 1.43e-06, 1.95e-06, 1.72e-06, 1.17e-07, 1.14e-08, 2.11e-10, 6.17e-07, 2.01e-06, 2.27e-06, 3.65e-07, 2.65e-09, 2.43e-09, 2.24e-10, 3.49e-10, 4.30e-09, 0.00e+00, 2.73e-08, 1.71e-08] []
597700 [1.14e-06, 1.09e-06, 8.25e-07, 8.12e-07, 1.52e-06, 2.08e-06, 1.62e-06, 2.08e-06, 1.80e-08, 1.79e-06, 7.05e-06, 2.43e-05, 4.87e-06, 5.11e-05, 9.03e-09, 1.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-07, 4.61e-08] [1.14e-06, 1.09e-06, 8.25e-07, 8.12e-07, 1.52e-06, 2.08e-06, 1.62e-06, 2.08e-06, 1.80e-08, 1.79e-06, 7.05e-06, 2.43e-05, 4.87e-06, 5.11e-05, 9.03e-09, 1.82e-09, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.66e-07, 4.61e-08] []
597800 [5.78e-05, 1.17e-05, 4.86e-06, 7.95e-06, 6.98e-06, 9.28e-06, 4.23e-06, 1.70e-04, 2.98e-05, 1.10e-04, 1.73e-04, 5.16e-04, 8.92e-04, 3.49e-03, 6.91e-05, 5.11e-05, 2.62e-05, 2.01e-05, 4.99e-05, 1.17e-05, 2.35e-04, 4.49e-05] [5.78e-05, 1.17e-05, 4.86e-06, 7.95e-06, 6.98e-06, 9.28e-06, 4.23e-06, 1.70e-04, 2.98e-05, 1.10e-04, 1.73e-04, 5.16e-04, 8.92e-04, 3.49e-03, 6.91e-05, 5.11e-05, 2.62e-05, 2.01e-05, 4.99e-05, 1.17e-05, 2.35e-04, 4.49e-05] []
597900 [1.32e-07, 7.59e-07, 8.16e-07, 7.83e-07, 1.40e-06, 1.90e-06, 1.65e-06, 1.05e-07, 1.30e-08, 1.12e-08, 2.53e-07, 1.70e-06, 1.94e-06, 5.45e-07, 3.84e-08, 1.54e-08, 8.17e-09, 1.24e-08, 1.71e-08, 3.65e-10, 1.15e-07, 1.56e-09] [1.32e-07, 7.59e-07, 8.16e-07, 7.83e-07, 1.40e-06, 1.90e-06, 1.65e-06, 1.05e-07, 1.30e-08, 1.12e-08, 2.53e-07, 1.70e-06, 1.94e-06, 5.45e-07, 3.84e-08, 1.54e-08, 8.17e-09, 1.24e-08, 1.71e-08, 3.65e-10, 1.15e-07, 1.56e-09] []
598000 [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08] [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.456037 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
598000 [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08] [1.95e-07, 7.76e-07, 9.02e-07, 9.77e-07, 1.50e-06, 1.94e-06, 1.76e-06, 2.59e-07, 1.77e-08, 4.70e-08, 7.10e-07, 2.35e-06, 3.53e-06, 1.29e-06, 0.00e+00, 5.58e-11, 0.00e+00, 0.00e+00, 1.02e-08, 2.87e-09, 6.43e-08, 1.59e-08] []
598100 [1.61e-06, 1.21e-06, 1.09e-06, 7.86e-07, 1.30e-06, 2.20e-06, 1.48e-06, 2.30e-07, 1.79e-07, 2.54e-06, 9.84e-06, 1.72e-05, 4.50e-05, 9.57e-05, 1.79e-06, 4.01e-07, 5.78e-07, 2.89e-07, 6.92e-09, 1.65e-08, 5.06e-08, 8.51e-08] [1.61e-06, 1.21e-06, 1.09e-06, 7.86e-07, 1.30e-06, 2.20e-06, 1.48e-06, 2.30e-07, 1.79e-07, 2.54e-06, 9.84e-06, 1.72e-05, 4.50e-05, 9.57e-05, 1.79e-06, 4.01e-07, 5.78e-07, 2.89e-07, 6.92e-09, 1.65e-08, 5.06e-08, 8.51e-08] []
598200 [7.54e-06, 3.05e-06, 1.60e-06, 2.33e-06, 1.72e-06, 2.84e-06, 1.69e-06, 5.28e-08, 2.46e-07, 1.00e-05, 4.23e-05, 7.75e-05, 2.09e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-08, 1.04e-06, 9.13e-08] [7.54e-06, 3.05e-06, 1.60e-06, 2.33e-06, 1.72e-06, 2.84e-06, 1.69e-06, 5.28e-08, 2.46e-07, 1.00e-05, 4.23e-05, 7.75e-05, 2.09e-04, 4.46e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.62e-08, 1.04e-06, 9.13e-08] []
598300 [1.37e-07, 7.20e-07, 8.51e-07, 7.82e-07, 1.46e-06, 1.87e-06, 1.72e-06, 6.72e-08, 2.18e-09, 7.98e-10, 3.13e-07, 1.90e-06, 1.97e-06, 1.03e-07, 7.14e-09, 4.27e-09, 1.91e-11, 4.48e-10, 1.81e-08, 1.39e-10, 1.21e-07, 7.73e-10] [1.37e-07, 7.20e-07, 8.51e-07, 7.82e-07, 1.46e-06, 1.87e-06, 1.72e-06, 6.72e-08, 2.18e-09, 7.98e-10, 3.13e-07, 1.90e-06, 1.97e-06, 1.03e-07, 7.14e-09, 4.27e-09, 1.91e-11, 4.48e-10, 1.81e-08, 1.39e-10, 1.21e-07, 7.73e-10] []
598400 [2.33e-07, 8.66e-07, 9.09e-07, 1.05e-06, 1.31e-06, 1.87e-06, 1.65e-06, 3.56e-06, 5.20e-10, 8.41e-08, 4.55e-07, 2.37e-06, 2.24e-06, 7.82e-07, 1.37e-08, 5.99e-10, 2.80e-12, 0.00e+00, 4.56e-07, 1.84e-10, 2.95e-06, 1.12e-09] [2.33e-07, 8.66e-07, 9.09e-07, 1.05e-06, 1.31e-06, 1.87e-06, 1.65e-06, 3.56e-06, 5.20e-10, 8.41e-08, 4.55e-07, 2.37e-06, 2.24e-06, 7.82e-07, 1.37e-08, 5.99e-10, 2.80e-12, 0.00e+00, 4.56e-07, 1.84e-10, 2.95e-06, 1.12e-09] []
598500 [1.06e-05, 2.57e-06, 1.42e-06, 2.37e-06, 2.04e-06, 2.94e-06, 1.69e-06, 7.47e-08, 1.89e-06, 1.34e-05, 1.01e-04, 1.27e-04, 4.15e-04, 5.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-07, 2.71e-06, 1.30e-06] [1.06e-05, 2.57e-06, 1.42e-06, 2.37e-06, 2.04e-06, 2.94e-06, 1.69e-06, 7.47e-08, 1.89e-06, 1.34e-05, 1.01e-04, 1.27e-04, 4.15e-04, 5.75e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.65e-07, 2.71e-06, 1.30e-06] []
598600 [1.57e-05, 5.03e-06, 3.69e-06, 3.70e-06, 2.99e-06, 4.91e-06, 2.60e-06, 1.36e-05, 1.16e-09, 3.70e-05, 2.51e-04, 2.07e-04, 9.92e-04, 1.65e-03, 2.17e-05, 6.22e-06, 1.15e-05, 4.55e-06, 6.22e-07, 6.31e-09, 3.73e-06, 3.20e-08] [1.57e-05, 5.03e-06, 3.69e-06, 3.70e-06, 2.99e-06, 4.91e-06, 2.60e-06, 1.36e-05, 1.16e-09, 3.70e-05, 2.51e-04, 2.07e-04, 9.92e-04, 1.65e-03, 2.17e-05, 6.22e-06, 1.15e-05, 4.55e-06, 6.22e-07, 6.31e-09, 3.73e-06, 3.20e-08] []
598700 [1.24e-07, 6.64e-07, 8.55e-07, 7.41e-07, 1.42e-06, 1.82e-06, 1.67e-06, 1.06e-08, 7.80e-12, 1.14e-08, 2.23e-07, 1.82e-06, 1.94e-06, 1.77e-07, 2.38e-08, 1.36e-08, 4.84e-09, 5.94e-09, 7.95e-13, 1.78e-11, 2.42e-09, 4.08e-10] [1.24e-07, 6.64e-07, 8.55e-07, 7.41e-07, 1.42e-06, 1.82e-06, 1.67e-06, 1.06e-08, 7.80e-12, 1.14e-08, 2.23e-07, 1.82e-06, 1.94e-06, 1.77e-07, 2.38e-08, 1.36e-08, 4.84e-09, 5.94e-09, 7.95e-13, 1.78e-11, 2.42e-09, 4.08e-10] []
598800 [1.45e-07, 8.16e-07, 8.99e-07, 9.48e-07, 1.41e-06, 1.83e-06, 1.73e-06, 7.45e-07, 7.01e-09, 3.48e-10, 4.86e-07, 2.13e-06, 2.27e-06, 9.17e-08, 5.44e-10, 1.27e-10, 1.12e-09, 1.63e-10, 1.01e-07, 3.95e-11, 6.90e-07, 5.38e-10] [1.45e-07, 8.16e-07, 8.99e-07, 9.48e-07, 1.41e-06, 1.83e-06, 1.73e-06, 7.45e-07, 7.01e-09, 3.48e-10, 4.86e-07, 2.13e-06, 2.27e-06, 9.17e-08, 5.44e-10, 1.27e-10, 1.12e-09, 1.63e-10, 1.01e-07, 3.95e-11, 6.90e-07, 5.38e-10] []
598900 [6.61e-07, 8.89e-07, 9.04e-07, 7.81e-07, 1.41e-06, 1.80e-06, 1.64e-06, 7.82e-07, 5.07e-11, 7.92e-07, 2.91e-06, 7.64e-06, 1.72e-05, 3.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-11, 1.28e-06, 5.50e-10] [6.61e-07, 8.89e-07, 9.04e-07, 7.81e-07, 1.41e-06, 1.80e-06, 1.64e-06, 7.82e-07, 5.07e-11, 7.92e-07, 2.91e-06, 7.64e-06, 1.72e-05, 3.48e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.16e-11, 1.28e-06, 5.50e-10] []
599000 [1.02e-05, 7.01e-06, 2.89e-06, 5.82e-06, 2.02e-05, 7.75e-06, 5.83e-06, 1.44e-06, 7.78e-06, 1.15e-07, 1.68e-05, 1.23e-04, 5.04e-05, 5.09e-05, 0.00e+00, 7.03e-06, 8.62e-07, 7.61e-06, 7.59e-08, 0.00e+00, 5.06e-07, 5.10e-06] [1.02e-05, 7.01e-06, 2.89e-06, 5.82e-06, 2.02e-05, 7.75e-06, 5.83e-06, 1.44e-06, 7.78e-06, 1.15e-07, 1.68e-05, 1.23e-04, 5.04e-05, 5.09e-05, 0.00e+00, 7.03e-06, 8.62e-07, 7.61e-06, 7.59e-08, 0.00e+00, 5.06e-07, 5.10e-06] []
599100 [2.05e-06, 7.42e-06, 1.46e-06, 4.50e-06, 1.26e-05, 8.52e-06, 5.54e-06, 4.19e-07, 2.00e-09, 1.14e-06, 1.10e-05, 6.52e-05, 3.13e-05, 8.54e-07, 1.10e-07, 3.29e-07, 1.14e-07, 1.93e-06, 2.28e-09, 5.51e-10, 1.04e-07, 3.36e-09] [2.05e-06, 7.42e-06, 1.46e-06, 4.50e-06, 1.26e-05, 8.52e-06, 5.54e-06, 4.19e-07, 2.00e-09, 1.14e-06, 1.10e-05, 6.52e-05, 3.13e-05, 8.54e-07, 1.10e-07, 3.29e-07, 1.14e-07, 1.93e-06, 2.28e-09, 5.51e-10, 1.04e-07, 3.36e-09] []
599200 [1.61e-06, 8.07e-06, 1.24e-06, 3.74e-06, 9.61e-06, 9.00e-06, 4.31e-06, 1.03e-08, 5.56e-10, 1.89e-10, 1.04e-05, 5.97e-05, 2.88e-05, 5.77e-08, 7.11e-08, 5.55e-08, 3.69e-08, 6.68e-07, 8.26e-10, 1.61e-10, 3.99e-08, 1.47e-09] [1.61e-06, 8.07e-06, 1.24e-06, 3.74e-06, 9.61e-06, 9.00e-06, 4.31e-06, 1.03e-08, 5.56e-10, 1.89e-10, 1.04e-05, 5.97e-05, 2.88e-05, 5.77e-08, 7.11e-08, 5.55e-08, 3.69e-08, 6.68e-07, 8.26e-10, 1.61e-10, 3.99e-08, 1.47e-09] []
599300 [1.65e-06, 7.83e-06, 1.13e-06, 3.47e-06, 8.28e-06, 8.68e-06, 3.81e-06, 6.54e-10, 7.28e-12, 4.91e-11, 1.05e-05, 5.89e-05, 2.83e-05, 2.81e-08, 8.84e-08, 1.78e-08, 1.33e-08, 1.95e-07, 3.01e-10, 6.31e-12, 2.79e-08, 9.61e-10] [1.65e-06, 7.83e-06, 1.13e-06, 3.47e-06, 8.28e-06, 8.68e-06, 3.81e-06, 6.54e-10, 7.28e-12, 4.91e-11, 1.05e-05, 5.89e-05, 2.83e-05, 2.81e-08, 8.84e-08, 1.78e-08, 1.33e-08, 1.95e-07, 3.01e-10, 6.31e-12, 2.79e-08, 9.61e-10] []
599400 [1.74e-06, 7.55e-06, 1.07e-06, 3.28e-06, 7.49e-06, 8.36e-06, 3.45e-06, 3.31e-07, 8.51e-09, 1.83e-10, 1.06e-05, 5.84e-05, 2.80e-05, 3.57e-08, 8.82e-08, 1.01e-08, 8.01e-09, 5.74e-08, 1.81e-09, 9.06e-10, 1.10e-07, 5.31e-09] [1.74e-06, 7.55e-06, 1.07e-06, 3.28e-06, 7.49e-06, 8.36e-06, 3.45e-06, 3.31e-07, 8.51e-09, 1.83e-10, 1.06e-05, 5.84e-05, 2.80e-05, 3.57e-08, 8.82e-08, 1.01e-08, 8.01e-09, 5.74e-08, 1.81e-09, 9.06e-10, 1.10e-07, 5.31e-09] []
599500 [3.68e-06, 6.80e-06, 1.40e-06, 2.79e-06, 7.24e-06, 7.38e-06, 3.63e-06, 9.84e-10, 4.31e-10, 2.85e-10, 1.06e-05, 6.11e-05, 3.30e-05, 5.54e-06, 1.56e-07, 0.00e+00, 0.00e+00, 2.60e-09, 1.20e-10, 2.71e-11, 1.89e-08, 8.48e-10] [3.68e-06, 6.80e-06, 1.40e-06, 2.79e-06, 7.24e-06, 7.38e-06, 3.63e-06, 9.84e-10, 4.31e-10, 2.85e-10, 1.06e-05, 6.11e-05, 3.30e-05, 5.54e-06, 1.56e-07, 0.00e+00, 0.00e+00, 2.60e-09, 1.20e-10, 2.71e-11, 1.89e-08, 8.48e-10] []
599600 [1.99e-06, 6.87e-06, 9.74e-07, 3.21e-06, 6.61e-06, 7.49e-06, 3.24e-06, 1.98e-08, 1.46e-10, 1.46e-10, 1.03e-05, 5.81e-05, 2.73e-05, 3.59e-08, 5.90e-08, 2.65e-08, 1.70e-09, 4.88e-09, 2.89e-11, 3.44e-10, 1.22e-08, 3.07e-09] [1.99e-06, 6.87e-06, 9.74e-07, 3.21e-06, 6.61e-06, 7.49e-06, 3.24e-06, 1.98e-08, 1.46e-10, 1.46e-10, 1.03e-05, 5.81e-05, 2.73e-05, 3.59e-08, 5.90e-08, 2.65e-08, 1.70e-09, 4.88e-09, 2.89e-11, 3.44e-10, 1.22e-08, 3.07e-09] []
599700 [2.47e-05, 1.04e-05, 1.14e-06, 5.87e-06, 9.45e-06, 1.03e-05, 3.16e-06, 2.49e-08, 6.60e-08, 3.33e-05, 7.61e-05, 4.98e-04, 4.48e-04, 2.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-10, 0.00e+00, 1.66e-07, 6.16e-08] [2.47e-05, 1.04e-05, 1.14e-06, 5.87e-06, 9.45e-06, 1.03e-05, 3.16e-06, 2.49e-08, 6.60e-08, 3.33e-05, 7.61e-05, 4.98e-04, 4.48e-04, 2.32e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-10, 0.00e+00, 1.66e-07, 6.16e-08] []
599800 [2.31e-06, 6.50e-06, 9.13e-07, 3.09e-06, 6.04e-06, 6.91e-06, 2.95e-06, 2.16e-08, 1.73e-08, 1.13e-09, 1.04e-05, 5.75e-05, 2.68e-05, 1.11e-07, 7.44e-08, 4.63e-08, 5.93e-09, 8.31e-09, 1.16e-09, 0.00e+00, 1.34e-08, 3.48e-08] [2.31e-06, 6.50e-06, 9.13e-07, 3.09e-06, 6.04e-06, 6.91e-06, 2.95e-06, 2.16e-08, 1.73e-08, 1.13e-09, 1.04e-05, 5.75e-05, 2.68e-05, 1.11e-07, 7.44e-08, 4.63e-08, 5.93e-09, 8.31e-09, 1.16e-09, 0.00e+00, 1.34e-08, 3.48e-08] []
599900 [2.62e-06, 6.26e-06, 9.66e-07, 2.89e-06, 5.90e-06, 6.67e-06, 2.90e-06, 1.08e-06, 9.45e-08, 7.66e-07, 1.13e-05, 6.73e-05, 3.65e-05, 4.51e-05, 4.18e-10, 1.70e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-07, 1.89e-07] [2.62e-06, 6.26e-06, 9.66e-07, 2.89e-06, 5.90e-06, 6.67e-06, 2.90e-06, 1.08e-06, 9.45e-08, 7.66e-07, 1.13e-05, 6.73e-05, 3.65e-05, 4.51e-05, 4.18e-10, 1.70e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.84e-07, 1.89e-07] []
600000 [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07] [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.811657 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
600000 [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07] [2.83e-06, 6.23e-06, 8.71e-07, 2.93e-06, 5.72e-06, 6.44e-06, 2.71e-06, 4.67e-08, 2.14e-07, 9.33e-08, 1.08e-05, 5.76e-05, 2.78e-05, 5.17e-06, 2.30e-07, 1.12e-07, 4.16e-08, 4.83e-08, 9.21e-09, 3.56e-08, 5.52e-08, 1.81e-07] []
600100 [2.67e-06, 6.03e-06, 8.81e-07, 3.01e-06, 5.57e-06, 6.11e-06, 2.70e-06, 9.55e-08, 7.49e-09, 2.05e-09, 1.06e-05, 5.76e-05, 2.62e-05, 8.47e-08, 5.08e-08, 2.83e-08, 4.80e-09, 2.84e-09, 2.53e-09, 6.69e-10, 1.76e-08, 4.28e-09] [2.67e-06, 6.03e-06, 8.81e-07, 3.01e-06, 5.57e-06, 6.11e-06, 2.70e-06, 9.55e-08, 7.49e-09, 2.05e-09, 1.06e-05, 5.76e-05, 2.62e-05, 8.47e-08, 5.08e-08, 2.83e-08, 4.80e-09, 2.84e-09, 2.53e-09, 6.69e-10, 1.76e-08, 4.28e-09] []
600200 [3.08e-06, 5.97e-06, 8.41e-07, 2.78e-06, 5.50e-06, 6.12e-06, 2.48e-06, 5.87e-07, 2.71e-06, 1.47e-07, 1.12e-05, 5.78e-05, 2.75e-05, 7.59e-06, 3.15e-07, 1.23e-07, 5.93e-08, 4.36e-08, 0.00e+00, 0.00e+00, 5.71e-07, 2.02e-06] [3.08e-06, 5.97e-06, 8.41e-07, 2.78e-06, 5.50e-06, 6.12e-06, 2.48e-06, 5.87e-07, 2.71e-06, 1.47e-07, 1.12e-05, 5.78e-05, 2.75e-05, 7.59e-06, 3.15e-07, 1.23e-07, 5.93e-08, 4.36e-08, 0.00e+00, 0.00e+00, 5.71e-07, 2.02e-06] []
600300 [3.03e-06, 5.89e-06, 8.68e-07, 2.96e-06, 5.44e-06, 5.90e-06, 2.52e-06, 2.38e-06, 4.25e-09, 3.30e-08, 1.09e-05, 5.71e-05, 2.65e-05, 1.94e-06, 1.36e-07, 6.94e-08, 2.05e-08, 2.22e-08, 2.81e-07, 2.18e-09, 1.84e-06, 1.27e-08] [3.03e-06, 5.89e-06, 8.68e-07, 2.96e-06, 5.44e-06, 5.90e-06, 2.52e-06, 2.38e-06, 4.25e-09, 3.30e-08, 1.09e-05, 5.71e-05, 2.65e-05, 1.94e-06, 1.36e-07, 6.94e-08, 2.05e-08, 2.22e-08, 2.81e-07, 2.18e-09, 1.84e-06, 1.27e-08] []
600400 [2.78e-06, 5.85e-06, 8.18e-07, 2.78e-06, 5.39e-06, 6.01e-06, 2.32e-06, 3.27e-10, 1.26e-10, 9.69e-10, 1.10e-05, 5.65e-05, 2.54e-05, 1.10e-07, 6.78e-08, 3.91e-08, 3.72e-09, 4.52e-09, 1.78e-12, 0.00e+00, 7.45e-09, 7.63e-10] [2.78e-06, 5.85e-06, 8.18e-07, 2.78e-06, 5.39e-06, 6.01e-06, 2.32e-06, 3.27e-10, 1.26e-10, 9.69e-10, 1.10e-05, 5.65e-05, 2.54e-05, 1.10e-07, 6.78e-08, 3.91e-08, 3.72e-09, 4.52e-09, 1.78e-12, 0.00e+00, 7.45e-09, 7.63e-10] []
600500 [3.19e-06, 5.79e-06, 9.00e-07, 2.84e-06, 5.44e-06, 5.69e-06, 2.42e-06, 1.16e-07, 2.64e-12, 1.12e-07, 1.12e-05, 5.71e-05, 2.82e-05, 6.73e-06, 1.90e-07, 1.02e-07, 7.35e-08, 4.88e-08, 5.70e-09, 4.65e-10, 3.93e-08, 4.18e-09] [3.19e-06, 5.79e-06, 9.00e-07, 2.84e-06, 5.44e-06, 5.69e-06, 2.42e-06, 1.16e-07, 2.64e-12, 1.12e-07, 1.12e-05, 5.71e-05, 2.82e-05, 6.73e-06, 1.90e-07, 1.02e-07, 7.35e-08, 4.88e-08, 5.70e-09, 4.65e-10, 3.93e-08, 4.18e-09] []
600600 [2.85e-06, 5.78e-06, 7.98e-07, 2.73e-06, 5.39e-06, 5.87e-06, 2.22e-06, 1.29e-07, 6.49e-07, 1.62e-10, 1.12e-05, 5.62e-05, 2.49e-05, 7.67e-08, 6.38e-08, 3.36e-08, 1.93e-09, 2.81e-09, 0.00e+00, 0.00e+00, 4.07e-08, 6.50e-06] [2.85e-06, 5.78e-06, 7.98e-07, 2.73e-06, 5.39e-06, 5.87e-06, 2.22e-06, 1.29e-07, 6.49e-07, 1.62e-10, 1.12e-05, 5.62e-05, 2.49e-05, 7.67e-08, 6.38e-08, 3.36e-08, 1.93e-09, 2.81e-09, 0.00e+00, 0.00e+00, 4.07e-08, 6.50e-06] []
600700 [1.87e-05, 9.04e-06, 1.85e-06, 4.46e-06, 5.90e-06, 5.72e-06, 3.08e-06, 1.50e-04, 1.01e-06, 6.72e-06, 8.62e-05, 2.52e-04, 4.20e-04, 1.16e-03, 2.19e-05, 1.27e-05, 6.91e-06, 8.90e-06, 0.00e+00, 1.51e-07, 1.08e-04, 6.35e-07] [1.87e-05, 9.04e-06, 1.85e-06, 4.46e-06, 5.90e-06, 5.72e-06, 3.08e-06, 1.50e-04, 1.01e-06, 6.72e-06, 8.62e-05, 2.52e-04, 4.20e-04, 1.16e-03, 2.19e-05, 1.27e-05, 6.91e-06, 8.90e-06, 0.00e+00, 1.51e-07, 1.08e-04, 6.35e-07] []
600800 [3.09e-06, 5.90e-06, 8.03e-07, 2.79e-06, 5.51e-06, 5.71e-06, 2.19e-06, 8.57e-09, 2.17e-09, 1.55e-09, 1.14e-05, 5.56e-05, 2.47e-05, 1.39e-07, 5.02e-08, 5.86e-08, 6.43e-09, 4.83e-09, 3.55e-10, 4.90e-13, 6.25e-09, 3.80e-09] [3.09e-06, 5.90e-06, 8.03e-07, 2.79e-06, 5.51e-06, 5.71e-06, 2.19e-06, 8.57e-09, 2.17e-09, 1.55e-09, 1.14e-05, 5.56e-05, 2.47e-05, 1.39e-07, 5.02e-08, 5.86e-08, 6.43e-09, 4.83e-09, 3.55e-10, 4.90e-13, 6.25e-09, 3.80e-09] []
600900 [2.92e-06, 5.79e-06, 8.00e-07, 2.69e-06, 5.42e-06, 5.81e-06, 2.03e-06, 2.39e-09, 1.99e-10, 1.57e-12, 1.15e-05, 5.54e-05, 2.44e-05, 7.62e-08, 5.47e-08, 3.61e-08, 2.33e-09, 2.93e-09, 9.49e-10, 1.27e-12, 1.01e-08, 3.35e-10] [2.92e-06, 5.79e-06, 8.00e-07, 2.69e-06, 5.42e-06, 5.81e-06, 2.03e-06, 2.39e-09, 1.99e-10, 1.57e-12, 1.15e-05, 5.54e-05, 2.44e-05, 7.62e-08, 5.47e-08, 3.61e-08, 2.33e-09, 2.93e-09, 9.49e-10, 1.27e-12, 1.01e-08, 3.35e-10] []
601000 [3.58e-06, 5.80e-06, 9.58e-07, 2.66e-06, 5.32e-06, 5.69e-06, 2.30e-06, 2.29e-06, 8.55e-06, 8.54e-07, 1.56e-05, 6.52e-05, 3.98e-05, 3.40e-05, 3.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-07, 2.65e-06, 9.99e-07, 1.25e-05] [3.58e-06, 5.80e-06, 9.58e-07, 2.66e-06, 5.32e-06, 5.69e-06, 2.30e-06, 2.29e-06, 8.55e-06, 8.54e-07, 1.56e-05, 6.52e-05, 3.98e-05, 3.40e-05, 3.15e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.53e-07, 2.65e-06, 9.99e-07, 1.25e-05] []
601100 [3.63e-06, 5.42e-06, 7.56e-07, 2.32e-06, 5.27e-06, 5.53e-06, 2.23e-06, 1.59e-04, 1.66e-09, 4.56e-07, 1.25e-05, 5.69e-05, 2.93e-05, 2.05e-05, 3.47e-07, 2.93e-07, 9.89e-08, 1.35e-07, 0.00e+00, 0.00e+00, 3.19e-04, 4.94e-09] [3.63e-06, 5.42e-06, 7.56e-07, 2.32e-06, 5.27e-06, 5.53e-06, 2.23e-06, 1.59e-04, 1.66e-09, 4.56e-07, 1.25e-05, 5.69e-05, 2.93e-05, 2.05e-05, 3.47e-07, 2.93e-07, 9.89e-08, 1.35e-07, 0.00e+00, 0.00e+00, 3.19e-04, 4.94e-09] []
601200 [1.19e-05, 6.37e-06, 1.45e-06, 2.80e-06, 5.31e-06, 6.04e-06, 2.43e-06, 3.45e-07, 2.52e-10, 3.07e-06, 2.41e-05, 8.85e-05, 6.72e-05, 2.08e-04, 2.13e-06, 2.18e-06, 1.32e-06, 8.07e-07, 1.88e-09, 8.40e-11, 2.53e-06, 6.55e-10] [1.19e-05, 6.37e-06, 1.45e-06, 2.80e-06, 5.31e-06, 6.04e-06, 2.43e-06, 3.45e-07, 2.52e-10, 3.07e-06, 2.41e-05, 8.85e-05, 6.72e-05, 2.08e-04, 2.13e-06, 2.18e-06, 1.32e-06, 8.07e-07, 1.88e-09, 8.40e-11, 2.53e-06, 6.55e-10] []
601300 [3.03e-06, 5.79e-06, 7.61e-07, 2.68e-06, 5.41e-06, 5.73e-06, 2.11e-06, 3.08e-10, 3.89e-12, 1.81e-10, 1.16e-05, 5.46e-05, 2.39e-05, 1.01e-07, 4.70e-08, 4.58e-08, 3.94e-09, 2.16e-09, 2.73e-10, 1.96e-11, 1.58e-08, 1.39e-09] [3.03e-06, 5.79e-06, 7.61e-07, 2.68e-06, 5.41e-06, 5.73e-06, 2.11e-06, 3.08e-10, 3.89e-12, 1.81e-10, 1.16e-05, 5.46e-05, 2.39e-05, 1.01e-07, 4.70e-08, 4.58e-08, 3.94e-09, 2.16e-09, 2.73e-10, 1.96e-11, 1.58e-08, 1.39e-09] []
601400 [1.13e-05, 6.35e-06, 1.37e-06, 3.50e-06, 6.63e-06, 7.05e-06, 2.57e-06, 6.69e-05, 6.24e-11, 9.51e-06, 1.75e-04, 2.24e-04, 6.51e-04, 9.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 4.29e-12, 1.75e-05, 1.12e-09] [1.13e-05, 6.35e-06, 1.37e-06, 3.50e-06, 6.63e-06, 7.05e-06, 2.57e-06, 6.69e-05, 6.24e-11, 9.51e-06, 1.75e-04, 2.24e-04, 6.51e-04, 9.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.13e-06, 4.29e-12, 1.75e-05, 1.12e-09] []
601500 [3.17e-06, 5.72e-06, 8.60e-07, 2.62e-06, 5.43e-06, 5.62e-06, 2.07e-06, 1.40e-07, 2.46e-11, 1.89e-09, 1.15e-05, 5.40e-05, 2.39e-05, 9.99e-08, 9.65e-08, 7.55e-08, 8.58e-09, 6.54e-09, 9.56e-10, 1.84e-11, 2.58e-08, 2.79e-09] [3.17e-06, 5.72e-06, 8.60e-07, 2.62e-06, 5.43e-06, 5.62e-06, 2.07e-06, 1.40e-07, 2.46e-11, 1.89e-09, 1.15e-05, 5.40e-05, 2.39e-05, 9.99e-08, 9.65e-08, 7.55e-08, 8.58e-09, 6.54e-09, 9.56e-10, 1.84e-11, 2.58e-08, 2.79e-09] []
601600 [3.57e-05, 1.11e-05, 1.56e-06, 6.51e-06, 8.90e-06, 8.07e-06, 2.18e-06, 1.25e-07, 4.51e-09, 5.17e-05, 1.09e-04, 6.21e-04, 7.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.93e-11, 1.46e-06, 3.07e-09] [3.57e-05, 1.11e-05, 1.56e-06, 6.51e-06, 8.90e-06, 8.07e-06, 2.18e-06, 1.25e-07, 4.51e-09, 5.17e-05, 1.09e-04, 6.21e-04, 7.56e-04, 3.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.93e-11, 1.46e-06, 3.07e-09] []
601700 [2.89e-06, 5.86e-06, 8.15e-07, 2.84e-06, 5.61e-06, 6.08e-06, 1.93e-06, 8.06e-08, 2.64e-11, 1.23e-06, 1.48e-05, 6.69e-05, 4.95e-05, 7.83e-05, 1.01e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-10, 2.01e-07, 1.76e-09] [2.89e-06, 5.86e-06, 8.15e-07, 2.84e-06, 5.61e-06, 6.08e-06, 1.93e-06, 8.06e-08, 2.64e-11, 1.23e-06, 1.48e-05, 6.69e-05, 4.95e-05, 7.83e-05, 1.01e-10, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-10, 2.01e-07, 1.76e-09] []
601800 [3.09e-06, 5.71e-06, 8.13e-07, 2.80e-06, 5.85e-06, 5.75e-06, 2.01e-06, 5.36e-08, 2.52e-09, 1.54e-08, 9.33e-06, 5.04e-05, 2.41e-05, 7.95e-07, 2.89e-07, 4.75e-08, 1.79e-08, 9.47e-09, 0.00e+00, 1.43e-11, 8.57e-08, 1.99e-09] [3.09e-06, 5.71e-06, 8.13e-07, 2.80e-06, 5.85e-06, 5.75e-06, 2.01e-06, 5.36e-08, 2.52e-09, 1.54e-08, 9.33e-06, 5.04e-05, 2.41e-05, 7.95e-07, 2.89e-07, 4.75e-08, 1.79e-08, 9.47e-09, 0.00e+00, 1.43e-11, 8.57e-08, 1.99e-09] []
601900 [3.57e-06, 5.74e-06, 9.23e-07, 2.93e-06, 5.78e-06, 5.43e-06, 2.03e-06, 8.36e-06, 6.36e-09, 8.22e-08, 1.21e-05, 5.30e-05, 3.62e-05, 6.83e-07, 3.20e-07, 9.90e-09, 1.10e-07, 1.36e-08, 0.00e+00, 1.69e-13, 1.41e-06, 8.09e-09] [3.57e-06, 5.74e-06, 9.23e-07, 2.93e-06, 5.78e-06, 5.43e-06, 2.03e-06, 8.36e-06, 6.36e-09, 8.22e-08, 1.21e-05, 5.30e-05, 3.62e-05, 6.83e-07, 3.20e-07, 9.90e-09, 1.10e-07, 1.36e-08, 0.00e+00, 1.69e-13, 1.41e-06, 8.09e-09] []
602000 [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09] [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.722595 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
602000 [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09] [2.70e-06, 5.97e-06, 7.34e-07, 3.25e-06, 6.43e-06, 5.53e-06, 1.96e-06, 2.55e-08, 3.24e-11, 6.78e-11, 5.58e-06, 4.47e-05, 2.37e-05, 4.25e-08, 3.00e-07, 8.18e-08, 1.06e-08, 6.24e-09, 1.35e-09, 4.34e-11, 1.60e-08, 1.39e-09] []
602100 [2.69e-06, 6.73e-06, 7.41e-07, 3.72e-06, 7.37e-06, 4.87e-06, 2.26e-06, 1.85e-07, 2.49e-06, 2.77e-07, 7.38e-06, 6.00e-05, 2.51e-05, 2.94e-05, 4.24e-07, 0.00e+00, 4.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-07, 2.86e-06] [2.69e-06, 6.73e-06, 7.41e-07, 3.72e-06, 7.37e-06, 4.87e-06, 2.26e-06, 1.85e-07, 2.49e-06, 2.77e-07, 7.38e-06, 6.00e-05, 2.51e-05, 2.94e-05, 4.24e-07, 0.00e+00, 4.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.32e-07, 2.86e-06] []
602200 [2.03e-06, 5.79e-06, 8.01e-07, 3.96e-06, 6.18e-06, 4.68e-06, 1.88e-06, 6.95e-05, 1.83e-08, 3.61e-07, 4.90e-06, 3.90e-05, 2.33e-05, 7.66e-06, 1.25e-07, 2.84e-10, 5.01e-09, 7.79e-10, 0.00e+00, 1.88e-09, 7.42e-05, 1.26e-08] [2.03e-06, 5.79e-06, 8.01e-07, 3.96e-06, 6.18e-06, 4.68e-06, 1.88e-06, 6.95e-05, 1.83e-08, 3.61e-07, 4.90e-06, 3.90e-05, 2.33e-05, 7.66e-06, 1.25e-07, 2.84e-10, 5.01e-09, 7.79e-10, 0.00e+00, 1.88e-09, 7.42e-05, 1.26e-08] []
602300 [6.84e-06, 6.70e-06, 1.44e-06, 4.68e-06, 8.05e-06, 4.05e-06, 2.09e-06, 6.79e-06, 5.20e-08, 1.62e-06, 1.10e-05, 4.53e-05, 4.68e-05, 8.25e-05, 1.08e-06, 5.05e-06, 1.19e-06, 4.24e-07, 5.96e-07, 1.54e-09, 3.64e-06, 9.80e-09] [6.84e-06, 6.70e-06, 1.44e-06, 4.68e-06, 8.05e-06, 4.05e-06, 2.09e-06, 6.79e-06, 5.20e-08, 1.62e-06, 1.10e-05, 4.53e-05, 4.68e-05, 8.25e-05, 1.08e-06, 5.05e-06, 1.19e-06, 4.24e-07, 5.96e-07, 1.54e-09, 3.64e-06, 9.80e-09] []
602400 [2.18e-06, 6.50e-06, 1.13e-06, 5.40e-06, 5.14e-06, 3.53e-06, 1.24e-06, 2.29e-07, 3.81e-05, 3.82e-08, 5.00e-06, 1.86e-05, 1.87e-05, 8.85e-07, 5.89e-07, 9.36e-10, 1.96e-08, 4.26e-08, 0.00e+00, 0.00e+00, 1.53e-07, 2.83e-05] [2.18e-06, 6.50e-06, 1.13e-06, 5.40e-06, 5.14e-06, 3.53e-06, 1.24e-06, 2.29e-07, 3.81e-05, 3.82e-08, 5.00e-06, 1.86e-05, 1.87e-05, 8.85e-07, 5.89e-07, 9.36e-10, 1.96e-08, 4.26e-08, 0.00e+00, 0.00e+00, 1.53e-07, 2.83e-05] []
602500 [2.56e-06, 7.05e-06, 1.29e-06, 4.42e-06, 5.24e-06, 2.65e-06, 1.24e-06, 7.12e-08, 1.42e-08, 5.06e-07, 7.46e-06, 1.52e-05, 1.60e-05, 5.17e-06, 2.93e-07, 1.63e-07, 3.10e-08, 1.09e-08, 3.88e-10, 0.00e+00, 2.62e-07, 1.40e-08] [2.56e-06, 7.05e-06, 1.29e-06, 4.42e-06, 5.24e-06, 2.65e-06, 1.24e-06, 7.12e-08, 1.42e-08, 5.06e-07, 7.46e-06, 1.52e-05, 1.60e-05, 5.17e-06, 2.93e-07, 1.63e-07, 3.10e-08, 1.09e-08, 3.88e-10, 0.00e+00, 2.62e-07, 1.40e-08] []
602600 [1.63e-05, 8.49e-06, 3.86e-06, 8.08e-06, 5.73e-06, 3.26e-06, 1.81e-06, 8.76e-05, 7.47e-09, 2.84e-05, 8.14e-05, 1.60e-04, 4.13e-04, 1.18e-03, 1.71e-05, 1.78e-05, 5.71e-06, 3.77e-06, 4.77e-07, 4.54e-09, 2.31e-07, 2.94e-08] [1.63e-05, 8.49e-06, 3.86e-06, 8.08e-06, 5.73e-06, 3.26e-06, 1.81e-06, 8.76e-05, 7.47e-09, 2.84e-05, 8.14e-05, 1.60e-04, 4.13e-04, 1.18e-03, 1.71e-05, 1.78e-05, 5.71e-06, 3.77e-06, 4.77e-07, 4.54e-09, 2.31e-07, 2.94e-08] []
602700 [1.61e-06, 6.47e-06, 1.73e-06, 4.08e-06, 3.07e-06, 1.85e-06, 4.49e-07, 8.79e-10, 6.72e-12, 6.78e-09, 1.40e-06, 6.90e-06, 7.45e-06, 2.84e-07, 1.37e-07, 1.65e-08, 9.57e-13, 3.71e-09, 9.23e-13, 5.01e-12, 5.65e-09, 2.84e-10] [1.61e-06, 6.47e-06, 1.73e-06, 4.08e-06, 3.07e-06, 1.85e-06, 4.49e-07, 8.79e-10, 6.72e-12, 6.78e-09, 1.40e-06, 6.90e-06, 7.45e-06, 2.84e-07, 1.37e-07, 1.65e-08, 9.57e-13, 3.71e-09, 9.23e-13, 5.01e-12, 5.65e-09, 2.84e-10] []
602800 [4.56e-06, 5.97e-06, 2.09e-06, 2.65e-06, 3.18e-06, 1.90e-06, 5.86e-07, 4.09e-08, 2.74e-05, 2.94e-06, 1.12e-05, 2.75e-05, 6.47e-05, 1.27e-04, 1.07e-06, 1.52e-06, 3.90e-07, 4.53e-07, 7.24e-09, 0.00e+00, 4.48e-08, 6.67e-06] [4.56e-06, 5.97e-06, 2.09e-06, 2.65e-06, 3.18e-06, 1.90e-06, 5.86e-07, 4.09e-08, 2.74e-05, 2.94e-06, 1.12e-05, 2.75e-05, 6.47e-05, 1.27e-04, 1.07e-06, 1.52e-06, 3.90e-07, 4.53e-07, 7.24e-09, 0.00e+00, 4.48e-08, 6.67e-06] []
602900 [7.12e-05, 1.96e-05, 7.17e-06, 1.21e-05, 5.78e-06, 6.22e-06, 2.18e-06, 1.31e-07, 6.62e-09, 1.02e-04, 1.37e-04, 8.44e-04, 9.62e-04, 4.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-07, 9.89e-09] [7.12e-05, 1.96e-05, 7.17e-06, 1.21e-05, 5.78e-06, 6.22e-06, 2.18e-06, 1.31e-07, 6.62e-09, 1.02e-04, 1.37e-04, 8.44e-04, 9.62e-04, 4.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.79e-07, 9.89e-09] []
603000 [8.45e-07, 4.26e-06, 1.94e-06, 2.04e-06, 2.66e-06, 1.62e-06, 7.24e-07, 3.87e-08, 4.63e-12, 4.31e-09, 6.87e-07, 4.98e-06, 5.76e-06, 5.97e-08, 2.71e-08, 1.40e-08, 4.22e-09, 8.14e-09, 5.43e-09, 1.29e-11, 3.35e-08, 3.90e-10] [8.45e-07, 4.26e-06, 1.94e-06, 2.04e-06, 2.66e-06, 1.62e-06, 7.24e-07, 3.87e-08, 4.63e-12, 4.31e-09, 6.87e-07, 4.98e-06, 5.76e-06, 5.97e-08, 2.71e-08, 1.40e-08, 4.22e-09, 8.14e-09, 5.43e-09, 1.29e-11, 3.35e-08, 3.90e-10] []
603100 [1.12e-06, 4.33e-06, 2.23e-06, 2.16e-06, 2.96e-06, 1.81e-06, 7.52e-07, 4.15e-06, 9.15e-09, 9.14e-08, 8.92e-06, 1.01e-05, 2.92e-05, 1.56e-05, 4.18e-08, 2.10e-09, 6.92e-09, 0.00e+00, 2.80e-07, 0.00e+00, 1.82e-06, 2.31e-08] [1.12e-06, 4.33e-06, 2.23e-06, 2.16e-06, 2.96e-06, 1.81e-06, 7.52e-07, 4.15e-06, 9.15e-09, 9.14e-08, 8.92e-06, 1.01e-05, 2.92e-05, 1.56e-05, 4.18e-08, 2.10e-09, 6.92e-09, 0.00e+00, 2.80e-07, 0.00e+00, 1.82e-06, 2.31e-08] []
603200 [5.84e-07, 3.16e-06, 1.97e-06, 1.61e-06, 2.66e-06, 1.65e-06, 8.86e-07, 4.06e-08, 1.21e-10, 6.29e-10, 2.99e-07, 4.38e-06, 4.83e-06, 2.67e-08, 4.94e-09, 1.97e-08, 3.33e-09, 7.06e-10, 0.00e+00, 2.47e-11, 5.08e-08, 8.49e-10] [5.84e-07, 3.16e-06, 1.97e-06, 1.61e-06, 2.66e-06, 1.65e-06, 8.86e-07, 4.06e-08, 1.21e-10, 6.29e-10, 2.99e-07, 4.38e-06, 4.83e-06, 2.67e-08, 4.94e-09, 1.97e-08, 3.33e-09, 7.06e-10, 0.00e+00, 2.47e-11, 5.08e-08, 8.49e-10] []
603300 [1.25e-06, 3.29e-06, 2.34e-06, 1.67e-06, 2.98e-06, 2.01e-06, 1.02e-06, 1.34e-08, 2.28e-06, 4.27e-07, 1.45e-06, 6.89e-06, 6.13e-06, 1.07e-05, 6.29e-08, 2.40e-07, 5.84e-08, 3.77e-08, 5.74e-09, 2.20e-07, 3.51e-08, 1.15e-06] [1.25e-06, 3.29e-06, 2.34e-06, 1.67e-06, 2.98e-06, 2.01e-06, 1.02e-06, 1.34e-08, 2.28e-06, 4.27e-07, 1.45e-06, 6.89e-06, 6.13e-06, 1.07e-05, 6.29e-08, 2.40e-07, 5.84e-08, 3.77e-08, 5.74e-09, 2.20e-07, 3.51e-08, 1.15e-06] []
603400 [4.97e-07, 2.69e-06, 1.99e-06, 1.56e-06, 2.57e-06, 1.75e-06, 1.00e-06, 1.86e-09, 6.87e-11, 3.38e-12, 2.93e-07, 4.32e-06, 4.72e-06, 1.19e-08, 3.93e-09, 1.95e-08, 2.51e-09, 9.81e-11, 0.00e+00, 2.50e-11, 1.62e-08, 7.88e-10] [4.97e-07, 2.69e-06, 1.99e-06, 1.56e-06, 2.57e-06, 1.75e-06, 1.00e-06, 1.86e-09, 6.87e-11, 3.38e-12, 2.93e-07, 4.32e-06, 4.72e-06, 1.19e-08, 3.93e-09, 1.95e-08, 2.51e-09, 9.81e-11, 0.00e+00, 2.50e-11, 1.62e-08, 7.88e-10] []
603500 [3.04e-05, 1.17e-05, 7.06e-06, 1.13e-05, 7.85e-06, 7.70e-06, 3.16e-06, 6.21e-08, 1.08e-08, 1.08e-04, 1.95e-04, 3.80e-04, 9.86e-04, 3.11e-03, 5.73e-05, 2.16e-05, 2.24e-05, 1.47e-05, 1.17e-07, 2.16e-08, 7.67e-07, 1.24e-07] [3.04e-05, 1.17e-05, 7.06e-06, 1.13e-05, 7.85e-06, 7.70e-06, 3.16e-06, 6.21e-08, 1.08e-08, 1.08e-04, 1.95e-04, 3.80e-04, 9.86e-04, 3.11e-03, 5.73e-05, 2.16e-05, 2.24e-05, 1.47e-05, 1.17e-07, 2.16e-08, 7.67e-07, 1.24e-07] []
603600 [5.19e-07, 2.38e-06, 2.14e-06, 1.52e-06, 2.61e-06, 1.88e-06, 1.08e-06, 2.84e-08, 9.71e-11, 5.13e-09, 3.37e-07, 4.25e-06, 4.77e-06, 1.53e-07, 6.31e-10, 4.29e-08, 9.04e-09, 1.05e-09, 9.46e-09, 2.33e-10, 5.74e-08, 1.13e-09] [5.19e-07, 2.38e-06, 2.14e-06, 1.52e-06, 2.61e-06, 1.88e-06, 1.08e-06, 2.84e-08, 9.71e-11, 5.13e-09, 3.37e-07, 4.25e-06, 4.77e-06, 1.53e-07, 6.31e-10, 4.29e-08, 9.04e-09, 1.05e-09, 9.46e-09, 2.33e-10, 5.74e-08, 1.13e-09] []
603700 [3.30e-07, 2.20e-06, 1.96e-06, 1.31e-06, 2.43e-06, 1.74e-06, 1.07e-06, 1.42e-08, 1.03e-09, 9.73e-12, 2.49e-07, 4.06e-06, 4.43e-06, 8.13e-09, 2.87e-09, 2.19e-08, 3.44e-09, 3.50e-11, 2.45e-09, 4.02e-11, 1.88e-08, 1.00e-09] [3.30e-07, 2.20e-06, 1.96e-06, 1.31e-06, 2.43e-06, 1.74e-06, 1.07e-06, 1.42e-08, 1.03e-09, 9.73e-12, 2.49e-07, 4.06e-06, 4.43e-06, 8.13e-09, 2.87e-09, 2.19e-08, 3.44e-09, 3.50e-11, 2.45e-09, 4.02e-11, 1.88e-08, 1.00e-09] []
603800 [1.94e-06, 2.98e-06, 2.03e-06, 2.14e-06, 2.55e-06, 2.14e-06, 1.50e-06, 8.97e-07, 2.43e-05, 1.19e-09, 3.19e-06, 1.38e-05, 8.69e-06, 9.91e-06, 9.29e-07, 5.81e-07, 6.67e-09, 7.42e-12, 3.59e-08, 1.15e-05, 2.30e-07, 4.93e-05] [1.94e-06, 2.98e-06, 2.03e-06, 2.14e-06, 2.55e-06, 2.14e-06, 1.50e-06, 8.97e-07, 2.43e-05, 1.19e-09, 3.19e-06, 1.38e-05, 8.69e-06, 9.91e-06, 9.29e-07, 5.81e-07, 6.67e-09, 7.42e-12, 3.59e-08, 1.15e-05, 2.30e-07, 4.93e-05] []
603900 [3.05e-07, 1.89e-06, 1.88e-06, 1.40e-06, 2.31e-06, 1.69e-06, 1.31e-06, 3.22e-09, 5.54e-09, 1.21e-10, 2.72e-07, 4.24e-06, 4.59e-06, 5.50e-09, 3.22e-09, 1.40e-08, 9.41e-10, 4.63e-11, 1.09e-09, 1.09e-09, 1.17e-08, 6.75e-09] [3.05e-07, 1.89e-06, 1.88e-06, 1.40e-06, 2.31e-06, 1.69e-06, 1.31e-06, 3.22e-09, 5.54e-09, 1.21e-10, 2.72e-07, 4.24e-06, 4.59e-06, 5.50e-09, 3.22e-09, 1.40e-08, 9.41e-10, 4.63e-11, 1.09e-09, 1.09e-09, 1.17e-08, 6.75e-09] []
604000 [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09] [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.070503 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
intermediate_train()
Training model...
Step Train loss Test loss Test metric
604000 [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09] [3.50e-05, 1.02e-05, 6.15e-06, 5.99e-06, 4.61e-06, 5.10e-06, 1.72e-06, 3.48e-05, 8.22e-10, 5.61e-05, 7.81e-05, 3.73e-04, 6.13e-04, 2.21e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.48e-12, 4.42e-05, 8.61e-09] []
604100 [2.43e-07, 1.75e-06, 1.94e-06, 1.27e-06, 2.23e-06, 1.75e-06, 1.25e-06, 1.43e-08, 4.27e-13, 1.05e-08, 3.27e-07, 4.18e-06, 4.83e-06, 1.22e-06, 0.00e+00, 4.62e-09, 1.12e-09, 0.00e+00, 1.14e-09, 1.06e-11, 1.33e-08, 5.34e-10] [2.43e-07, 1.75e-06, 1.94e-06, 1.27e-06, 2.23e-06, 1.75e-06, 1.25e-06, 1.43e-08, 4.27e-13, 1.05e-08, 3.27e-07, 4.18e-06, 4.83e-06, 1.22e-06, 0.00e+00, 4.62e-09, 1.12e-09, 0.00e+00, 1.14e-09, 1.06e-11, 1.33e-08, 5.34e-10] []
604200 [4.09e-07, 1.61e-06, 2.24e-06, 1.39e-06, 2.23e-06, 1.94e-06, 1.19e-06, 8.77e-08, 1.97e-10, 8.21e-09, 9.43e-07, 4.59e-06, 6.74e-06, 3.33e-06, 3.35e-09, 4.54e-08, 2.56e-08, 3.00e-09, 3.07e-10, 8.59e-12, 1.12e-08, 5.12e-10] [4.09e-07, 1.61e-06, 2.24e-06, 1.39e-06, 2.23e-06, 1.94e-06, 1.19e-06, 8.77e-08, 1.97e-10, 8.21e-09, 9.43e-07, 4.59e-06, 6.74e-06, 3.33e-06, 3.35e-09, 4.54e-08, 2.56e-08, 3.00e-09, 3.07e-10, 8.59e-12, 1.12e-08, 5.12e-10] []
604300 [2.38e-07, 1.64e-06, 1.99e-06, 1.21e-06, 2.11e-06, 1.75e-06, 1.15e-06, 3.32e-08, 1.81e-11, 1.01e-10, 2.39e-07, 3.78e-06, 4.19e-06, 4.16e-09, 2.42e-09, 1.69e-08, 4.01e-09, 4.07e-12, 1.00e-08, 1.20e-11, 6.11e-08, 5.69e-10] [2.38e-07, 1.64e-06, 1.99e-06, 1.21e-06, 2.11e-06, 1.75e-06, 1.15e-06, 3.32e-08, 1.81e-11, 1.01e-10, 2.39e-07, 3.78e-06, 4.19e-06, 4.16e-09, 2.42e-09, 1.69e-08, 4.01e-09, 4.07e-12, 1.00e-08, 1.20e-11, 6.11e-08, 5.69e-10] []
604400 [1.00e-06, 1.51e-06, 2.45e-06, 1.38e-06, 2.31e-06, 2.00e-06, 1.29e-06, 1.64e-06, 1.49e-09, 1.51e-06, 2.25e-06, 7.94e-06, 6.27e-06, 1.82e-05, 3.98e-09, 3.89e-07, 9.32e-08, 4.89e-08, 0.00e+00, 0.00e+00, 1.81e-06, 4.68e-09] [1.00e-06, 1.51e-06, 2.45e-06, 1.38e-06, 2.31e-06, 2.00e-06, 1.29e-06, 1.64e-06, 1.49e-09, 1.51e-06, 2.25e-06, 7.94e-06, 6.27e-06, 1.82e-05, 3.98e-09, 3.89e-07, 9.32e-08, 4.89e-08, 0.00e+00, 0.00e+00, 1.81e-06, 4.68e-09] []
604500 [2.59e-07, 1.50e-06, 2.05e-06, 1.25e-06, 2.04e-06, 1.74e-06, 1.15e-06, 4.89e-08, 2.14e-11, 7.54e-12, 2.66e-07, 3.86e-06, 4.26e-06, 4.52e-09, 2.25e-09, 1.56e-08, 2.45e-09, 1.11e-12, 1.78e-10, 1.59e-10, 1.16e-08, 9.91e-10] [2.59e-07, 1.50e-06, 2.05e-06, 1.25e-06, 2.04e-06, 1.74e-06, 1.15e-06, 4.89e-08, 2.14e-11, 7.54e-12, 2.66e-07, 3.86e-06, 4.26e-06, 4.52e-09, 2.25e-09, 1.56e-08, 2.45e-09, 1.11e-12, 1.78e-10, 1.59e-10, 1.16e-08, 9.91e-10] []
604600 [3.76e-04, 1.18e-04, 3.19e-05, 5.35e-05, 1.72e-05, 5.34e-05, 5.83e-06, 9.98e-04, 2.93e-09, 4.23e-04, 5.15e-04, 3.65e-03, 3.34e-03, 1.86e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-03, 3.66e-08] [3.76e-04, 1.18e-04, 3.19e-05, 5.35e-05, 1.72e-05, 5.34e-05, 5.83e-06, 9.98e-04, 2.93e-09, 4.23e-04, 5.15e-04, 3.65e-03, 3.34e-03, 1.86e-02, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-03, 3.66e-08] []
604700 [1.02e-06, 1.77e-06, 2.30e-06, 2.12e-06, 2.38e-06, 2.17e-06, 1.59e-06, 8.82e-08, 1.42e-10, 3.92e-08, 2.63e-06, 6.49e-06, 7.04e-06, 5.49e-07, 3.70e-10, 1.56e-08, 1.19e-08, 8.12e-09, 1.70e-11, 9.67e-11, 3.92e-08, 3.37e-09] [1.02e-06, 1.77e-06, 2.30e-06, 2.12e-06, 2.38e-06, 2.17e-06, 1.59e-06, 8.82e-08, 1.42e-10, 3.92e-08, 2.63e-06, 6.49e-06, 7.04e-06, 5.49e-07, 3.70e-10, 1.56e-08, 1.19e-08, 8.12e-09, 1.70e-11, 9.67e-11, 3.92e-08, 3.37e-09] []
604800 [5.15e-07, 1.48e-06, 2.12e-06, 1.74e-06, 2.22e-06, 1.83e-06, 1.38e-06, 9.07e-08, 1.68e-11, 3.61e-10, 1.01e-06, 5.01e-06, 5.05e-06, 5.45e-09, 1.33e-08, 1.38e-08, 8.21e-10, 2.27e-09, 1.49e-09, 6.18e-11, 2.86e-08, 2.35e-09] [5.15e-07, 1.48e-06, 2.12e-06, 1.74e-06, 2.22e-06, 1.83e-06, 1.38e-06, 9.07e-08, 1.68e-11, 3.61e-10, 1.01e-06, 5.01e-06, 5.05e-06, 5.45e-09, 1.33e-08, 1.38e-08, 8.21e-10, 2.27e-09, 1.49e-09, 6.18e-11, 2.86e-08, 2.35e-09] []
604900 [3.44e-07, 1.39e-06, 2.06e-06, 1.44e-06, 2.10e-06, 1.77e-06, 1.26e-06, 9.87e-11, 4.27e-11, 1.45e-10, 6.15e-07, 4.34e-06, 4.53e-06, 4.53e-09, 1.35e-08, 1.18e-08, 7.31e-10, 1.64e-09, 1.07e-08, 4.20e-11, 6.40e-08, 1.56e-09] [3.44e-07, 1.39e-06, 2.06e-06, 1.44e-06, 2.10e-06, 1.77e-06, 1.26e-06, 9.87e-11, 4.27e-11, 1.45e-10, 6.15e-07, 4.34e-06, 4.53e-06, 4.53e-09, 1.35e-08, 1.18e-08, 7.31e-10, 1.64e-09, 1.07e-08, 4.20e-11, 6.40e-08, 1.56e-09] []
605000 [7.96e-06, 2.38e-06, 2.60e-06, 2.05e-06, 2.97e-06, 2.78e-06, 1.52e-06, 3.29e-07, 1.71e-10, 1.40e-05, 2.06e-05, 7.70e-05, 8.48e-05, 4.76e-04, 6.77e-06, 5.57e-06, 2.49e-06, 2.46e-06, 5.98e-08, 4.60e-11, 3.92e-07, 1.02e-09] [7.96e-06, 2.38e-06, 2.60e-06, 2.05e-06, 2.97e-06, 2.78e-06, 1.52e-06, 3.29e-07, 1.71e-10, 1.40e-05, 2.06e-05, 7.70e-05, 8.48e-05, 4.76e-04, 6.77e-06, 5.57e-06, 2.49e-06, 2.46e-06, 5.98e-08, 4.60e-11, 3.92e-07, 1.02e-09] []
605100 [3.75e-07, 1.31e-06, 2.35e-06, 1.68e-06, 1.93e-06, 1.76e-06, 1.17e-06, 4.17e-08, 1.59e-07, 4.90e-09, 4.06e-07, 4.37e-06, 4.76e-06, 1.06e-06, 0.00e+00, 2.09e-08, 1.01e-11, 0.00e+00, 3.41e-10, 0.00e+00, 1.57e-08, 2.04e-07] [3.75e-07, 1.31e-06, 2.35e-06, 1.68e-06, 1.93e-06, 1.76e-06, 1.17e-06, 4.17e-08, 1.59e-07, 4.90e-09, 4.06e-07, 4.37e-06, 4.76e-06, 1.06e-06, 0.00e+00, 2.09e-08, 1.01e-11, 0.00e+00, 3.41e-10, 0.00e+00, 1.57e-08, 2.04e-07] []
605200 [2.54e-07, 1.30e-06, 2.14e-06, 1.27e-06, 1.91e-06, 1.71e-06, 1.11e-06, 7.06e-08, 1.82e-09, 5.88e-12, 3.20e-07, 3.81e-06, 4.21e-06, 7.49e-09, 4.09e-09, 1.04e-08, 1.66e-10, 1.95e-10, 1.42e-09, 1.29e-12, 1.90e-08, 6.33e-10] [2.54e-07, 1.30e-06, 2.14e-06, 1.27e-06, 1.91e-06, 1.71e-06, 1.11e-06, 7.06e-08, 1.82e-09, 5.88e-12, 3.20e-07, 3.81e-06, 4.21e-06, 7.49e-09, 4.09e-09, 1.04e-08, 1.66e-10, 1.95e-10, 1.42e-09, 1.29e-12, 1.90e-08, 6.33e-10] []
605300 [1.39e-06, 1.97e-06, 2.23e-06, 1.21e-06, 2.10e-06, 1.86e-06, 1.12e-06, 1.37e-03, 2.62e-09, 1.06e-06, 2.38e-05, 2.78e-05, 6.92e-05, 9.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.22e-13, 2.08e-03, 4.11e-10] [1.39e-06, 1.97e-06, 2.23e-06, 1.21e-06, 2.10e-06, 1.86e-06, 1.12e-06, 1.37e-03, 2.62e-09, 1.06e-06, 2.38e-05, 2.78e-05, 6.92e-05, 9.24e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.22e-13, 2.08e-03, 4.11e-10] []
605400 [2.92e-07, 1.16e-06, 2.24e-06, 1.44e-06, 1.84e-06, 1.74e-06, 1.14e-06, 7.93e-08, 1.02e-09, 4.70e-08, 4.10e-07, 4.33e-06, 4.87e-06, 1.46e-06, 1.40e-09, 2.80e-08, 0.00e+00, 0.00e+00, 1.17e-08, 7.21e-11, 6.99e-08, 1.75e-09] [2.92e-07, 1.16e-06, 2.24e-06, 1.44e-06, 1.84e-06, 1.74e-06, 1.14e-06, 7.93e-08, 1.02e-09, 4.70e-08, 4.10e-07, 4.33e-06, 4.87e-06, 1.46e-06, 1.40e-09, 2.80e-08, 0.00e+00, 0.00e+00, 1.17e-08, 7.21e-11, 6.99e-08, 1.75e-09] []
605500 [2.17e-07, 1.16e-06, 2.05e-06, 1.16e-06, 1.83e-06, 1.66e-06, 1.10e-06, 1.33e-08, 1.20e-10, 1.02e-11, 2.90e-07, 3.75e-06, 4.15e-06, 5.42e-09, 6.78e-09, 7.36e-09, 2.66e-10, 1.31e-10, 8.17e-11, 2.42e-11, 2.15e-08, 1.01e-09] [2.17e-07, 1.16e-06, 2.05e-06, 1.16e-06, 1.83e-06, 1.66e-06, 1.10e-06, 1.33e-08, 1.20e-10, 1.02e-11, 2.90e-07, 3.75e-06, 4.15e-06, 5.42e-09, 6.78e-09, 7.36e-09, 2.66e-10, 1.31e-10, 8.17e-11, 2.42e-11, 2.15e-08, 1.01e-09] []
605600 [5.69e-06, 2.40e-06, 3.74e-06, 1.98e-06, 2.74e-06, 2.23e-06, 1.35e-06, 1.52e-10, 4.75e-04, 1.97e-05, 1.03e-05, 2.66e-05, 9.05e-06, 8.18e-05, 3.53e-07, 3.32e-06, 2.68e-07, 2.49e-07, 2.07e-09, 4.86e-05, 1.85e-08, 1.95e-04] [5.69e-06, 2.40e-06, 3.74e-06, 1.98e-06, 2.74e-06, 2.23e-06, 1.35e-06, 1.52e-10, 4.75e-04, 1.97e-05, 1.03e-05, 2.66e-05, 9.05e-06, 8.18e-05, 3.53e-07, 3.32e-06, 2.68e-07, 2.49e-07, 2.07e-09, 4.86e-05, 1.85e-08, 1.95e-04] []
605700 [2.28e-07, 1.08e-06, 2.01e-06, 1.21e-06, 1.75e-06, 1.63e-06, 1.14e-06, 1.28e-10, 7.98e-10, 5.32e-10, 2.90e-07, 3.83e-06, 4.25e-06, 1.25e-08, 6.27e-09, 1.02e-08, 5.24e-11, 2.12e-10, 1.38e-10, 2.18e-11, 1.28e-08, 8.76e-10] [2.28e-07, 1.08e-06, 2.01e-06, 1.21e-06, 1.75e-06, 1.63e-06, 1.14e-06, 1.28e-10, 7.98e-10, 5.32e-10, 2.90e-07, 3.83e-06, 4.25e-06, 1.25e-08, 6.27e-09, 1.02e-08, 5.24e-11, 2.12e-10, 1.38e-10, 2.18e-11, 1.28e-08, 8.76e-10] []
605800 [1.83e-07, 1.10e-06, 1.95e-06, 1.02e-06, 1.72e-06, 1.61e-06, 1.09e-06, 9.39e-11, 1.93e-11, 7.46e-11, 2.52e-07, 3.63e-06, 4.03e-06, 3.76e-09, 6.00e-09, 4.76e-09, 1.09e-09, 3.84e-10, 8.66e-11, 2.31e-12, 1.11e-08, 3.62e-10] [1.83e-07, 1.10e-06, 1.95e-06, 1.02e-06, 1.72e-06, 1.61e-06, 1.09e-06, 9.39e-11, 1.93e-11, 7.46e-11, 2.52e-07, 3.63e-06, 4.03e-06, 3.76e-09, 6.00e-09, 4.76e-09, 1.09e-09, 3.84e-10, 8.66e-11, 2.31e-12, 1.11e-08, 3.62e-10] []
605900 [8.61e-07, 1.24e-06, 2.16e-06, 1.70e-06, 1.68e-06, 1.85e-06, 1.22e-06, 5.98e-08, 9.37e-10, 9.09e-08, 1.25e-06, 1.55e-05, 7.36e-06, 2.86e-05, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 2.63e-08, 6.99e-11, 1.63e-07, 6.75e-10] [8.61e-07, 1.24e-06, 2.16e-06, 1.70e-06, 1.68e-06, 1.85e-06, 1.22e-06, 5.98e-08, 9.37e-10, 9.09e-08, 1.25e-06, 1.55e-05, 7.36e-06, 2.86e-05, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 2.63e-08, 6.99e-11, 1.63e-07, 6.75e-10] []
606000 [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10] [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.758578 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
606000 [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10] [2.35e-07, 1.00e-06, 2.00e-06, 1.14e-06, 1.76e-06, 1.61e-06, 1.12e-06, 1.06e-07, 1.22e-09, 3.09e-10, 3.33e-07, 4.00e-06, 4.34e-06, 2.23e-09, 3.98e-09, 5.62e-09, 7.50e-12, 2.66e-10, 6.82e-09, 1.37e-11, 4.39e-08, 6.34e-10] []
606100 [1.81e-07, 9.97e-07, 1.94e-06, 9.37e-07, 1.70e-06, 1.61e-06, 1.05e-06, 7.55e-08, 2.58e-12, 5.14e-11, 2.63e-07, 3.73e-06, 4.09e-06, 2.64e-09, 5.92e-09, 5.26e-09, 9.24e-10, 4.94e-10, 1.83e-11, 6.11e-11, 1.44e-08, 4.05e-10] [1.81e-07, 9.97e-07, 1.94e-06, 9.37e-07, 1.70e-06, 1.61e-06, 1.05e-06, 7.55e-08, 2.58e-12, 5.14e-11, 2.63e-07, 3.73e-06, 4.09e-06, 2.64e-09, 5.92e-09, 5.26e-09, 9.24e-10, 4.94e-10, 1.83e-11, 6.11e-11, 1.44e-08, 4.05e-10] []
606200 [8.39e-07, 1.15e-06, 2.19e-06, 1.38e-06, 1.55e-06, 1.85e-06, 1.10e-06, 1.39e-10, 1.08e-09, 2.13e-06, 2.99e-06, 8.91e-06, 9.03e-06, 3.14e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 9.28e-10, 2.34e-11, 1.31e-08, 4.50e-10] [8.39e-07, 1.15e-06, 2.19e-06, 1.38e-06, 1.55e-06, 1.85e-06, 1.10e-06, 1.39e-10, 1.08e-09, 2.13e-06, 2.99e-06, 8.91e-06, 9.03e-06, 3.14e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 9.28e-10, 2.34e-11, 1.31e-08, 4.50e-10] []
606300 [2.16e-07, 9.26e-07, 1.97e-06, 9.81e-07, 1.67e-06, 1.61e-06, 1.03e-06, 2.28e-09, 1.84e-11, 9.16e-11, 3.07e-07, 3.89e-06, 4.23e-06, 1.86e-09, 4.19e-09, 4.81e-09, 2.87e-10, 4.29e-10, 1.24e-11, 1.36e-11, 3.48e-08, 3.50e-10] [2.16e-07, 9.26e-07, 1.97e-06, 9.81e-07, 1.67e-06, 1.61e-06, 1.03e-06, 2.28e-09, 1.84e-11, 9.16e-11, 3.07e-07, 3.89e-06, 4.23e-06, 1.86e-09, 4.19e-09, 4.81e-09, 2.87e-10, 4.29e-10, 1.24e-11, 1.36e-11, 3.48e-08, 3.50e-10] []
606400 [1.30e-06, 9.60e-07, 1.99e-06, 9.21e-07, 1.78e-06, 1.80e-06, 1.02e-06, 4.76e-07, 3.04e-10, 1.61e-06, 3.81e-06, 1.24e-05, 2.54e-05, 6.57e-05, 7.87e-07, 4.38e-07, 3.52e-07, 3.47e-07, 8.60e-08, 1.05e-10, 5.84e-07, 6.42e-10] [1.30e-06, 9.60e-07, 1.99e-06, 9.21e-07, 1.78e-06, 1.80e-06, 1.02e-06, 4.76e-07, 3.04e-10, 1.61e-06, 3.81e-06, 1.24e-05, 2.54e-05, 6.57e-05, 7.87e-07, 4.38e-07, 3.52e-07, 3.47e-07, 8.60e-08, 1.05e-10, 5.84e-07, 6.42e-10] []
606500 [2.79e-07, 8.40e-07, 2.04e-06, 1.10e-06, 1.61e-06, 1.66e-06, 1.06e-06, 8.29e-10, 4.68e-11, 1.27e-09, 4.82e-07, 4.21e-06, 4.48e-06, 2.06e-07, 8.26e-09, 5.83e-09, 8.59e-12, 0.00e+00, 4.52e-12, 2.38e-11, 1.03e-07, 6.53e-10] [2.79e-07, 8.40e-07, 2.04e-06, 1.10e-06, 1.61e-06, 1.66e-06, 1.06e-06, 8.29e-10, 4.68e-11, 1.27e-09, 4.82e-07, 4.21e-06, 4.48e-06, 2.06e-07, 8.26e-09, 5.83e-09, 8.59e-12, 0.00e+00, 4.52e-12, 2.38e-11, 1.03e-07, 6.53e-10] []
606600 [1.84e-07, 8.45e-07, 1.90e-06, 7.97e-07, 1.57e-06, 1.61e-06, 9.58e-07, 6.35e-08, 4.72e-11, 2.46e-10, 2.76e-07, 3.72e-06, 4.04e-06, 2.55e-09, 6.52e-09, 5.06e-09, 1.62e-09, 4.61e-10, 0.00e+00, 1.63e-11, 8.73e-08, 3.58e-10] [1.84e-07, 8.45e-07, 1.90e-06, 7.97e-07, 1.57e-06, 1.61e-06, 9.58e-07, 6.35e-08, 4.72e-11, 2.46e-10, 2.76e-07, 3.72e-06, 4.04e-06, 2.55e-09, 6.52e-09, 5.06e-09, 1.62e-09, 4.61e-10, 0.00e+00, 1.63e-11, 8.73e-08, 3.58e-10] []
606700 [8.66e-07, 9.00e-07, 1.92e-06, 9.47e-07, 1.60e-06, 1.68e-06, 1.21e-06, 8.10e-07, 4.62e-05, 3.86e-07, 6.63e-06, 7.27e-06, 9.86e-06, 8.00e-07, 2.43e-08, 4.78e-08, 2.73e-09, 1.46e-12, 2.72e-08, 0.00e+00, 1.55e-07, 6.44e-05] [8.66e-07, 9.00e-07, 1.92e-06, 9.47e-07, 1.60e-06, 1.68e-06, 1.21e-06, 8.10e-07, 4.62e-05, 3.86e-07, 6.63e-06, 7.27e-06, 9.86e-06, 8.00e-07, 2.43e-08, 4.78e-08, 2.73e-09, 1.46e-12, 2.72e-08, 0.00e+00, 1.55e-07, 6.44e-05] []
606800 [2.05e-07, 7.80e-07, 1.76e-06, 8.73e-07, 1.58e-06, 1.51e-06, 1.16e-06, 1.11e-09, 6.37e-09, 1.78e-14, 3.43e-07, 4.07e-06, 4.31e-06, 6.24e-09, 6.84e-09, 2.48e-09, 4.52e-11, 5.46e-10, 6.06e-12, 4.91e-11, 4.41e-08, 1.35e-09] [2.05e-07, 7.80e-07, 1.76e-06, 8.73e-07, 1.58e-06, 1.51e-06, 1.16e-06, 1.11e-09, 6.37e-09, 1.78e-14, 3.43e-07, 4.07e-06, 4.31e-06, 6.24e-09, 6.84e-09, 2.48e-09, 4.52e-11, 5.46e-10, 6.06e-12, 4.91e-11, 4.41e-08, 1.35e-09] []
606900 [1.56e-07, 7.82e-07, 1.75e-06, 7.28e-07, 1.45e-06, 1.53e-06, 1.03e-06, 8.35e-08, 2.35e-14, 1.65e-08, 2.80e-07, 3.91e-06, 4.22e-06, 8.23e-07, 1.25e-10, 8.89e-10, 1.42e-09, 0.00e+00, 1.32e-10, 1.61e-12, 1.43e-08, 4.19e-10] [1.56e-07, 7.82e-07, 1.75e-06, 7.28e-07, 1.45e-06, 1.53e-06, 1.03e-06, 8.35e-08, 2.35e-14, 1.65e-08, 2.80e-07, 3.91e-06, 4.22e-06, 8.23e-07, 1.25e-10, 8.89e-10, 1.42e-09, 0.00e+00, 1.32e-10, 1.61e-12, 1.43e-08, 4.19e-10] []
607000 [2.82e-07, 8.10e-07, 1.85e-06, 1.03e-06, 1.43e-06, 1.60e-06, 1.09e-06, 1.25e-10, 3.41e-10, 4.68e-08, 5.89e-07, 5.53e-06, 4.62e-06, 3.69e-06, 0.00e+00, 6.42e-10, 0.00e+00, 0.00e+00, 1.68e-11, 7.95e-11, 1.48e-08, 6.76e-10] [2.82e-07, 8.10e-07, 1.85e-06, 1.03e-06, 1.43e-06, 1.60e-06, 1.09e-06, 1.25e-10, 3.41e-10, 4.68e-08, 5.89e-07, 5.53e-06, 4.62e-06, 3.69e-06, 0.00e+00, 6.42e-10, 0.00e+00, 0.00e+00, 1.68e-11, 7.95e-11, 1.48e-08, 6.76e-10] []
607100 [1.80e-07, 7.19e-07, 1.82e-06, 7.11e-07, 1.44e-06, 1.54e-06, 9.53e-07, 3.97e-09, 1.68e-10, 8.75e-12, 2.86e-07, 3.73e-06, 3.99e-06, 6.32e-09, 4.89e-09, 3.92e-09, 1.06e-09, 3.68e-10, 8.05e-09, 9.14e-13, 4.90e-08, 2.46e-09] [1.80e-07, 7.19e-07, 1.82e-06, 7.11e-07, 1.44e-06, 1.54e-06, 9.53e-07, 3.97e-09, 1.68e-10, 8.75e-12, 2.86e-07, 3.73e-06, 3.99e-06, 6.32e-09, 4.89e-09, 3.92e-09, 1.06e-09, 3.68e-10, 8.05e-09, 9.14e-13, 4.90e-08, 2.46e-09] []
607200 [8.49e-06, 2.66e-06, 3.61e-06, 1.28e-06, 2.69e-06, 2.34e-06, 1.57e-06, 8.40e-08, 1.33e-10, 1.41e-05, 2.25e-05, 9.11e-05, 2.72e-05, 3.29e-04, 3.38e-06, 1.05e-05, 1.27e-06, 1.07e-06, 4.58e-10, 7.25e-13, 7.49e-08, 3.35e-09] [8.49e-06, 2.66e-06, 3.61e-06, 1.28e-06, 2.69e-06, 2.34e-06, 1.57e-06, 8.40e-08, 1.33e-10, 1.41e-05, 2.25e-05, 9.11e-05, 2.72e-05, 3.29e-04, 3.38e-06, 1.05e-05, 1.27e-06, 1.07e-06, 4.58e-10, 7.25e-13, 7.49e-08, 3.35e-09] []
607300 [2.00e-07, 6.73e-07, 1.84e-06, 6.99e-07, 1.40e-06, 1.55e-06, 9.09e-07, 5.69e-08, 2.41e-11, 1.83e-10, 3.23e-07, 3.71e-06, 3.97e-06, 1.78e-09, 5.14e-09, 4.28e-09, 8.11e-11, 2.43e-10, 5.09e-09, 1.69e-11, 3.66e-08, 5.27e-10] [2.00e-07, 6.73e-07, 1.84e-06, 6.99e-07, 1.40e-06, 1.55e-06, 9.09e-07, 5.69e-08, 2.41e-11, 1.83e-10, 3.23e-07, 3.71e-06, 3.97e-06, 1.78e-09, 5.14e-09, 4.28e-09, 8.11e-11, 2.43e-10, 5.09e-09, 1.69e-11, 3.66e-08, 5.27e-10] []
607400 [7.22e-07, 1.37e-06, 2.78e-06, 2.19e-06, 2.67e-06, 3.43e-06, 1.09e-06, 1.14e-04, 5.00e-10, 6.97e-06, 2.83e-05, 4.45e-05, 2.31e-05, 6.59e-05, 1.07e-06, 0.00e+00, 8.98e-09, 0.00e+00, 2.07e-05, 6.20e-10, 1.05e-04, 3.93e-09] [7.22e-07, 1.37e-06, 2.78e-06, 2.19e-06, 2.67e-06, 3.43e-06, 1.09e-06, 1.14e-04, 5.00e-10, 6.97e-06, 2.83e-05, 4.45e-05, 2.31e-05, 6.59e-05, 1.07e-06, 0.00e+00, 8.98e-09, 0.00e+00, 2.07e-05, 6.20e-10, 1.05e-04, 3.93e-09] []
607500 [2.03e-07, 6.25e-07, 1.83e-06, 6.68e-07, 1.34e-06, 1.56e-06, 8.62e-07, 1.94e-08, 2.38e-11, 1.22e-10, 3.54e-07, 3.65e-06, 3.91e-06, 4.80e-08, 3.35e-09, 3.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.85e-12, 7.77e-08, 5.18e-10] [2.03e-07, 6.25e-07, 1.83e-06, 6.68e-07, 1.34e-06, 1.56e-06, 8.62e-07, 1.94e-08, 2.38e-11, 1.22e-10, 3.54e-07, 3.65e-06, 3.91e-06, 4.80e-08, 3.35e-09, 3.58e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.85e-12, 7.77e-08, 5.18e-10] []
607600 [5.92e-05, 1.37e-05, 4.99e-06, 9.72e-06, 6.88e-06, 7.62e-06, 1.75e-06, 3.94e-08, 5.47e-09, 6.89e-05, 9.74e-05, 6.08e-04, 7.21e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-10, 0.00e+00, 3.49e-07, 3.11e-08] [5.92e-05, 1.37e-05, 4.99e-06, 9.72e-06, 6.88e-06, 7.62e-06, 1.75e-06, 3.94e-08, 5.47e-09, 6.89e-05, 9.74e-05, 6.08e-04, 7.21e-04, 3.18e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.15e-10, 0.00e+00, 3.49e-07, 3.11e-08] []
607700 [2.01e-07, 5.96e-07, 1.79e-06, 6.31e-07, 1.31e-06, 1.54e-06, 8.24e-07, 6.13e-08, 4.30e-10, 2.27e-09, 3.57e-07, 3.53e-06, 3.76e-06, 5.61e-08, 5.96e-09, 2.51e-09, 0.00e+00, 1.32e-11, 2.04e-10, 6.07e-12, 1.71e-08, 4.88e-10] [2.01e-07, 5.96e-07, 1.79e-06, 6.31e-07, 1.31e-06, 1.54e-06, 8.24e-07, 6.13e-08, 4.30e-10, 2.27e-09, 3.57e-07, 3.53e-06, 3.76e-06, 5.61e-08, 5.96e-09, 2.51e-09, 0.00e+00, 1.32e-11, 2.04e-10, 6.07e-12, 1.71e-08, 4.88e-10] []
607800 [3.44e-06, 2.78e-06, 3.48e-06, 3.26e-06, 1.52e-06, 4.89e-06, 2.04e-06, 1.73e-04, 1.51e-07, 2.22e-07, 3.11e-05, 4.56e-05, 3.84e-05, 1.98e-05, 4.25e-06, 1.96e-07, 4.08e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-04, 2.52e-07] [3.44e-06, 2.78e-06, 3.48e-06, 3.26e-06, 1.52e-06, 4.89e-06, 2.04e-06, 1.73e-04, 1.51e-07, 2.22e-07, 3.11e-05, 4.56e-05, 3.84e-05, 1.98e-05, 4.25e-06, 1.96e-07, 4.08e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.58e-04, 2.52e-07] []
607900 [2.05e-07, 5.80e-07, 1.77e-06, 6.04e-07, 1.29e-06, 1.52e-06, 7.98e-07, 2.67e-07, 1.02e-11, 4.27e-09, 3.89e-07, 3.49e-06, 3.65e-06, 1.43e-07, 7.69e-09, 9.48e-10, 0.00e+00, 1.45e-11, 7.63e-11, 1.04e-14, 2.34e-08, 9.40e-10] [2.05e-07, 5.80e-07, 1.77e-06, 6.04e-07, 1.29e-06, 1.52e-06, 7.98e-07, 2.67e-07, 1.02e-11, 4.27e-09, 3.89e-07, 3.49e-06, 3.65e-06, 1.43e-07, 7.69e-09, 9.48e-10, 0.00e+00, 1.45e-11, 7.63e-11, 1.04e-14, 2.34e-08, 9.40e-10] []
608000 [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05] [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.672871 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
608000 [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05] [3.84e-05, 7.01e-06, 4.85e-06, 5.62e-06, 5.80e-06, 6.03e-06, 2.85e-06, 1.11e-05, 4.14e-05, 7.00e-05, 1.07e-04, 3.76e-04, 5.85e-04, 2.51e-03, 4.16e-05, 4.06e-05, 1.61e-05, 1.54e-05, 2.72e-06, 1.15e-05, 1.58e-05, 4.74e-05] []
608100 [1.89e-07, 5.38e-07, 1.66e-06, 5.75e-07, 1.21e-06, 1.49e-06, 7.42e-07, 1.02e-07, 1.30e-09, 3.83e-09, 3.58e-07, 3.21e-06, 3.34e-06, 1.58e-07, 9.36e-09, 9.17e-10, 0.00e+00, 0.00e+00, 6.80e-11, 4.86e-11, 2.00e-08, 4.80e-10] [1.89e-07, 5.38e-07, 1.66e-06, 5.75e-07, 1.21e-06, 1.49e-06, 7.42e-07, 1.02e-07, 1.30e-09, 3.83e-09, 3.58e-07, 3.21e-06, 3.34e-06, 1.58e-07, 9.36e-09, 9.17e-10, 0.00e+00, 0.00e+00, 6.80e-11, 4.86e-11, 2.00e-08, 4.80e-10] []
608200 [3.41e-06, 1.52e-06, 1.99e-06, 1.21e-06, 1.93e-06, 2.51e-06, 1.14e-06, 3.14e-05, 4.10e-07, 1.71e-05, 4.24e-06, 3.83e-05, 6.11e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 6.44e-07] [3.41e-06, 1.52e-06, 1.99e-06, 1.21e-06, 1.93e-06, 2.51e-06, 1.14e-06, 3.14e-05, 4.10e-07, 1.71e-05, 4.24e-06, 3.83e-05, 6.11e-05, 1.89e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.14e-05, 6.44e-07] []
608300 [2.01e-07, 4.99e-07, 1.61e-06, 5.47e-07, 1.16e-06, 1.46e-06, 7.10e-07, 1.48e-07, 3.76e-10, 3.46e-09, 3.93e-07, 2.94e-06, 3.10e-06, 3.96e-08, 1.48e-08, 6.53e-09, 0.00e+00, 1.71e-09, 8.09e-10, 1.10e-11, 1.78e-07, 4.87e-10] [2.01e-07, 4.99e-07, 1.61e-06, 5.47e-07, 1.16e-06, 1.46e-06, 7.10e-07, 1.48e-07, 3.76e-10, 3.46e-09, 3.93e-07, 2.94e-06, 3.10e-06, 3.96e-08, 1.48e-08, 6.53e-09, 0.00e+00, 1.71e-09, 8.09e-10, 1.10e-11, 1.78e-07, 4.87e-10] []
608400 [4.74e-06, 1.94e-06, 1.86e-06, 8.85e-07, 1.21e-06, 1.69e-06, 9.94e-07, 2.12e-05, 4.25e-06, 9.06e-06, 2.62e-05, 2.87e-05, 2.36e-05, 1.59e-04, 1.93e-06, 1.02e-06, 1.04e-06, 1.79e-06, 0.00e+00, 2.14e-06, 2.94e-05, 9.77e-06] [4.74e-06, 1.94e-06, 1.86e-06, 8.85e-07, 1.21e-06, 1.69e-06, 9.94e-07, 2.12e-05, 4.25e-06, 9.06e-06, 2.62e-05, 2.87e-05, 2.36e-05, 1.59e-04, 1.93e-06, 1.02e-06, 1.04e-06, 1.79e-06, 0.00e+00, 2.14e-06, 2.94e-05, 9.77e-06] []
608500 [1.91e-07, 4.97e-07, 1.54e-06, 5.48e-07, 1.12e-06, 1.40e-06, 6.93e-07, 1.90e-08, 5.57e-10, 9.89e-11, 3.73e-07, 2.72e-06, 2.82e-06, 1.12e-08, 1.05e-08, 4.21e-09, 0.00e+00, 5.17e-10, 1.25e-09, 1.90e-11, 2.05e-08, 4.93e-10] [1.91e-07, 4.97e-07, 1.54e-06, 5.48e-07, 1.12e-06, 1.40e-06, 6.93e-07, 1.90e-08, 5.57e-10, 9.89e-11, 3.73e-07, 2.72e-06, 2.82e-06, 1.12e-08, 1.05e-08, 4.21e-09, 0.00e+00, 5.17e-10, 1.25e-09, 1.90e-11, 2.05e-08, 4.93e-10] []
608600 [1.99e-06, 7.93e-07, 1.68e-06, 7.87e-07, 1.10e-06, 1.53e-06, 9.29e-07, 5.47e-06, 2.79e-11, 1.70e-06, 4.02e-06, 6.49e-06, 1.21e-05, 3.94e-05, 1.55e-07, 3.28e-07, 1.57e-07, 9.46e-08, 7.83e-07, 0.00e+00, 4.92e-06, 1.39e-09] [1.99e-06, 7.93e-07, 1.68e-06, 7.87e-07, 1.10e-06, 1.53e-06, 9.29e-07, 5.47e-06, 2.79e-11, 1.70e-06, 4.02e-06, 6.49e-06, 1.21e-05, 3.94e-05, 1.55e-07, 3.28e-07, 1.57e-07, 9.46e-08, 7.83e-07, 0.00e+00, 4.92e-06, 1.39e-09] []
608700 [1.88e-07, 4.96e-07, 1.50e-06, 5.55e-07, 1.08e-06, 1.36e-06, 6.65e-07, 2.80e-08, 7.95e-12, 1.00e-09, 3.88e-07, 2.55e-06, 2.62e-06, 4.90e-08, 8.10e-09, 4.32e-09, 0.00e+00, 2.00e-10, 2.08e-08, 8.11e-12, 1.21e-07, 3.98e-10] [1.88e-07, 4.96e-07, 1.50e-06, 5.55e-07, 1.08e-06, 1.36e-06, 6.65e-07, 2.80e-08, 7.95e-12, 1.00e-09, 3.88e-07, 2.55e-06, 2.62e-06, 4.90e-08, 8.10e-09, 4.32e-09, 0.00e+00, 2.00e-10, 2.08e-08, 8.11e-12, 1.21e-07, 3.98e-10] []
608800 [1.01e-06, 6.79e-07, 1.55e-06, 8.80e-07, 1.14e-06, 1.52e-06, 8.67e-07, 6.92e-06, 3.10e-07, 2.30e-06, 1.64e-06, 6.89e-06, 1.50e-05, 3.38e-05, 1.04e-06, 1.14e-07, 7.89e-08, 6.18e-09, 1.84e-06, 4.77e-08, 1.10e-05, 2.74e-07] [1.01e-06, 6.79e-07, 1.55e-06, 8.80e-07, 1.14e-06, 1.52e-06, 8.67e-07, 6.92e-06, 3.10e-07, 2.30e-06, 1.64e-06, 6.89e-06, 1.50e-05, 3.38e-05, 1.04e-06, 1.14e-07, 7.89e-08, 6.18e-09, 1.84e-06, 4.77e-08, 1.10e-05, 2.74e-07] []
608900 [2.01e-07, 4.91e-07, 1.42e-06, 5.41e-07, 1.08e-06, 1.31e-06, 6.69e-07, 3.66e-08, 1.01e-10, 3.18e-10, 3.94e-07, 2.41e-06, 2.44e-06, 3.06e-09, 1.33e-08, 5.59e-09, 0.00e+00, 7.58e-10, 1.33e-08, 0.00e+00, 7.90e-08, 3.07e-09] [2.01e-07, 4.91e-07, 1.42e-06, 5.41e-07, 1.08e-06, 1.31e-06, 6.69e-07, 3.66e-08, 1.01e-10, 3.18e-10, 3.94e-07, 2.41e-06, 2.44e-06, 3.06e-09, 1.33e-08, 5.59e-09, 0.00e+00, 7.58e-10, 1.33e-08, 0.00e+00, 7.90e-08, 3.07e-09] []
609000 [1.47e-06, 6.90e-07, 1.68e-06, 6.35e-07, 1.23e-06, 1.52e-06, 9.07e-07, 5.16e-06, 4.56e-09, 1.17e-06, 2.82e-06, 1.23e-05, 4.95e-06, 3.39e-05, 5.60e-07, 4.99e-07, 1.16e-08, 2.94e-08, 0.00e+00, 7.70e-10, 5.22e-06, 4.94e-09] [1.47e-06, 6.90e-07, 1.68e-06, 6.35e-07, 1.23e-06, 1.52e-06, 9.07e-07, 5.16e-06, 4.56e-09, 1.17e-06, 2.82e-06, 1.23e-05, 4.95e-06, 3.39e-05, 5.60e-07, 4.99e-07, 1.16e-08, 2.94e-08, 0.00e+00, 7.70e-10, 5.22e-06, 4.94e-09] []
609100 [1.96e-07, 4.88e-07, 1.37e-06, 5.34e-07, 1.06e-06, 1.27e-06, 6.49e-07, 3.89e-08, 6.67e-11, 4.22e-10, 4.08e-07, 2.26e-06, 2.29e-06, 9.56e-09, 1.02e-08, 4.98e-09, 0.00e+00, 6.17e-10, 2.21e-09, 2.42e-12, 2.47e-08, 3.79e-10] [1.96e-07, 4.88e-07, 1.37e-06, 5.34e-07, 1.06e-06, 1.27e-06, 6.49e-07, 3.89e-08, 6.67e-11, 4.22e-10, 4.08e-07, 2.26e-06, 2.29e-06, 9.56e-09, 1.02e-08, 4.98e-09, 0.00e+00, 6.17e-10, 2.21e-09, 2.42e-12, 2.47e-08, 3.79e-10] []
609200 [4.91e-07, 5.88e-07, 1.45e-06, 6.47e-07, 1.22e-06, 1.26e-06, 8.65e-07, 4.71e-06, 6.32e-06, 8.40e-08, 2.03e-06, 4.89e-06, 7.98e-06, 6.98e-06, 1.01e-08, 6.17e-10, 0.00e+00, 8.59e-11, 0.00e+00, 9.19e-07, 8.71e-06, 4.45e-06] [4.91e-07, 5.88e-07, 1.45e-06, 6.47e-07, 1.22e-06, 1.26e-06, 8.65e-07, 4.71e-06, 6.32e-06, 8.40e-08, 2.03e-06, 4.89e-06, 7.98e-06, 6.98e-06, 1.01e-08, 6.17e-10, 0.00e+00, 8.59e-11, 0.00e+00, 9.19e-07, 8.71e-06, 4.45e-06] []
609300 [1.84e-07, 4.89e-07, 1.29e-06, 5.24e-07, 1.03e-06, 1.23e-06, 6.54e-07, 3.19e-09, 6.75e-14, 3.22e-09, 3.79e-07, 2.19e-06, 2.15e-06, 1.58e-07, 5.03e-09, 2.40e-09, 0.00e+00, 2.17e-12, 1.74e-11, 2.50e-10, 3.14e-08, 1.42e-09] [1.84e-07, 4.89e-07, 1.29e-06, 5.24e-07, 1.03e-06, 1.23e-06, 6.54e-07, 3.19e-09, 6.75e-14, 3.22e-09, 3.79e-07, 2.19e-06, 2.15e-06, 1.58e-07, 5.03e-09, 2.40e-09, 0.00e+00, 2.17e-12, 1.74e-11, 2.50e-10, 3.14e-08, 1.42e-09] []
609400 [2.90e-07, 5.70e-07, 1.39e-06, 5.27e-07, 1.24e-06, 1.25e-06, 7.73e-07, 2.18e-07, 3.21e-09, 3.55e-08, 7.06e-07, 3.20e-06, 3.43e-06, 2.52e-06, 7.31e-09, 0.00e+00, 0.00e+00, 5.87e-12, 1.75e-08, 2.58e-11, 1.02e-07, 4.18e-10] [2.90e-07, 5.70e-07, 1.39e-06, 5.27e-07, 1.24e-06, 1.25e-06, 7.73e-07, 2.18e-07, 3.21e-09, 3.55e-08, 7.06e-07, 3.20e-06, 3.43e-06, 2.52e-06, 7.31e-09, 0.00e+00, 0.00e+00, 5.87e-12, 1.75e-08, 2.58e-11, 1.02e-07, 4.18e-10] []
609500 [5.06e-07, 6.87e-07, 1.24e-06, 6.18e-07, 1.02e-06, 1.22e-06, 6.58e-07, 4.45e-10, 3.51e-09, 5.63e-07, 1.23e-06, 6.06e-06, 8.90e-06, 2.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-12, 1.91e-11, 6.79e-08, 9.86e-09] [5.06e-07, 6.87e-07, 1.24e-06, 6.18e-07, 1.02e-06, 1.22e-06, 6.58e-07, 4.45e-10, 3.51e-09, 5.63e-07, 1.23e-06, 6.06e-06, 8.90e-06, 2.34e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.42e-12, 1.91e-11, 6.79e-08, 9.86e-09] []
609600 [2.52e-07, 5.00e-07, 1.52e-06, 5.50e-07, 1.22e-06, 1.20e-06, 7.04e-07, 3.52e-10, 1.45e-04, 1.33e-08, 5.07e-07, 2.32e-06, 2.45e-06, 7.92e-07, 4.52e-08, 1.78e-08, 9.84e-10, 4.27e-09, 5.70e-09, 4.10e-05, 3.69e-08, 1.57e-04] [2.52e-07, 5.00e-07, 1.52e-06, 5.50e-07, 1.22e-06, 1.20e-06, 7.04e-07, 3.52e-10, 1.45e-04, 1.33e-08, 5.07e-07, 2.32e-06, 2.45e-06, 7.92e-07, 4.52e-08, 1.78e-08, 9.84e-10, 4.27e-09, 5.70e-09, 4.10e-05, 3.69e-08, 1.57e-04] []
609700 [1.22e-05, 3.12e-06, 2.88e-06, 2.15e-06, 1.36e-06, 3.13e-06, 1.05e-06, 2.43e-05, 9.25e-08, 9.61e-06, 4.51e-05, 8.94e-05, 2.35e-04, 5.77e-04, 1.06e-05, 2.84e-06, 3.18e-06, 3.09e-06, 6.70e-06, 2.40e-08, 3.61e-05, 1.41e-07] [1.22e-05, 3.12e-06, 2.88e-06, 2.15e-06, 1.36e-06, 3.13e-06, 1.05e-06, 2.43e-05, 9.25e-08, 9.61e-06, 4.51e-05, 8.94e-05, 2.35e-04, 5.77e-04, 1.06e-05, 2.84e-06, 3.18e-06, 3.09e-06, 6.70e-06, 2.40e-08, 3.61e-05, 1.41e-07] []
609800 [1.90e-07, 5.01e-07, 1.22e-06, 4.92e-07, 1.09e-06, 1.14e-06, 6.63e-07, 5.23e-07, 1.11e-09, 9.68e-10, 4.65e-07, 2.06e-06, 2.04e-06, 1.46e-08, 8.15e-09, 2.88e-09, 0.00e+00, 1.20e-09, 5.56e-08, 8.14e-12, 3.65e-07, 2.62e-10] [1.90e-07, 5.01e-07, 1.22e-06, 4.92e-07, 1.09e-06, 1.14e-06, 6.63e-07, 5.23e-07, 1.11e-09, 9.68e-10, 4.65e-07, 2.06e-06, 2.04e-06, 1.46e-08, 8.15e-09, 2.88e-09, 0.00e+00, 1.20e-09, 5.56e-08, 8.14e-12, 3.65e-07, 2.62e-10] []
609900 [3.07e-07, 5.82e-07, 1.32e-06, 4.53e-07, 1.23e-06, 1.19e-06, 7.69e-07, 6.80e-07, 7.44e-09, 6.71e-08, 7.70e-07, 2.79e-06, 2.79e-06, 2.44e-08, 6.14e-09, 3.03e-08, 5.77e-09, 2.74e-09, 4.35e-08, 1.38e-09, 2.76e-07, 9.25e-09] [3.07e-07, 5.82e-07, 1.32e-06, 4.53e-07, 1.23e-06, 1.19e-06, 7.69e-07, 6.80e-07, 7.44e-09, 6.71e-08, 7.70e-07, 2.79e-06, 2.79e-06, 2.44e-08, 6.14e-09, 3.03e-08, 5.77e-09, 2.74e-09, 4.35e-08, 1.38e-09, 2.76e-07, 9.25e-09] []
610000 [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04] [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.206646 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
610000 [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04] [1.46e-06, 6.07e-07, 1.38e-06, 5.51e-07, 1.33e-06, 1.23e-06, 7.48e-07, 3.95e-08, 2.43e-04, 1.80e-06, 2.99e-06, 1.06e-05, 1.32e-05, 5.78e-05, 8.03e-07, 4.19e-07, 2.69e-07, 2.36e-07, 0.00e+00, 4.48e-05, 1.30e-07, 1.74e-04] []
610100 [2.31e-07, 4.90e-07, 1.18e-06, 4.74e-07, 1.12e-06, 1.11e-06, 6.73e-07, 3.30e-08, 2.46e-08, 2.07e-08, 6.08e-07, 2.14e-06, 2.71e-06, 1.12e-06, 3.65e-08, 3.03e-08, 3.61e-10, 2.39e-08, 2.62e-09, 9.10e-11, 2.35e-08, 8.75e-10] [2.31e-07, 4.90e-07, 1.18e-06, 4.74e-07, 1.12e-06, 1.11e-06, 6.73e-07, 3.30e-08, 2.46e-08, 2.07e-08, 6.08e-07, 2.14e-06, 2.71e-06, 1.12e-06, 3.65e-08, 3.03e-08, 3.61e-10, 2.39e-08, 2.62e-09, 9.10e-11, 2.35e-08, 8.75e-10] []
610200 [2.68e-07, 5.17e-07, 1.18e-06, 4.55e-07, 1.24e-06, 1.11e-06, 7.90e-07, 1.45e-06, 4.99e-09, 4.06e-08, 7.64e-07, 2.88e-06, 2.33e-06, 2.16e-06, 3.40e-09, 0.00e+00, 0.00e+00, 5.88e-10, 0.00e+00, 0.00e+00, 1.28e-06, 3.80e-09] [2.68e-07, 5.17e-07, 1.18e-06, 4.55e-07, 1.24e-06, 1.11e-06, 7.90e-07, 1.45e-06, 4.99e-09, 4.06e-08, 7.64e-07, 2.88e-06, 2.33e-06, 2.16e-06, 3.40e-09, 0.00e+00, 0.00e+00, 5.88e-10, 0.00e+00, 0.00e+00, 1.28e-06, 3.80e-09] []
610300 [1.79e-06, 1.40e-06, 2.61e-06, 5.88e-06, 1.36e-06, 1.99e-06, 1.81e-06, 9.71e-05, 7.22e-07, 3.72e-06, 1.26e-05, 1.22e-05, 1.04e-05, 3.12e-05, 0.00e+00, 0.00e+00, 5.46e-11, 2.94e-08, 1.57e-05, 1.38e-07, 8.09e-05, 7.17e-07] [1.79e-06, 1.40e-06, 2.61e-06, 5.88e-06, 1.36e-06, 1.99e-06, 1.81e-06, 9.71e-05, 7.22e-07, 3.72e-06, 1.26e-05, 1.22e-05, 1.04e-05, 3.12e-05, 0.00e+00, 0.00e+00, 5.46e-11, 2.94e-08, 1.57e-05, 1.38e-07, 8.09e-05, 7.17e-07] []
610400 [2.18e-07, 5.06e-07, 1.16e-06, 4.55e-07, 1.13e-06, 1.06e-06, 6.51e-07, 2.26e-07, 3.47e-10, 5.89e-09, 4.56e-07, 2.01e-06, 1.92e-06, 1.74e-07, 1.68e-08, 9.95e-09, 1.19e-11, 2.94e-09, 0.00e+00, 5.89e-12, 4.82e-08, 1.61e-10] [2.18e-07, 5.06e-07, 1.16e-06, 4.55e-07, 1.13e-06, 1.06e-06, 6.51e-07, 2.26e-07, 3.47e-10, 5.89e-09, 4.56e-07, 2.01e-06, 1.92e-06, 1.74e-07, 1.68e-08, 9.95e-09, 1.19e-11, 2.94e-09, 0.00e+00, 5.89e-12, 4.82e-08, 1.61e-10] []
610500 [4.66e-07, 5.77e-07, 1.20e-06, 4.75e-07, 1.34e-06, 1.10e-06, 8.12e-07, 3.66e-07, 2.82e-06, 4.74e-07, 9.82e-07, 3.60e-06, 3.92e-06, 9.52e-06, 2.68e-07, 1.00e-07, 2.91e-08, 6.96e-09, 0.00e+00, 3.83e-07, 3.97e-08, 1.92e-06] [4.66e-07, 5.77e-07, 1.20e-06, 4.75e-07, 1.34e-06, 1.10e-06, 8.12e-07, 3.66e-07, 2.82e-06, 4.74e-07, 9.82e-07, 3.60e-06, 3.92e-06, 9.52e-06, 2.68e-07, 1.00e-07, 2.91e-08, 6.96e-09, 0.00e+00, 3.83e-07, 3.97e-08, 1.92e-06] []
610600 [3.64e-05, 6.12e-06, 4.61e-06, 5.54e-06, 5.23e-06, 4.59e-06, 3.31e-06, 1.93e-05, 9.60e-09, 6.10e-05, 9.79e-05, 3.37e-04, 5.49e-04, 2.21e-03, 3.71e-05, 3.61e-05, 1.57e-05, 1.36e-05, 6.55e-06, 6.68e-09, 3.56e-05, 4.22e-08] [3.64e-05, 6.12e-06, 4.61e-06, 5.54e-06, 5.23e-06, 4.59e-06, 3.31e-06, 1.93e-05, 9.60e-09, 6.10e-05, 9.79e-05, 3.37e-04, 5.49e-04, 2.21e-03, 3.71e-05, 3.61e-05, 1.57e-05, 1.36e-05, 6.55e-06, 6.68e-09, 3.56e-05, 4.22e-08] []
610700 [2.21e-07, 5.56e-07, 1.19e-06, 4.50e-07, 1.20e-06, 1.04e-06, 6.81e-07, 8.89e-12, 2.10e-10, 6.73e-09, 5.28e-07, 2.12e-06, 1.90e-06, 4.66e-08, 1.29e-08, 7.38e-09, 0.00e+00, 2.05e-09, 2.03e-11, 1.81e-10, 1.73e-08, 1.06e-09] [2.21e-07, 5.56e-07, 1.19e-06, 4.50e-07, 1.20e-06, 1.04e-06, 6.81e-07, 8.89e-12, 2.10e-10, 6.73e-09, 5.28e-07, 2.12e-06, 1.90e-06, 4.66e-08, 1.29e-08, 7.38e-09, 0.00e+00, 2.05e-09, 2.03e-11, 1.81e-10, 1.73e-08, 1.06e-09] []
610800 [2.23e-06, 1.63e-06, 1.14e-06, 1.23e-06, 1.37e-06, 1.96e-06, 1.04e-06, 5.77e-05, 1.18e-06, 7.47e-06, 1.93e-06, 1.68e-05, 1.78e-05, 6.59e-05, 0.00e+00, 2.88e-08, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.45e-05, 1.31e-06] [2.23e-06, 1.63e-06, 1.14e-06, 1.23e-06, 1.37e-06, 1.96e-06, 1.04e-06, 5.77e-05, 1.18e-06, 7.47e-06, 1.93e-06, 1.68e-05, 1.78e-05, 6.59e-05, 0.00e+00, 2.88e-08, 0.00e+00, 1.60e-09, 0.00e+00, 0.00e+00, 7.45e-05, 1.31e-06] []
610900 [2.02e-07, 5.58e-07, 1.04e-06, 4.46e-07, 1.11e-06, 1.01e-06, 6.56e-07, 1.01e-07, 2.12e-06, 7.32e-10, 4.38e-07, 1.95e-06, 1.78e-06, 9.75e-08, 3.70e-09, 1.59e-09, 0.00e+00, 4.50e-10, 1.38e-08, 0.00e+00, 8.36e-08, 2.45e-06] [2.02e-07, 5.58e-07, 1.04e-06, 4.46e-07, 1.11e-06, 1.01e-06, 6.56e-07, 1.01e-07, 2.12e-06, 7.32e-10, 4.38e-07, 1.95e-06, 1.78e-06, 9.75e-08, 3.70e-09, 1.59e-09, 0.00e+00, 4.50e-10, 1.38e-08, 0.00e+00, 8.36e-08, 2.45e-06] []
611000 [2.16e-07, 6.45e-07, 1.21e-06, 4.11e-07, 1.34e-06, 1.08e-06, 7.37e-07, 4.08e-07, 1.67e-09, 1.13e-07, 9.70e-07, 2.96e-06, 2.41e-06, 4.31e-06, 3.14e-09, 0.00e+00, 0.00e+00, 4.31e-09, 0.00e+00, 1.05e-10, 3.78e-07, 6.74e-10] [2.16e-07, 6.45e-07, 1.21e-06, 4.11e-07, 1.34e-06, 1.08e-06, 7.37e-07, 4.08e-07, 1.67e-09, 1.13e-07, 9.70e-07, 2.96e-06, 2.41e-06, 4.31e-06, 3.14e-09, 0.00e+00, 0.00e+00, 4.31e-09, 0.00e+00, 1.05e-10, 3.78e-07, 6.74e-10] []
611100 [3.83e-06, 8.98e-07, 1.35e-06, 6.80e-07, 1.33e-06, 1.33e-06, 7.37e-07, 2.90e-07, 4.08e-09, 4.80e-06, 1.02e-05, 2.80e-05, 6.40e-05, 1.87e-04, 2.41e-06, 1.71e-06, 1.37e-06, 1.23e-06, 2.23e-07, 1.42e-09, 1.48e-06, 9.51e-09] [3.83e-06, 8.98e-07, 1.35e-06, 6.80e-07, 1.33e-06, 1.33e-06, 7.37e-07, 2.90e-07, 4.08e-09, 4.80e-06, 1.02e-05, 2.80e-05, 6.40e-05, 1.87e-04, 2.41e-06, 1.71e-06, 1.37e-06, 1.23e-06, 2.23e-07, 1.42e-09, 1.48e-06, 9.51e-09] []
611200 [2.12e-07, 5.94e-07, 1.80e-06, 5.68e-07, 1.45e-06, 1.01e-06, 6.90e-07, 1.13e-07, 5.66e-04, 4.10e-09, 8.37e-07, 2.36e-06, 1.99e-06, 4.39e-08, 1.70e-08, 3.02e-10, 0.00e+00, 2.74e-09, 9.72e-09, 0.00e+00, 6.00e-08, 1.19e-03] [2.12e-07, 5.94e-07, 1.80e-06, 5.68e-07, 1.45e-06, 1.01e-06, 6.90e-07, 1.13e-07, 5.66e-04, 4.10e-09, 8.37e-07, 2.36e-06, 1.99e-06, 4.39e-08, 1.70e-08, 3.02e-10, 0.00e+00, 2.74e-09, 9.72e-09, 0.00e+00, 6.00e-08, 1.19e-03] []
611300 [8.19e-06, 2.40e-06, 1.87e-06, 1.02e-06, 2.00e-06, 1.90e-06, 1.12e-06, 5.08e-05, 8.87e-08, 1.41e-05, 1.96e-05, 6.85e-05, 5.37e-05, 3.76e-04, 6.28e-06, 5.78e-06, 1.29e-06, 1.20e-06, 8.57e-06, 7.31e-08, 4.62e-05, 3.89e-07] [8.19e-06, 2.40e-06, 1.87e-06, 1.02e-06, 2.00e-06, 1.90e-06, 1.12e-06, 5.08e-05, 8.87e-08, 1.41e-05, 1.96e-05, 6.85e-05, 5.37e-05, 3.76e-04, 6.28e-06, 5.78e-06, 1.29e-06, 1.20e-06, 8.57e-06, 7.31e-08, 4.62e-05, 3.89e-07] []
611400 [2.30e-07, 6.00e-07, 1.01e-06, 4.50e-07, 1.09e-06, 9.81e-07, 6.26e-07, 1.54e-07, 2.90e-10, 1.02e-07, 6.03e-07, 2.70e-06, 3.15e-06, 4.45e-06, 9.63e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-11, 1.06e-07, 2.50e-10] [2.30e-07, 6.00e-07, 1.01e-06, 4.50e-07, 1.09e-06, 9.81e-07, 6.26e-07, 1.54e-07, 2.90e-10, 1.02e-07, 6.03e-07, 2.70e-06, 3.15e-06, 4.45e-06, 9.63e-11, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.73e-11, 1.06e-07, 2.50e-10] []
611500 [2.12e-07, 5.99e-07, 1.11e-06, 4.16e-07, 1.28e-06, 9.81e-07, 6.73e-07, 9.86e-08, 6.05e-10, 2.51e-08, 5.23e-07, 2.46e-06, 2.18e-06, 1.35e-06, 4.27e-09, 0.00e+00, 0.00e+00, 2.45e-09, 7.55e-10, 9.98e-13, 1.57e-08, 1.32e-10] [2.12e-07, 5.99e-07, 1.11e-06, 4.16e-07, 1.28e-06, 9.81e-07, 6.73e-07, 9.86e-08, 6.05e-10, 2.51e-08, 5.23e-07, 2.46e-06, 2.18e-06, 1.35e-06, 4.27e-09, 0.00e+00, 0.00e+00, 2.45e-09, 7.55e-10, 9.98e-13, 1.57e-08, 1.32e-10] []
611600 [8.71e-06, 2.53e-06, 1.96e-06, 8.97e-07, 1.93e-06, 1.80e-06, 1.14e-06, 5.37e-05, 1.33e-05, 1.56e-05, 2.28e-05, 7.12e-05, 4.28e-05, 3.67e-04, 5.69e-06, 5.95e-06, 1.42e-06, 1.15e-06, 7.12e-06, 0.00e+00, 3.90e-05, 1.91e-05] [8.71e-06, 2.53e-06, 1.96e-06, 8.97e-07, 1.93e-06, 1.80e-06, 1.14e-06, 5.37e-05, 1.33e-05, 1.56e-05, 2.28e-05, 7.12e-05, 4.28e-05, 3.67e-04, 5.69e-06, 5.95e-06, 1.42e-06, 1.15e-06, 7.12e-06, 0.00e+00, 3.90e-05, 1.91e-05] []
611700 [3.84e-07, 5.42e-07, 1.02e-06, 4.08e-07, 1.14e-06, 9.94e-07, 6.12e-07, 4.75e-10, 1.47e-06, 1.60e-07, 7.66e-07, 2.51e-06, 3.44e-06, 5.82e-06, 1.03e-07, 6.17e-08, 2.47e-08, 3.95e-08, 2.59e-12, 0.00e+00, 2.74e-08, 1.95e-06] [3.84e-07, 5.42e-07, 1.02e-06, 4.08e-07, 1.14e-06, 9.94e-07, 6.12e-07, 4.75e-10, 1.47e-06, 1.60e-07, 7.66e-07, 2.51e-06, 3.44e-06, 5.82e-06, 1.03e-07, 6.17e-08, 2.47e-08, 3.95e-08, 2.59e-12, 0.00e+00, 2.74e-08, 1.95e-06] []
611800 [2.23e-07, 5.66e-07, 1.08e-06, 4.03e-07, 1.24e-06, 9.75e-07, 6.51e-07, 2.35e-08, 2.09e-08, 8.69e-09, 6.51e-07, 2.21e-06, 1.90e-06, 7.41e-08, 8.60e-09, 3.07e-09, 3.88e-10, 3.62e-09, 6.07e-11, 1.40e-09, 1.40e-08, 9.38e-09] [2.23e-07, 5.66e-07, 1.08e-06, 4.03e-07, 1.24e-06, 9.75e-07, 6.51e-07, 2.35e-08, 2.09e-08, 8.69e-09, 6.51e-07, 2.21e-06, 1.90e-06, 7.41e-08, 8.60e-09, 3.07e-09, 3.88e-10, 3.62e-09, 6.07e-11, 1.40e-09, 1.40e-08, 9.38e-09] []
611900 [4.18e-06, 1.57e-06, 9.33e-07, 1.51e-06, 1.68e-06, 2.00e-06, 1.24e-06, 2.48e-05, 8.71e-06, 8.95e-08, 5.75e-05, 4.43e-05, 1.53e-04, 1.71e-04, 0.00e+00, 1.31e-07, 0.00e+00, 7.97e-10, 0.00e+00, 0.00e+00, 4.41e-05, 1.15e-05] [4.18e-06, 1.57e-06, 9.33e-07, 1.51e-06, 1.68e-06, 2.00e-06, 1.24e-06, 2.48e-05, 8.71e-06, 8.95e-08, 5.75e-05, 4.43e-05, 1.53e-04, 1.71e-04, 0.00e+00, 1.31e-07, 0.00e+00, 7.97e-10, 0.00e+00, 0.00e+00, 4.41e-05, 1.15e-05] []
612000 [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10] [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.010092 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
612000 [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10] [2.44e-07, 6.40e-07, 1.06e-06, 4.01e-07, 1.32e-06, 9.75e-07, 6.64e-07, 8.76e-09, 2.56e-14, 3.33e-10, 4.91e-07, 1.91e-06, 1.62e-06, 1.20e-08, 1.21e-08, 2.60e-09, 1.48e-10, 4.68e-09, 4.12e-12, 5.80e-12, 1.84e-08, 1.38e-10] []
612100 [2.10e-05, 5.05e-06, 6.04e-06, 1.72e-05, 5.28e-06, 3.34e-06, 4.53e-06, 4.87e-05, 6.30e-08, 4.74e-06, 2.11e-04, 3.09e-04, 8.13e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.07e-05, 8.31e-08] [2.10e-05, 5.05e-06, 6.04e-06, 1.72e-05, 5.28e-06, 3.34e-06, 4.53e-06, 4.87e-05, 6.30e-08, 4.74e-06, 2.11e-04, 3.09e-04, 8.13e-04, 1.34e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.07e-05, 8.31e-08] []
612200 [2.39e-07, 6.50e-07, 1.14e-06, 4.46e-07, 1.26e-06, 9.62e-07, 6.10e-07, 1.83e-11, 4.51e-09, 1.58e-10, 5.12e-07, 1.96e-06, 1.65e-06, 1.59e-08, 8.09e-09, 2.85e-09, 0.00e+00, 4.52e-09, 5.72e-09, 0.00e+00, 3.67e-08, 4.79e-09] [2.39e-07, 6.50e-07, 1.14e-06, 4.46e-07, 1.26e-06, 9.62e-07, 6.10e-07, 1.83e-11, 4.51e-09, 1.58e-10, 5.12e-07, 1.96e-06, 1.65e-06, 1.59e-08, 8.09e-09, 2.85e-09, 0.00e+00, 4.52e-09, 5.72e-09, 0.00e+00, 3.67e-08, 4.79e-09] []
612300 [2.03e-05, 3.48e-06, 2.67e-06, 2.58e-06, 2.88e-06, 2.74e-06, 1.64e-06, 3.73e-06, 1.33e-06, 3.08e-05, 5.11e-05, 1.71e-04, 3.14e-04, 1.15e-03, 1.83e-05, 1.61e-05, 9.15e-06, 7.97e-06, 1.67e-06, 2.99e-07, 9.99e-06, 1.42e-06] [2.03e-05, 3.48e-06, 2.67e-06, 2.58e-06, 2.88e-06, 2.74e-06, 1.64e-06, 3.73e-06, 1.33e-06, 3.08e-05, 5.11e-05, 1.71e-04, 3.14e-04, 1.15e-03, 1.83e-05, 1.61e-05, 9.15e-06, 7.97e-06, 1.67e-06, 2.99e-07, 9.99e-06, 1.42e-06] []
612400 [2.18e-07, 6.21e-07, 1.02e-06, 4.28e-07, 1.20e-06, 9.51e-07, 6.05e-07, 1.96e-07, 1.66e-08, 3.38e-12, 4.95e-07, 1.85e-06, 1.61e-06, 8.67e-09, 9.45e-09, 3.54e-09, 6.55e-12, 5.24e-09, 0.00e+00, 0.00e+00, 3.97e-08, 5.57e-07] [2.18e-07, 6.21e-07, 1.02e-06, 4.28e-07, 1.20e-06, 9.51e-07, 6.05e-07, 1.96e-07, 1.66e-08, 3.38e-12, 4.95e-07, 1.85e-06, 1.61e-06, 8.67e-09, 9.45e-09, 3.54e-09, 6.55e-12, 5.24e-09, 0.00e+00, 0.00e+00, 3.97e-08, 5.57e-07] []
612500 [1.60e-06, 1.24e-06, 1.06e-06, 1.02e-06, 1.38e-06, 1.13e-06, 8.38e-07, 8.91e-06, 2.82e-09, 2.72e-08, 1.21e-05, 1.52e-05, 4.20e-05, 1.03e-05, 0.00e+00, 4.74e-08, 0.00e+00, 4.45e-09, 7.13e-07, 0.00e+00, 4.54e-06, 5.65e-09] [1.60e-06, 1.24e-06, 1.06e-06, 1.02e-06, 1.38e-06, 1.13e-06, 8.38e-07, 8.91e-06, 2.82e-09, 2.72e-08, 1.21e-05, 1.52e-05, 4.20e-05, 1.03e-05, 0.00e+00, 4.74e-08, 0.00e+00, 4.45e-09, 7.13e-07, 0.00e+00, 4.54e-06, 5.65e-09] []
612600 [2.44e-07, 5.82e-07, 9.83e-07, 4.18e-07, 1.13e-06, 9.54e-07, 5.42e-07, 6.38e-11, 3.78e-10, 1.05e-08, 4.98e-07, 1.80e-06, 1.66e-06, 4.03e-07, 1.94e-08, 1.22e-08, 1.21e-09, 5.50e-09, 3.48e-13, 5.85e-13, 4.89e-08, 1.66e-10] [2.44e-07, 5.82e-07, 9.83e-07, 4.18e-07, 1.13e-06, 9.54e-07, 5.42e-07, 6.38e-11, 3.78e-10, 1.05e-08, 4.98e-07, 1.80e-06, 1.66e-06, 4.03e-07, 1.94e-08, 1.22e-08, 1.21e-09, 5.50e-09, 3.48e-13, 5.85e-13, 4.89e-08, 1.66e-10] []
612700 [2.39e-07, 6.59e-07, 1.04e-06, 4.01e-07, 1.25e-06, 9.84e-07, 6.06e-07, 9.06e-09, 4.96e-10, 1.65e-07, 6.88e-07, 2.46e-06, 2.16e-06, 2.57e-06, 2.54e-09, 0.00e+00, 0.00e+00, 6.42e-09, 0.00e+00, 0.00e+00, 2.05e-07, 1.06e-09] [2.39e-07, 6.59e-07, 1.04e-06, 4.01e-07, 1.25e-06, 9.84e-07, 6.06e-07, 9.06e-09, 4.96e-10, 1.65e-07, 6.88e-07, 2.46e-06, 2.16e-06, 2.57e-06, 2.54e-09, 0.00e+00, 0.00e+00, 6.42e-09, 0.00e+00, 0.00e+00, 2.05e-07, 1.06e-09] []
612800 [1.04e-05, 2.64e-06, 3.06e-06, 3.64e-06, 1.81e-06, 2.57e-06, 1.91e-06, 1.01e-04, 1.77e-06, 9.34e-06, 2.41e-05, 7.84e-05, 6.09e-05, 3.58e-04, 1.02e-05, 2.27e-06, 2.02e-06, 1.10e-06, 1.63e-05, 0.00e+00, 8.40e-05, 1.98e-06] [1.04e-05, 2.64e-06, 3.06e-06, 3.64e-06, 1.81e-06, 2.57e-06, 1.91e-06, 1.01e-04, 1.77e-06, 9.34e-06, 2.41e-05, 7.84e-05, 6.09e-05, 3.58e-04, 1.02e-05, 2.27e-06, 2.02e-06, 1.10e-06, 1.63e-05, 0.00e+00, 8.40e-05, 1.98e-06] []
612900 [3.07e-07, 7.32e-07, 1.03e-06, 4.64e-07, 1.20e-06, 9.58e-07, 5.67e-07, 3.88e-08, 2.06e-04, 2.55e-07, 1.01e-06, 3.38e-06, 6.44e-06, 1.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-11, 1.98e-08, 9.34e-06, 1.19e-07, 3.86e-05] [3.07e-07, 7.32e-07, 1.03e-06, 4.64e-07, 1.20e-06, 9.58e-07, 5.67e-07, 3.88e-08, 2.06e-04, 2.55e-07, 1.01e-06, 3.38e-06, 6.44e-06, 1.08e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.50e-11, 1.98e-08, 9.34e-06, 1.19e-07, 3.86e-05] []
613000 [2.24e-07, 6.47e-07, 9.53e-07, 4.03e-07, 1.20e-06, 9.67e-07, 5.80e-07, 1.35e-07, 5.83e-09, 1.33e-07, 6.43e-07, 2.69e-06, 2.05e-06, 3.46e-06, 9.49e-10, 0.00e+00, 0.00e+00, 3.04e-09, 8.89e-09, 8.61e-10, 5.53e-08, 5.76e-09] [2.24e-07, 6.47e-07, 9.53e-07, 4.03e-07, 1.20e-06, 9.67e-07, 5.80e-07, 1.35e-07, 5.83e-09, 1.33e-07, 6.43e-07, 2.69e-06, 2.05e-06, 3.46e-06, 9.49e-10, 0.00e+00, 0.00e+00, 3.04e-09, 8.89e-09, 8.61e-10, 5.53e-08, 5.76e-09] []
613100 [1.03e-06, 6.66e-07, 1.07e-06, 3.37e-07, 1.27e-06, 1.12e-06, 6.67e-07, 2.42e-06, 1.60e-10, 4.04e-07, 2.08e-06, 4.78e-06, 1.05e-05, 2.72e-05, 1.60e-07, 2.17e-07, 1.32e-07, 2.57e-07, 0.00e+00, 0.00e+00, 4.38e-06, 1.43e-08] [1.03e-06, 6.66e-07, 1.07e-06, 3.37e-07, 1.27e-06, 1.12e-06, 6.67e-07, 2.42e-06, 1.60e-10, 4.04e-07, 2.08e-06, 4.78e-06, 1.05e-05, 2.72e-05, 1.60e-07, 2.17e-07, 1.32e-07, 2.57e-07, 0.00e+00, 0.00e+00, 4.38e-06, 1.43e-08] []
613200 [9.16e-05, 2.76e-05, 8.67e-06, 2.73e-05, 9.76e-06, 1.30e-05, 5.24e-06, 9.96e-05, 1.93e-07, 1.49e-04, 1.32e-04, 9.58e-04, 9.98e-04, 5.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-04, 3.36e-07] [9.16e-05, 2.76e-05, 8.67e-06, 2.73e-05, 9.76e-06, 1.30e-05, 5.24e-06, 9.96e-05, 1.93e-07, 1.49e-04, 1.32e-04, 9.58e-04, 9.98e-04, 5.06e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.83e-04, 3.36e-07] []
613300 [2.19e-07, 6.27e-07, 9.96e-07, 4.15e-07, 1.19e-06, 9.60e-07, 5.46e-07, 2.34e-08, 1.85e-10, 1.51e-10, 5.07e-07, 1.94e-06, 1.62e-06, 2.47e-08, 7.67e-09, 2.81e-09, 0.00e+00, 2.07e-09, 0.00e+00, 0.00e+00, 4.35e-08, 2.14e-10] [2.19e-07, 6.27e-07, 9.96e-07, 4.15e-07, 1.19e-06, 9.60e-07, 5.46e-07, 2.34e-08, 1.85e-10, 1.51e-10, 5.07e-07, 1.94e-06, 1.62e-06, 2.47e-08, 7.67e-09, 2.81e-09, 0.00e+00, 2.07e-09, 0.00e+00, 0.00e+00, 4.35e-08, 2.14e-10] []
613400 [1.15e-06, 7.57e-07, 1.01e-06, 6.31e-07, 1.47e-06, 1.05e-06, 7.32e-07, 2.69e-06, 1.81e-06, 2.42e-06, 6.46e-06, 1.59e-05, 6.57e-06, 5.85e-05, 0.00e+00, 1.82e-08, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 2.93e-06, 1.02e-06] [1.15e-06, 7.57e-07, 1.01e-06, 6.31e-07, 1.47e-06, 1.05e-06, 7.32e-07, 2.69e-06, 1.81e-06, 2.42e-06, 6.46e-06, 1.59e-05, 6.57e-06, 5.85e-05, 0.00e+00, 1.82e-08, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 2.93e-06, 1.02e-06] []
613500 [5.51e-07, 8.14e-07, 9.16e-07, 5.06e-07, 1.11e-06, 1.01e-06, 5.29e-07, 2.78e-07, 3.42e-10, 5.62e-07, 1.37e-06, 5.73e-06, 9.49e-06, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-07, 1.01e-09] [5.51e-07, 8.14e-07, 9.16e-07, 5.06e-07, 1.11e-06, 1.01e-06, 5.29e-07, 2.78e-07, 3.42e-10, 5.62e-07, 1.37e-06, 5.73e-06, 9.49e-06, 2.39e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.63e-07, 1.01e-09] []
613600 [2.15e-07, 6.49e-07, 1.00e-06, 4.05e-07, 1.22e-06, 9.76e-07, 5.69e-07, 6.61e-07, 5.11e-11, 4.22e-09, 6.44e-07, 2.18e-06, 2.02e-06, 1.33e-07, 4.54e-09, 2.11e-10, 0.00e+00, 7.05e-09, 0.00e+00, 2.79e-13, 4.03e-07, 6.77e-10] [2.15e-07, 6.49e-07, 1.00e-06, 4.05e-07, 1.22e-06, 9.76e-07, 5.69e-07, 6.61e-07, 5.11e-11, 4.22e-09, 6.44e-07, 2.18e-06, 2.02e-06, 1.33e-07, 4.54e-09, 2.11e-10, 0.00e+00, 7.05e-09, 0.00e+00, 2.79e-13, 4.03e-07, 6.77e-10] []
613700 [1.42e-06, 8.93e-07, 1.11e-06, 7.64e-07, 1.43e-06, 1.15e-06, 8.10e-07, 1.64e-05, 2.37e-09, 5.00e-07, 2.11e-05, 2.06e-05, 8.59e-05, 5.69e-05, 0.00e+00, 3.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-05, 5.93e-09] [1.42e-06, 8.93e-07, 1.11e-06, 7.64e-07, 1.43e-06, 1.15e-06, 8.10e-07, 1.64e-05, 2.37e-09, 5.00e-07, 2.11e-05, 2.06e-05, 8.59e-05, 5.69e-05, 0.00e+00, 3.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.31e-05, 5.93e-09] []
613800 [6.36e-06, 2.40e-06, 1.20e-06, 1.62e-06, 1.49e-06, 1.61e-06, 7.46e-07, 2.41e-06, 2.50e-07, 7.40e-06, 1.41e-05, 5.51e-05, 1.13e-04, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.40e-07] [6.36e-06, 2.40e-06, 1.20e-06, 1.62e-06, 1.49e-06, 1.61e-06, 7.46e-07, 2.41e-06, 2.50e-07, 7.40e-06, 1.41e-05, 5.51e-05, 1.13e-04, 3.25e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.40e-07] []
613900 [2.35e-07, 6.46e-07, 1.01e-06, 4.05e-07, 1.23e-06, 9.87e-07, 5.59e-07, 3.51e-08, 1.00e-06, 1.26e-08, 5.48e-07, 1.95e-06, 1.62e-06, 2.40e-07, 1.69e-08, 6.37e-09, 0.00e+00, 8.83e-09, 0.00e+00, 5.47e-09, 5.36e-08, 1.73e-05] [2.35e-07, 6.46e-07, 1.01e-06, 4.05e-07, 1.23e-06, 9.87e-07, 5.59e-07, 3.51e-08, 1.00e-06, 1.26e-08, 5.48e-07, 1.95e-06, 1.62e-06, 2.40e-07, 1.69e-08, 6.37e-09, 0.00e+00, 8.83e-09, 0.00e+00, 5.47e-09, 5.36e-08, 1.73e-05] []
614000 [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09] [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 44.006642 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
614000 [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09] [3.16e-06, 1.45e-06, 1.21e-06, 1.23e-06, 1.60e-06, 1.37e-06, 8.84e-07, 2.89e-05, 2.82e-09, 1.51e-06, 1.57e-05, 2.88e-05, 8.82e-05, 1.02e-04, 0.00e+00, 1.84e-08, 0.00e+00, 5.03e-11, 0.00e+00, 1.54e-11, 5.04e-05, 8.76e-09] []
614100 [2.45e-07, 6.59e-07, 9.26e-07, 4.27e-07, 1.08e-06, 9.84e-07, 4.99e-07, 5.12e-07, 9.52e-12, 7.71e-08, 6.76e-07, 2.51e-06, 3.05e-06, 3.68e-06, 1.72e-11, 0.00e+00, 0.00e+00, 5.92e-10, 0.00e+00, 3.69e-12, 6.81e-07, 1.64e-10] [2.45e-07, 6.59e-07, 9.26e-07, 4.27e-07, 1.08e-06, 9.84e-07, 4.99e-07, 5.12e-07, 9.52e-12, 7.71e-08, 6.76e-07, 2.51e-06, 3.05e-06, 3.68e-06, 1.72e-11, 0.00e+00, 0.00e+00, 5.92e-10, 0.00e+00, 3.69e-12, 6.81e-07, 1.64e-10] []
614200 [2.14e-07, 6.35e-07, 9.94e-07, 3.88e-07, 1.18e-06, 9.81e-07, 5.24e-07, 3.04e-08, 1.37e-11, 1.01e-09, 5.26e-07, 1.96e-06, 1.67e-06, 9.48e-09, 4.67e-09, 1.31e-09, 4.31e-09, 6.98e-09, 0.00e+00, 0.00e+00, 5.28e-08, 1.33e-09] [2.14e-07, 6.35e-07, 9.94e-07, 3.88e-07, 1.18e-06, 9.81e-07, 5.24e-07, 3.04e-08, 1.37e-11, 1.01e-09, 5.26e-07, 1.96e-06, 1.67e-06, 9.48e-09, 4.67e-09, 1.31e-09, 4.31e-09, 6.98e-09, 0.00e+00, 0.00e+00, 5.28e-08, 1.33e-09] []
614300 [2.26e-06, 9.58e-07, 1.07e-06, 9.69e-07, 1.89e-06, 1.13e-06, 7.54e-07, 1.04e-06, 2.10e-06, 1.67e-06, 7.71e-06, 1.18e-05, 3.98e-05, 4.64e-05, 2.72e-07, 8.74e-07, 7.96e-07, 4.27e-07, 8.70e-07, 4.17e-07, 5.35e-06, 1.90e-06] [2.26e-06, 9.58e-07, 1.07e-06, 9.69e-07, 1.89e-06, 1.13e-06, 7.54e-07, 1.04e-06, 2.10e-06, 1.67e-06, 7.71e-06, 1.18e-05, 3.98e-05, 4.64e-05, 2.72e-07, 8.74e-07, 7.96e-07, 4.27e-07, 8.70e-07, 4.17e-07, 5.35e-06, 1.90e-06] []
614400 [2.15e-07, 6.45e-07, 9.19e-07, 4.12e-07, 1.09e-06, 9.92e-07, 4.81e-07, 5.33e-09, 1.19e-07, 1.64e-08, 4.85e-07, 1.92e-06, 1.59e-06, 6.70e-07, 2.83e-10, 8.34e-11, 0.00e+00, 1.69e-09, 0.00e+00, 0.00e+00, 1.39e-07, 1.70e-07] [2.15e-07, 6.45e-07, 9.19e-07, 4.12e-07, 1.09e-06, 9.92e-07, 4.81e-07, 5.33e-09, 1.19e-07, 1.64e-08, 4.85e-07, 1.92e-06, 1.59e-06, 6.70e-07, 2.83e-10, 8.34e-11, 0.00e+00, 1.69e-09, 0.00e+00, 0.00e+00, 1.39e-07, 1.70e-07] []
614500 [2.35e-07, 6.61e-07, 9.96e-07, 4.13e-07, 1.17e-06, 1.00e-06, 5.10e-07, 1.28e-08, 1.72e-08, 3.95e-09, 9.45e-07, 2.45e-06, 2.86e-06, 1.04e-06, 2.36e-09, 1.91e-12, 0.00e+00, 7.95e-09, 0.00e+00, 2.13e-09, 2.86e-07, 1.41e-08] [2.35e-07, 6.61e-07, 9.96e-07, 4.13e-07, 1.17e-06, 1.00e-06, 5.10e-07, 1.28e-08, 1.72e-08, 3.95e-09, 9.45e-07, 2.45e-06, 2.86e-06, 1.04e-06, 2.36e-09, 1.91e-12, 0.00e+00, 7.95e-09, 0.00e+00, 2.13e-09, 2.86e-07, 1.41e-08] []
614600 [8.02e-07, 7.69e-07, 9.26e-07, 5.66e-07, 1.41e-06, 1.16e-06, 8.06e-07, 2.29e-06, 2.76e-06, 4.87e-07, 4.34e-06, 6.86e-06, 1.43e-05, 8.21e-06, 0.00e+00, 8.61e-08, 0.00e+00, 4.21e-09, 0.00e+00, 0.00e+00, 1.65e-06, 4.76e-06] [8.02e-07, 7.69e-07, 9.26e-07, 5.66e-07, 1.41e-06, 1.16e-06, 8.06e-07, 2.29e-06, 2.76e-06, 4.87e-07, 4.34e-06, 6.86e-06, 1.43e-05, 8.21e-06, 0.00e+00, 8.61e-08, 0.00e+00, 4.21e-09, 0.00e+00, 0.00e+00, 1.65e-06, 4.76e-06] []
614700 [3.47e-07, 7.26e-07, 8.68e-07, 4.61e-07, 1.03e-06, 1.01e-06, 4.80e-07, 3.92e-07, 3.75e-10, 2.39e-07, 9.27e-07, 3.57e-06, 5.53e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 8.84e-11, 9.93e-08, 5.46e-10] [3.47e-07, 7.26e-07, 8.68e-07, 4.61e-07, 1.03e-06, 1.01e-06, 4.80e-07, 3.92e-07, 3.75e-10, 2.39e-07, 9.27e-07, 3.57e-06, 5.53e-06, 1.07e-05, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-11, 0.00e+00, 8.84e-11, 9.93e-08, 5.46e-10] []
614800 [2.13e-07, 6.58e-07, 9.93e-07, 4.05e-07, 1.19e-06, 9.98e-07, 5.13e-07, 8.60e-08, 1.10e-09, 5.57e-10, 6.07e-07, 2.11e-06, 1.75e-06, 1.97e-07, 3.80e-09, 4.29e-11, 0.00e+00, 7.56e-09, 0.00e+00, 0.00e+00, 1.31e-07, 6.58e-10] [2.13e-07, 6.58e-07, 9.93e-07, 4.05e-07, 1.19e-06, 9.98e-07, 5.13e-07, 8.60e-08, 1.10e-09, 5.57e-10, 6.07e-07, 2.11e-06, 1.75e-06, 1.97e-07, 3.80e-09, 4.29e-11, 0.00e+00, 7.56e-09, 0.00e+00, 0.00e+00, 1.31e-07, 6.58e-10] []
614900 [2.88e-06, 1.28e-06, 1.27e-06, 1.35e-06, 1.69e-06, 1.76e-06, 1.01e-06, 1.20e-05, 1.57e-07, 3.09e-06, 1.19e-05, 3.08e-05, 1.26e-05, 1.35e-04, 0.00e+00, 9.02e-09, 0.00e+00, 4.27e-09, 0.00e+00, 0.00e+00, 9.90e-06, 2.03e-07] [2.88e-06, 1.28e-06, 1.27e-06, 1.35e-06, 1.69e-06, 1.76e-06, 1.01e-06, 1.20e-05, 1.57e-07, 3.09e-06, 1.19e-05, 3.08e-05, 1.26e-05, 1.35e-04, 0.00e+00, 9.02e-09, 0.00e+00, 4.27e-09, 0.00e+00, 0.00e+00, 9.90e-06, 2.03e-07] []
615000 [7.32e-07, 8.77e-07, 1.42e-06, 5.81e-07, 1.18e-06, 1.06e-06, 4.97e-07, 2.58e-06, 3.23e-04, 6.13e-07, 3.96e-06, 7.92e-06, 2.57e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 4.77e-06, 4.79e-04] [7.32e-07, 8.77e-07, 1.42e-06, 5.81e-07, 1.18e-06, 1.06e-06, 4.97e-07, 2.58e-06, 3.23e-04, 6.13e-07, 3.96e-06, 7.92e-06, 2.57e-05, 3.76e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.38e-04, 4.77e-06, 4.79e-04] []
615100 [2.16e-07, 6.62e-07, 9.07e-07, 4.26e-07, 1.12e-06, 1.01e-06, 5.26e-07, 3.69e-08, 4.71e-09, 1.09e-09, 6.91e-07, 2.14e-06, 2.19e-06, 5.64e-07, 2.31e-09, 1.03e-09, 0.00e+00, 6.70e-09, 0.00e+00, 2.56e-11, 2.82e-07, 6.66e-09] [2.16e-07, 6.62e-07, 9.07e-07, 4.26e-07, 1.12e-06, 1.01e-06, 5.26e-07, 3.69e-08, 4.71e-09, 1.09e-09, 6.91e-07, 2.14e-06, 2.19e-06, 5.64e-07, 2.31e-09, 1.03e-09, 0.00e+00, 6.70e-09, 0.00e+00, 2.56e-11, 2.82e-07, 6.66e-09] []
615200 [8.46e-07, 7.42e-07, 9.04e-07, 5.67e-07, 1.30e-06, 1.08e-06, 6.57e-07, 9.80e-08, 1.04e-09, 2.66e-06, 4.37e-06, 1.13e-05, 4.07e-06, 2.66e-05, 0.00e+00, 2.85e-08, 0.00e+00, 6.22e-09, 7.79e-08, 3.72e-10, 5.19e-07, 2.36e-09] [8.46e-07, 7.42e-07, 9.04e-07, 5.67e-07, 1.30e-06, 1.08e-06, 6.57e-07, 9.80e-08, 1.04e-09, 2.66e-06, 4.37e-06, 1.13e-05, 4.07e-06, 2.66e-05, 0.00e+00, 2.85e-08, 0.00e+00, 6.22e-09, 7.79e-08, 3.72e-10, 5.19e-07, 2.36e-09] []
615300 [4.84e-05, 8.38e-06, 7.04e-06, 9.13e-06, 6.67e-06, 6.23e-06, 5.73e-06, 1.01e-04, 6.40e-08, 9.71e-05, 1.43e-04, 4.57e-04, 6.77e-04, 3.14e-03, 4.60e-05, 5.38e-05, 2.42e-05, 1.53e-05, 2.51e-05, 2.13e-08, 1.26e-04, 1.25e-07] [4.84e-05, 8.38e-06, 7.04e-06, 9.13e-06, 6.67e-06, 6.23e-06, 5.73e-06, 1.01e-04, 6.40e-08, 9.71e-05, 1.43e-04, 4.57e-04, 6.77e-04, 3.14e-03, 4.60e-05, 5.38e-05, 2.42e-05, 1.53e-05, 2.51e-05, 2.13e-08, 1.26e-04, 1.25e-07] []
615400 [2.06e-07, 6.18e-07, 9.03e-07, 4.28e-07, 1.04e-06, 1.01e-06, 4.50e-07, 2.18e-07, 6.25e-10, 7.82e-09, 5.47e-07, 1.90e-06, 1.54e-06, 1.36e-07, 2.41e-09, 3.07e-09, 4.71e-12, 2.57e-09, 4.61e-09, 8.45e-11, 3.18e-08, 5.16e-10] [2.06e-07, 6.18e-07, 9.03e-07, 4.28e-07, 1.04e-06, 1.01e-06, 4.50e-07, 2.18e-07, 6.25e-10, 7.82e-09, 5.47e-07, 1.90e-06, 1.54e-06, 1.36e-07, 2.41e-09, 3.07e-09, 4.71e-12, 2.57e-09, 4.61e-09, 8.45e-11, 3.18e-08, 5.16e-10] []
615500 [4.15e-07, 6.60e-07, 1.02e-06, 3.99e-07, 1.16e-06, 1.05e-06, 5.49e-07, 2.88e-07, 3.60e-08, 6.80e-08, 8.58e-07, 2.95e-06, 2.91e-06, 4.95e-06, 1.46e-07, 4.91e-08, 0.00e+00, 8.56e-08, 0.00e+00, 0.00e+00, 3.63e-07, 7.98e-08] [4.15e-07, 6.60e-07, 1.02e-06, 3.99e-07, 1.16e-06, 1.05e-06, 5.49e-07, 2.88e-07, 3.60e-08, 6.80e-08, 8.58e-07, 2.95e-06, 2.91e-06, 4.95e-06, 1.46e-07, 4.91e-08, 0.00e+00, 8.56e-08, 0.00e+00, 0.00e+00, 3.63e-07, 7.98e-08] []
615600 [7.50e-06, 2.71e-06, 1.23e-06, 1.82e-06, 1.49e-06, 1.80e-06, 7.03e-07, 2.26e-06, 3.63e-07, 8.72e-06, 1.47e-05, 6.37e-05, 1.23e-04, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 5.02e-07] [7.50e-06, 2.71e-06, 1.23e-06, 1.82e-06, 1.49e-06, 1.80e-06, 7.03e-07, 2.26e-06, 3.63e-07, 8.72e-06, 1.47e-05, 6.37e-05, 1.23e-04, 3.79e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.89e-06, 5.02e-07] []
615700 [2.11e-07, 6.56e-07, 9.22e-07, 4.24e-07, 1.10e-06, 1.03e-06, 4.75e-07, 4.25e-07, 1.77e-07, 2.28e-08, 5.20e-07, 2.06e-06, 1.65e-06, 9.83e-07, 1.30e-09, 7.15e-12, 0.00e+00, 4.47e-09, 0.00e+00, 0.00e+00, 4.39e-07, 9.64e-08] [2.11e-07, 6.56e-07, 9.22e-07, 4.24e-07, 1.10e-06, 1.03e-06, 4.75e-07, 4.25e-07, 1.77e-07, 2.28e-08, 5.20e-07, 2.06e-06, 1.65e-06, 9.83e-07, 1.30e-09, 7.15e-12, 0.00e+00, 4.47e-09, 0.00e+00, 0.00e+00, 4.39e-07, 9.64e-08] []
615800 [1.29e-06, 7.71e-07, 1.05e-06, 3.93e-07, 1.19e-06, 1.25e-06, 5.90e-07, 1.94e-06, 5.90e-10, 6.64e-07, 2.32e-06, 7.49e-06, 7.83e-06, 3.42e-05, 4.12e-07, 2.39e-07, 1.55e-07, 2.97e-07, 0.00e+00, 3.22e-12, 5.13e-06, 1.37e-09] [1.29e-06, 7.71e-07, 1.05e-06, 3.93e-07, 1.19e-06, 1.25e-06, 5.90e-07, 1.94e-06, 5.90e-10, 6.64e-07, 2.32e-06, 7.49e-06, 7.83e-06, 3.42e-05, 4.12e-07, 2.39e-07, 1.55e-07, 2.97e-07, 0.00e+00, 3.22e-12, 5.13e-06, 1.37e-09] []
615900 [2.75e-05, 5.42e-06, 3.92e-06, 9.66e-06, 4.91e-06, 2.81e-06, 3.26e-06, 1.20e-06, 1.50e-08, 3.61e-05, 7.38e-05, 2.85e-04, 5.32e-04, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.88e-08] [2.75e-05, 5.42e-06, 3.92e-06, 9.66e-06, 4.91e-06, 2.81e-06, 3.26e-06, 1.20e-06, 1.50e-08, 3.61e-05, 7.38e-05, 2.85e-04, 5.32e-04, 1.59e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.35e-06, 3.88e-08] []
616000 [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10] [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.392041 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
616000 [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10] [2.45e-07, 6.14e-07, 9.17e-07, 4.32e-07, 1.01e-06, 1.04e-06, 4.16e-07, 1.45e-07, 9.81e-11, 9.48e-09, 5.60e-07, 1.79e-06, 1.75e-06, 3.99e-07, 1.59e-08, 1.16e-08, 8.76e-10, 1.14e-08, 6.00e-09, 1.27e-11, 3.99e-08, 1.87e-10] []
616100 [2.42e-07, 6.42e-07, 9.86e-07, 4.05e-07, 1.12e-06, 1.08e-06, 4.48e-07, 2.73e-07, 3.61e-08, 5.99e-09, 5.97e-07, 1.97e-06, 1.70e-06, 2.41e-08, 8.44e-09, 4.93e-09, 1.33e-10, 1.05e-08, 0.00e+00, 5.74e-09, 1.01e-07, 3.64e-08] [2.42e-07, 6.42e-07, 9.86e-07, 4.05e-07, 1.12e-06, 1.08e-06, 4.48e-07, 2.73e-07, 3.61e-08, 5.99e-09, 5.97e-07, 1.97e-06, 1.70e-06, 2.41e-08, 8.44e-09, 4.93e-09, 1.33e-10, 1.05e-08, 0.00e+00, 5.74e-09, 1.01e-07, 3.64e-08] []
616200 [7.53e-07, 1.03e-06, 1.10e-06, 8.93e-07, 1.38e-06, 1.62e-06, 7.81e-07, 2.13e-05, 6.43e-05, 6.47e-07, 1.43e-05, 1.32e-05, 2.18e-05, 2.80e-07, 0.00e+00, 6.09e-08, 6.64e-08, 5.65e-08, 3.75e-06, 7.61e-05, 2.15e-05, 2.67e-04] [7.53e-07, 1.03e-06, 1.10e-06, 8.93e-07, 1.38e-06, 1.62e-06, 7.81e-07, 2.13e-05, 6.43e-05, 6.47e-07, 1.43e-05, 1.32e-05, 2.18e-05, 2.80e-07, 0.00e+00, 6.09e-08, 6.64e-08, 5.65e-08, 3.75e-06, 7.61e-05, 2.15e-05, 2.67e-04] []
616300 [1.79e-06, 1.20e-06, 9.20e-07, 7.61e-07, 1.07e-06, 1.22e-06, 4.75e-07, 1.83e-07, 1.23e-09, 2.06e-06, 3.95e-06, 1.59e-05, 3.19e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-10, 3.64e-07, 9.00e-10] [1.79e-06, 1.20e-06, 9.20e-07, 7.61e-07, 1.07e-06, 1.22e-06, 4.75e-07, 1.83e-07, 1.23e-09, 2.06e-06, 3.95e-06, 1.59e-05, 3.19e-05, 8.88e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.51e-10, 3.64e-07, 9.00e-10] []
616400 [2.31e-07, 6.32e-07, 9.39e-07, 4.58e-07, 1.05e-06, 1.05e-06, 4.29e-07, 2.42e-07, 3.54e-11, 6.41e-09, 5.52e-07, 1.85e-06, 1.67e-06, 2.31e-07, 1.90e-08, 1.10e-08, 0.00e+00, 3.05e-08, 3.51e-08, 2.14e-11, 2.25e-07, 2.35e-10] [2.31e-07, 6.32e-07, 9.39e-07, 4.58e-07, 1.05e-06, 1.05e-06, 4.29e-07, 2.42e-07, 3.54e-11, 6.41e-09, 5.52e-07, 1.85e-06, 1.67e-06, 2.31e-07, 1.90e-08, 1.10e-08, 0.00e+00, 3.05e-08, 3.51e-08, 2.14e-11, 2.25e-07, 2.35e-10] []
616500 [1.53e-06, 1.03e-06, 1.15e-06, 5.58e-07, 1.29e-06, 1.35e-06, 6.74e-07, 1.13e-08, 1.13e-08, 1.29e-06, 6.07e-06, 1.23e-05, 3.45e-06, 2.60e-05, 7.21e-07, 2.87e-07, 2.55e-08, 2.10e-07, 6.17e-11, 0.00e+00, 1.29e-07, 6.57e-08] [1.53e-06, 1.03e-06, 1.15e-06, 5.58e-07, 1.29e-06, 1.35e-06, 6.74e-07, 1.13e-08, 1.13e-08, 1.29e-06, 6.07e-06, 1.23e-05, 3.45e-06, 2.60e-05, 7.21e-07, 2.87e-07, 2.55e-08, 2.10e-07, 6.17e-11, 0.00e+00, 1.29e-07, 6.57e-08] []
616600 [2.38e-07, 6.72e-07, 8.88e-07, 4.60e-07, 9.54e-07, 1.06e-06, 3.86e-07, 1.11e-08, 1.15e-09, 5.63e-08, 5.48e-07, 2.15e-06, 2.10e-06, 2.44e-06, 1.10e-11, 0.00e+00, 0.00e+00, 8.33e-10, 8.39e-11, 9.95e-11, 1.53e-08, 5.93e-10] [2.38e-07, 6.72e-07, 8.88e-07, 4.60e-07, 9.54e-07, 1.06e-06, 3.86e-07, 1.11e-08, 1.15e-09, 5.63e-08, 5.48e-07, 2.15e-06, 2.10e-06, 2.44e-06, 1.10e-11, 0.00e+00, 0.00e+00, 8.33e-10, 8.39e-11, 9.95e-11, 1.53e-08, 5.93e-10] []
616700 [2.80e-07, 6.37e-07, 9.76e-07, 4.39e-07, 1.07e-06, 1.07e-06, 4.11e-07, 1.14e-07, 1.93e-08, 2.42e-08, 5.94e-07, 2.05e-06, 1.88e-06, 1.26e-06, 3.25e-08, 2.09e-08, 4.76e-08, 8.76e-09, 1.99e-09, 0.00e+00, 1.98e-08, 2.70e-08] [2.80e-07, 6.37e-07, 9.76e-07, 4.39e-07, 1.07e-06, 1.07e-06, 4.11e-07, 1.14e-07, 1.93e-08, 2.42e-08, 5.94e-07, 2.05e-06, 1.88e-06, 1.26e-06, 3.25e-08, 2.09e-08, 4.76e-08, 8.76e-09, 1.99e-09, 0.00e+00, 1.98e-08, 2.70e-08] []
616800 [1.06e-06, 1.03e-06, 7.05e-07, 5.72e-07, 1.34e-06, 1.44e-06, 6.57e-07, 1.21e-06, 2.68e-08, 4.02e-07, 1.36e-06, 4.29e-06, 5.41e-06, 6.61e-06, 3.73e-08, 1.58e-07, 1.13e-07, 2.59e-08, 9.04e-07, 0.00e+00, 5.60e-06, 4.65e-05] [1.06e-06, 1.03e-06, 7.05e-07, 5.72e-07, 1.34e-06, 1.44e-06, 6.57e-07, 1.21e-06, 2.68e-08, 4.02e-07, 1.36e-06, 4.29e-06, 5.41e-06, 6.61e-06, 3.73e-08, 1.58e-07, 1.13e-07, 2.59e-08, 9.04e-07, 0.00e+00, 5.60e-06, 4.65e-05] []
616900 [3.45e-07, 7.19e-07, 8.55e-07, 4.71e-07, 9.51e-07, 1.09e-06, 4.02e-07, 2.72e-07, 1.06e-09, 2.20e-07, 8.03e-07, 3.35e-06, 4.36e-06, 9.48e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 3.06e-10, 5.31e-07, 1.81e-09] [3.45e-07, 7.19e-07, 8.55e-07, 4.71e-07, 9.51e-07, 1.09e-06, 4.02e-07, 2.72e-07, 1.06e-09, 2.20e-07, 8.03e-07, 3.35e-06, 4.36e-06, 9.48e-06, 0.00e+00, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 3.06e-10, 5.31e-07, 1.81e-09] []
617000 [2.77e-07, 6.27e-07, 9.40e-07, 4.36e-07, 1.03e-06, 1.08e-06, 4.15e-07, 1.84e-07, 8.83e-11, 3.64e-08, 6.22e-07, 2.04e-06, 1.76e-06, 1.28e-06, 1.92e-08, 3.14e-08, 8.70e-09, 1.00e-08, 1.51e-08, 7.49e-13, 9.10e-08, 3.62e-10] [2.77e-07, 6.27e-07, 9.40e-07, 4.36e-07, 1.03e-06, 1.08e-06, 4.15e-07, 1.84e-07, 8.83e-11, 3.64e-08, 6.22e-07, 2.04e-06, 1.76e-06, 1.28e-06, 1.92e-08, 3.14e-08, 8.70e-09, 1.00e-08, 1.51e-08, 7.49e-13, 9.10e-08, 3.62e-10] []
617100 [8.14e-07, 7.06e-07, 9.79e-07, 3.50e-07, 1.25e-06, 1.12e-06, 7.28e-07, 8.63e-07, 5.84e-08, 8.83e-08, 3.72e-06, 5.19e-06, 4.29e-06, 2.88e-06, 0.00e+00, 2.18e-07, 0.00e+00, 3.05e-08, 0.00e+00, 5.67e-09, 1.08e-06, 3.66e-08] [8.14e-07, 7.06e-07, 9.79e-07, 3.50e-07, 1.25e-06, 1.12e-06, 7.28e-07, 8.63e-07, 5.84e-08, 8.83e-08, 3.72e-06, 5.19e-06, 4.29e-06, 2.88e-06, 0.00e+00, 2.18e-07, 0.00e+00, 3.05e-08, 0.00e+00, 5.67e-09, 1.08e-06, 3.66e-08] []
617200 [3.80e-05, 6.26e-06, 4.05e-06, 4.63e-06, 4.76e-06, 4.43e-06, 2.69e-06, 2.79e-05, 4.33e-08, 6.09e-05, 9.15e-05, 3.28e-04, 5.47e-04, 2.18e-03, 3.60e-05, 3.69e-05, 1.75e-05, 1.43e-05, 8.37e-06, 1.23e-08, 4.52e-05, 7.51e-08] [3.80e-05, 6.26e-06, 4.05e-06, 4.63e-06, 4.76e-06, 4.43e-06, 2.69e-06, 2.79e-05, 4.33e-08, 6.09e-05, 9.15e-05, 3.28e-04, 5.47e-04, 2.18e-03, 3.60e-05, 3.69e-05, 1.75e-05, 1.43e-05, 8.37e-06, 1.23e-08, 4.52e-05, 7.51e-08] []
617300 [2.32e-07, 6.55e-07, 9.51e-07, 4.51e-07, 1.01e-06, 1.09e-06, 3.78e-07, 1.39e-08, 6.89e-10, 9.41e-10, 5.38e-07, 1.86e-06, 1.47e-06, 8.58e-09, 4.71e-09, 1.18e-09, 3.16e-10, 4.81e-09, 4.07e-10, 0.00e+00, 1.41e-08, 1.70e-09] [2.32e-07, 6.55e-07, 9.51e-07, 4.51e-07, 1.01e-06, 1.09e-06, 3.78e-07, 1.39e-08, 6.89e-10, 9.41e-10, 5.38e-07, 1.86e-06, 1.47e-06, 8.58e-09, 4.71e-09, 1.18e-09, 3.16e-10, 4.81e-09, 4.07e-10, 0.00e+00, 1.41e-08, 1.70e-09] []
617400 [8.56e-07, 7.69e-07, 8.24e-07, 8.06e-07, 1.44e-06, 1.09e-06, 5.95e-07, 1.59e-05, 8.91e-07, 4.94e-07, 6.14e-06, 1.83e-05, 5.97e-06, 1.59e-05, 0.00e+00, 5.02e-08, 0.00e+00, 3.60e-08, 0.00e+00, 2.82e-07, 1.75e-05, 1.38e-06] [8.56e-07, 7.69e-07, 8.24e-07, 8.06e-07, 1.44e-06, 1.09e-06, 5.95e-07, 1.59e-05, 8.91e-07, 4.94e-07, 6.14e-06, 1.83e-05, 5.97e-06, 1.59e-05, 0.00e+00, 5.02e-08, 0.00e+00, 3.60e-08, 0.00e+00, 2.82e-07, 1.75e-05, 1.38e-06] []
617500 [1.08e-06, 6.53e-07, 9.62e-07, 4.90e-07, 9.53e-07, 1.18e-06, 3.70e-07, 1.62e-07, 1.11e-11, 9.48e-07, 2.51e-06, 6.65e-06, 1.52e-05, 3.80e-05, 4.54e-07, 3.11e-07, 2.90e-07, 2.54e-07, 5.07e-08, 1.49e-11, 3.34e-07, 2.02e-10] [1.08e-06, 6.53e-07, 9.62e-07, 4.90e-07, 9.53e-07, 1.18e-06, 3.70e-07, 1.62e-07, 1.11e-11, 9.48e-07, 2.51e-06, 6.65e-06, 1.52e-05, 3.80e-05, 4.54e-07, 3.11e-07, 2.90e-07, 2.54e-07, 5.07e-08, 1.49e-11, 3.34e-07, 2.02e-10] []
617600 [2.37e-07, 6.24e-07, 9.31e-07, 4.58e-07, 1.01e-06, 1.09e-06, 3.60e-07, 4.11e-09, 6.29e-09, 2.66e-09, 6.90e-07, 1.93e-06, 2.07e-06, 3.98e-07, 1.47e-08, 1.33e-08, 6.32e-14, 2.98e-08, 5.75e-10, 4.78e-10, 1.37e-08, 3.09e-09] [2.37e-07, 6.24e-07, 9.31e-07, 4.58e-07, 1.01e-06, 1.09e-06, 3.60e-07, 4.11e-09, 6.29e-09, 2.66e-09, 6.90e-07, 1.93e-06, 2.07e-06, 3.98e-07, 1.47e-08, 1.33e-08, 6.32e-14, 2.98e-08, 5.75e-10, 4.78e-10, 1.37e-08, 3.09e-09] []
617700 [1.33e-06, 8.06e-07, 1.11e-06, 4.15e-07, 1.40e-06, 1.17e-06, 8.72e-07, 3.72e-07, 1.01e-05, 1.27e-06, 6.76e-06, 1.61e-05, 5.14e-06, 5.61e-05, 3.82e-07, 1.51e-06, 3.40e-08, 5.41e-07, 4.69e-10, 1.53e-06, 1.76e-08, 6.96e-06] [1.33e-06, 8.06e-07, 1.11e-06, 4.15e-07, 1.40e-06, 1.17e-06, 8.72e-07, 3.72e-07, 1.01e-05, 1.27e-06, 6.76e-06, 1.61e-05, 5.14e-06, 5.61e-05, 3.82e-07, 1.51e-06, 3.40e-08, 5.41e-07, 4.69e-10, 1.53e-06, 1.76e-08, 6.96e-06] []
617800 [8.21e-05, 2.37e-05, 7.41e-06, 2.50e-05, 8.95e-06, 1.10e-05, 4.34e-06, 9.13e-05, 1.50e-07, 1.38e-04, 1.02e-04, 7.79e-04, 9.07e-04, 4.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-04, 3.30e-07] [8.21e-05, 2.37e-05, 7.41e-06, 2.50e-05, 8.95e-06, 1.10e-05, 4.34e-06, 9.13e-05, 1.50e-07, 1.38e-04, 1.02e-04, 7.79e-04, 9.07e-04, 4.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.69e-04, 3.30e-07] []
617900 [2.25e-07, 6.52e-07, 9.12e-07, 4.65e-07, 9.61e-07, 1.10e-06, 3.56e-07, 6.04e-08, 9.92e-10, 3.25e-09, 5.19e-07, 1.86e-06, 1.46e-06, 2.64e-07, 2.02e-09, 1.17e-09, 1.41e-11, 3.52e-09, 8.57e-09, 2.02e-14, 5.38e-08, 6.43e-10] [2.25e-07, 6.52e-07, 9.12e-07, 4.65e-07, 9.61e-07, 1.10e-06, 3.56e-07, 6.04e-08, 9.92e-10, 3.25e-09, 5.19e-07, 1.86e-06, 1.46e-06, 2.64e-07, 2.02e-09, 1.17e-09, 1.41e-11, 3.52e-09, 8.57e-09, 2.02e-14, 5.38e-08, 6.43e-10] []
618000 [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07] [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.637066 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
618000 [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07] [8.78e-07, 7.30e-07, 1.05e-06, 6.03e-07, 1.31e-06, 1.27e-06, 4.53e-07, 3.08e-06, 2.17e-07, 1.28e-06, 2.24e-06, 1.02e-05, 4.45e-06, 3.22e-05, 0.00e+00, 4.02e-09, 0.00e+00, 4.04e-09, 0.00e+00, 2.73e-08, 6.62e-06, 1.59e-07] []
618100 [7.52e-05, 1.30e-05, 8.47e-06, 1.16e-05, 1.18e-05, 8.69e-06, 8.03e-06, 9.39e-05, 1.61e-05, 1.45e-04, 2.07e-04, 8.15e-04, 9.31e-04, 4.96e-03, 8.53e-05, 1.15e-04, 3.22e-05, 2.53e-05, 2.48e-05, 3.67e-06, 1.24e-04, 1.53e-05] [7.52e-05, 1.30e-05, 8.47e-06, 1.16e-05, 1.18e-05, 8.69e-06, 8.03e-06, 9.39e-05, 1.61e-05, 1.45e-04, 2.07e-04, 8.15e-04, 9.31e-04, 4.96e-03, 8.53e-05, 1.15e-04, 3.22e-05, 2.53e-05, 2.48e-05, 3.67e-06, 1.24e-04, 1.53e-05] []
618200 [2.26e-07, 6.26e-07, 8.76e-07, 4.57e-07, 9.23e-07, 1.12e-06, 3.72e-07, 9.87e-09, 5.29e-08, 1.86e-09, 5.33e-07, 1.76e-06, 1.45e-06, 5.65e-09, 6.22e-09, 2.75e-09, 2.23e-09, 4.08e-09, 2.68e-09, 3.55e-10, 2.33e-08, 9.13e-10] [2.26e-07, 6.26e-07, 8.76e-07, 4.57e-07, 9.23e-07, 1.12e-06, 3.72e-07, 9.87e-09, 5.29e-08, 1.86e-09, 5.33e-07, 1.76e-06, 1.45e-06, 5.65e-09, 6.22e-09, 2.75e-09, 2.23e-09, 4.08e-09, 2.68e-09, 3.55e-10, 2.33e-08, 9.13e-10] []
618300 [5.80e-07, 6.07e-07, 9.35e-07, 3.89e-07, 1.09e-06, 1.15e-06, 4.19e-07, 3.59e-07, 1.61e-10, 7.59e-08, 2.06e-06, 3.46e-06, 7.80e-06, 9.38e-06, 1.10e-07, 1.40e-07, 2.74e-07, 1.33e-08, 0.00e+00, 1.97e-12, 5.22e-08, 3.48e-10] [5.80e-07, 6.07e-07, 9.35e-07, 3.89e-07, 1.09e-06, 1.15e-06, 4.19e-07, 3.59e-07, 1.61e-10, 7.59e-08, 2.06e-06, 3.46e-06, 7.80e-06, 9.38e-06, 1.10e-07, 1.40e-07, 2.74e-07, 1.33e-08, 0.00e+00, 1.97e-12, 5.22e-08, 3.48e-10] []
618400 [6.32e-06, 2.54e-06, 2.23e-06, 4.66e-06, 3.26e-06, 1.99e-06, 2.96e-06, 4.93e-05, 3.67e-08, 1.21e-05, 1.05e-05, 1.16e-04, 1.33e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-09, 0.00e+00, 0.00e+00, 8.60e-05, 1.39e-08] [6.32e-06, 2.54e-06, 2.23e-06, 4.66e-06, 3.26e-06, 1.99e-06, 2.96e-06, 4.93e-05, 3.67e-08, 1.21e-05, 1.05e-05, 1.16e-04, 1.33e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.39e-09, 0.00e+00, 0.00e+00, 8.60e-05, 1.39e-08] []
618500 [2.67e-07, 6.12e-07, 8.85e-07, 4.74e-07, 8.75e-07, 1.13e-06, 3.26e-07, 6.37e-08, 2.89e-10, 1.95e-08, 5.54e-07, 1.75e-06, 1.61e-06, 6.47e-07, 2.08e-08, 1.91e-08, 2.97e-09, 9.34e-09, 2.52e-08, 2.95e-11, 1.55e-07, 2.81e-10] [2.67e-07, 6.12e-07, 8.85e-07, 4.74e-07, 8.75e-07, 1.13e-06, 3.26e-07, 6.37e-08, 2.89e-10, 1.95e-08, 5.54e-07, 1.75e-06, 1.61e-06, 6.47e-07, 2.08e-08, 1.91e-08, 2.97e-09, 9.34e-09, 2.52e-08, 2.95e-11, 1.55e-07, 2.81e-10] []
618600 [2.51e-07, 6.60e-07, 9.57e-07, 4.44e-07, 9.84e-07, 1.17e-06, 3.52e-07, 1.03e-07, 3.11e-09, 2.81e-08, 8.66e-07, 2.22e-06, 2.36e-06, 4.44e-07, 6.52e-09, 9.51e-12, 1.94e-10, 5.91e-09, 0.00e+00, 0.00e+00, 3.40e-07, 5.51e-09] [2.51e-07, 6.60e-07, 9.57e-07, 4.44e-07, 9.84e-07, 1.17e-06, 3.52e-07, 1.03e-07, 3.11e-09, 2.81e-08, 8.66e-07, 2.22e-06, 2.36e-06, 4.44e-07, 6.52e-09, 9.51e-12, 1.94e-10, 5.91e-09, 0.00e+00, 0.00e+00, 3.40e-07, 5.51e-09] []
618700 [1.16e-06, 1.26e-06, 8.22e-07, 1.14e-06, 1.60e-06, 1.99e-06, 1.20e-06, 5.47e-06, 5.85e-06, 3.02e-06, 2.68e-05, 3.47e-05, 1.70e-05, 4.97e-05, 0.00e+00, 1.46e-08, 7.28e-09, 3.92e-08, 7.04e-07, 0.00e+00, 4.49e-06, 9.42e-06] [1.16e-06, 1.26e-06, 8.22e-07, 1.14e-06, 1.60e-06, 1.99e-06, 1.20e-06, 5.47e-06, 5.85e-06, 3.02e-06, 2.68e-05, 3.47e-05, 1.70e-05, 4.97e-05, 0.00e+00, 1.46e-08, 7.28e-09, 3.92e-08, 7.04e-07, 0.00e+00, 4.49e-06, 9.42e-06] []
618800 [1.40e-06, 1.05e-06, 8.48e-07, 6.92e-07, 8.93e-07, 1.27e-06, 3.57e-07, 1.35e-07, 9.32e-07, 1.53e-06, 3.11e-06, 1.23e-05, 2.48e-05, 6.73e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.27e-06] [1.40e-06, 1.05e-06, 8.48e-07, 6.92e-07, 8.93e-07, 1.27e-06, 3.57e-07, 1.35e-07, 9.32e-07, 1.53e-06, 3.11e-06, 1.23e-05, 2.48e-05, 6.73e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-07, 1.27e-06] []
618900 [2.26e-07, 6.62e-07, 9.16e-07, 4.91e-07, 9.34e-07, 1.15e-06, 3.30e-07, 1.18e-07, 5.18e-10, 6.99e-09, 6.02e-07, 1.96e-06, 1.75e-06, 4.99e-07, 1.93e-09, 2.40e-11, 0.00e+00, 7.21e-09, 1.44e-08, 1.69e-10, 8.72e-08, 9.67e-10] [2.26e-07, 6.62e-07, 9.16e-07, 4.91e-07, 9.34e-07, 1.15e-06, 3.30e-07, 1.18e-07, 5.18e-10, 6.99e-09, 6.02e-07, 1.96e-06, 1.75e-06, 4.99e-07, 1.93e-09, 2.40e-11, 0.00e+00, 7.21e-09, 1.44e-08, 1.69e-10, 8.72e-08, 9.67e-10] []
619000 [4.99e-07, 7.72e-07, 8.98e-07, 4.57e-07, 1.09e-06, 1.27e-06, 4.82e-07, 2.85e-06, 3.37e-06, 7.92e-08, 1.58e-06, 2.39e-06, 2.20e-06, 1.74e-06, 0.00e+00, 2.43e-08, 0.00e+00, 9.92e-09, 4.57e-07, 0.00e+00, 2.99e-06, 5.53e-06] [4.99e-07, 7.72e-07, 8.98e-07, 4.57e-07, 1.09e-06, 1.27e-06, 4.82e-07, 2.85e-06, 3.37e-06, 7.92e-08, 1.58e-06, 2.39e-06, 2.20e-06, 1.74e-06, 0.00e+00, 2.43e-08, 0.00e+00, 9.92e-09, 4.57e-07, 0.00e+00, 2.99e-06, 5.53e-06] []
619100 [5.80e-07, 1.04e-06, 2.37e-06, 3.61e-06, 1.56e-06, 2.04e-06, 1.66e-06, 4.03e-05, 3.37e-05, 2.29e-06, 7.57e-05, 5.23e-05, 7.06e-05, 1.18e-05, 4.43e-07, 0.00e+00, 6.77e-07, 0.00e+00, 8.56e-06, 7.27e-06, 4.59e-05, 2.94e-05] [5.80e-07, 1.04e-06, 2.37e-06, 3.61e-06, 1.56e-06, 2.04e-06, 1.66e-06, 4.03e-05, 3.37e-05, 2.29e-06, 7.57e-05, 5.23e-05, 7.06e-05, 1.18e-05, 4.43e-07, 0.00e+00, 6.77e-07, 0.00e+00, 8.56e-06, 7.27e-06, 4.59e-05, 2.94e-05] []
619200 [2.28e-07, 6.36e-07, 8.77e-07, 4.82e-07, 8.64e-07, 1.15e-06, 3.10e-07, 1.70e-07, 4.52e-10, 3.18e-09, 5.12e-07, 1.78e-06, 1.40e-06, 1.42e-07, 1.94e-09, 2.88e-09, 0.00e+00, 3.05e-09, 1.93e-09, 2.88e-10, 2.36e-08, 1.69e-09] [2.28e-07, 6.36e-07, 8.77e-07, 4.82e-07, 8.64e-07, 1.15e-06, 3.10e-07, 1.70e-07, 4.52e-10, 3.18e-09, 5.12e-07, 1.78e-06, 1.40e-06, 1.42e-07, 1.94e-09, 2.88e-09, 0.00e+00, 3.05e-09, 1.93e-09, 2.88e-10, 2.36e-08, 1.69e-09] []
619300 [3.60e-07, 7.14e-07, 9.53e-07, 4.35e-07, 1.02e-06, 1.19e-06, 3.71e-07, 3.87e-06, 3.64e-08, 8.01e-09, 1.02e-06, 2.71e-06, 2.94e-06, 3.70e-08, 2.35e-08, 1.20e-08, 8.04e-10, 1.15e-09, 1.88e-07, 3.91e-09, 1.24e-06, 2.57e-08] [3.60e-07, 7.14e-07, 9.53e-07, 4.35e-07, 1.02e-06, 1.19e-06, 3.71e-07, 3.87e-06, 3.64e-08, 8.01e-09, 1.02e-06, 2.71e-06, 2.94e-06, 3.70e-08, 2.35e-08, 1.20e-08, 8.04e-10, 1.15e-09, 1.88e-07, 3.91e-09, 1.24e-06, 2.57e-08] []
619400 [4.49e-06, 2.37e-06, 3.07e-06, 4.56e-06, 1.08e-06, 3.17e-06, 1.98e-06, 5.66e-05, 5.97e-07, 1.50e-06, 7.68e-05, 5.70e-05, 2.11e-04, 1.43e-04, 4.85e-06, 0.00e+00, 6.80e-06, 1.29e-07, 1.30e-05, 1.29e-05, 6.76e-05, 4.90e-05] [4.49e-06, 2.37e-06, 3.07e-06, 4.56e-06, 1.08e-06, 3.17e-06, 1.98e-06, 5.66e-05, 5.97e-07, 1.50e-06, 7.68e-05, 5.70e-05, 2.11e-04, 1.43e-04, 4.85e-06, 0.00e+00, 6.80e-06, 1.29e-07, 1.30e-05, 1.29e-05, 6.76e-05, 4.90e-05] []
619500 [2.39e-07, 6.42e-07, 8.79e-07, 4.91e-07, 8.60e-07, 1.17e-06, 3.28e-07, 3.09e-08, 2.87e-09, 4.85e-10, 5.17e-07, 1.73e-06, 1.34e-06, 1.84e-09, 6.11e-09, 4.57e-09, 6.61e-12, 5.45e-09, 0.00e+00, 1.86e-11, 3.01e-08, 4.68e-10] [2.39e-07, 6.42e-07, 8.79e-07, 4.91e-07, 8.60e-07, 1.17e-06, 3.28e-07, 3.09e-08, 2.87e-09, 4.85e-10, 5.17e-07, 1.73e-06, 1.34e-06, 1.84e-09, 6.11e-09, 4.57e-09, 6.61e-12, 5.45e-09, 0.00e+00, 1.86e-11, 3.01e-08, 4.68e-10] []
619600 [5.82e-07, 7.73e-07, 9.20e-07, 5.21e-07, 1.06e-06, 1.27e-06, 4.60e-07, 8.52e-06, 5.00e-10, 2.62e-07, 2.26e-06, 4.93e-06, 4.00e-06, 1.79e-05, 0.00e+00, 2.26e-08, 0.00e+00, 1.30e-08, 0.00e+00, 0.00e+00, 5.62e-06, 4.40e-08] [5.82e-07, 7.73e-07, 9.20e-07, 5.21e-07, 1.06e-06, 1.27e-06, 4.60e-07, 8.52e-06, 5.00e-10, 2.62e-07, 2.26e-06, 4.93e-06, 4.00e-06, 1.79e-05, 0.00e+00, 2.26e-08, 0.00e+00, 1.30e-08, 0.00e+00, 0.00e+00, 5.62e-06, 4.40e-08] []
619700 [4.54e-05, 7.56e-06, 4.74e-06, 5.56e-06, 5.76e-06, 5.31e-06, 3.33e-06, 2.99e-05, 3.36e-08, 7.47e-05, 1.09e-04, 4.09e-04, 6.17e-04, 2.67e-03, 4.42e-05, 4.96e-05, 2.03e-05, 1.68e-05, 8.20e-06, 1.15e-08, 4.44e-05, 7.16e-08] [4.54e-05, 7.56e-06, 4.74e-06, 5.56e-06, 5.76e-06, 5.31e-06, 3.33e-06, 2.99e-05, 3.36e-08, 7.47e-05, 1.09e-04, 4.09e-04, 6.17e-04, 2.67e-03, 4.42e-05, 4.96e-05, 2.03e-05, 1.68e-05, 8.20e-06, 1.15e-08, 4.44e-05, 7.16e-08] []
619800 [2.22e-07, 6.24e-07, 8.77e-07, 4.76e-07, 8.63e-07, 1.18e-06, 2.96e-07, 8.00e-08, 1.30e-12, 3.00e-09, 5.59e-07, 1.81e-06, 1.41e-06, 9.47e-08, 2.38e-09, 1.00e-10, 2.69e-10, 4.47e-09, 3.65e-11, 6.71e-11, 1.50e-08, 4.12e-10] [2.22e-07, 6.24e-07, 8.77e-07, 4.76e-07, 8.63e-07, 1.18e-06, 2.96e-07, 8.00e-08, 1.30e-12, 3.00e-09, 5.59e-07, 1.81e-06, 1.41e-06, 9.47e-08, 2.38e-09, 1.00e-10, 2.69e-10, 4.47e-09, 3.65e-11, 6.71e-11, 1.50e-08, 4.12e-10] []
619900 [5.83e-07, 8.60e-07, 1.08e-06, 4.71e-07, 1.08e-06, 1.43e-06, 3.95e-07, 9.52e-06, 1.00e-06, 1.23e-07, 1.91e-06, 3.16e-06, 2.50e-06, 1.11e-06, 1.12e-08, 4.85e-09, 3.10e-08, 3.09e-09, 1.12e-06, 1.69e-07, 7.01e-06, 8.79e-07] [5.83e-07, 8.60e-07, 1.08e-06, 4.71e-07, 1.08e-06, 1.43e-06, 3.95e-07, 9.52e-06, 1.00e-06, 1.23e-07, 1.91e-06, 3.16e-06, 2.50e-06, 1.11e-06, 1.12e-08, 4.85e-09, 3.10e-08, 3.09e-09, 1.12e-06, 1.69e-07, 7.01e-06, 8.79e-07] []
620000 [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08] [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.855233 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
620000 [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08] [7.91e-05, 1.35e-05, 9.56e-06, 1.30e-05, 1.26e-05, 9.42e-06, 8.98e-06, 1.21e-04, 2.02e-09, 1.62e-04, 2.32e-04, 8.68e-04, 9.70e-04, 5.35e-03, 8.72e-05, 1.24e-04, 3.49e-05, 2.58e-05, 3.23e-05, 6.36e-09, 1.59e-04, 4.01e-08] []
620100 [2.40e-07, 6.26e-07, 8.84e-07, 4.91e-07, 8.42e-07, 1.19e-06, 2.91e-07, 3.63e-09, 7.55e-11, 3.10e-09, 5.76e-07, 1.79e-06, 1.39e-06, 3.78e-09, 5.18e-09, 3.31e-09, 2.97e-10, 3.84e-09, 1.98e-11, 2.19e-11, 6.48e-08, 2.53e-10] [2.40e-07, 6.26e-07, 8.84e-07, 4.91e-07, 8.42e-07, 1.19e-06, 2.91e-07, 3.63e-09, 7.55e-11, 3.10e-09, 5.76e-07, 1.79e-06, 1.39e-06, 3.78e-09, 5.18e-09, 3.31e-09, 2.97e-10, 3.84e-09, 1.98e-11, 2.19e-11, 6.48e-08, 2.53e-10] []
620200 [3.98e-07, 6.40e-07, 9.96e-07, 4.70e-07, 1.10e-06, 1.42e-06, 3.29e-07, 7.02e-06, 2.14e-09, 2.14e-09, 2.72e-06, 4.90e-06, 6.59e-06, 1.44e-07, 4.43e-09, 5.39e-09, 2.39e-08, 5.65e-09, 0.00e+00, 2.00e-11, 1.12e-05, 2.44e-10] [3.98e-07, 6.40e-07, 9.96e-07, 4.70e-07, 1.10e-06, 1.42e-06, 3.29e-07, 7.02e-06, 2.14e-09, 2.14e-09, 2.72e-06, 4.90e-06, 6.59e-06, 1.44e-07, 4.43e-09, 5.39e-09, 2.39e-08, 5.65e-09, 0.00e+00, 2.00e-11, 1.12e-05, 2.44e-10] []
620300 [4.11e-05, 1.16e-05, 3.76e-06, 7.68e-06, 3.55e-06, 5.85e-06, 1.73e-06, 2.26e-05, 9.37e-07, 4.69e-05, 6.56e-05, 3.56e-04, 5.50e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.55e-05, 1.37e-06] [4.11e-05, 1.16e-05, 3.76e-06, 7.68e-06, 3.55e-06, 5.85e-06, 1.73e-06, 2.26e-05, 9.37e-07, 4.69e-05, 6.56e-05, 3.56e-04, 5.50e-04, 2.05e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.55e-05, 1.37e-06] []
620400 [2.20e-07, 6.65e-07, 8.15e-07, 4.90e-07, 8.46e-07, 1.23e-06, 4.15e-07, 5.96e-08, 6.48e-08, 5.96e-09, 5.92e-07, 1.88e-06, 1.36e-06, 3.09e-07, 3.05e-09, 3.33e-12, 1.51e-10, 4.57e-09, 1.96e-09, 3.83e-11, 1.99e-08, 9.79e-10] [2.20e-07, 6.65e-07, 8.15e-07, 4.90e-07, 8.46e-07, 1.23e-06, 4.15e-07, 5.96e-08, 6.48e-08, 5.96e-09, 5.92e-07, 1.88e-06, 1.36e-06, 3.09e-07, 3.05e-09, 3.33e-12, 1.51e-10, 4.57e-09, 1.96e-09, 3.83e-11, 1.99e-08, 9.79e-10] []
620500 [2.00e-06, 2.03e-06, 7.97e-07, 8.55e-07, 1.08e-06, 1.76e-06, 6.21e-07, 3.86e-05, 3.66e-09, 4.06e-08, 4.07e-05, 3.26e-05, 9.21e-05, 1.60e-05, 0.00e+00, 4.53e-08, 0.00e+00, 1.15e-08, 0.00e+00, 4.06e-10, 4.67e-05, 2.50e-09] [2.00e-06, 2.03e-06, 7.97e-07, 8.55e-07, 1.08e-06, 1.76e-06, 6.21e-07, 3.86e-05, 3.66e-09, 4.06e-08, 4.07e-05, 3.26e-05, 9.21e-05, 1.60e-05, 0.00e+00, 4.53e-08, 0.00e+00, 1.15e-08, 0.00e+00, 4.06e-10, 4.67e-05, 2.50e-09] []
620600 [2.35e-07, 6.20e-07, 8.12e-07, 5.06e-07, 7.35e-07, 1.21e-06, 3.39e-07, 1.58e-07, 8.13e-11, 3.29e-08, 5.23e-07, 1.91e-06, 1.63e-06, 1.49e-06, 2.74e-10, 0.00e+00, 0.00e+00, 1.63e-09, 0.00e+00, 8.00e-12, 3.89e-07, 4.28e-10] [2.35e-07, 6.20e-07, 8.12e-07, 5.06e-07, 7.35e-07, 1.21e-06, 3.39e-07, 1.58e-07, 8.13e-11, 3.29e-08, 5.23e-07, 1.91e-06, 1.63e-06, 1.49e-06, 2.74e-10, 0.00e+00, 0.00e+00, 1.63e-09, 0.00e+00, 8.00e-12, 3.89e-07, 4.28e-10] []
620700 [2.85e-07, 6.10e-07, 8.99e-07, 5.06e-07, 9.01e-07, 1.23e-06, 3.45e-07, 1.40e-07, 6.32e-10, 4.73e-08, 6.42e-07, 1.90e-06, 2.06e-06, 1.59e-06, 7.66e-08, 1.28e-08, 2.62e-08, 9.20e-09, 3.90e-11, 5.41e-11, 1.50e-08, 4.89e-10] [2.85e-07, 6.10e-07, 8.99e-07, 5.06e-07, 9.01e-07, 1.23e-06, 3.45e-07, 1.40e-07, 6.32e-10, 4.73e-08, 6.42e-07, 1.90e-06, 2.06e-06, 1.59e-06, 7.66e-08, 1.28e-08, 2.62e-08, 9.20e-09, 3.90e-11, 5.41e-11, 1.50e-08, 4.89e-10] []
620800 [6.05e-06, 2.66e-06, 1.29e-06, 8.90e-07, 1.41e-06, 1.97e-06, 7.18e-07, 8.75e-06, 1.32e-10, 5.51e-06, 5.05e-06, 3.48e-05, 3.61e-05, 1.72e-04, 2.56e-06, 2.28e-06, 1.59e-06, 1.00e-06, 2.22e-06, 9.27e-12, 1.32e-05, 3.34e-10] [6.05e-06, 2.66e-06, 1.29e-06, 8.90e-07, 1.41e-06, 1.97e-06, 7.18e-07, 8.75e-06, 1.32e-10, 5.51e-06, 5.05e-06, 3.48e-05, 3.61e-05, 1.72e-04, 2.56e-06, 2.28e-06, 1.59e-06, 1.00e-06, 2.22e-06, 9.27e-12, 1.32e-05, 3.34e-10] []
620900 [3.14e-07, 5.87e-07, 8.56e-07, 5.11e-07, 7.56e-07, 1.23e-06, 2.93e-07, 2.16e-08, 8.36e-11, 5.28e-08, 6.70e-07, 1.85e-06, 2.31e-06, 2.44e-06, 4.07e-08, 3.13e-08, 1.50e-08, 2.46e-08, 2.07e-08, 1.47e-11, 1.26e-07, 3.40e-10] [3.14e-07, 5.87e-07, 8.56e-07, 5.11e-07, 7.56e-07, 1.23e-06, 2.93e-07, 2.16e-08, 8.36e-11, 5.28e-08, 6.70e-07, 1.85e-06, 2.31e-06, 2.44e-06, 4.07e-08, 3.13e-08, 1.50e-08, 2.46e-08, 2.07e-08, 1.47e-11, 1.26e-07, 3.40e-10] []
621000 [2.65e-07, 6.11e-07, 9.30e-07, 4.66e-07, 8.94e-07, 1.24e-06, 3.06e-07, 7.85e-12, 2.26e-11, 3.93e-08, 6.57e-07, 1.92e-06, 1.90e-06, 1.15e-06, 1.47e-08, 1.46e-08, 1.37e-08, 1.05e-08, 0.00e+00, 4.93e-11, 2.15e-08, 3.85e-10] [2.65e-07, 6.11e-07, 9.30e-07, 4.66e-07, 8.94e-07, 1.24e-06, 3.06e-07, 7.85e-12, 2.26e-11, 3.93e-08, 6.57e-07, 1.92e-06, 1.90e-06, 1.15e-06, 1.47e-08, 1.46e-08, 1.37e-08, 1.05e-08, 0.00e+00, 4.93e-11, 2.15e-08, 3.85e-10] []
621100 [2.19e-06, 1.65e-06, 8.14e-07, 1.10e-06, 1.05e-06, 1.95e-06, 1.11e-06, 5.04e-05, 4.27e-08, 2.30e-06, 3.28e-06, 1.64e-05, 2.30e-05, 5.62e-05, 0.00e+00, 8.91e-09, 0.00e+00, 4.03e-08, 0.00e+00, 0.00e+00, 6.30e-05, 1.23e-07] [2.19e-06, 1.65e-06, 8.14e-07, 1.10e-06, 1.05e-06, 1.95e-06, 1.11e-06, 5.04e-05, 4.27e-08, 2.30e-06, 3.28e-06, 1.64e-05, 2.30e-05, 5.62e-05, 0.00e+00, 8.91e-09, 0.00e+00, 4.03e-08, 0.00e+00, 0.00e+00, 6.30e-05, 1.23e-07] []
621200 [3.63e-07, 7.00e-07, 8.32e-07, 5.30e-07, 7.38e-07, 1.25e-06, 2.63e-07, 2.74e-08, 8.38e-11, 2.18e-07, 9.14e-07, 3.25e-06, 5.10e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-11, 1.49e-10, 3.12e-12, 3.37e-08, 5.73e-10] [3.63e-07, 7.00e-07, 8.32e-07, 5.30e-07, 7.38e-07, 1.25e-06, 2.63e-07, 2.74e-08, 8.38e-11, 2.18e-07, 9.14e-07, 3.25e-06, 5.10e-06, 1.00e-05, 0.00e+00, 0.00e+00, 0.00e+00, 4.03e-11, 1.49e-10, 3.12e-12, 3.37e-08, 5.73e-10] []
621300 [2.25e-07, 6.41e-07, 9.00e-07, 4.66e-07, 8.61e-07, 1.24e-06, 2.76e-07, 1.18e-07, 4.05e-09, 7.12e-10, 6.09e-07, 1.80e-06, 1.50e-06, 9.95e-09, 3.82e-09, 2.44e-09, 2.60e-10, 9.93e-09, 3.40e-09, 0.00e+00, 2.63e-08, 5.52e-09] [2.25e-07, 6.41e-07, 9.00e-07, 4.66e-07, 8.61e-07, 1.24e-06, 2.76e-07, 1.18e-07, 4.05e-09, 7.12e-10, 6.09e-07, 1.80e-06, 1.50e-06, 9.95e-09, 3.82e-09, 2.44e-09, 2.60e-10, 9.93e-09, 3.40e-09, 0.00e+00, 2.63e-08, 5.52e-09] []
621400 [1.21e-06, 9.63e-07, 6.90e-07, 8.09e-07, 1.26e-06, 1.16e-06, 5.71e-07, 2.08e-05, 2.91e-05, 1.79e-06, 2.51e-06, 1.12e-05, 3.11e-05, 6.41e-05, 0.00e+00, 3.50e-08, 0.00e+00, 2.63e-09, 0.00e+00, 0.00e+00, 2.02e-05, 5.57e-05] [1.21e-06, 9.63e-07, 6.90e-07, 8.09e-07, 1.26e-06, 1.16e-06, 5.71e-07, 2.08e-05, 2.91e-05, 1.79e-06, 2.51e-06, 1.12e-05, 3.11e-05, 6.41e-05, 0.00e+00, 3.50e-08, 0.00e+00, 2.63e-09, 0.00e+00, 0.00e+00, 2.02e-05, 5.57e-05] []
621500 [1.16e-06, 6.40e-07, 9.22e-07, 5.50e-07, 8.05e-07, 1.34e-06, 2.82e-07, 1.17e-07, 1.04e-11, 1.04e-06, 2.85e-06, 7.30e-06, 1.76e-05, 4.37e-05, 4.68e-07, 3.35e-07, 3.30e-07, 2.92e-07, 6.17e-08, 3.01e-11, 4.09e-07, 2.86e-10] [1.16e-06, 6.40e-07, 9.22e-07, 5.50e-07, 8.05e-07, 1.34e-06, 2.82e-07, 1.17e-07, 1.04e-11, 1.04e-06, 2.85e-06, 7.30e-06, 1.76e-05, 4.37e-05, 4.68e-07, 3.35e-07, 3.30e-07, 2.92e-07, 6.17e-08, 3.01e-11, 4.09e-07, 2.86e-10] []
621600 [2.36e-07, 6.18e-07, 8.83e-07, 5.01e-07, 8.40e-07, 1.25e-06, 2.62e-07, 3.48e-08, 4.49e-12, 7.31e-10, 5.83e-07, 1.75e-06, 1.60e-06, 2.97e-07, 9.39e-09, 3.10e-09, 0.00e+00, 2.08e-08, 2.55e-09, 2.47e-11, 2.34e-08, 2.75e-10] [2.36e-07, 6.18e-07, 8.83e-07, 5.01e-07, 8.40e-07, 1.25e-06, 2.62e-07, 3.48e-08, 4.49e-12, 7.31e-10, 5.83e-07, 1.75e-06, 1.60e-06, 2.97e-07, 9.39e-09, 3.10e-09, 0.00e+00, 2.08e-08, 2.55e-09, 2.47e-11, 2.34e-08, 2.75e-10] []
621700 [7.98e-07, 7.93e-07, 1.01e-06, 4.57e-07, 1.11e-06, 1.30e-06, 6.06e-07, 1.08e-06, 8.72e-06, 5.67e-08, 3.53e-06, 6.43e-06, 5.02e-06, 5.17e-06, 0.00e+00, 2.33e-07, 0.00e+00, 2.39e-08, 0.00e+00, 2.66e-06, 1.32e-06, 1.18e-05] [7.98e-07, 7.93e-07, 1.01e-06, 4.57e-07, 1.11e-06, 1.30e-06, 6.06e-07, 1.08e-06, 8.72e-06, 5.67e-08, 3.53e-06, 6.43e-06, 5.02e-06, 5.17e-06, 0.00e+00, 2.33e-07, 0.00e+00, 2.39e-08, 0.00e+00, 2.66e-06, 1.32e-06, 1.18e-05] []
621800 [3.19e-05, 9.16e-06, 3.11e-06, 5.96e-06, 2.77e-06, 4.85e-06, 1.26e-06, 1.66e-05, 2.29e-08, 3.56e-05, 5.34e-05, 2.71e-04, 4.52e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-12, 4.11e-05, 2.19e-09] [3.19e-05, 9.16e-06, 3.11e-06, 5.96e-06, 2.77e-06, 4.85e-06, 1.26e-06, 1.66e-05, 2.29e-08, 3.56e-05, 5.34e-05, 2.71e-04, 4.52e-04, 1.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.08e-12, 4.11e-05, 2.19e-09] []
621900 [2.56e-07, 6.50e-07, 1.05e-06, 5.71e-07, 8.73e-07, 1.29e-06, 2.69e-07, 5.73e-07, 1.15e-04, 1.16e-08, 5.64e-07, 1.77e-06, 1.44e-06, 3.52e-07, 1.04e-08, 2.00e-08, 4.09e-09, 9.44e-09, 0.00e+00, 2.81e-05, 5.60e-07, 1.10e-04] [2.56e-07, 6.50e-07, 1.05e-06, 5.71e-07, 8.73e-07, 1.29e-06, 2.69e-07, 5.73e-07, 1.15e-04, 1.16e-08, 5.64e-07, 1.77e-06, 1.44e-06, 3.52e-07, 1.04e-08, 2.00e-08, 4.09e-09, 9.44e-09, 0.00e+00, 2.81e-05, 5.60e-07, 1.10e-04] []
622000 [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08] [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.887838 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
622000 [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08] [1.65e-06, 1.71e-06, 1.02e-06, 9.05e-07, 9.68e-07, 1.72e-06, 9.46e-07, 5.36e-05, 4.17e-08, 4.31e-07, 4.44e-06, 7.86e-06, 1.02e-05, 3.96e-06, 0.00e+00, 2.61e-08, 0.00e+00, 6.82e-08, 0.00e+00, 0.00e+00, 6.87e-05, 2.89e-08] []
622100 [2.96e-07, 5.98e-07, 8.28e-07, 5.21e-07, 7.17e-07, 1.28e-06, 2.42e-07, 5.97e-08, 1.65e-10, 4.05e-08, 6.03e-07, 1.74e-06, 1.89e-06, 1.73e-06, 2.80e-08, 2.41e-08, 1.23e-08, 1.60e-08, 2.50e-08, 1.18e-11, 1.54e-07, 4.60e-10] [2.96e-07, 5.98e-07, 8.28e-07, 5.21e-07, 7.17e-07, 1.28e-06, 2.42e-07, 5.97e-08, 1.65e-10, 4.05e-08, 6.03e-07, 1.74e-06, 1.89e-06, 1.73e-06, 2.80e-08, 2.41e-08, 1.23e-08, 1.60e-08, 2.50e-08, 1.18e-11, 1.54e-07, 4.60e-10] []
622200 [2.53e-07, 6.58e-07, 9.03e-07, 5.08e-07, 8.56e-07, 1.28e-06, 2.55e-07, 2.39e-08, 5.62e-10, 4.99e-09, 8.29e-07, 2.15e-06, 2.44e-06, 1.02e-06, 5.82e-09, 0.00e+00, 3.45e-11, 3.14e-09, 6.70e-10, 3.68e-12, 1.40e-08, 9.59e-10] [2.53e-07, 6.58e-07, 9.03e-07, 5.08e-07, 8.56e-07, 1.28e-06, 2.55e-07, 2.39e-08, 5.62e-10, 4.99e-09, 8.29e-07, 2.15e-06, 2.44e-06, 1.02e-06, 5.82e-09, 0.00e+00, 3.45e-11, 3.14e-09, 6.70e-10, 3.68e-12, 1.40e-08, 9.59e-10] []
622300 [3.62e-06, 1.88e-06, 1.00e-06, 1.18e-06, 1.25e-06, 1.92e-06, 9.07e-07, 3.51e-05, 2.28e-05, 1.86e-06, 1.74e-05, 2.71e-05, 9.80e-05, 1.43e-04, 0.00e+00, 6.10e-09, 0.00e+00, 1.40e-09, 0.00e+00, 3.95e-06, 4.96e-05, 1.74e-05] [3.62e-06, 1.88e-06, 1.00e-06, 1.18e-06, 1.25e-06, 1.92e-06, 9.07e-07, 3.51e-05, 2.28e-05, 1.86e-06, 1.74e-05, 2.71e-05, 9.80e-05, 1.43e-04, 0.00e+00, 6.10e-09, 0.00e+00, 1.40e-09, 0.00e+00, 3.95e-06, 4.96e-05, 1.74e-05] []
622400 [2.52e-07, 6.35e-07, 8.60e-07, 5.38e-07, 7.21e-07, 1.29e-06, 2.36e-07, 1.06e-08, 8.19e-11, 1.20e-09, 5.05e-07, 1.59e-06, 1.18e-06, 2.79e-08, 5.31e-09, 3.81e-09, 1.13e-10, 4.66e-09, 4.77e-10, 2.69e-11, 1.36e-08, 3.00e-10] [2.52e-07, 6.35e-07, 8.60e-07, 5.38e-07, 7.21e-07, 1.29e-06, 2.36e-07, 1.06e-08, 8.19e-11, 1.20e-09, 5.05e-07, 1.59e-06, 1.18e-06, 2.79e-08, 5.31e-09, 3.81e-09, 1.13e-10, 4.66e-09, 4.77e-10, 2.69e-11, 1.36e-08, 3.00e-10] []
622500 [5.64e-07, 7.85e-07, 1.01e-06, 4.61e-07, 9.55e-07, 1.35e-06, 3.08e-07, 2.89e-06, 1.32e-08, 1.15e-07, 2.31e-06, 4.31e-06, 1.21e-05, 1.08e-05, 0.00e+00, 8.50e-11, 0.00e+00, 0.00e+00, 2.57e-07, 0.00e+00, 1.72e-06, 9.01e-09] [5.64e-07, 7.85e-07, 1.01e-06, 4.61e-07, 9.55e-07, 1.35e-06, 3.08e-07, 2.89e-06, 1.32e-08, 1.15e-07, 2.31e-06, 4.31e-06, 1.21e-05, 1.08e-05, 0.00e+00, 8.50e-11, 0.00e+00, 0.00e+00, 2.57e-07, 0.00e+00, 1.72e-06, 9.01e-09] []
622600 [4.18e-05, 7.36e-06, 5.83e-06, 7.80e-06, 5.19e-06, 6.08e-06, 5.01e-06, 7.62e-05, 2.84e-06, 8.54e-05, 1.30e-04, 3.81e-04, 6.26e-04, 2.74e-03, 3.55e-05, 4.19e-05, 2.23e-05, 1.15e-05, 1.85e-05, 6.12e-07, 9.48e-05, 2.96e-06] [4.18e-05, 7.36e-06, 5.83e-06, 7.80e-06, 5.19e-06, 6.08e-06, 5.01e-06, 7.62e-05, 2.84e-06, 8.54e-05, 1.30e-04, 3.81e-04, 6.26e-04, 2.74e-03, 3.55e-05, 4.19e-05, 2.23e-05, 1.15e-05, 1.85e-05, 6.12e-07, 9.48e-05, 2.96e-06] []
622700 [2.29e-07, 6.20e-07, 7.78e-07, 5.41e-07, 6.90e-07, 1.29e-06, 3.49e-07, 8.85e-08, 6.82e-09, 5.04e-09, 5.01e-07, 1.62e-06, 1.22e-06, 4.07e-09, 6.57e-09, 2.11e-09, 1.97e-10, 5.01e-09, 1.50e-08, 0.00e+00, 9.12e-08, 1.62e-08] [2.29e-07, 6.20e-07, 7.78e-07, 5.41e-07, 6.90e-07, 1.29e-06, 3.49e-07, 8.85e-08, 6.82e-09, 5.04e-09, 5.01e-07, 1.62e-06, 1.22e-06, 4.07e-09, 6.57e-09, 2.11e-09, 1.97e-10, 5.01e-09, 1.50e-08, 0.00e+00, 9.12e-08, 1.62e-08] []
622800 [4.36e-07, 7.62e-07, 8.33e-07, 4.65e-07, 8.72e-07, 1.29e-06, 3.58e-07, 1.40e-06, 5.12e-11, 7.75e-08, 1.41e-06, 3.64e-06, 7.91e-06, 1.06e-05, 5.52e-10, 0.00e+00, 0.00e+00, 2.03e-11, 2.03e-07, 4.84e-12, 1.37e-06, 9.64e-10] [4.36e-07, 7.62e-07, 8.33e-07, 4.65e-07, 8.72e-07, 1.29e-06, 3.58e-07, 1.40e-06, 5.12e-11, 7.75e-08, 1.41e-06, 3.64e-06, 7.91e-06, 1.06e-05, 5.52e-10, 0.00e+00, 0.00e+00, 2.03e-11, 2.03e-07, 4.84e-12, 1.37e-06, 9.64e-10] []
622900 [6.27e-05, 1.04e-05, 6.42e-06, 7.86e-06, 8.31e-06, 7.28e-06, 4.96e-06, 4.12e-05, 1.26e-09, 1.07e-04, 1.51e-04, 6.01e-04, 7.88e-04, 3.78e-03, 6.38e-05, 8.09e-05, 2.73e-05, 2.27e-05, 1.18e-05, 3.86e-09, 6.25e-05, 2.53e-08] [6.27e-05, 1.04e-05, 6.42e-06, 7.86e-06, 8.31e-06, 7.28e-06, 4.96e-06, 4.12e-05, 1.26e-09, 1.07e-04, 1.51e-04, 6.01e-04, 7.88e-04, 3.78e-03, 6.38e-05, 8.09e-05, 2.73e-05, 2.27e-05, 1.18e-05, 3.86e-09, 6.25e-05, 2.53e-08] []
623000 [2.24e-07, 6.21e-07, 8.41e-07, 5.13e-07, 7.35e-07, 1.29e-06, 2.82e-07, 4.27e-08, 6.83e-13, 6.48e-09, 5.16e-07, 1.74e-06, 1.30e-06, 1.98e-07, 1.63e-09, 2.26e-14, 7.69e-11, 4.00e-09, 0.00e+00, 4.52e-11, 2.41e-08, 5.24e-10] [2.24e-07, 6.21e-07, 8.41e-07, 5.13e-07, 7.35e-07, 1.29e-06, 2.82e-07, 4.27e-08, 6.83e-13, 6.48e-09, 5.16e-07, 1.74e-06, 1.30e-06, 1.98e-07, 1.63e-09, 2.26e-14, 7.69e-11, 4.00e-09, 0.00e+00, 4.52e-11, 2.41e-08, 5.24e-10] []
623100 [4.07e-07, 7.04e-07, 9.41e-07, 4.89e-07, 9.70e-07, 1.49e-06, 2.98e-07, 7.01e-08, 1.45e-09, 1.23e-07, 4.98e-06, 5.29e-06, 5.54e-06, 1.21e-06, 0.00e+00, 1.60e-09, 1.97e-08, 2.18e-09, 4.68e-08, 3.57e-10, 3.10e-07, 2.05e-09] [4.07e-07, 7.04e-07, 9.41e-07, 4.89e-07, 9.70e-07, 1.49e-06, 2.98e-07, 7.01e-08, 1.45e-09, 1.23e-07, 4.98e-06, 5.29e-06, 5.54e-06, 1.21e-06, 0.00e+00, 1.60e-09, 1.97e-08, 2.18e-09, 4.68e-08, 3.57e-10, 3.10e-07, 2.05e-09] []
623200 [1.13e-04, 3.43e-05, 1.05e-05, 2.49e-05, 9.66e-06, 1.69e-05, 4.76e-06, 5.30e-05, 4.44e-09, 1.60e-04, 1.60e-04, 1.17e-03, 1.09e-03, 5.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 1.80e-08] [1.13e-04, 3.43e-05, 1.05e-05, 2.49e-05, 9.66e-06, 1.69e-05, 4.76e-06, 5.30e-05, 4.44e-09, 1.60e-04, 1.60e-04, 1.17e-03, 1.09e-03, 5.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.12e-04, 1.80e-08] []
623300 [2.28e-07, 6.15e-07, 8.66e-07, 5.20e-07, 7.52e-07, 1.30e-06, 2.49e-07, 2.08e-08, 6.26e-10, 3.89e-09, 5.17e-07, 1.70e-06, 1.26e-06, 8.87e-08, 1.97e-09, 3.65e-10, 2.71e-10, 3.98e-09, 0.00e+00, 3.87e-11, 1.14e-07, 5.06e-10] [2.28e-07, 6.15e-07, 8.66e-07, 5.20e-07, 7.52e-07, 1.30e-06, 2.49e-07, 2.08e-08, 6.26e-10, 3.89e-09, 5.17e-07, 1.70e-06, 1.26e-06, 8.87e-08, 1.97e-09, 3.65e-10, 2.71e-10, 3.98e-09, 0.00e+00, 3.87e-11, 1.14e-07, 5.06e-10] []
623400 [1.05e-06, 9.88e-07, 9.53e-07, 8.63e-07, 1.12e-06, 1.45e-06, 3.65e-07, 6.69e-06, 2.84e-08, 7.93e-07, 5.89e-06, 2.00e-05, 4.17e-06, 5.55e-05, 0.00e+00, 1.46e-08, 0.00e+00, 1.15e-08, 0.00e+00, 1.97e-09, 4.02e-06, 1.29e-08] [1.05e-06, 9.88e-07, 9.53e-07, 8.63e-07, 1.12e-06, 1.45e-06, 3.65e-07, 6.69e-06, 2.84e-08, 7.93e-07, 5.89e-06, 2.00e-05, 4.17e-06, 5.55e-05, 0.00e+00, 1.46e-08, 0.00e+00, 1.15e-08, 0.00e+00, 1.97e-09, 4.02e-06, 1.29e-08] []
623500 [7.53e-07, 5.98e-07, 8.80e-07, 5.60e-07, 7.05e-07, 1.37e-06, 2.35e-07, 9.93e-09, 1.83e-11, 5.54e-07, 1.75e-06, 4.53e-06, 9.99e-06, 2.37e-05, 2.61e-07, 1.84e-07, 1.68e-07, 1.58e-07, 1.52e-08, 1.48e-11, 9.04e-08, 6.05e-10] [7.53e-07, 5.98e-07, 8.80e-07, 5.60e-07, 7.05e-07, 1.37e-06, 2.35e-07, 9.93e-09, 1.83e-11, 5.54e-07, 1.75e-06, 4.53e-06, 9.99e-06, 2.37e-05, 2.61e-07, 1.84e-07, 1.68e-07, 1.58e-07, 1.52e-08, 1.48e-11, 9.04e-08, 6.05e-10] []
623600 [2.59e-07, 6.24e-07, 1.00e-06, 5.41e-07, 8.02e-07, 1.32e-06, 2.38e-07, 7.61e-08, 8.39e-05, 5.06e-09, 5.63e-07, 1.86e-06, 1.36e-06, 4.95e-07, 1.26e-08, 8.52e-09, 0.00e+00, 1.86e-08, 0.00e+00, 1.76e-05, 3.03e-08, 7.17e-05] [2.59e-07, 6.24e-07, 1.00e-06, 5.41e-07, 8.02e-07, 1.32e-06, 2.38e-07, 7.61e-08, 8.39e-05, 5.06e-09, 5.63e-07, 1.86e-06, 1.36e-06, 4.95e-07, 1.26e-08, 8.52e-09, 0.00e+00, 1.86e-08, 0.00e+00, 1.76e-05, 3.03e-08, 7.17e-05] []
623700 [1.38e-06, 9.38e-07, 9.82e-07, 4.65e-07, 1.25e-06, 1.30e-06, 7.47e-07, 1.45e-06, 5.84e-08, 1.32e-06, 6.38e-06, 1.43e-05, 3.46e-06, 3.57e-05, 3.78e-08, 1.89e-06, 8.18e-09, 2.22e-07, 1.07e-08, 0.00e+00, 3.73e-08, 1.22e-08] [1.38e-06, 9.38e-07, 9.82e-07, 4.65e-07, 1.25e-06, 1.30e-06, 7.47e-07, 1.45e-06, 5.84e-08, 1.32e-06, 6.38e-06, 1.43e-05, 3.46e-06, 3.57e-05, 3.78e-08, 1.89e-06, 8.18e-09, 2.22e-07, 1.07e-08, 0.00e+00, 3.73e-08, 1.22e-08] []
623800 [1.89e-06, 1.18e-06, 8.73e-07, 8.16e-07, 6.98e-07, 1.50e-06, 2.62e-07, 9.34e-07, 2.31e-10, 1.93e-06, 4.67e-06, 1.58e-05, 3.69e-05, 9.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 1.73e-06, 5.28e-10] [1.89e-06, 1.18e-06, 8.73e-07, 8.16e-07, 6.98e-07, 1.50e-06, 2.62e-07, 9.34e-07, 2.31e-10, 1.93e-06, 4.67e-06, 1.58e-05, 3.69e-05, 9.31e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.55e-11, 1.73e-06, 5.28e-10] []
623900 [2.47e-07, 6.32e-07, 8.73e-07, 5.43e-07, 7.68e-07, 1.33e-06, 2.41e-07, 2.05e-08, 6.86e-10, 4.52e-09, 5.76e-07, 1.70e-06, 1.48e-06, 4.12e-07, 1.38e-08, 8.37e-09, 0.00e+00, 2.53e-08, 8.06e-09, 6.14e-12, 5.00e-08, 3.16e-09] [2.47e-07, 6.32e-07, 8.73e-07, 5.43e-07, 7.68e-07, 1.33e-06, 2.41e-07, 2.05e-08, 6.86e-10, 4.52e-09, 5.76e-07, 1.70e-06, 1.48e-06, 4.12e-07, 1.38e-08, 8.37e-09, 0.00e+00, 2.53e-08, 8.06e-09, 6.14e-12, 5.00e-08, 3.16e-09] []
624000 [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10] [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 55.838435 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
624000 [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10] [1.54e-06, 1.00e-06, 7.34e-07, 1.05e-06, 1.36e-06, 1.36e-06, 4.83e-07, 1.27e-05, 6.49e-09, 1.50e-06, 2.49e-05, 1.68e-05, 6.87e-05, 4.14e-05, 2.09e-07, 6.65e-07, 8.87e-07, 5.29e-07, 2.14e-06, 2.97e-11, 1.27e-05, 9.11e-10] []
624100 [3.34e-07, 5.70e-07, 8.13e-07, 5.40e-07, 6.48e-07, 1.35e-06, 2.12e-07, 1.87e-07, 1.33e-10, 8.18e-08, 7.90e-07, 1.94e-06, 3.06e-06, 3.78e-06, 4.38e-08, 3.80e-08, 2.58e-08, 3.35e-08, 9.23e-09, 3.58e-11, 5.69e-08, 5.09e-10] [3.34e-07, 5.70e-07, 8.13e-07, 5.40e-07, 6.48e-07, 1.35e-06, 2.12e-07, 1.87e-07, 1.33e-10, 8.18e-08, 7.90e-07, 1.94e-06, 3.06e-06, 3.78e-06, 4.38e-08, 3.80e-08, 2.58e-08, 3.35e-08, 9.23e-09, 3.58e-11, 5.69e-08, 5.09e-10] []
624200 [2.80e-07, 6.99e-07, 9.81e-07, 5.54e-07, 7.97e-07, 1.36e-06, 2.58e-07, 6.45e-08, 7.46e-06, 4.09e-08, 7.71e-07, 2.30e-06, 1.45e-06, 1.09e-06, 1.41e-08, 8.31e-09, 5.49e-10, 2.21e-08, 2.22e-09, 1.11e-06, 2.07e-08, 5.46e-06] [2.80e-07, 6.99e-07, 9.81e-07, 5.54e-07, 7.97e-07, 1.36e-06, 2.58e-07, 6.45e-08, 7.46e-06, 4.09e-08, 7.71e-07, 2.30e-06, 1.45e-06, 1.09e-06, 1.41e-08, 8.31e-09, 5.49e-10, 2.21e-08, 2.22e-09, 1.11e-06, 2.07e-08, 5.46e-06] []
624300 [8.25e-05, 1.40e-05, 9.27e-06, 1.25e-05, 1.27e-05, 1.00e-05, 8.58e-06, 1.04e-04, 1.65e-08, 1.67e-04, 2.37e-04, 8.95e-04, 1.01e-03, 5.53e-03, 8.80e-05, 1.31e-04, 3.69e-05, 2.76e-05, 2.63e-05, 5.84e-09, 1.32e-04, 3.87e-08] [8.25e-05, 1.40e-05, 9.27e-06, 1.25e-05, 1.27e-05, 1.00e-05, 8.58e-06, 1.04e-04, 1.65e-08, 1.67e-04, 2.37e-04, 8.95e-04, 1.01e-03, 5.53e-03, 8.80e-05, 1.31e-04, 3.69e-05, 2.76e-05, 2.63e-05, 5.84e-09, 1.32e-04, 3.87e-08] []
624400 [2.46e-07, 6.34e-07, 8.55e-07, 5.37e-07, 7.17e-07, 1.35e-06, 2.20e-07, 1.15e-07, 5.91e-09, 6.96e-09, 5.34e-07, 1.62e-06, 1.23e-06, 1.63e-07, 5.53e-09, 3.69e-09, 1.67e-09, 4.50e-09, 1.97e-08, 7.86e-10, 1.21e-07, 4.43e-09] [2.46e-07, 6.34e-07, 8.55e-07, 5.37e-07, 7.17e-07, 1.35e-06, 2.20e-07, 1.15e-07, 5.91e-09, 6.96e-09, 5.34e-07, 1.62e-06, 1.23e-06, 1.63e-07, 5.53e-09, 3.69e-09, 1.67e-09, 4.50e-09, 1.97e-08, 7.86e-10, 1.21e-07, 4.43e-09] []
624500 [2.34e-06, 2.21e-06, 8.21e-07, 7.64e-07, 1.22e-06, 1.44e-06, 6.45e-07, 3.58e-05, 1.38e-04, 4.20e-08, 1.52e-05, 1.23e-05, 8.45e-05, 1.17e-04, 2.86e-07, 4.12e-07, 1.75e-06, 2.39e-06, 0.00e+00, 1.04e-05, 6.49e-06, 4.42e-05] [2.34e-06, 2.21e-06, 8.21e-07, 7.64e-07, 1.22e-06, 1.44e-06, 6.45e-07, 3.58e-05, 1.38e-04, 4.20e-08, 1.52e-05, 1.23e-05, 8.45e-05, 1.17e-04, 2.86e-07, 4.12e-07, 1.75e-06, 2.39e-06, 0.00e+00, 1.04e-05, 6.49e-06, 4.42e-05] []
624600 [2.56e-07, 7.17e-07, 8.77e-07, 5.86e-07, 7.41e-07, 1.42e-06, 2.54e-07, 7.16e-08, 4.91e-05, 3.70e-10, 5.19e-07, 1.57e-06, 1.13e-06, 7.89e-09, 2.75e-09, 5.61e-10, 1.17e-09, 4.44e-09, 6.05e-09, 0.00e+00, 4.06e-08, 6.24e-05] [2.56e-07, 7.17e-07, 8.77e-07, 5.86e-07, 7.41e-07, 1.42e-06, 2.54e-07, 7.16e-08, 4.91e-05, 3.70e-10, 5.19e-07, 1.57e-06, 1.13e-06, 7.89e-09, 2.75e-09, 5.61e-10, 1.17e-09, 4.44e-09, 6.05e-09, 0.00e+00, 4.06e-08, 6.24e-05] []
624700 [3.65e-06, 2.50e-06, 5.41e-06, 9.54e-06, 2.37e-06, 2.52e-06, 3.69e-06, 1.83e-04, 5.04e-10, 1.12e-07, 7.72e-06, 3.37e-05, 3.84e-05, 7.40e-05, 2.90e-08, 2.47e-06, 1.71e-07, 1.34e-07, 0.00e+00, 5.34e-11, 2.24e-04, 7.73e-10] [3.65e-06, 2.50e-06, 5.41e-06, 9.54e-06, 2.37e-06, 2.52e-06, 3.69e-06, 1.83e-04, 5.04e-10, 1.12e-07, 7.72e-06, 3.37e-05, 3.84e-05, 7.40e-05, 2.90e-08, 2.47e-06, 1.71e-07, 1.34e-07, 0.00e+00, 5.34e-11, 2.24e-04, 7.73e-10] []
624800 [2.49e-07, 6.58e-07, 8.75e-07, 5.43e-07, 7.32e-07, 1.37e-06, 2.31e-07, 4.97e-08, 1.27e-10, 1.39e-09, 5.31e-07, 1.57e-06, 1.21e-06, 9.26e-08, 5.77e-09, 3.81e-09, 1.15e-10, 8.13e-09, 9.39e-09, 1.19e-10, 5.78e-08, 1.02e-09] [2.49e-07, 6.58e-07, 8.75e-07, 5.43e-07, 7.32e-07, 1.37e-06, 2.31e-07, 4.97e-08, 1.27e-10, 1.39e-09, 5.31e-07, 1.57e-06, 1.21e-06, 9.26e-08, 5.77e-09, 3.81e-09, 1.15e-10, 8.13e-09, 9.39e-09, 1.19e-10, 5.78e-08, 1.02e-09] []
624900 [2.19e-06, 1.39e-06, 2.62e-06, 4.65e-06, 1.64e-06, 1.95e-06, 1.65e-06, 1.29e-04, 1.69e-10, 5.50e-07, 1.13e-05, 2.77e-05, 3.55e-05, 5.26e-06, 6.86e-08, 0.00e+00, 5.11e-10, 7.06e-08, 1.79e-05, 5.53e-09, 9.39e-05, 3.44e-08] [2.19e-06, 1.39e-06, 2.62e-06, 4.65e-06, 1.64e-06, 1.95e-06, 1.65e-06, 1.29e-04, 1.69e-10, 5.50e-07, 1.13e-05, 2.77e-05, 3.55e-05, 5.26e-06, 6.86e-08, 0.00e+00, 5.11e-10, 7.06e-08, 1.79e-05, 5.53e-09, 9.39e-05, 3.44e-08] []
625000 [2.32e-07, 5.97e-07, 8.14e-07, 5.36e-07, 6.61e-07, 1.36e-06, 2.11e-07, 8.66e-08, 4.72e-12, 3.13e-10, 5.00e-07, 1.53e-06, 1.12e-06, 3.96e-08, 3.33e-09, 1.44e-09, 3.98e-11, 3.89e-09, 1.11e-09, 7.23e-11, 1.52e-08, 1.04e-09] [2.32e-07, 5.97e-07, 8.14e-07, 5.36e-07, 6.61e-07, 1.36e-06, 2.11e-07, 8.66e-08, 4.72e-12, 3.13e-10, 5.00e-07, 1.53e-06, 1.12e-06, 3.96e-08, 3.33e-09, 1.44e-09, 3.98e-11, 3.89e-09, 1.11e-09, 7.23e-11, 1.52e-08, 1.04e-09] []
625100 [3.73e-07, 7.49e-07, 9.92e-07, 4.64e-07, 9.23e-07, 1.40e-06, 2.68e-07, 5.98e-06, 5.96e-08, 1.09e-10, 1.94e-06, 2.87e-06, 5.37e-06, 1.79e-06, 6.94e-10, 4.50e-09, 0.00e+00, 2.79e-10, 4.88e-07, 0.00e+00, 3.18e-06, 1.21e-07] [3.73e-07, 7.49e-07, 9.92e-07, 4.64e-07, 9.23e-07, 1.40e-06, 2.68e-07, 5.98e-06, 5.96e-08, 1.09e-10, 1.94e-06, 2.87e-06, 5.37e-06, 1.79e-06, 6.94e-10, 4.50e-09, 0.00e+00, 2.79e-10, 4.88e-07, 0.00e+00, 3.18e-06, 1.21e-07] []
625200 [3.01e-07, 5.84e-07, 8.13e-07, 5.61e-07, 6.12e-07, 1.39e-06, 1.98e-07, 9.16e-10, 4.40e-11, 5.38e-08, 5.90e-07, 1.68e-06, 1.65e-06, 2.14e-06, 3.35e-08, 2.33e-08, 1.07e-08, 1.77e-08, 6.39e-10, 3.16e-11, 1.31e-08, 1.79e-09] [3.01e-07, 5.84e-07, 8.13e-07, 5.61e-07, 6.12e-07, 1.39e-06, 1.98e-07, 9.16e-10, 4.40e-11, 5.38e-08, 5.90e-07, 1.68e-06, 1.65e-06, 2.14e-06, 3.35e-08, 2.33e-08, 1.07e-08, 1.77e-08, 6.39e-10, 3.16e-11, 1.31e-08, 1.79e-09] []
625300 [2.63e-07, 6.24e-07, 9.11e-07, 5.43e-07, 7.96e-07, 1.38e-06, 2.17e-07, 1.92e-07, 1.37e-07, 3.68e-08, 7.45e-07, 1.93e-06, 1.34e-06, 5.18e-07, 4.00e-08, 9.18e-11, 6.07e-09, 7.62e-09, 0.00e+00, 0.00e+00, 1.11e-07, 2.02e-07] [2.63e-07, 6.24e-07, 9.11e-07, 5.43e-07, 7.96e-07, 1.38e-06, 2.17e-07, 1.92e-07, 1.37e-07, 3.68e-08, 7.45e-07, 1.93e-06, 1.34e-06, 5.18e-07, 4.00e-08, 9.18e-11, 6.07e-09, 7.62e-09, 0.00e+00, 0.00e+00, 1.11e-07, 2.02e-07] []
625400 [4.87e-06, 1.39e-06, 1.55e-06, 3.58e-06, 2.00e-06, 1.50e-06, 2.20e-06, 3.85e-05, 5.54e-07, 6.66e-06, 1.10e-05, 3.97e-05, 5.55e-05, 1.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-08, 4.22e-06, 0.00e+00, 2.44e-05, 1.27e-06] [4.87e-06, 1.39e-06, 1.55e-06, 3.58e-06, 2.00e-06, 1.50e-06, 2.20e-06, 3.85e-05, 5.54e-07, 6.66e-06, 1.10e-05, 3.97e-05, 5.55e-05, 1.98e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.40e-08, 4.22e-06, 0.00e+00, 2.44e-05, 1.27e-06] []
625500 [2.23e-07, 5.91e-07, 7.79e-07, 5.28e-07, 6.35e-07, 1.38e-06, 2.03e-07, 6.90e-09, 1.76e-07, 1.22e-08, 5.02e-07, 1.62e-06, 1.24e-06, 5.34e-07, 5.77e-10, 0.00e+00, 0.00e+00, 1.75e-09, 0.00e+00, 0.00e+00, 7.70e-08, 1.40e-07] [2.23e-07, 5.91e-07, 7.79e-07, 5.28e-07, 6.35e-07, 1.38e-06, 2.03e-07, 6.90e-09, 1.76e-07, 1.22e-08, 5.02e-07, 1.62e-06, 1.24e-06, 5.34e-07, 5.77e-10, 0.00e+00, 0.00e+00, 1.75e-09, 0.00e+00, 0.00e+00, 7.70e-08, 1.40e-07] []
625600 [2.65e-07, 6.40e-07, 9.39e-07, 5.40e-07, 8.07e-07, 1.40e-06, 2.27e-07, 8.66e-08, 1.13e-09, 2.35e-10, 1.07e-06, 2.22e-06, 2.94e-06, 1.09e-06, 5.16e-09, 0.00e+00, 0.00e+00, 6.13e-10, 0.00e+00, 2.43e-09, 2.81e-07, 1.34e-08] [2.65e-07, 6.40e-07, 9.39e-07, 5.40e-07, 8.07e-07, 1.40e-06, 2.27e-07, 8.66e-08, 1.13e-09, 2.35e-10, 1.07e-06, 2.22e-06, 2.94e-06, 1.09e-06, 5.16e-09, 0.00e+00, 0.00e+00, 6.13e-10, 0.00e+00, 2.43e-09, 2.81e-07, 1.34e-08] []
625700 [2.78e-05, 9.50e-06, 7.14e-06, 9.35e-06, 3.19e-06, 6.56e-06, 3.49e-06, 2.10e-06, 5.66e-06, 7.07e-05, 9.02e-05, 2.97e-04, 7.16e-04, 2.13e-03, 6.99e-05, 1.38e-05, 1.66e-05, 1.77e-05, 1.58e-06, 4.82e-07, 9.28e-06, 3.11e-06] [2.78e-05, 9.50e-06, 7.14e-06, 9.35e-06, 3.19e-06, 6.56e-06, 3.49e-06, 2.10e-06, 5.66e-06, 7.07e-05, 9.02e-05, 2.97e-04, 7.16e-04, 2.13e-03, 6.99e-05, 1.38e-05, 1.66e-05, 1.77e-05, 1.58e-06, 4.82e-07, 9.28e-06, 3.11e-06] []
625800 [2.32e-07, 5.93e-07, 8.60e-07, 5.68e-07, 6.62e-07, 1.37e-06, 2.10e-07, 6.38e-08, 2.56e-08, 7.92e-10, 5.31e-07, 1.55e-06, 1.18e-06, 8.74e-08, 4.96e-09, 7.60e-10, 4.79e-11, 6.98e-09, 0.00e+00, 3.30e-13, 7.80e-08, 2.45e-08] [2.32e-07, 5.93e-07, 8.60e-07, 5.68e-07, 6.62e-07, 1.37e-06, 2.10e-07, 6.38e-08, 2.56e-08, 7.92e-10, 5.31e-07, 1.55e-06, 1.18e-06, 8.74e-08, 4.96e-09, 7.60e-10, 4.79e-11, 6.98e-09, 0.00e+00, 3.30e-13, 7.80e-08, 2.45e-08] []
625900 [4.02e-07, 7.25e-07, 9.14e-07, 1.25e-06, 1.53e-06, 1.14e-06, 5.90e-07, 7.97e-06, 1.16e-09, 1.03e-07, 3.68e-06, 3.23e-06, 8.41e-06, 3.95e-06, 8.12e-08, 1.11e-07, 7.22e-08, 3.46e-07, 9.89e-07, 5.53e-09, 6.22e-06, 3.37e-08] [4.02e-07, 7.25e-07, 9.14e-07, 1.25e-06, 1.53e-06, 1.14e-06, 5.90e-07, 7.97e-06, 1.16e-09, 1.03e-07, 3.68e-06, 3.23e-06, 8.41e-06, 3.95e-06, 8.12e-08, 1.11e-07, 7.22e-08, 3.46e-07, 9.89e-07, 5.53e-09, 6.22e-06, 3.37e-08] []
626000 [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08] [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.241105 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
626000 [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08] [2.47e-07, 5.25e-07, 7.95e-07, 6.91e-07, 6.05e-07, 1.27e-06, 2.53e-07, 1.74e-09, 7.99e-09, 1.65e-09, 6.06e-07, 1.52e-06, 1.18e-06, 1.05e-07, 2.02e-08, 9.36e-12, 2.40e-09, 9.68e-09, 3.08e-10, 1.55e-09, 9.89e-09, 1.29e-08] []
626100 [2.31e-07, 7.65e-07, 1.10e-06, 1.60e-06, 1.63e-06, 9.92e-07, 2.45e-07, 2.10e-08, 3.45e-05, 3.41e-08, 6.03e-07, 1.99e-06, 2.03e-06, 1.36e-06, 1.00e-07, 1.09e-10, 5.89e-08, 2.55e-08, 4.55e-09, 6.29e-06, 2.75e-08, 2.85e-05] [2.31e-07, 7.65e-07, 1.10e-06, 1.60e-06, 1.63e-06, 9.92e-07, 2.45e-07, 2.10e-08, 3.45e-05, 3.41e-08, 6.03e-07, 1.99e-06, 2.03e-06, 1.36e-06, 1.00e-07, 1.09e-10, 5.89e-08, 2.55e-08, 4.55e-09, 6.29e-06, 2.75e-08, 2.85e-05] []
626200 [4.74e-07, 5.75e-07, 8.69e-07, 1.12e-06, 8.82e-07, 1.11e-06, 2.27e-07, 6.85e-09, 2.21e-06, 2.18e-07, 9.91e-07, 2.73e-06, 4.33e-06, 1.01e-05, 1.98e-07, 1.62e-08, 5.43e-08, 1.42e-07, 1.81e-09, 0.00e+00, 1.10e-08, 2.01e-06] [4.74e-07, 5.75e-07, 8.69e-07, 1.12e-06, 8.82e-07, 1.11e-06, 2.27e-07, 6.85e-09, 2.21e-06, 2.18e-07, 9.91e-07, 2.73e-06, 4.33e-06, 1.01e-05, 1.98e-07, 1.62e-08, 5.43e-08, 1.42e-07, 1.81e-09, 0.00e+00, 1.10e-08, 2.01e-06] []
626300 [1.77e-07, 6.20e-07, 8.93e-07, 1.42e-06, 1.14e-06, 9.75e-07, 2.50e-07, 3.30e-08, 5.08e-13, 1.74e-09, 4.08e-07, 1.74e-06, 1.37e-06, 3.23e-07, 2.72e-08, 0.00e+00, 2.30e-09, 9.55e-10, 0.00e+00, 2.72e-11, 6.04e-08, 5.13e-10] [1.77e-07, 6.20e-07, 8.93e-07, 1.42e-06, 1.14e-06, 9.75e-07, 2.50e-07, 3.30e-08, 5.08e-13, 1.74e-09, 4.08e-07, 1.74e-06, 1.37e-06, 3.23e-07, 2.72e-08, 0.00e+00, 2.30e-09, 9.55e-10, 0.00e+00, 2.72e-11, 6.04e-08, 5.13e-10] []
626400 [1.82e-06, 1.01e-06, 9.81e-07, 1.38e-06, 1.31e-06, 1.12e-06, 6.56e-07, 2.57e-06, 3.08e-07, 1.27e-09, 2.23e-05, 2.04e-05, 5.31e-05, 2.63e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-08, 1.25e-05, 1.34e-07] [1.82e-06, 1.01e-06, 9.81e-07, 1.38e-06, 1.31e-06, 1.12e-06, 6.56e-07, 2.57e-06, 3.08e-07, 1.27e-09, 2.23e-05, 2.04e-05, 5.31e-05, 2.63e-05, 0.00e+00, 2.84e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.25e-08, 1.25e-05, 1.34e-07] []
626500 [2.77e-07, 6.28e-07, 9.25e-07, 1.05e-06, 7.02e-07, 1.35e-06, 2.25e-07, 6.72e-10, 1.60e-14, 1.55e-10, 5.56e-07, 1.58e-06, 1.08e-06, 1.72e-08, 1.82e-09, 6.24e-11, 1.26e-09, 2.49e-09, 7.78e-11, 7.49e-12, 1.27e-08, 2.20e-10] [2.77e-07, 6.28e-07, 9.25e-07, 1.05e-06, 7.02e-07, 1.35e-06, 2.25e-07, 6.72e-10, 1.60e-14, 1.55e-10, 5.56e-07, 1.58e-06, 1.08e-06, 1.72e-08, 1.82e-09, 6.24e-11, 1.26e-09, 2.49e-09, 7.78e-11, 7.49e-12, 1.27e-08, 2.20e-10] []
626600 [3.70e-07, 6.21e-07, 1.08e-06, 6.00e-07, 9.77e-07, 1.78e-06, 2.58e-07, 3.25e-06, 2.68e-09, 1.09e-07, 1.47e-06, 2.17e-06, 2.88e-06, 7.15e-07, 0.00e+00, 1.22e-07, 4.03e-08, 1.81e-11, 0.00e+00, 1.48e-11, 4.33e-06, 3.84e-10] [3.70e-07, 6.21e-07, 1.08e-06, 6.00e-07, 9.77e-07, 1.78e-06, 2.58e-07, 3.25e-06, 2.68e-09, 1.09e-07, 1.47e-06, 2.17e-06, 2.88e-06, 7.15e-07, 0.00e+00, 1.22e-07, 4.03e-08, 1.81e-11, 0.00e+00, 1.48e-11, 4.33e-06, 3.84e-10] []
626700 [2.14e-07, 5.66e-07, 8.36e-07, 6.66e-07, 6.69e-07, 1.62e-06, 1.97e-07, 5.82e-11, 4.97e-11, 9.40e-12, 4.04e-07, 1.33e-06, 9.93e-07, 2.06e-08, 6.07e-10, 8.58e-09, 1.58e-09, 3.05e-09, 2.66e-10, 8.18e-12, 1.26e-08, 1.55e-10] [2.14e-07, 5.66e-07, 8.36e-07, 6.66e-07, 6.69e-07, 1.62e-06, 1.97e-07, 5.82e-11, 4.97e-11, 9.40e-12, 4.04e-07, 1.33e-06, 9.93e-07, 2.06e-08, 6.07e-10, 8.58e-09, 1.58e-09, 3.05e-09, 2.66e-10, 8.18e-12, 1.26e-08, 1.55e-10] []
626800 [4.14e-07, 8.70e-07, 1.03e-06, 7.18e-07, 8.65e-07, 1.79e-06, 2.48e-07, 2.61e-08, 9.34e-07, 1.22e-07, 4.57e-06, 5.57e-06, 3.68e-06, 7.99e-06, 6.38e-10, 2.23e-08, 3.34e-11, 9.50e-09, 2.63e-07, 0.00e+00, 1.70e-06, 1.47e-06] [4.14e-07, 8.70e-07, 1.03e-06, 7.18e-07, 8.65e-07, 1.79e-06, 2.48e-07, 2.61e-08, 9.34e-07, 1.22e-07, 4.57e-06, 5.57e-06, 3.68e-06, 7.99e-06, 6.38e-10, 2.23e-08, 3.34e-11, 9.50e-09, 2.63e-07, 0.00e+00, 1.70e-06, 1.47e-06] []
626900 [2.54e-07, 6.89e-07, 8.21e-07, 6.06e-07, 7.19e-07, 1.70e-06, 1.96e-07, 1.65e-07, 6.28e-10, 4.72e-10, 4.85e-07, 1.37e-06, 9.82e-07, 9.54e-09, 2.90e-10, 7.43e-09, 2.12e-09, 7.40e-10, 2.35e-08, 5.61e-12, 1.44e-07, 1.59e-10] [2.54e-07, 6.89e-07, 8.21e-07, 6.06e-07, 7.19e-07, 1.70e-06, 1.96e-07, 1.65e-07, 6.28e-10, 4.72e-10, 4.85e-07, 1.37e-06, 9.82e-07, 9.54e-09, 2.90e-10, 7.43e-09, 2.12e-09, 7.40e-10, 2.35e-08, 5.61e-12, 1.44e-07, 1.59e-10] []
627000 [1.46e-06, 1.46e-06, 1.94e-06, 8.58e-07, 1.87e-06, 2.31e-06, 8.46e-07, 2.93e-06, 7.94e-04, 4.65e-07, 2.86e-06, 1.77e-05, 3.17e-06, 3.24e-05, 0.00e+00, 9.11e-09, 7.86e-10, 9.63e-09, 2.53e-07, 0.00e+00, 1.70e-06, 6.67e-04] [1.46e-06, 1.46e-06, 1.94e-06, 8.58e-07, 1.87e-06, 2.31e-06, 8.46e-07, 2.93e-06, 7.94e-04, 4.65e-07, 2.86e-06, 1.77e-05, 3.17e-06, 3.24e-05, 0.00e+00, 9.11e-09, 7.86e-10, 9.63e-09, 2.53e-07, 0.00e+00, 1.70e-06, 6.67e-04] []
627100 [2.37e-07, 5.92e-07, 6.48e-07, 5.44e-07, 5.78e-07, 1.63e-06, 3.38e-07, 1.68e-08, 3.43e-12, 3.36e-09, 5.40e-07, 1.33e-06, 1.21e-06, 2.49e-07, 2.62e-09, 1.58e-08, 8.83e-09, 3.52e-09, 1.55e-08, 2.65e-11, 9.30e-08, 3.92e-10] [2.37e-07, 5.92e-07, 6.48e-07, 5.44e-07, 5.78e-07, 1.63e-06, 3.38e-07, 1.68e-08, 3.43e-12, 3.36e-09, 5.40e-07, 1.33e-06, 1.21e-06, 2.49e-07, 2.62e-09, 1.58e-08, 8.83e-09, 3.52e-09, 1.55e-08, 2.65e-11, 9.30e-08, 3.92e-10] []
627200 [2.70e-07, 5.82e-07, 7.83e-07, 5.74e-07, 6.69e-07, 1.62e-06, 3.21e-07, 2.12e-07, 2.44e-11, 9.74e-09, 1.18e-06, 1.89e-06, 2.97e-06, 9.44e-07, 1.52e-08, 1.96e-08, 3.12e-08, 1.09e-08, 1.05e-07, 1.52e-11, 7.06e-07, 3.20e-10] [2.70e-07, 5.82e-07, 7.83e-07, 5.74e-07, 6.69e-07, 1.62e-06, 3.21e-07, 2.12e-07, 2.44e-11, 9.74e-09, 1.18e-06, 1.89e-06, 2.97e-06, 9.44e-07, 1.52e-08, 1.96e-08, 3.12e-08, 1.09e-08, 1.05e-07, 1.52e-11, 7.06e-07, 3.20e-10] []
627300 [9.01e-05, 2.57e-05, 9.31e-06, 1.57e-05, 6.01e-06, 1.25e-05, 2.36e-06, 5.41e-05, 2.41e-11, 9.37e-05, 1.40e-04, 7.59e-04, 1.13e-03, 4.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 2.48e-08] [9.01e-05, 2.57e-05, 9.31e-06, 1.57e-05, 6.01e-06, 1.25e-05, 2.36e-06, 5.41e-05, 2.41e-11, 9.37e-05, 1.40e-04, 7.59e-04, 1.13e-03, 4.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.14e-04, 2.48e-08] []
627400 [4.67e-07, 1.14e-06, 1.08e-06, 8.30e-07, 9.88e-07, 1.65e-06, 3.54e-07, 1.14e-07, 1.50e-11, 2.47e-08, 1.68e-06, 3.11e-06, 2.43e-06, 1.91e-06, 4.73e-08, 0.00e+00, 9.48e-11, 7.44e-10, 0.00e+00, 4.18e-10, 3.28e-07, 2.55e-09] [4.67e-07, 1.14e-06, 1.08e-06, 8.30e-07, 9.88e-07, 1.65e-06, 3.54e-07, 1.14e-07, 1.50e-11, 2.47e-08, 1.68e-06, 3.11e-06, 2.43e-06, 1.91e-06, 4.73e-08, 0.00e+00, 9.48e-11, 7.44e-10, 0.00e+00, 4.18e-10, 3.28e-07, 2.55e-09] []
627500 [3.29e-07, 8.92e-07, 9.11e-07, 6.34e-07, 6.41e-07, 1.76e-06, 2.63e-07, 6.36e-11, 2.30e-13, 2.00e-12, 7.01e-07, 1.71e-06, 1.14e-06, 1.62e-09, 5.10e-09, 1.97e-09, 1.20e-09, 8.51e-10, 8.79e-10, 7.48e-12, 1.51e-08, 2.25e-10] [3.29e-07, 8.92e-07, 9.11e-07, 6.34e-07, 6.41e-07, 1.76e-06, 2.63e-07, 6.36e-11, 2.30e-13, 2.00e-12, 7.01e-07, 1.71e-06, 1.14e-06, 1.62e-09, 5.10e-09, 1.97e-09, 1.20e-09, 8.51e-10, 8.79e-10, 7.48e-12, 1.51e-08, 2.25e-10] []
627600 [3.47e-05, 1.01e-05, 3.80e-06, 1.55e-05, 5.09e-06, 4.96e-06, 3.04e-06, 1.89e-04, 4.31e-09, 7.57e-05, 6.98e-05, 3.76e-04, 3.24e-04, 1.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-04, 3.37e-08] [3.47e-05, 1.01e-05, 3.80e-06, 1.55e-05, 5.09e-06, 4.96e-06, 3.04e-06, 1.89e-04, 4.31e-09, 7.57e-05, 6.98e-05, 3.76e-04, 3.24e-04, 1.91e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.97e-04, 3.37e-08] []
627700 [3.03e-07, 8.14e-07, 8.53e-07, 5.84e-07, 5.75e-07, 1.65e-06, 2.26e-07, 4.03e-08, 5.67e-11, 1.11e-10, 6.33e-07, 1.65e-06, 1.17e-06, 2.89e-09, 2.56e-09, 3.10e-09, 4.46e-10, 3.39e-09, 4.65e-16, 4.04e-12, 1.86e-08, 2.64e-10] [3.03e-07, 8.14e-07, 8.53e-07, 5.84e-07, 5.75e-07, 1.65e-06, 2.26e-07, 4.03e-08, 5.67e-11, 1.11e-10, 6.33e-07, 1.65e-06, 1.17e-06, 2.89e-09, 2.56e-09, 3.10e-09, 4.46e-10, 3.39e-09, 4.65e-16, 4.04e-12, 1.86e-08, 2.64e-10] []
627800 [2.56e-07, 6.82e-07, 7.00e-07, 6.07e-07, 4.28e-07, 1.62e-06, 1.92e-07, 2.09e-08, 1.74e-10, 1.36e-08, 5.15e-07, 1.51e-06, 1.03e-06, 5.75e-07, 5.39e-13, 2.76e-10, 4.71e-13, 0.00e+00, 0.00e+00, 3.83e-12, 4.17e-08, 4.18e-10] [2.56e-07, 6.82e-07, 7.00e-07, 6.07e-07, 4.28e-07, 1.62e-06, 1.92e-07, 2.09e-08, 1.74e-10, 1.36e-08, 5.15e-07, 1.51e-06, 1.03e-06, 5.75e-07, 5.39e-13, 2.76e-10, 4.71e-13, 0.00e+00, 0.00e+00, 3.83e-12, 4.17e-08, 4.18e-10] []
627900 [2.67e-07, 7.29e-07, 8.94e-07, 4.89e-07, 7.50e-07, 1.62e-06, 2.21e-07, 1.28e-08, 2.50e-13, 2.54e-08, 7.71e-07, 1.76e-06, 1.46e-06, 2.64e-07, 1.09e-08, 4.15e-09, 2.32e-09, 1.99e-08, 3.51e-09, 1.96e-12, 2.67e-08, 5.69e-10] [2.67e-07, 7.29e-07, 8.94e-07, 4.89e-07, 7.50e-07, 1.62e-06, 2.21e-07, 1.28e-08, 2.50e-13, 2.54e-08, 7.71e-07, 1.76e-06, 1.46e-06, 2.64e-07, 1.09e-08, 4.15e-09, 2.32e-09, 1.99e-08, 3.51e-09, 1.96e-12, 2.67e-08, 5.69e-10] []
628000 [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10] [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.317256 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
628000 [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10] [2.35e-07, 6.06e-07, 7.21e-07, 5.51e-07, 5.06e-07, 1.58e-06, 1.81e-07, 1.81e-07, 2.33e-11, 6.55e-12, 4.76e-07, 1.36e-06, 9.41e-07, 1.17e-09, 1.77e-09, 4.10e-09, 1.14e-09, 1.13e-09, 1.12e-09, 1.22e-11, 1.52e-08, 3.18e-10] []
628100 [1.39e-06, 1.00e-06, 8.94e-07, 5.72e-07, 8.52e-07, 1.79e-06, 3.56e-07, 2.64e-06, 5.05e-08, 3.70e-07, 1.95e-06, 5.58e-06, 9.41e-06, 2.34e-05, 2.15e-07, 3.12e-07, 1.59e-07, 6.60e-08, 3.59e-07, 4.76e-09, 2.38e-06, 3.09e-08] [1.39e-06, 1.00e-06, 8.94e-07, 5.72e-07, 8.52e-07, 1.79e-06, 3.56e-07, 2.64e-06, 5.05e-08, 3.70e-07, 1.95e-06, 5.58e-06, 9.41e-06, 2.34e-05, 2.15e-07, 3.12e-07, 1.59e-07, 6.60e-08, 3.59e-07, 4.76e-09, 2.38e-06, 3.09e-08] []
628200 [2.31e-07, 5.85e-07, 7.09e-07, 5.16e-07, 5.35e-07, 1.54e-06, 1.89e-07, 9.81e-10, 6.77e-07, 4.57e-10, 4.75e-07, 1.40e-06, 9.89e-07, 2.61e-09, 2.57e-09, 6.04e-09, 2.38e-10, 6.33e-10, 6.85e-09, 8.97e-08, 4.30e-08, 5.04e-07] [2.31e-07, 5.85e-07, 7.09e-07, 5.16e-07, 5.35e-07, 1.54e-06, 1.89e-07, 9.81e-10, 6.77e-07, 4.57e-10, 4.75e-07, 1.40e-06, 9.89e-07, 2.61e-09, 2.57e-09, 6.04e-09, 2.38e-10, 6.33e-10, 6.85e-09, 8.97e-08, 4.30e-08, 5.04e-07] []
628300 [1.14e-06, 9.18e-07, 8.39e-07, 6.40e-07, 7.38e-07, 1.58e-06, 3.11e-07, 1.35e-05, 9.46e-08, 1.09e-06, 1.68e-06, 8.85e-06, 1.04e-05, 3.85e-05, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.59e-09, 1.89e-05, 4.89e-08] [1.14e-06, 9.18e-07, 8.39e-07, 6.40e-07, 7.38e-07, 1.58e-06, 3.11e-07, 1.35e-05, 9.46e-08, 1.09e-06, 1.68e-06, 8.85e-06, 1.04e-05, 3.85e-05, 0.00e+00, 1.96e-08, 0.00e+00, 0.00e+00, 0.00e+00, 7.59e-09, 1.89e-05, 4.89e-08] []
628400 [2.17e-07, 5.42e-07, 6.87e-07, 5.09e-07, 5.32e-07, 1.52e-06, 1.77e-07, 4.89e-09, 7.89e-10, 1.41e-10, 4.92e-07, 1.37e-06, 1.03e-06, 2.71e-08, 1.75e-09, 5.34e-09, 1.24e-09, 1.99e-09, 9.61e-09, 1.13e-11, 5.84e-08, 2.87e-10] [2.17e-07, 5.42e-07, 6.87e-07, 5.09e-07, 5.32e-07, 1.52e-06, 1.77e-07, 4.89e-09, 7.89e-10, 1.41e-10, 4.92e-07, 1.37e-06, 1.03e-06, 2.71e-08, 1.75e-09, 5.34e-09, 1.24e-09, 1.99e-09, 9.61e-09, 1.13e-11, 5.84e-08, 2.87e-10] []
628500 [3.10e-07, 6.25e-07, 8.29e-07, 4.50e-07, 7.26e-07, 1.55e-06, 2.16e-07, 2.62e-07, 2.45e-08, 1.53e-07, 7.92e-07, 2.55e-06, 2.74e-06, 4.42e-06, 3.56e-09, 0.00e+00, 0.00e+00, 3.23e-09, 0.00e+00, 0.00e+00, 4.63e-07, 2.69e-08] [3.10e-07, 6.25e-07, 8.29e-07, 4.50e-07, 7.26e-07, 1.55e-06, 2.16e-07, 2.62e-07, 2.45e-08, 1.53e-07, 7.92e-07, 2.55e-06, 2.74e-06, 4.42e-06, 3.56e-09, 0.00e+00, 0.00e+00, 3.23e-09, 0.00e+00, 0.00e+00, 4.63e-07, 2.69e-08] []
628600 [3.34e-06, 1.95e-06, 1.42e-06, 6.15e-06, 1.98e-06, 3.27e-06, 3.15e-06, 5.15e-05, 4.08e-06, 1.80e-06, 3.91e-05, 5.03e-05, 1.55e-04, 9.40e-05, 0.00e+00, 0.00e+00, 9.54e-10, 0.00e+00, 0.00e+00, 9.67e-07, 8.79e-05, 4.51e-06] [3.34e-06, 1.95e-06, 1.42e-06, 6.15e-06, 1.98e-06, 3.27e-06, 3.15e-06, 5.15e-05, 4.08e-06, 1.80e-06, 3.91e-05, 5.03e-05, 1.55e-04, 9.40e-05, 0.00e+00, 0.00e+00, 9.54e-10, 0.00e+00, 0.00e+00, 9.67e-07, 8.79e-05, 4.51e-06] []
628700 [2.20e-07, 5.62e-07, 7.87e-07, 5.43e-07, 5.42e-07, 1.53e-06, 2.34e-07, 9.47e-09, 2.12e-05, 7.83e-12, 5.49e-07, 1.53e-06, 1.15e-06, 4.15e-08, 2.33e-09, 7.44e-09, 5.31e-10, 3.25e-09, 5.16e-11, 4.76e-06, 3.21e-08, 2.11e-05] [2.20e-07, 5.62e-07, 7.87e-07, 5.43e-07, 5.42e-07, 1.53e-06, 2.34e-07, 9.47e-09, 2.12e-05, 7.83e-12, 5.49e-07, 1.53e-06, 1.15e-06, 4.15e-08, 2.33e-09, 7.44e-09, 5.31e-10, 3.25e-09, 5.16e-11, 4.76e-06, 3.21e-08, 2.11e-05] []
628800 [1.37e-06, 1.06e-06, 6.82e-07, 7.12e-07, 8.09e-07, 1.53e-06, 4.94e-07, 1.04e-05, 4.72e-06, 5.07e-07, 1.92e-05, 1.68e-05, 5.27e-05, 4.81e-05, 0.00e+00, 3.78e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-05, 4.33e-06] [1.37e-06, 1.06e-06, 6.82e-07, 7.12e-07, 8.09e-07, 1.53e-06, 4.94e-07, 1.04e-05, 4.72e-06, 5.07e-07, 1.92e-05, 1.68e-05, 5.27e-05, 4.81e-05, 0.00e+00, 3.78e-08, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.04e-05, 4.33e-06] []
628900 [2.19e-07, 5.70e-07, 7.27e-07, 5.58e-07, 5.06e-07, 1.54e-06, 2.05e-07, 5.33e-08, 3.76e-12, 1.24e-09, 4.76e-07, 1.40e-06, 9.61e-07, 3.18e-08, 2.77e-10, 1.81e-09, 1.42e-10, 2.13e-10, 3.23e-08, 2.31e-11, 2.04e-07, 2.79e-10] [2.19e-07, 5.70e-07, 7.27e-07, 5.58e-07, 5.06e-07, 1.54e-06, 2.05e-07, 5.33e-08, 3.76e-12, 1.24e-09, 4.76e-07, 1.40e-06, 9.61e-07, 3.18e-08, 2.77e-10, 1.81e-09, 1.42e-10, 2.13e-10, 3.23e-08, 2.31e-11, 2.04e-07, 2.79e-10] []
629000 [3.13e-07, 6.41e-07, 8.57e-07, 4.76e-07, 7.19e-07, 1.55e-06, 2.42e-07, 2.00e-07, 9.24e-08, 1.15e-07, 1.07e-06, 2.57e-06, 1.83e-06, 1.01e-06, 1.38e-10, 9.52e-10, 1.20e-09, 2.21e-09, 2.73e-11, 0.00e+00, 1.51e-08, 9.88e-08] [3.13e-07, 6.41e-07, 8.57e-07, 4.76e-07, 7.19e-07, 1.55e-06, 2.42e-07, 2.00e-07, 9.24e-08, 1.15e-07, 1.07e-06, 2.57e-06, 1.83e-06, 1.01e-06, 1.38e-10, 9.52e-10, 1.20e-09, 2.21e-09, 2.73e-11, 0.00e+00, 1.51e-08, 9.88e-08] []
629100 [8.32e-07, 5.55e-07, 7.62e-07, 6.00e-07, 5.48e-07, 1.63e-06, 2.16e-07, 3.12e-07, 2.21e-10, 7.13e-07, 2.38e-06, 5.32e-06, 1.38e-05, 3.13e-05, 3.10e-07, 2.38e-07, 2.43e-07, 2.15e-07, 4.72e-08, 1.70e-11, 3.11e-07, 2.58e-10] [8.32e-07, 5.55e-07, 7.62e-07, 6.00e-07, 5.48e-07, 1.63e-06, 2.16e-07, 3.12e-07, 2.21e-10, 7.13e-07, 2.38e-06, 5.32e-06, 1.38e-05, 3.13e-05, 3.10e-07, 2.38e-07, 2.43e-07, 2.15e-07, 4.72e-08, 1.70e-11, 3.11e-07, 2.58e-10] []
629200 [2.26e-07, 6.08e-07, 8.05e-07, 5.38e-07, 6.09e-07, 1.55e-06, 2.05e-07, 1.09e-07, 9.02e-09, 6.41e-12, 5.72e-07, 1.62e-06, 1.23e-06, 5.61e-08, 1.50e-09, 1.14e-09, 0.00e+00, 4.33e-09, 5.44e-09, 0.00e+00, 3.68e-08, 7.22e-09] [2.26e-07, 6.08e-07, 8.05e-07, 5.38e-07, 6.09e-07, 1.55e-06, 2.05e-07, 1.09e-07, 9.02e-09, 6.41e-12, 5.72e-07, 1.62e-06, 1.23e-06, 5.61e-08, 1.50e-09, 1.14e-09, 0.00e+00, 4.33e-09, 5.44e-09, 0.00e+00, 3.68e-08, 7.22e-09] []
629300 [1.00e-05, 4.77e-06, 4.38e-06, 4.44e-06, 2.18e-06, 3.10e-06, 1.98e-06, 5.16e-06, 8.45e-08, 1.74e-05, 3.70e-05, 1.49e-04, 8.21e-05, 6.78e-04, 1.50e-05, 9.54e-06, 1.12e-06, 3.28e-06, 6.48e-08, 1.93e-10, 3.23e-07, 2.00e-09] [1.00e-05, 4.77e-06, 4.38e-06, 4.44e-06, 2.18e-06, 3.10e-06, 1.98e-06, 5.16e-06, 8.45e-08, 1.74e-05, 3.70e-05, 1.49e-04, 8.21e-05, 6.78e-04, 1.50e-05, 9.54e-06, 1.12e-06, 3.28e-06, 6.48e-08, 1.93e-10, 3.23e-07, 2.00e-09] []
629400 [2.34e-07, 5.83e-07, 7.96e-07, 5.80e-07, 5.24e-07, 1.57e-06, 1.90e-07, 2.89e-07, 1.01e-12, 8.07e-11, 5.14e-07, 1.47e-06, 1.02e-06, 1.42e-08, 4.78e-10, 1.54e-09, 1.16e-10, 1.56e-11, 0.00e+00, 3.70e-12, 2.08e-07, 2.22e-10] [2.34e-07, 5.83e-07, 7.96e-07, 5.80e-07, 5.24e-07, 1.57e-06, 1.90e-07, 2.89e-07, 1.01e-12, 8.07e-11, 5.14e-07, 1.47e-06, 1.02e-06, 1.42e-08, 4.78e-10, 1.54e-09, 1.16e-10, 1.56e-11, 0.00e+00, 3.70e-12, 2.08e-07, 2.22e-10] []
629500 [2.03e-06, 1.35e-06, 7.20e-07, 9.70e-07, 7.82e-07, 1.70e-06, 5.54e-07, 1.77e-05, 9.91e-05, 3.86e-07, 2.99e-05, 2.99e-05, 1.09e-04, 8.72e-05, 0.00e+00, 2.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.13e-06, 5.48e-05, 2.74e-05] [2.03e-06, 1.35e-06, 7.20e-07, 9.70e-07, 7.82e-07, 1.70e-06, 5.54e-07, 1.77e-05, 9.91e-05, 3.86e-07, 2.99e-05, 2.99e-05, 1.09e-04, 8.72e-05, 0.00e+00, 2.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 6.13e-06, 5.48e-05, 2.74e-05] []
629600 [2.31e-07, 5.35e-07, 6.70e-07, 5.58e-07, 4.69e-07, 1.57e-06, 2.43e-07, 5.67e-09, 1.32e-09, 8.85e-09, 5.20e-07, 1.38e-06, 1.12e-06, 4.19e-07, 7.57e-09, 1.00e-08, 3.40e-09, 6.83e-09, 3.09e-11, 1.28e-11, 2.61e-08, 3.73e-10] [2.31e-07, 5.35e-07, 6.70e-07, 5.58e-07, 4.69e-07, 1.57e-06, 2.43e-07, 5.67e-09, 1.32e-09, 8.85e-09, 5.20e-07, 1.38e-06, 1.12e-06, 4.19e-07, 7.57e-09, 1.00e-08, 3.40e-09, 6.83e-09, 3.09e-11, 1.28e-11, 2.61e-08, 3.73e-10] []
629700 [2.58e-07, 5.81e-07, 8.04e-07, 5.34e-07, 6.20e-07, 1.59e-06, 2.40e-07, 1.95e-07, 2.65e-10, 3.50e-08, 1.33e-06, 2.24e-06, 3.27e-06, 1.13e-06, 4.43e-09, 0.00e+00, 0.00e+00, 6.04e-09, 0.00e+00, 3.07e-11, 2.21e-07, 3.25e-10] [2.58e-07, 5.81e-07, 8.04e-07, 5.34e-07, 6.20e-07, 1.59e-06, 2.40e-07, 1.95e-07, 2.65e-10, 3.50e-08, 1.33e-06, 2.24e-06, 3.27e-06, 1.13e-06, 4.43e-09, 0.00e+00, 0.00e+00, 6.04e-09, 0.00e+00, 3.07e-11, 2.21e-07, 3.25e-10] []
629800 [9.17e-06, 1.97e-06, 1.88e-06, 3.55e-06, 2.48e-06, 1.96e-06, 2.39e-06, 2.85e-06, 3.08e-07, 1.27e-05, 1.59e-05, 7.90e-05, 7.82e-05, 3.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-09, 2.14e-07, 1.49e-08, 1.44e-06, 9.23e-08] [9.17e-06, 1.97e-06, 1.88e-06, 3.55e-06, 2.48e-06, 1.96e-06, 2.39e-06, 2.85e-06, 3.08e-07, 1.27e-05, 1.59e-05, 7.90e-05, 7.82e-05, 3.65e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.71e-09, 2.14e-07, 1.49e-08, 1.44e-06, 9.23e-08] []
629900 [2.27e-07, 5.42e-07, 7.38e-07, 5.56e-07, 5.03e-07, 1.57e-06, 2.12e-07, 9.14e-09, 6.47e-11, 3.29e-09, 5.14e-07, 1.40e-06, 1.02e-06, 7.02e-08, 2.16e-09, 4.81e-09, 1.32e-09, 1.97e-09, 4.98e-11, 1.03e-13, 1.34e-07, 9.30e-10] [2.27e-07, 5.42e-07, 7.38e-07, 5.56e-07, 5.03e-07, 1.57e-06, 2.12e-07, 9.14e-09, 6.47e-11, 3.29e-09, 5.14e-07, 1.40e-06, 1.02e-06, 7.02e-08, 2.16e-09, 4.81e-09, 1.32e-09, 1.97e-09, 4.98e-11, 1.03e-13, 1.34e-07, 9.30e-10] []
630000 [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09] [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 57.697049 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
630000 [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09] [3.52e-07, 7.35e-07, 8.77e-07, 5.28e-07, 6.80e-07, 1.67e-06, 2.47e-07, 1.29e-06, 1.93e-08, 3.85e-08, 7.44e-07, 1.84e-06, 1.46e-06, 7.97e-07, 1.83e-09, 8.53e-09, 3.16e-09, 3.75e-09, 3.25e-07, 0.00e+00, 2.15e-06, 8.75e-09] []
630100 [8.62e-05, 2.73e-05, 8.33e-06, 1.69e-05, 6.55e-06, 1.43e-05, 3.13e-06, 5.29e-05, 3.97e-08, 1.14e-04, 1.31e-04, 8.58e-04, 9.15e-04, 4.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-04, 1.77e-07] [8.62e-05, 2.73e-05, 8.33e-06, 1.69e-05, 6.55e-06, 1.43e-05, 3.13e-06, 5.29e-05, 3.97e-08, 1.14e-04, 1.31e-04, 8.58e-04, 9.15e-04, 4.54e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-04, 1.77e-07] []
630200 [2.21e-07, 5.81e-07, 7.55e-07, 5.41e-07, 5.54e-07, 1.57e-06, 1.99e-07, 7.49e-10, 3.01e-09, 2.27e-09, 5.18e-07, 1.50e-06, 1.08e-06, 3.07e-07, 1.74e-10, 7.97e-11, 0.00e+00, 0.00e+00, 4.08e-12, 4.75e-10, 4.28e-08, 3.02e-09] [2.21e-07, 5.81e-07, 7.55e-07, 5.41e-07, 5.54e-07, 1.57e-06, 1.99e-07, 7.49e-10, 3.01e-09, 2.27e-09, 5.18e-07, 1.50e-06, 1.08e-06, 3.07e-07, 1.74e-10, 7.97e-11, 0.00e+00, 0.00e+00, 4.08e-12, 4.75e-10, 4.28e-08, 3.02e-09] []
630300 [1.21e-06, 9.83e-07, 8.78e-07, 6.69e-07, 7.21e-07, 1.46e-06, 4.61e-07, 4.08e-06, 5.69e-08, 8.35e-07, 2.18e-06, 6.68e-06, 4.00e-06, 5.65e-06, 2.68e-08, 7.09e-07, 5.36e-10, 6.73e-08, 8.94e-07, 9.25e-07, 5.66e-06, 4.27e-06] [1.21e-06, 9.83e-07, 8.78e-07, 6.69e-07, 7.21e-07, 1.46e-06, 4.61e-07, 4.08e-06, 5.69e-08, 8.35e-07, 2.18e-06, 6.68e-06, 4.00e-06, 5.65e-06, 2.68e-08, 7.09e-07, 5.36e-10, 6.73e-08, 8.94e-07, 9.25e-07, 5.66e-06, 4.27e-06] []
630400 [3.95e-07, 6.51e-07, 6.78e-07, 5.72e-07, 4.40e-07, 1.60e-06, 2.07e-07, 3.52e-09, 3.18e-10, 2.66e-07, 8.28e-07, 3.13e-06, 4.21e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.98e-11, 1.17e-11, 1.23e-08, 3.08e-10] [3.95e-07, 6.51e-07, 6.78e-07, 5.72e-07, 4.40e-07, 1.60e-06, 2.07e-07, 3.52e-09, 3.18e-10, 2.66e-07, 8.28e-07, 3.13e-06, 4.21e-06, 1.13e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.98e-11, 1.17e-11, 1.23e-08, 3.08e-10] []
630500 [2.44e-07, 5.67e-07, 7.69e-07, 5.37e-07, 5.92e-07, 1.58e-06, 2.23e-07, 9.31e-09, 1.16e-09, 1.54e-08, 6.13e-07, 1.56e-06, 1.32e-06, 5.40e-07, 5.20e-09, 1.69e-08, 4.65e-09, 7.83e-09, 1.94e-09, 0.00e+00, 1.90e-08, 2.15e-09] [2.44e-07, 5.67e-07, 7.69e-07, 5.37e-07, 5.92e-07, 1.58e-06, 2.23e-07, 9.31e-09, 1.16e-09, 1.54e-08, 6.13e-07, 1.56e-06, 1.32e-06, 5.40e-07, 5.20e-09, 1.69e-08, 4.65e-09, 7.83e-09, 1.94e-09, 0.00e+00, 1.90e-08, 2.15e-09] []
630600 [2.33e-06, 2.74e-06, 1.12e-06, 3.30e-06, 1.12e-06, 2.58e-06, 1.67e-06, 5.81e-05, 1.42e-07, 2.94e-06, 5.20e-06, 3.48e-05, 2.00e-05, 1.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.57e-09, 0.00e+00, 8.41e-09, 1.18e-04, 5.30e-08] [2.33e-06, 2.74e-06, 1.12e-06, 3.30e-06, 1.12e-06, 2.58e-06, 1.67e-06, 5.81e-05, 1.42e-07, 2.94e-06, 5.20e-06, 3.48e-05, 2.00e-05, 1.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 6.57e-09, 0.00e+00, 8.41e-09, 1.18e-04, 5.30e-08] []
630700 [2.19e-07, 5.47e-07, 6.88e-07, 5.42e-07, 5.01e-07, 1.60e-06, 1.98e-07, 1.14e-09, 7.99e-10, 1.50e-10, 5.00e-07, 1.30e-06, 8.83e-07, 1.74e-09, 1.33e-09, 2.48e-09, 3.84e-10, 6.20e-10, 9.72e-10, 1.28e-12, 1.48e-08, 7.33e-10] [2.19e-07, 5.47e-07, 6.88e-07, 5.42e-07, 5.01e-07, 1.60e-06, 1.98e-07, 1.14e-09, 7.99e-10, 1.50e-10, 5.00e-07, 1.30e-06, 8.83e-07, 1.74e-09, 1.33e-09, 2.48e-09, 3.84e-10, 6.20e-10, 9.72e-10, 1.28e-12, 1.48e-08, 7.33e-10] []
630800 [2.88e-07, 6.62e-07, 8.93e-07, 5.80e-07, 7.61e-07, 1.51e-06, 2.53e-07, 1.97e-06, 4.73e-05, 5.67e-08, 2.64e-06, 3.89e-06, 4.41e-06, 9.53e-07, 2.33e-09, 5.03e-08, 1.03e-09, 1.88e-08, 4.49e-07, 0.00e+00, 2.94e-06, 5.82e-05] [2.88e-07, 6.62e-07, 8.93e-07, 5.80e-07, 7.61e-07, 1.51e-06, 2.53e-07, 1.97e-06, 4.73e-05, 5.67e-08, 2.64e-06, 3.89e-06, 4.41e-06, 9.53e-07, 2.33e-09, 5.03e-08, 1.03e-09, 1.88e-08, 4.49e-07, 0.00e+00, 2.94e-06, 5.82e-05] []
630900 [2.31e-07, 5.77e-07, 6.74e-07, 5.79e-07, 4.57e-07, 1.64e-06, 1.89e-07, 6.62e-10, 7.68e-11, 6.61e-11, 5.17e-07, 1.22e-06, 7.97e-07, 1.35e-09, 1.31e-09, 3.55e-09, 2.07e-09, 1.44e-09, 9.25e-09, 3.71e-12, 5.56e-08, 5.50e-10] [2.31e-07, 5.77e-07, 6.74e-07, 5.79e-07, 4.57e-07, 1.64e-06, 1.89e-07, 6.62e-10, 7.68e-11, 6.61e-11, 5.17e-07, 1.22e-06, 7.97e-07, 1.35e-09, 1.31e-09, 3.55e-09, 2.07e-09, 1.44e-09, 9.25e-09, 3.71e-12, 5.56e-08, 5.50e-10] []
631000 [4.27e-07, 7.25e-07, 7.09e-07, 5.51e-07, 5.89e-07, 1.69e-06, 3.24e-07, 2.54e-08, 1.20e-05, 5.91e-08, 1.75e-06, 2.62e-06, 5.94e-06, 8.01e-06, 6.25e-09, 9.66e-08, 8.40e-08, 3.14e-09, 1.38e-10, 0.00e+00, 4.66e-08, 1.92e-05] [4.27e-07, 7.25e-07, 7.09e-07, 5.51e-07, 5.89e-07, 1.69e-06, 3.24e-07, 2.54e-08, 1.20e-05, 5.91e-08, 1.75e-06, 2.62e-06, 5.94e-06, 8.01e-06, 6.25e-09, 9.66e-08, 8.40e-08, 3.14e-09, 1.38e-10, 0.00e+00, 4.66e-08, 1.92e-05] []
631100 [2.32e-07, 5.53e-07, 6.10e-07, 5.73e-07, 3.84e-07, 1.61e-06, 2.51e-07, 5.73e-08, 1.48e-09, 3.59e-08, 5.54e-07, 1.51e-06, 1.37e-06, 1.58e-06, 0.00e+00, 5.22e-10, 6.83e-10, 0.00e+00, 0.00e+00, 1.62e-10, 2.58e-08, 9.74e-10] [2.32e-07, 5.53e-07, 6.10e-07, 5.73e-07, 3.84e-07, 1.61e-06, 2.51e-07, 5.73e-08, 1.48e-09, 3.59e-08, 5.54e-07, 1.51e-06, 1.37e-06, 1.58e-06, 0.00e+00, 5.22e-10, 6.83e-10, 0.00e+00, 0.00e+00, 1.62e-10, 2.58e-08, 9.74e-10] []
631200 [2.50e-07, 6.37e-07, 7.80e-07, 5.84e-07, 5.35e-07, 1.62e-06, 2.58e-07, 7.80e-09, 1.02e-09, 3.37e-09, 7.41e-07, 1.77e-06, 1.82e-06, 4.86e-07, 4.39e-09, 0.00e+00, 1.64e-10, 4.36e-09, 2.96e-09, 1.64e-10, 2.35e-08, 9.99e-10] [2.50e-07, 6.37e-07, 7.80e-07, 5.84e-07, 5.35e-07, 1.62e-06, 2.58e-07, 7.80e-09, 1.02e-09, 3.37e-09, 7.41e-07, 1.77e-06, 1.82e-06, 4.86e-07, 4.39e-09, 0.00e+00, 1.64e-10, 4.36e-09, 2.96e-09, 1.64e-10, 2.35e-08, 9.99e-10] []
631300 [7.06e-07, 5.37e-07, 6.70e-07, 6.10e-07, 4.62e-07, 1.69e-06, 2.57e-07, 1.03e-08, 5.46e-11, 5.57e-07, 1.85e-06, 4.24e-06, 9.36e-06, 2.31e-05, 2.56e-07, 1.84e-07, 1.76e-07, 1.72e-07, 4.98e-08, 1.89e-11, 3.20e-07, 3.47e-10] [7.06e-07, 5.37e-07, 6.70e-07, 6.10e-07, 4.62e-07, 1.69e-06, 2.57e-07, 1.03e-08, 5.46e-11, 5.57e-07, 1.85e-06, 4.24e-06, 9.36e-06, 2.31e-05, 2.56e-07, 1.84e-07, 1.76e-07, 1.72e-07, 4.98e-08, 1.89e-11, 3.20e-07, 3.47e-10] []
631400 [2.40e-07, 6.02e-07, 7.63e-07, 5.56e-07, 5.10e-07, 1.61e-06, 2.38e-07, 4.26e-09, 4.44e-15, 7.07e-09, 5.90e-07, 1.63e-06, 1.15e-06, 4.73e-07, 9.39e-10, 0.00e+00, 0.00e+00, 1.94e-09, 1.61e-10, 3.27e-10, 1.18e-08, 1.84e-09] [2.40e-07, 6.02e-07, 7.63e-07, 5.56e-07, 5.10e-07, 1.61e-06, 2.38e-07, 4.26e-09, 4.44e-15, 7.07e-09, 5.90e-07, 1.63e-06, 1.15e-06, 4.73e-07, 9.39e-10, 0.00e+00, 0.00e+00, 1.94e-09, 1.61e-10, 3.27e-10, 1.18e-08, 1.84e-09] []
631500 [2.23e-05, 3.74e-06, 2.32e-06, 2.76e-06, 2.44e-06, 3.75e-06, 1.04e-06, 1.31e-05, 6.21e-10, 3.17e-05, 6.38e-05, 1.74e-04, 4.12e-04, 1.24e-03, 1.84e-05, 1.58e-05, 1.08e-05, 9.50e-06, 4.44e-06, 1.53e-11, 2.52e-05, 3.35e-10] [2.23e-05, 3.74e-06, 2.32e-06, 2.76e-06, 2.44e-06, 3.75e-06, 1.04e-06, 1.31e-05, 6.21e-10, 3.17e-05, 6.38e-05, 1.74e-04, 4.12e-04, 1.24e-03, 1.84e-05, 1.58e-05, 1.08e-05, 9.50e-06, 4.44e-06, 1.53e-11, 2.52e-05, 3.35e-10] []
631600 [2.41e-07, 5.85e-07, 7.68e-07, 5.88e-07, 5.14e-07, 1.63e-06, 2.24e-07, 3.14e-08, 1.28e-09, 4.24e-09, 6.34e-07, 1.44e-06, 1.09e-06, 2.19e-07, 3.87e-09, 6.41e-09, 1.47e-10, 8.38e-09, 0.00e+00, 2.15e-10, 3.42e-08, 1.24e-09] [2.41e-07, 5.85e-07, 7.68e-07, 5.88e-07, 5.14e-07, 1.63e-06, 2.24e-07, 3.14e-08, 1.28e-09, 4.24e-09, 6.34e-07, 1.44e-06, 1.09e-06, 2.19e-07, 3.87e-09, 6.41e-09, 1.47e-10, 8.38e-09, 0.00e+00, 2.15e-10, 3.42e-08, 1.24e-09] []
631700 [5.86e-06, 1.78e-06, 1.81e-06, 3.56e-06, 2.85e-06, 2.24e-06, 1.98e-06, 9.56e-06, 2.36e-07, 1.86e-05, 7.77e-05, 1.06e-04, 3.08e-05, 3.20e-04, 0.00e+00, 0.00e+00, 6.20e-08, 2.11e-10, 2.13e-06, 1.91e-08, 1.27e-05, 1.16e-07] [5.86e-06, 1.78e-06, 1.81e-06, 3.56e-06, 2.85e-06, 2.24e-06, 1.98e-06, 9.56e-06, 2.36e-07, 1.86e-05, 7.77e-05, 1.06e-04, 3.08e-05, 3.20e-04, 0.00e+00, 0.00e+00, 6.20e-08, 2.11e-10, 2.13e-06, 1.91e-08, 1.27e-05, 1.16e-07] []
631800 [2.27e-07, 5.73e-07, 6.81e-07, 5.44e-07, 4.64e-07, 1.62e-06, 2.08e-07, 1.12e-07, 1.49e-10, 5.24e-09, 5.61e-07, 1.42e-06, 9.36e-07, 1.93e-07, 2.43e-13, 1.09e-09, 0.00e+00, 7.59e-12, 3.53e-08, 2.00e-11, 2.26e-07, 2.38e-10] [2.27e-07, 5.73e-07, 6.81e-07, 5.44e-07, 4.64e-07, 1.62e-06, 2.08e-07, 1.12e-07, 1.49e-10, 5.24e-09, 5.61e-07, 1.42e-06, 9.36e-07, 1.93e-07, 2.43e-13, 1.09e-09, 0.00e+00, 7.59e-12, 3.53e-08, 2.00e-11, 2.26e-07, 2.38e-10] []
631900 [7.16e-07, 7.68e-07, 9.13e-07, 5.35e-07, 5.69e-07, 1.67e-06, 4.60e-07, 7.00e-06, 1.91e-05, 1.80e-07, 4.54e-06, 5.42e-06, 4.01e-06, 2.51e-06, 1.57e-09, 2.34e-07, 0.00e+00, 1.24e-07, 0.00e+00, 3.53e-06, 9.56e-06, 1.57e-05] [7.16e-07, 7.68e-07, 9.13e-07, 5.35e-07, 5.69e-07, 1.67e-06, 4.60e-07, 7.00e-06, 1.91e-05, 1.80e-07, 4.54e-06, 5.42e-06, 4.01e-06, 2.51e-06, 1.57e-09, 2.34e-07, 0.00e+00, 1.24e-07, 0.00e+00, 3.53e-06, 9.56e-06, 1.57e-05] []
632000 [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10] [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.608268 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
632000 [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10] [5.29e-07, 6.71e-07, 6.22e-07, 5.52e-07, 4.07e-07, 1.65e-06, 1.99e-07, 1.95e-08, 8.56e-10, 4.05e-07, 1.37e-06, 4.02e-06, 8.05e-06, 1.82e-05, 0.00e+00, 0.00e+00, 9.71e-11, 0.00e+00, 1.06e-10, 1.72e-11, 7.04e-08, 3.20e-10] []
632100 [2.53e-07, 5.69e-07, 7.50e-07, 5.21e-07, 5.19e-07, 1.65e-06, 2.20e-07, 6.57e-08, 1.44e-08, 7.21e-09, 6.48e-07, 1.53e-06, 1.03e-06, 1.41e-07, 3.26e-09, 6.21e-09, 0.00e+00, 3.58e-09, 0.00e+00, 0.00e+00, 2.22e-07, 3.08e-09] [2.53e-07, 5.69e-07, 7.50e-07, 5.21e-07, 5.19e-07, 1.65e-06, 2.20e-07, 6.57e-08, 1.44e-08, 7.21e-09, 6.48e-07, 1.53e-06, 1.03e-06, 1.41e-07, 3.26e-09, 6.21e-09, 0.00e+00, 3.58e-09, 0.00e+00, 0.00e+00, 2.22e-07, 3.08e-09] []
632200 [4.05e-06, 2.11e-06, 3.30e-06, 2.02e-06, 1.06e-06, 1.82e-06, 1.18e-06, 4.37e-05, 1.04e-04, 2.09e-06, 1.27e-05, 3.14e-05, 7.74e-05, 1.36e-04, 2.22e-06, 7.26e-07, 1.91e-06, 1.04e-06, 0.00e+00, 0.00e+00, 3.20e-05, 1.63e-04] [4.05e-06, 2.11e-06, 3.30e-06, 2.02e-06, 1.06e-06, 1.82e-06, 1.18e-06, 4.37e-05, 1.04e-04, 2.09e-06, 1.27e-05, 3.14e-05, 7.74e-05, 1.36e-04, 2.22e-06, 7.26e-07, 1.91e-06, 1.04e-06, 0.00e+00, 0.00e+00, 3.20e-05, 1.63e-04] []
632300 [2.29e-07, 5.31e-07, 6.36e-07, 5.26e-07, 4.56e-07, 1.64e-06, 2.01e-07, 2.30e-07, 2.80e-09, 1.14e-09, 6.06e-07, 1.32e-06, 9.95e-07, 1.28e-07, 2.86e-09, 7.24e-09, 2.14e-09, 3.90e-09, 1.13e-08, 4.00e-10, 6.85e-08, 2.41e-09] [2.29e-07, 5.31e-07, 6.36e-07, 5.26e-07, 4.56e-07, 1.64e-06, 2.01e-07, 2.30e-07, 2.80e-09, 1.14e-09, 6.06e-07, 1.32e-06, 9.95e-07, 1.28e-07, 2.86e-09, 7.24e-09, 2.14e-09, 3.90e-09, 1.13e-08, 4.00e-10, 6.85e-08, 2.41e-09] []
632400 [5.00e-07, 6.98e-07, 7.42e-07, 5.78e-07, 5.26e-07, 1.56e-06, 2.54e-07, 1.08e-07, 1.14e-06, 1.65e-07, 7.53e-07, 2.96e-06, 2.40e-06, 5.46e-06, 1.30e-10, 0.00e+00, 0.00e+00, 1.05e-08, 8.98e-09, 0.00e+00, 5.56e-08, 2.59e-06] [5.00e-07, 6.98e-07, 7.42e-07, 5.78e-07, 5.26e-07, 1.56e-06, 2.54e-07, 1.08e-07, 1.14e-06, 1.65e-07, 7.53e-07, 2.96e-06, 2.40e-06, 5.46e-06, 1.30e-10, 0.00e+00, 0.00e+00, 1.05e-08, 8.98e-09, 0.00e+00, 5.56e-08, 2.59e-06] []
632500 [7.53e-06, 1.49e-06, 1.17e-06, 1.20e-06, 1.10e-06, 2.38e-06, 4.54e-07, 4.40e-06, 1.26e-09, 9.97e-06, 2.24e-05, 5.58e-05, 1.45e-04, 4.00e-04, 5.08e-06, 3.97e-06, 3.33e-06, 2.97e-06, 1.23e-06, 0.00e+00, 7.62e-06, 1.06e-08] [7.53e-06, 1.49e-06, 1.17e-06, 1.20e-06, 1.10e-06, 2.38e-06, 4.54e-07, 4.40e-06, 1.26e-09, 9.97e-06, 2.24e-05, 5.58e-05, 1.45e-04, 4.00e-04, 5.08e-06, 3.97e-06, 3.33e-06, 2.97e-06, 1.23e-06, 0.00e+00, 7.62e-06, 1.06e-08] []
632600 [2.35e-07, 5.86e-07, 7.23e-07, 5.30e-07, 4.97e-07, 1.63e-06, 2.18e-07, 7.79e-08, 7.99e-10, 1.69e-08, 5.92e-07, 1.56e-06, 1.03e-06, 5.09e-07, 3.18e-11, 7.36e-10, 0.00e+00, 1.18e-10, 0.00e+00, 4.47e-12, 4.30e-08, 1.05e-09] [2.35e-07, 5.86e-07, 7.23e-07, 5.30e-07, 4.97e-07, 1.63e-06, 2.18e-07, 7.79e-08, 7.99e-10, 1.69e-08, 5.92e-07, 1.56e-06, 1.03e-06, 5.09e-07, 3.18e-11, 7.36e-10, 0.00e+00, 1.18e-10, 0.00e+00, 4.47e-12, 4.30e-08, 1.05e-09] []
632700 [4.35e-05, 9.56e-06, 6.18e-06, 1.20e-05, 1.05e-05, 4.98e-06, 5.71e-06, 4.96e-06, 3.22e-05, 7.67e-05, 1.89e-04, 5.63e-04, 6.67e-04, 3.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 3.25e-06, 1.63e-05] [4.35e-05, 9.56e-06, 6.18e-06, 1.20e-05, 1.05e-05, 4.98e-06, 5.71e-06, 4.96e-06, 3.22e-05, 7.67e-05, 1.89e-04, 5.63e-04, 6.67e-04, 3.43e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.62e-06, 3.25e-06, 1.63e-05] []
632800 [2.42e-07, 6.34e-07, 7.73e-07, 5.62e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.56e-07, 1.11e-09, 4.05e-10, 5.94e-07, 1.35e-06, 8.65e-07, 4.41e-08, 1.87e-10, 1.06e-09, 0.00e+00, 6.06e-11, 2.28e-09, 1.29e-10, 2.47e-08, 7.65e-10] [2.42e-07, 6.34e-07, 7.73e-07, 5.62e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.56e-07, 1.11e-09, 4.05e-10, 5.94e-07, 1.35e-06, 8.65e-07, 4.41e-08, 1.87e-10, 1.06e-09, 0.00e+00, 6.06e-11, 2.28e-09, 1.29e-10, 2.47e-08, 7.65e-10] []
632900 [9.95e-06, 3.29e-06, 1.29e-06, 1.93e-06, 8.63e-07, 2.67e-06, 3.77e-07, 2.70e-06, 9.52e-09, 1.08e-05, 1.93e-05, 7.91e-05, 1.59e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-10, 6.48e-06, 3.17e-09] [9.95e-06, 3.29e-06, 1.29e-06, 1.93e-06, 8.63e-07, 2.67e-06, 3.77e-07, 2.70e-06, 9.52e-09, 1.08e-05, 1.93e-05, 7.91e-05, 1.59e-04, 4.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.36e-10, 6.48e-06, 3.17e-09] []
633000 [2.53e-07, 6.36e-07, 6.53e-07, 5.73e-07, 4.40e-07, 1.66e-06, 2.67e-07, 8.12e-11, 3.82e-08, 2.45e-09, 6.90e-07, 1.56e-06, 1.30e-06, 9.93e-08, 1.40e-09, 1.16e-09, 0.00e+00, 1.08e-09, 2.04e-08, 0.00e+00, 1.20e-07, 5.68e-07] [2.53e-07, 6.36e-07, 6.53e-07, 5.73e-07, 4.40e-07, 1.66e-06, 2.67e-07, 8.12e-11, 3.82e-08, 2.45e-09, 6.90e-07, 1.56e-06, 1.30e-06, 9.93e-08, 1.40e-09, 1.16e-09, 0.00e+00, 1.08e-09, 2.04e-08, 0.00e+00, 1.20e-07, 5.68e-07] []
633100 [2.62e-05, 7.47e-06, 2.85e-06, 4.36e-06, 1.77e-06, 4.51e-06, 6.62e-07, 8.43e-06, 1.73e-10, 2.75e-05, 4.79e-05, 2.07e-04, 3.90e-04, 1.27e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-12, 2.45e-05, 1.10e-09] [2.62e-05, 7.47e-06, 2.85e-06, 4.36e-06, 1.77e-06, 4.51e-06, 6.62e-07, 8.43e-06, 1.73e-10, 2.75e-05, 4.79e-05, 2.07e-04, 3.90e-04, 1.27e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 9.47e-12, 2.45e-05, 1.10e-09] []
633200 [2.50e-07, 5.86e-07, 7.10e-07, 5.41e-07, 4.63e-07, 1.65e-06, 2.33e-07, 1.42e-08, 1.82e-10, 6.91e-09, 6.30e-07, 1.44e-06, 9.43e-07, 5.75e-08, 1.55e-09, 5.70e-09, 0.00e+00, 5.46e-09, 8.11e-11, 2.58e-10, 1.37e-08, 1.47e-09] [2.50e-07, 5.86e-07, 7.10e-07, 5.41e-07, 4.63e-07, 1.65e-06, 2.33e-07, 1.42e-08, 1.82e-10, 6.91e-09, 6.30e-07, 1.44e-06, 9.43e-07, 5.75e-08, 1.55e-09, 5.70e-09, 0.00e+00, 5.46e-09, 8.11e-11, 2.58e-10, 1.37e-08, 1.47e-09] []
633300 [8.55e-06, 2.83e-06, 1.24e-06, 1.66e-06, 7.73e-07, 2.47e-06, 2.95e-07, 3.46e-06, 3.43e-10, 8.79e-06, 1.90e-05, 6.59e-05, 1.51e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 7.94e-06, 6.72e-10] [8.55e-06, 2.83e-06, 1.24e-06, 1.66e-06, 7.73e-07, 2.47e-06, 2.95e-07, 3.46e-06, 3.43e-10, 8.79e-06, 1.90e-05, 6.59e-05, 1.51e-04, 4.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 7.94e-06, 6.72e-10] []
633400 [2.73e-07, 5.94e-07, 7.59e-07, 5.42e-07, 4.75e-07, 1.67e-06, 2.18e-07, 3.30e-08, 1.51e-07, 1.87e-08, 7.76e-07, 1.53e-06, 9.94e-07, 3.29e-07, 4.55e-09, 1.15e-08, 0.00e+00, 1.36e-08, 0.00e+00, 0.00e+00, 7.03e-08, 5.30e-07] [2.73e-07, 5.94e-07, 7.59e-07, 5.42e-07, 4.75e-07, 1.67e-06, 2.18e-07, 3.30e-08, 1.51e-07, 1.87e-08, 7.76e-07, 1.53e-06, 9.94e-07, 3.29e-07, 4.55e-09, 1.15e-08, 0.00e+00, 1.36e-08, 0.00e+00, 0.00e+00, 7.03e-08, 5.30e-07] []
633500 [2.92e-06, 1.37e-06, 7.60e-07, 8.16e-07, 4.90e-07, 1.90e-06, 1.97e-07, 8.13e-07, 3.07e-10, 2.98e-06, 6.79e-06, 2.25e-05, 5.26e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-11, 1.90e-06, 5.09e-10] [2.92e-06, 1.37e-06, 7.60e-07, 8.16e-07, 4.90e-07, 1.90e-06, 1.97e-07, 8.13e-07, 3.07e-10, 2.98e-06, 6.79e-06, 2.25e-05, 5.26e-05, 1.40e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.75e-11, 1.90e-06, 5.09e-10] []
633600 [2.43e-07, 5.69e-07, 7.05e-07, 5.04e-07, 4.65e-07, 1.64e-06, 1.99e-07, 3.08e-07, 4.05e-09, 2.88e-10, 6.11e-07, 1.43e-06, 9.44e-07, 3.64e-08, 2.19e-09, 6.94e-09, 0.00e+00, 9.22e-09, 2.02e-08, 0.00e+00, 1.23e-07, 2.49e-09] [2.43e-07, 5.69e-07, 7.05e-07, 5.04e-07, 4.65e-07, 1.64e-06, 1.99e-07, 3.08e-07, 4.05e-09, 2.88e-10, 6.11e-07, 1.43e-06, 9.44e-07, 3.64e-08, 2.19e-09, 6.94e-09, 0.00e+00, 9.22e-09, 2.02e-08, 0.00e+00, 1.23e-07, 2.49e-09] []
633700 [6.74e-06, 2.13e-06, 3.56e-06, 6.07e-06, 1.50e-06, 4.50e-06, 1.78e-06, 1.55e-04, 1.14e-06, 5.78e-06, 1.73e-05, 6.72e-05, 2.93e-05, 1.28e-04, 3.34e-06, 3.34e-07, 1.38e-07, 2.01e-07, 2.17e-05, 0.00e+00, 1.13e-04, 5.49e-07] [6.74e-06, 2.13e-06, 3.56e-06, 6.07e-06, 1.50e-06, 4.50e-06, 1.78e-06, 1.55e-04, 1.14e-06, 5.78e-06, 1.73e-05, 6.72e-05, 2.93e-05, 1.28e-04, 3.34e-06, 3.34e-07, 1.38e-07, 2.01e-07, 2.17e-05, 0.00e+00, 1.13e-04, 5.49e-07] []
633800 [2.50e-07, 5.64e-07, 6.62e-07, 4.63e-07, 4.71e-07, 1.70e-06, 1.79e-07, 3.35e-11, 4.04e-06, 3.83e-08, 1.09e-06, 1.73e-06, 1.16e-06, 3.51e-07, 3.61e-09, 3.23e-09, 2.55e-11, 2.46e-08, 0.00e+00, 0.00e+00, 2.08e-07, 4.78e-06] [2.50e-07, 5.64e-07, 6.62e-07, 4.63e-07, 4.71e-07, 1.70e-06, 1.79e-07, 3.35e-11, 4.04e-06, 3.83e-08, 1.09e-06, 1.73e-06, 1.16e-06, 3.51e-07, 3.61e-09, 3.23e-09, 2.55e-11, 2.46e-08, 0.00e+00, 0.00e+00, 2.08e-07, 4.78e-06] []
633900 [4.04e-06, 2.92e-06, 8.77e-07, 1.54e-06, 2.77e-06, 2.06e-06, 1.86e-06, 2.62e-05, 1.42e-06, 2.99e-08, 2.14e-05, 4.20e-05, 2.88e-05, 5.94e-05, 1.57e-07, 1.73e-06, 7.71e-07, 3.92e-09, 0.00e+00, 2.60e-07, 7.50e-05, 1.32e-06] [4.04e-06, 2.92e-06, 8.77e-07, 1.54e-06, 2.77e-06, 2.06e-06, 1.86e-06, 2.62e-05, 1.42e-06, 2.99e-08, 2.14e-05, 4.20e-05, 2.88e-05, 5.94e-05, 1.57e-07, 1.73e-06, 7.71e-07, 3.92e-09, 0.00e+00, 2.60e-07, 7.50e-05, 1.32e-06] []
634000 [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10] [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.467412 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
634000 [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10] [2.45e-07, 6.21e-07, 7.49e-07, 5.28e-07, 4.65e-07, 1.67e-06, 1.61e-07, 1.42e-07, 7.86e-10, 1.85e-10, 5.64e-07, 1.20e-06, 7.39e-07, 2.55e-08, 1.16e-09, 3.52e-09, 3.31e-11, 1.20e-09, 1.33e-10, 5.14e-11, 1.51e-08, 3.89e-10] []
634100 [1.30e-04, 2.29e-05, 1.41e-05, 1.84e-05, 2.12e-05, 1.57e-05, 1.16e-05, 8.56e-05, 1.02e-07, 2.69e-04, 3.77e-04, 1.47e-03, 1.62e-03, 8.93e-03, 1.55e-04, 2.46e-04, 5.68e-05, 5.44e-05, 2.34e-05, 6.93e-08, 1.18e-04, 3.82e-07] [1.30e-04, 2.29e-05, 1.41e-05, 1.84e-05, 2.12e-05, 1.57e-05, 1.16e-05, 8.56e-05, 1.02e-07, 2.69e-04, 3.77e-04, 1.47e-03, 1.62e-03, 8.93e-03, 1.55e-04, 2.46e-04, 5.68e-05, 5.44e-05, 2.34e-05, 6.93e-08, 1.18e-04, 3.82e-07] []
634200 [2.46e-07, 6.42e-07, 7.92e-07, 5.14e-07, 4.97e-07, 1.66e-06, 1.57e-07, 1.34e-07, 7.72e-12, 6.24e-10, 5.73e-07, 1.33e-06, 9.07e-07, 1.96e-07, 2.33e-09, 1.63e-09, 1.74e-12, 3.55e-10, 1.47e-08, 2.47e-11, 8.93e-08, 2.39e-10] [2.46e-07, 6.42e-07, 7.92e-07, 5.14e-07, 4.97e-07, 1.66e-06, 1.57e-07, 1.34e-07, 7.72e-12, 6.24e-10, 5.73e-07, 1.33e-06, 9.07e-07, 1.96e-07, 2.33e-09, 1.63e-09, 1.74e-12, 3.55e-10, 1.47e-08, 2.47e-11, 8.93e-08, 2.39e-10] []
634300 [2.94e-07, 6.07e-07, 5.20e-07, 4.10e-07, 4.05e-07, 1.66e-06, 1.07e-07, 1.09e-08, 4.99e-08, 1.21e-07, 6.90e-07, 1.84e-06, 2.72e-06, 5.68e-06, 0.00e+00, 5.81e-10, 3.38e-09, 0.00e+00, 7.84e-09, 0.00e+00, 4.95e-08, 4.15e-08] [2.94e-07, 6.07e-07, 5.20e-07, 4.10e-07, 4.05e-07, 1.66e-06, 1.07e-07, 1.09e-08, 4.99e-08, 1.21e-07, 6.90e-07, 1.84e-06, 2.72e-06, 5.68e-06, 0.00e+00, 5.81e-10, 3.38e-09, 0.00e+00, 7.84e-09, 0.00e+00, 4.95e-08, 4.15e-08] []
634400 [2.41e-07, 5.71e-07, 6.52e-07, 4.50e-07, 4.92e-07, 1.63e-06, 1.98e-07, 3.10e-07, 1.19e-07, 1.76e-08, 5.81e-07, 1.46e-06, 1.06e-06, 1.21e-07, 6.36e-09, 1.11e-08, 5.29e-09, 6.03e-09, 5.07e-11, 0.00e+00, 1.54e-08, 3.79e-06] [2.41e-07, 5.71e-07, 6.52e-07, 4.50e-07, 4.92e-07, 1.63e-06, 1.98e-07, 3.10e-07, 1.19e-07, 1.76e-08, 5.81e-07, 1.46e-06, 1.06e-06, 1.21e-07, 6.36e-09, 1.11e-08, 5.29e-09, 6.03e-09, 5.07e-11, 0.00e+00, 1.54e-08, 3.79e-06] []
634500 [1.52e-06, 1.18e-06, 4.11e-06, 8.03e-06, 2.48e-06, 2.74e-06, 3.77e-06, 8.95e-05, 1.32e-08, 4.84e-06, 4.71e-05, 4.13e-05, 4.59e-05, 7.33e-06, 0.00e+00, 4.18e-08, 2.09e-07, 1.37e-07, 2.51e-05, 0.00e+00, 1.25e-04, 3.27e-08] [1.52e-06, 1.18e-06, 4.11e-06, 8.03e-06, 2.48e-06, 2.74e-06, 3.77e-06, 8.95e-05, 1.32e-08, 4.84e-06, 4.71e-05, 4.13e-05, 4.59e-05, 7.33e-06, 0.00e+00, 4.18e-08, 2.09e-07, 1.37e-07, 2.51e-05, 0.00e+00, 1.25e-04, 3.27e-08] []
634600 [2.31e-07, 5.77e-07, 6.81e-07, 4.53e-07, 4.88e-07, 1.64e-06, 1.58e-07, 7.24e-09, 6.72e-12, 1.70e-09, 5.39e-07, 1.21e-06, 7.78e-07, 2.35e-08, 1.34e-09, 3.77e-09, 0.00e+00, 3.64e-09, 0.00e+00, 2.04e-11, 1.29e-07, 2.93e-10] [2.31e-07, 5.77e-07, 6.81e-07, 4.53e-07, 4.88e-07, 1.64e-06, 1.58e-07, 7.24e-09, 6.72e-12, 1.70e-09, 5.39e-07, 1.21e-06, 7.78e-07, 2.35e-08, 1.34e-09, 3.77e-09, 0.00e+00, 3.64e-09, 0.00e+00, 2.04e-11, 1.29e-07, 2.93e-10] []
634700 [4.01e-06, 2.96e-06, 2.48e-06, 2.66e-06, 9.55e-07, 2.02e-06, 9.64e-07, 3.68e-07, 2.75e-09, 6.97e-06, 3.60e-05, 7.79e-05, 2.94e-05, 2.44e-04, 3.00e-06, 2.18e-06, 3.74e-07, 1.25e-06, 2.01e-09, 2.89e-08, 2.68e-06, 1.65e-07] [4.01e-06, 2.96e-06, 2.48e-06, 2.66e-06, 9.55e-07, 2.02e-06, 9.64e-07, 3.68e-07, 2.75e-09, 6.97e-06, 3.60e-05, 7.79e-05, 2.94e-05, 2.44e-04, 3.00e-06, 2.18e-06, 3.74e-07, 1.25e-06, 2.01e-09, 2.89e-08, 2.68e-06, 1.65e-07] []
634800 [2.23e-07, 5.72e-07, 6.53e-07, 4.28e-07, 4.86e-07, 1.64e-06, 1.32e-07, 4.05e-08, 1.03e-10, 3.56e-10, 5.01e-07, 1.10e-06, 7.24e-07, 1.80e-08, 1.31e-09, 3.23e-09, 3.44e-10, 1.45e-09, 1.55e-09, 2.17e-11, 1.76e-08, 2.76e-10] [2.23e-07, 5.72e-07, 6.53e-07, 4.28e-07, 4.86e-07, 1.64e-06, 1.32e-07, 4.05e-08, 1.03e-10, 3.56e-10, 5.01e-07, 1.10e-06, 7.24e-07, 1.80e-08, 1.31e-09, 3.23e-09, 3.44e-10, 1.45e-09, 1.55e-09, 2.17e-11, 1.76e-08, 2.76e-10] []
634900 [1.93e-06, 1.30e-06, 7.36e-07, 1.70e-06, 1.84e-06, 1.59e-06, 1.20e-06, 9.05e-06, 9.09e-08, 7.63e-08, 4.52e-06, 1.71e-05, 2.97e-05, 5.76e-05, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 2.67e-08] [1.93e-06, 1.30e-06, 7.36e-07, 1.70e-06, 1.84e-06, 1.59e-06, 1.20e-06, 9.05e-06, 9.09e-08, 7.63e-08, 4.52e-06, 1.71e-05, 2.97e-05, 5.76e-05, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.26e-05, 2.67e-08] []
635000 [2.25e-07, 5.89e-07, 6.67e-07, 4.33e-07, 4.85e-07, 1.64e-06, 1.12e-07, 1.41e-07, 6.22e-10, 8.26e-11, 4.83e-07, 1.06e-06, 6.79e-07, 6.30e-09, 1.03e-09, 2.75e-09, 9.28e-10, 1.18e-09, 8.16e-11, 4.10e-12, 1.50e-08, 2.84e-10] [2.25e-07, 5.89e-07, 6.67e-07, 4.33e-07, 4.85e-07, 1.64e-06, 1.12e-07, 1.41e-07, 6.22e-10, 8.26e-11, 4.83e-07, 1.06e-06, 6.79e-07, 6.30e-09, 1.03e-09, 2.75e-09, 9.28e-10, 1.18e-09, 8.16e-11, 4.10e-12, 1.50e-08, 2.84e-10] []
635100 [2.19e-06, 1.55e-06, 9.71e-07, 1.39e-06, 1.01e-06, 1.70e-06, 7.50e-07, 1.56e-05, 1.25e-05, 2.79e-08, 4.75e-05, 3.73e-05, 1.21e-04, 4.16e-05, 0.00e+00, 3.74e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-06, 2.56e-05, 1.21e-05] [2.19e-06, 1.55e-06, 9.71e-07, 1.39e-06, 1.01e-06, 1.70e-06, 7.50e-07, 1.56e-05, 1.25e-05, 2.79e-08, 4.75e-05, 3.73e-05, 1.21e-04, 4.16e-05, 0.00e+00, 3.74e-07, 0.00e+00, 0.00e+00, 0.00e+00, 2.74e-06, 2.56e-05, 1.21e-05] []
635200 [2.16e-07, 5.76e-07, 6.19e-07, 4.13e-07, 4.85e-07, 1.62e-06, 1.06e-07, 9.06e-08, 2.84e-07, 2.17e-10, 4.61e-07, 1.03e-06, 6.64e-07, 2.41e-08, 6.09e-10, 1.73e-09, 8.29e-10, 1.12e-09, 3.62e-09, 0.00e+00, 3.01e-08, 2.23e-07] [2.16e-07, 5.76e-07, 6.19e-07, 4.13e-07, 4.85e-07, 1.62e-06, 1.06e-07, 9.06e-08, 2.84e-07, 2.17e-10, 4.61e-07, 1.03e-06, 6.64e-07, 2.41e-08, 6.09e-10, 1.73e-09, 8.29e-10, 1.12e-09, 3.62e-09, 0.00e+00, 3.01e-08, 2.23e-07] []
635300 [1.03e-06, 9.16e-07, 9.55e-07, 8.78e-07, 4.38e-07, 1.78e-06, 3.24e-07, 6.23e-07, 4.41e-08, 1.75e-06, 2.21e-06, 4.62e-06, 5.11e-06, 2.14e-05, 1.30e-07, 2.03e-07, 1.20e-07, 2.24e-07, 1.64e-07, 5.25e-09, 1.11e-06, 3.43e-08] [1.03e-06, 9.16e-07, 9.55e-07, 8.78e-07, 4.38e-07, 1.78e-06, 3.24e-07, 6.23e-07, 4.41e-08, 1.75e-06, 2.21e-06, 4.62e-06, 5.11e-06, 2.14e-05, 1.30e-07, 2.03e-07, 1.20e-07, 2.24e-07, 1.64e-07, 5.25e-09, 1.11e-06, 3.43e-08] []
635400 [2.13e-07, 5.26e-07, 5.47e-07, 3.88e-07, 4.56e-07, 1.61e-06, 1.11e-07, 1.82e-07, 2.74e-06, 2.74e-09, 4.78e-07, 9.60e-07, 7.14e-07, 2.02e-07, 7.22e-09, 8.13e-09, 6.37e-09, 1.00e-08, 0.00e+00, 6.20e-07, 6.75e-08, 3.12e-06] [2.13e-07, 5.26e-07, 5.47e-07, 3.88e-07, 4.56e-07, 1.61e-06, 1.11e-07, 1.82e-07, 2.74e-06, 2.74e-09, 4.78e-07, 9.60e-07, 7.14e-07, 2.02e-07, 7.22e-09, 8.13e-09, 6.37e-09, 1.00e-08, 0.00e+00, 6.20e-07, 6.75e-08, 3.12e-06] []
635500 [2.78e-07, 6.72e-07, 8.88e-07, 5.13e-07, 5.72e-07, 1.61e-06, 1.66e-07, 1.51e-07, 4.07e-09, 1.81e-08, 7.05e-07, 1.71e-06, 1.19e-06, 1.62e-07, 1.21e-08, 1.03e-08, 1.40e-08, 2.18e-08, 7.68e-09, 9.58e-11, 4.80e-08, 6.83e-10] [2.78e-07, 6.72e-07, 8.88e-07, 5.13e-07, 5.72e-07, 1.61e-06, 1.66e-07, 1.51e-07, 4.07e-09, 1.81e-08, 7.05e-07, 1.71e-06, 1.19e-06, 1.62e-07, 1.21e-08, 1.03e-08, 1.40e-08, 2.18e-08, 7.68e-09, 9.58e-11, 4.80e-08, 6.83e-10] []
635600 [2.19e-07, 5.46e-07, 5.53e-07, 3.92e-07, 4.50e-07, 1.63e-06, 9.16e-08, 3.37e-08, 4.58e-12, 5.41e-09, 4.50e-07, 9.16e-07, 6.48e-07, 1.83e-07, 5.36e-09, 8.00e-09, 8.23e-09, 6.40e-09, 1.84e-10, 6.15e-13, 1.70e-07, 8.53e-10] [2.19e-07, 5.46e-07, 5.53e-07, 3.92e-07, 4.50e-07, 1.63e-06, 9.16e-08, 3.37e-08, 4.58e-12, 5.41e-09, 4.50e-07, 9.16e-07, 6.48e-07, 1.83e-07, 5.36e-09, 8.00e-09, 8.23e-09, 6.40e-09, 1.84e-10, 6.15e-13, 1.70e-07, 8.53e-10] []
635700 [2.70e-07, 6.38e-07, 8.45e-07, 4.81e-07, 5.53e-07, 1.62e-06, 1.46e-07, 2.95e-08, 3.15e-08, 1.42e-08, 8.75e-07, 1.73e-06, 2.13e-06, 7.68e-07, 7.62e-09, 2.73e-10, 0.00e+00, 2.47e-08, 1.74e-09, 1.69e-09, 1.80e-08, 1.25e-08] [2.70e-07, 6.38e-07, 8.45e-07, 4.81e-07, 5.53e-07, 1.62e-06, 1.46e-07, 2.95e-08, 3.15e-08, 1.42e-08, 8.75e-07, 1.73e-06, 2.13e-06, 7.68e-07, 7.62e-09, 2.73e-10, 0.00e+00, 2.47e-08, 1.74e-09, 1.69e-09, 1.80e-08, 1.25e-08] []
635800 [1.44e-06, 9.83e-07, 5.87e-07, 5.07e-07, 4.65e-07, 1.71e-06, 1.13e-07, 9.81e-07, 3.34e-07, 1.38e-06, 3.45e-06, 1.14e-05, 2.54e-05, 6.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 3.64e-07] [1.44e-06, 9.83e-07, 5.87e-07, 5.07e-07, 4.65e-07, 1.71e-06, 1.13e-07, 9.81e-07, 3.34e-07, 1.38e-06, 3.45e-06, 1.14e-05, 2.54e-05, 6.75e-05, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.92e-06, 3.64e-07] []
635900 [2.15e-07, 5.85e-07, 6.60e-07, 4.23e-07, 5.01e-07, 1.57e-06, 1.36e-07, 3.37e-08, 1.87e-06, 3.12e-08, 4.91e-07, 1.28e-06, 1.06e-06, 4.70e-07, 4.01e-09, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 1.76e-09, 6.03e-08, 2.54e-08] [2.15e-07, 5.85e-07, 6.60e-07, 4.23e-07, 5.01e-07, 1.57e-06, 1.36e-07, 3.37e-08, 1.87e-06, 3.12e-08, 4.91e-07, 1.28e-06, 1.06e-06, 4.70e-07, 4.01e-09, 0.00e+00, 0.00e+00, 1.85e-10, 0.00e+00, 1.76e-09, 6.03e-08, 2.54e-08] []
636000 [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07] [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.211188 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
636000 [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07] [5.65e-06, 2.31e-06, 3.04e-06, 4.67e-06, 1.81e-06, 2.23e-06, 1.69e-06, 4.66e-05, 1.31e-07, 1.27e-05, 4.21e-05, 1.10e-04, 4.66e-05, 3.48e-04, 5.94e-06, 4.40e-06, 2.44e-08, 2.62e-07, 2.86e-06, 7.54e-08, 1.69e-05, 4.17e-07] []
636100 [2.13e-07, 5.62e-07, 6.22e-07, 4.11e-07, 4.80e-07, 1.57e-06, 1.09e-07, 1.55e-07, 9.81e-10, 6.09e-10, 4.44e-07, 1.01e-06, 6.90e-07, 2.04e-08, 1.63e-09, 4.02e-09, 3.96e-10, 2.08e-09, 5.03e-10, 2.24e-15, 1.56e-08, 1.18e-09] [2.13e-07, 5.62e-07, 6.22e-07, 4.11e-07, 4.80e-07, 1.57e-06, 1.09e-07, 1.55e-07, 9.81e-10, 6.09e-10, 4.44e-07, 1.01e-06, 6.90e-07, 2.04e-08, 1.63e-09, 4.02e-09, 3.96e-10, 2.08e-09, 5.03e-10, 2.24e-15, 1.56e-08, 1.18e-09] []
636200 [4.86e-07, 6.66e-07, 9.18e-07, 7.04e-07, 4.35e-07, 1.54e-06, 3.17e-07, 5.01e-08, 4.23e-08, 1.96e-07, 2.58e-06, 3.67e-06, 2.16e-06, 3.19e-06, 3.88e-09, 5.47e-08, 1.13e-09, 1.31e-08, 0.00e+00, 0.00e+00, 6.60e-08, 2.06e-08] [4.86e-07, 6.66e-07, 9.18e-07, 7.04e-07, 4.35e-07, 1.54e-06, 3.17e-07, 5.01e-08, 4.23e-08, 1.96e-07, 2.58e-06, 3.67e-06, 2.16e-06, 3.19e-06, 3.88e-09, 5.47e-08, 1.13e-09, 1.31e-08, 0.00e+00, 0.00e+00, 6.60e-08, 2.06e-08] []
636300 [3.09e-07, 5.26e-07, 5.67e-07, 3.85e-07, 4.78e-07, 1.60e-06, 9.17e-08, 2.41e-08, 1.34e-12, 1.06e-07, 6.74e-07, 1.39e-06, 2.16e-06, 4.39e-06, 4.97e-08, 4.32e-08, 3.09e-08, 4.25e-08, 9.72e-10, 1.99e-12, 1.47e-08, 3.81e-10] [3.09e-07, 5.26e-07, 5.67e-07, 3.85e-07, 4.78e-07, 1.60e-06, 9.17e-08, 2.41e-08, 1.34e-12, 1.06e-07, 6.74e-07, 1.39e-06, 2.16e-06, 4.39e-06, 4.97e-08, 4.32e-08, 3.09e-08, 4.25e-08, 9.72e-10, 1.99e-12, 1.47e-08, 3.81e-10] []
636400 [2.48e-07, 6.19e-07, 7.96e-07, 4.82e-07, 5.19e-07, 1.55e-06, 1.30e-07, 3.42e-07, 5.34e-06, 5.51e-08, 6.91e-07, 1.40e-06, 9.84e-07, 6.15e-07, 1.18e-08, 6.19e-09, 1.23e-09, 1.02e-08, 4.28e-08, 0.00e+00, 2.81e-07, 6.63e-06] [2.48e-07, 6.19e-07, 7.96e-07, 4.82e-07, 5.19e-07, 1.55e-06, 1.30e-07, 3.42e-07, 5.34e-06, 5.51e-08, 6.91e-07, 1.40e-06, 9.84e-07, 6.15e-07, 1.18e-08, 6.19e-09, 1.23e-09, 1.02e-08, 4.28e-08, 0.00e+00, 2.81e-07, 6.63e-06] []
636500 [8.97e-05, 1.56e-05, 9.79e-06, 1.24e-05, 1.40e-05, 1.09e-05, 8.25e-06, 7.14e-05, 2.00e-07, 1.82e-04, 2.63e-04, 9.95e-04, 1.19e-03, 6.14e-03, 9.97e-05, 1.53e-04, 3.94e-05, 3.60e-05, 2.44e-05, 5.88e-08, 1.23e-04, 3.32e-07] [8.97e-05, 1.56e-05, 9.79e-06, 1.24e-05, 1.40e-05, 1.09e-05, 8.25e-06, 7.14e-05, 2.00e-07, 1.82e-04, 2.63e-04, 9.95e-04, 1.19e-03, 6.14e-03, 9.97e-05, 1.53e-04, 3.94e-05, 3.60e-05, 2.44e-05, 5.88e-08, 1.23e-04, 3.32e-07] []
636600 [2.15e-07, 6.01e-07, 6.90e-07, 4.30e-07, 5.08e-07, 1.55e-06, 1.18e-07, 6.99e-08, 3.41e-09, 4.22e-10, 4.61e-07, 1.10e-06, 7.42e-07, 1.09e-08, 1.09e-09, 2.27e-09, 1.25e-10, 4.77e-10, 2.08e-08, 0.00e+00, 1.28e-07, 6.76e-09] [2.15e-07, 6.01e-07, 6.90e-07, 4.30e-07, 5.08e-07, 1.55e-06, 1.18e-07, 6.99e-08, 3.41e-09, 4.22e-10, 4.61e-07, 1.10e-06, 7.42e-07, 1.09e-08, 1.09e-09, 2.27e-09, 1.25e-10, 4.77e-10, 2.08e-08, 0.00e+00, 1.28e-07, 6.76e-09] []
636700 [8.37e-06, 3.28e-06, 2.02e-06, 1.53e-06, 1.31e-06, 2.22e-06, 8.84e-07, 1.16e-05, 7.86e-08, 1.90e-05, 3.83e-05, 9.83e-05, 2.39e-05, 3.14e-04, 7.46e-06, 6.87e-06, 8.20e-07, 6.14e-07, 1.35e-06, 1.23e-08, 8.37e-06, 7.83e-08] [8.37e-06, 3.28e-06, 2.02e-06, 1.53e-06, 1.31e-06, 2.22e-06, 8.84e-07, 1.16e-05, 7.86e-08, 1.90e-05, 3.83e-05, 9.83e-05, 2.39e-05, 3.14e-04, 7.46e-06, 6.87e-06, 8.20e-07, 6.14e-07, 1.35e-06, 1.23e-08, 8.37e-06, 7.83e-08] []
636800 [2.12e-07, 5.65e-07, 6.18e-07, 4.03e-07, 4.87e-07, 1.56e-06, 9.89e-08, 1.28e-08, 4.37e-10, 3.50e-11, 4.29e-07, 9.76e-07, 6.46e-07, 5.99e-09, 7.82e-10, 2.72e-09, 1.34e-10, 1.62e-09, 0.00e+00, 1.05e-10, 4.86e-08, 6.45e-10] [2.12e-07, 5.65e-07, 6.18e-07, 4.03e-07, 4.87e-07, 1.56e-06, 9.89e-08, 1.28e-08, 4.37e-10, 3.50e-11, 4.29e-07, 9.76e-07, 6.46e-07, 5.99e-09, 7.82e-10, 2.72e-09, 1.34e-10, 1.62e-09, 0.00e+00, 1.05e-10, 4.86e-08, 6.45e-10] []
636900 [5.91e-07, 8.28e-07, 9.02e-07, 1.01e-06, 4.51e-07, 1.61e-06, 3.57e-07, 8.19e-06, 2.59e-06, 1.40e-07, 1.40e-06, 3.88e-06, 6.07e-06, 1.12e-05, 4.58e-09, 5.76e-09, 0.00e+00, 1.29e-09, 3.93e-07, 6.89e-07, 2.55e-06, 3.38e-06] [5.91e-07, 8.28e-07, 9.02e-07, 1.01e-06, 4.51e-07, 1.61e-06, 3.57e-07, 8.19e-06, 2.59e-06, 1.40e-07, 1.40e-06, 3.88e-06, 6.07e-06, 1.12e-05, 4.58e-09, 5.76e-09, 0.00e+00, 1.29e-09, 3.93e-07, 6.89e-07, 2.55e-06, 3.38e-06] []
637000 [2.03e-07, 5.68e-07, 5.61e-07, 3.90e-07, 4.61e-07, 1.55e-06, 1.09e-07, 4.24e-09, 1.88e-10, 1.41e-09, 4.12e-07, 9.39e-07, 6.03e-07, 8.36e-08, 3.39e-10, 1.81e-09, 2.44e-09, 5.32e-10, 8.94e-09, 1.63e-11, 5.43e-08, 2.53e-10] [2.03e-07, 5.68e-07, 5.61e-07, 3.90e-07, 4.61e-07, 1.55e-06, 1.09e-07, 4.24e-09, 1.88e-10, 1.41e-09, 4.12e-07, 9.39e-07, 6.03e-07, 8.36e-08, 3.39e-10, 1.81e-09, 2.44e-09, 5.32e-10, 8.94e-09, 1.63e-11, 5.43e-08, 2.53e-10] []
637100 [2.34e-07, 6.11e-07, 8.04e-07, 4.40e-07, 5.55e-07, 1.53e-06, 1.56e-07, 4.22e-07, 1.09e-08, 1.70e-07, 1.63e-06, 1.80e-06, 1.73e-06, 4.81e-07, 7.21e-09, 4.10e-11, 0.00e+00, 4.25e-08, 8.12e-08, 1.80e-09, 5.49e-07, 1.22e-08] [2.34e-07, 6.11e-07, 8.04e-07, 4.40e-07, 5.55e-07, 1.53e-06, 1.56e-07, 4.22e-07, 1.09e-08, 1.70e-07, 1.63e-06, 1.80e-06, 1.73e-06, 4.81e-07, 7.21e-09, 4.10e-11, 0.00e+00, 4.25e-08, 8.12e-08, 1.80e-09, 5.49e-07, 1.22e-08] []
637200 [5.02e-06, 1.16e-06, 9.57e-07, 8.48e-07, 9.26e-07, 2.08e-06, 2.84e-07, 1.08e-06, 4.31e-10, 6.53e-06, 1.27e-05, 3.75e-05, 8.04e-05, 2.64e-04, 3.24e-06, 2.66e-06, 1.96e-06, 1.82e-06, 3.93e-07, 1.54e-10, 2.58e-06, 8.90e-10] [5.02e-06, 1.16e-06, 9.57e-07, 8.48e-07, 9.26e-07, 2.08e-06, 2.84e-07, 1.08e-06, 4.31e-10, 6.53e-06, 1.27e-05, 3.75e-05, 8.04e-05, 2.64e-04, 3.24e-06, 2.66e-06, 1.96e-06, 1.82e-06, 3.93e-07, 1.54e-10, 2.58e-06, 8.90e-10] []
637300 [2.06e-07, 6.14e-07, 7.37e-07, 4.77e-07, 5.38e-07, 1.54e-06, 1.34e-07, 2.97e-07, 2.65e-05, 7.12e-10, 6.66e-07, 1.13e-06, 1.01e-06, 1.07e-08, 1.60e-09, 1.03e-08, 2.90e-11, 7.44e-09, 1.23e-08, 6.38e-06, 7.33e-08, 2.75e-05] [2.06e-07, 6.14e-07, 7.37e-07, 4.77e-07, 5.38e-07, 1.54e-06, 1.34e-07, 2.97e-07, 2.65e-05, 7.12e-10, 6.66e-07, 1.13e-06, 1.01e-06, 1.07e-08, 1.60e-09, 1.03e-08, 2.90e-11, 7.44e-09, 1.23e-08, 6.38e-06, 7.33e-08, 2.75e-05] []
637400 [5.55e-06, 2.51e-06, 2.75e-06, 6.86e-06, 2.55e-06, 2.81e-06, 2.77e-06, 7.24e-05, 6.04e-08, 7.04e-06, 4.31e-05, 8.02e-05, 2.12e-04, 3.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-08, 2.38e-06, 5.08e-09, 1.38e-05, 3.56e-08] [5.55e-06, 2.51e-06, 2.75e-06, 6.86e-06, 2.55e-06, 2.81e-06, 2.77e-06, 7.24e-05, 6.04e-08, 7.04e-06, 4.31e-05, 8.02e-05, 2.12e-04, 3.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.94e-08, 2.38e-06, 5.08e-09, 1.38e-05, 3.56e-08] []
637500 [2.15e-07, 5.77e-07, 6.63e-07, 4.15e-07, 5.01e-07, 1.55e-06, 1.15e-07, 3.79e-11, 3.36e-10, 5.39e-10, 4.51e-07, 9.69e-07, 7.17e-07, 2.76e-08, 1.30e-09, 2.96e-09, 8.55e-10, 2.42e-09, 2.07e-13, 1.83e-12, 5.31e-08, 9.55e-10] [2.15e-07, 5.77e-07, 6.63e-07, 4.15e-07, 5.01e-07, 1.55e-06, 1.15e-07, 3.79e-11, 3.36e-10, 5.39e-10, 4.51e-07, 9.69e-07, 7.17e-07, 2.76e-08, 1.30e-09, 2.96e-09, 8.55e-10, 2.42e-09, 2.07e-13, 1.83e-12, 5.31e-08, 9.55e-10] []
637600 [8.61e-06, 2.96e-06, 1.34e-06, 2.12e-06, 3.04e-06, 2.79e-06, 3.87e-06, 8.43e-05, 1.23e-06, 1.26e-05, 2.52e-05, 1.19e-04, 3.40e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-08, 0.00e+00, 1.21e-07, 1.53e-04, 6.43e-07] [8.61e-06, 2.96e-06, 1.34e-06, 2.12e-06, 3.04e-06, 2.79e-06, 3.87e-06, 8.43e-05, 1.23e-06, 1.26e-05, 2.52e-05, 1.19e-04, 3.40e-05, 4.10e-04, 0.00e+00, 0.00e+00, 0.00e+00, 5.99e-08, 0.00e+00, 1.21e-07, 1.53e-04, 6.43e-07] []
637700 [2.22e-07, 6.17e-07, 7.12e-07, 4.39e-07, 5.48e-07, 1.57e-06, 1.23e-07, 6.97e-10, 3.75e-06, 2.70e-10, 4.74e-07, 9.80e-07, 7.87e-07, 2.41e-08, 2.27e-09, 1.60e-09, 7.51e-10, 4.99e-09, 1.08e-11, 0.00e+00, 1.20e-08, 1.41e-05] [2.22e-07, 6.17e-07, 7.12e-07, 4.39e-07, 5.48e-07, 1.57e-06, 1.23e-07, 6.97e-10, 3.75e-06, 2.70e-10, 4.74e-07, 9.80e-07, 7.87e-07, 2.41e-08, 2.27e-09, 1.60e-09, 7.51e-10, 4.99e-09, 1.08e-11, 0.00e+00, 1.20e-08, 1.41e-05] []
637800 [3.45e-05, 1.15e-05, 5.04e-06, 1.04e-05, 3.87e-06, 8.70e-06, 6.02e-06, 5.32e-06, 7.20e-09, 9.53e-05, 7.34e-05, 3.42e-04, 4.14e-04, 2.13e-03, 7.68e-05, 1.25e-05, 2.44e-05, 1.08e-05, 0.00e+00, 3.84e-08, 3.95e-06, 2.13e-07] [3.45e-05, 1.15e-05, 5.04e-06, 1.04e-05, 3.87e-06, 8.70e-06, 6.02e-06, 5.32e-06, 7.20e-09, 9.53e-05, 7.34e-05, 3.42e-04, 4.14e-04, 2.13e-03, 7.68e-05, 1.25e-05, 2.44e-05, 1.08e-05, 0.00e+00, 3.84e-08, 3.95e-06, 2.13e-07] []
637900 [2.13e-07, 5.92e-07, 6.91e-07, 4.33e-07, 5.13e-07, 1.53e-06, 1.16e-07, 1.48e-07, 4.40e-09, 1.74e-09, 4.68e-07, 9.96e-07, 7.13e-07, 5.65e-09, 1.41e-09, 2.21e-09, 4.92e-11, 3.36e-09, 2.16e-08, 2.40e-11, 1.34e-07, 6.75e-09] [2.13e-07, 5.92e-07, 6.91e-07, 4.33e-07, 5.13e-07, 1.53e-06, 1.16e-07, 1.48e-07, 4.40e-09, 1.74e-09, 4.68e-07, 9.96e-07, 7.13e-07, 5.65e-09, 1.41e-09, 2.21e-09, 4.92e-11, 3.36e-09, 2.16e-08, 2.40e-11, 1.34e-07, 6.75e-09] []
638000 [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04] [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.559518 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
638000 [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04] [2.85e-06, 1.33e-06, 2.11e-06, 6.25e-06, 1.96e-06, 3.79e-06, 2.23e-06, 1.44e-04, 2.56e-04, 2.89e-09, 8.44e-06, 4.65e-05, 4.10e-05, 3.47e-05, 6.00e-07, 0.00e+00, 2.18e-08, 1.41e-07, 2.22e-05, 9.74e-05, 1.14e-04, 3.50e-04] []
638100 [2.05e-07, 5.78e-07, 6.00e-07, 3.96e-07, 4.89e-07, 1.53e-06, 1.28e-07, 7.57e-08, 2.99e-09, 2.15e-09, 4.52e-07, 1.01e-06, 6.47e-07, 9.39e-08, 3.58e-10, 1.11e-09, 1.48e-10, 3.63e-10, 2.19e-08, 3.95e-10, 1.35e-07, 2.41e-09] [2.05e-07, 5.78e-07, 6.00e-07, 3.96e-07, 4.89e-07, 1.53e-06, 1.28e-07, 7.57e-08, 2.99e-09, 2.15e-09, 4.52e-07, 1.01e-06, 6.47e-07, 9.39e-08, 3.58e-10, 1.11e-09, 1.48e-10, 3.63e-10, 2.19e-08, 3.95e-10, 1.35e-07, 2.41e-09] []
638200 [1.81e-06, 1.19e-06, 9.27e-07, 1.26e-06, 1.02e-06, 1.31e-06, 4.86e-07, 1.44e-05, 2.68e-07, 3.28e-06, 4.60e-06, 7.45e-06, 4.90e-06, 2.91e-05, 4.26e-07, 1.12e-06, 7.06e-08, 1.79e-07, 3.75e-06, 1.46e-09, 2.16e-05, 1.03e-06] [1.81e-06, 1.19e-06, 9.27e-07, 1.26e-06, 1.02e-06, 1.31e-06, 4.86e-07, 1.44e-05, 2.68e-07, 3.28e-06, 4.60e-06, 7.45e-06, 4.90e-06, 2.91e-05, 4.26e-07, 1.12e-06, 7.06e-08, 1.79e-07, 3.75e-06, 1.46e-09, 2.16e-05, 1.03e-06] []
638300 [2.09e-07, 5.65e-07, 6.09e-07, 4.00e-07, 4.82e-07, 1.54e-06, 1.15e-07, 1.11e-08, 5.16e-09, 4.60e-10, 4.16e-07, 9.06e-07, 5.87e-07, 1.76e-08, 6.77e-10, 1.97e-09, 3.85e-10, 1.25e-09, 1.42e-10, 1.49e-11, 1.16e-08, 2.85e-10] [2.09e-07, 5.65e-07, 6.09e-07, 4.00e-07, 4.82e-07, 1.54e-06, 1.15e-07, 1.11e-08, 5.16e-09, 4.60e-10, 4.16e-07, 9.06e-07, 5.87e-07, 1.76e-08, 6.77e-10, 1.97e-09, 3.85e-10, 1.25e-09, 1.42e-10, 1.49e-11, 1.16e-08, 2.85e-10] []
638400 [7.44e-07, 8.02e-07, 8.30e-07, 7.43e-07, 4.32e-07, 1.51e-06, 3.44e-07, 5.47e-09, 2.33e-06, 3.47e-07, 2.00e-06, 5.35e-06, 1.51e-05, 1.72e-05, 8.91e-11, 4.66e-09, 0.00e+00, 4.11e-09, 2.98e-11, 0.00e+00, 4.43e-07, 5.10e-06] [7.44e-07, 8.02e-07, 8.30e-07, 7.43e-07, 4.32e-07, 1.51e-06, 3.44e-07, 5.47e-09, 2.33e-06, 3.47e-07, 2.00e-06, 5.35e-06, 1.51e-05, 1.72e-05, 8.91e-11, 4.66e-09, 0.00e+00, 4.11e-09, 2.98e-11, 0.00e+00, 4.43e-07, 5.10e-06] []
638500 [2.39e-07, 5.84e-07, 5.15e-07, 3.61e-07, 4.55e-07, 1.52e-06, 1.12e-07, 9.65e-09, 2.85e-10, 8.69e-08, 4.86e-07, 1.51e-06, 1.28e-06, 3.48e-06, 0.00e+00, 2.55e-10, 9.12e-10, 0.00e+00, 9.39e-10, 1.55e-12, 1.43e-08, 1.44e-09] [2.39e-07, 5.84e-07, 5.15e-07, 3.61e-07, 4.55e-07, 1.52e-06, 1.12e-07, 9.65e-09, 2.85e-10, 8.69e-08, 4.86e-07, 1.51e-06, 1.28e-06, 3.48e-06, 0.00e+00, 2.55e-10, 9.12e-10, 0.00e+00, 9.39e-10, 1.55e-12, 1.43e-08, 1.44e-09] []
638600 [2.24e-07, 5.81e-07, 7.08e-07, 4.36e-07, 5.35e-07, 1.51e-06, 1.80e-07, 2.01e-07, 4.04e-06, 2.10e-08, 5.65e-07, 1.24e-06, 1.03e-06, 3.54e-07, 8.92e-09, 6.94e-09, 8.37e-11, 9.10e-09, 1.45e-08, 1.94e-07, 8.79e-08, 1.05e-06] [2.24e-07, 5.81e-07, 7.08e-07, 4.36e-07, 5.35e-07, 1.51e-06, 1.80e-07, 2.01e-07, 4.04e-06, 2.10e-08, 5.65e-07, 1.24e-06, 1.03e-06, 3.54e-07, 8.92e-09, 6.94e-09, 8.37e-11, 9.10e-09, 1.45e-08, 1.94e-07, 8.79e-08, 1.05e-06] []
638700 [1.49e-05, 4.32e-06, 2.68e-06, 1.06e-05, 3.52e-06, 3.76e-06, 2.73e-06, 3.14e-06, 2.04e-08, 1.59e-05, 7.63e-05, 1.72e-04, 4.54e-04, 8.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 0.00e+00, 6.20e-10, 2.16e-05, 3.80e-09] [1.49e-05, 4.32e-06, 2.68e-06, 1.06e-05, 3.52e-06, 3.76e-06, 2.73e-06, 3.14e-06, 2.04e-08, 1.59e-05, 7.63e-05, 1.72e-04, 4.54e-04, 8.70e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-09, 0.00e+00, 6.20e-10, 2.16e-05, 3.80e-09] []
638800 [2.12e-07, 5.51e-07, 6.21e-07, 3.97e-07, 4.89e-07, 1.52e-06, 1.41e-07, 7.57e-08, 4.44e-15, 8.99e-10, 4.32e-07, 9.59e-07, 6.28e-07, 3.51e-08, 1.88e-09, 4.19e-09, 1.40e-10, 2.72e-09, 0.00e+00, 5.43e-11, 1.25e-07, 3.88e-10] [2.12e-07, 5.51e-07, 6.21e-07, 3.97e-07, 4.89e-07, 1.52e-06, 1.41e-07, 7.57e-08, 4.44e-15, 8.99e-10, 4.32e-07, 9.59e-07, 6.28e-07, 3.51e-08, 1.88e-09, 4.19e-09, 1.40e-10, 2.72e-09, 0.00e+00, 5.43e-11, 1.25e-07, 3.88e-10] []
638900 [6.44e-07, 8.01e-07, 8.84e-07, 8.51e-07, 6.03e-07, 1.55e-06, 3.60e-07, 2.23e-09, 1.23e-10, 1.83e-07, 4.40e-06, 1.13e-05, 1.61e-05, 1.81e-06, 1.90e-08, 1.02e-07, 0.00e+00, 1.69e-07, 2.95e-07, 2.75e-09, 1.88e-06, 1.78e-08] [6.44e-07, 8.01e-07, 8.84e-07, 8.51e-07, 6.03e-07, 1.55e-06, 3.60e-07, 2.23e-09, 1.23e-10, 1.83e-07, 4.40e-06, 1.13e-05, 1.61e-05, 1.81e-06, 1.90e-08, 1.02e-07, 0.00e+00, 1.69e-07, 2.95e-07, 2.75e-09, 1.88e-06, 1.78e-08] []
639000 [2.12e-07, 5.82e-07, 6.36e-07, 4.13e-07, 4.83e-07, 1.54e-06, 1.24e-07, 6.89e-08, 5.31e-10, 0.00e+00, 4.22e-07, 8.84e-07, 5.80e-07, 3.97e-09, 1.57e-09, 2.52e-09, 1.45e-09, 2.11e-09, 1.05e-08, 2.77e-12, 6.46e-08, 2.19e-10] [2.12e-07, 5.82e-07, 6.36e-07, 4.13e-07, 4.83e-07, 1.54e-06, 1.24e-07, 6.89e-08, 5.31e-10, 0.00e+00, 4.22e-07, 8.84e-07, 5.80e-07, 3.97e-09, 1.57e-09, 2.52e-09, 1.45e-09, 2.11e-09, 1.05e-08, 2.77e-12, 6.46e-08, 2.19e-10] []
639100 [7.54e-07, 8.59e-07, 7.78e-07, 8.79e-07, 4.96e-07, 1.56e-06, 3.32e-07, 4.11e-06, 1.29e-09, 8.91e-07, 1.94e-06, 6.57e-06, 6.54e-06, 2.88e-05, 4.38e-11, 7.44e-09, 0.00e+00, 1.69e-09, 5.00e-07, 0.00e+00, 3.26e-06, 1.11e-08] [7.54e-07, 8.59e-07, 7.78e-07, 8.79e-07, 4.96e-07, 1.56e-06, 3.32e-07, 4.11e-06, 1.29e-09, 8.91e-07, 1.94e-06, 6.57e-06, 6.54e-06, 2.88e-05, 4.38e-11, 7.44e-09, 0.00e+00, 1.69e-09, 5.00e-07, 0.00e+00, 3.26e-06, 1.11e-08] []
639200 [2.16e-07, 5.40e-07, 5.87e-07, 3.64e-07, 5.96e-07, 1.53e-06, 1.28e-07, 6.06e-09, 1.52e-04, 5.23e-09, 1.42e-06, 1.62e-06, 4.78e-06, 2.14e-06, 1.32e-08, 1.56e-08, 2.26e-08, 3.81e-08, 7.36e-10, 0.00e+00, 1.33e-08, 1.41e-04] [2.16e-07, 5.40e-07, 5.87e-07, 3.64e-07, 5.96e-07, 1.53e-06, 1.28e-07, 6.06e-09, 1.52e-04, 5.23e-09, 1.42e-06, 1.62e-06, 4.78e-06, 2.14e-06, 1.32e-08, 1.56e-08, 2.26e-08, 3.81e-08, 7.36e-10, 0.00e+00, 1.33e-08, 1.41e-04] []
639300 [2.18e-07, 5.44e-07, 6.30e-07, 3.99e-07, 5.10e-07, 1.49e-06, 1.65e-07, 5.50e-07, 2.47e-07, 7.19e-08, 5.42e-07, 1.62e-06, 1.04e-06, 2.11e-06, 3.25e-09, 0.00e+00, 0.00e+00, 5.99e-09, 0.00e+00, 3.34e-09, 4.97e-07, 1.77e-08] [2.18e-07, 5.44e-07, 6.30e-07, 3.99e-07, 5.10e-07, 1.49e-06, 1.65e-07, 5.50e-07, 2.47e-07, 7.19e-08, 5.42e-07, 1.62e-06, 1.04e-06, 2.11e-06, 3.25e-09, 0.00e+00, 0.00e+00, 5.99e-09, 0.00e+00, 3.34e-09, 4.97e-07, 1.77e-08] []
639400 [1.53e-06, 1.22e-06, 6.40e-07, 1.26e-06, 1.13e-06, 1.71e-06, 5.70e-07, 8.45e-07, 4.81e-09, 1.34e-06, 3.88e-05, 2.49e-05, 1.11e-04, 6.72e-05, 4.55e-07, 6.20e-07, 2.75e-06, 7.65e-07, 4.28e-07, 0.00e+00, 2.74e-06, 2.95e-09] [1.53e-06, 1.22e-06, 6.40e-07, 1.26e-06, 1.13e-06, 1.71e-06, 5.70e-07, 8.45e-07, 4.81e-09, 1.34e-06, 3.88e-05, 2.49e-05, 1.11e-04, 6.72e-05, 4.55e-07, 6.20e-07, 2.75e-06, 7.65e-07, 4.28e-07, 0.00e+00, 2.74e-06, 2.95e-09] []
639500 [2.01e-07, 5.59e-07, 5.71e-07, 3.81e-07, 4.80e-07, 1.52e-06, 1.30e-07, 2.22e-08, 1.01e-09, 1.99e-09, 4.13e-07, 9.26e-07, 5.90e-07, 1.05e-07, 1.81e-10, 1.27e-09, 1.14e-09, 3.65e-10, 5.97e-09, 3.61e-14, 3.90e-08, 6.02e-10] [2.01e-07, 5.59e-07, 5.71e-07, 3.81e-07, 4.80e-07, 1.52e-06, 1.30e-07, 2.22e-08, 1.01e-09, 1.99e-09, 4.13e-07, 9.26e-07, 5.90e-07, 1.05e-07, 1.81e-10, 1.27e-09, 1.14e-09, 3.65e-10, 5.97e-09, 3.61e-14, 3.90e-08, 6.02e-10] []
639600 [2.24e-07, 6.10e-07, 7.73e-07, 5.12e-07, 5.01e-07, 1.51e-06, 1.95e-07, 4.66e-07, 6.64e-10, 1.62e-07, 6.79e-07, 1.54e-06, 1.37e-06, 2.29e-06, 1.08e-08, 1.62e-10, 0.00e+00, 3.30e-08, 2.21e-08, 1.75e-10, 1.34e-07, 1.05e-09] [2.24e-07, 6.10e-07, 7.73e-07, 5.12e-07, 5.01e-07, 1.51e-06, 1.95e-07, 4.66e-07, 6.64e-10, 1.62e-07, 6.79e-07, 1.54e-06, 1.37e-06, 2.29e-06, 1.08e-08, 1.62e-10, 0.00e+00, 3.30e-08, 2.21e-08, 1.75e-10, 1.34e-07, 1.05e-09] []
639700 [3.02e-06, 8.60e-07, 8.06e-07, 6.44e-07, 7.47e-07, 1.85e-06, 2.20e-07, 9.89e-07, 1.17e-10, 3.74e-06, 7.44e-06, 2.15e-05, 4.66e-05, 1.48e-04, 1.75e-06, 1.36e-06, 1.14e-06, 1.04e-06, 2.58e-07, 3.62e-12, 1.72e-06, 1.83e-10] [3.02e-06, 8.60e-07, 8.06e-07, 6.44e-07, 7.47e-07, 1.85e-06, 2.20e-07, 9.89e-07, 1.17e-10, 3.74e-06, 7.44e-06, 2.15e-05, 4.66e-05, 1.48e-04, 1.75e-06, 1.36e-06, 1.14e-06, 1.04e-06, 2.58e-07, 3.62e-12, 1.72e-06, 1.83e-10] []
639800 [2.28e-07, 6.22e-07, 7.66e-07, 4.91e-07, 5.43e-07, 1.51e-06, 1.45e-07, 3.00e-09, 8.72e-10, 3.62e-09, 5.22e-07, 1.10e-06, 8.96e-07, 2.13e-07, 6.08e-09, 7.96e-09, 5.55e-10, 8.98e-09, 5.33e-09, 0.00e+00, 3.44e-08, 5.88e-09] [2.28e-07, 6.22e-07, 7.66e-07, 4.91e-07, 5.43e-07, 1.51e-06, 1.45e-07, 3.00e-09, 8.72e-10, 3.62e-09, 5.22e-07, 1.10e-06, 8.96e-07, 2.13e-07, 6.08e-09, 7.96e-09, 5.55e-10, 8.98e-09, 5.33e-09, 0.00e+00, 3.44e-08, 5.88e-09] []
639900 [1.63e-06, 1.04e-06, 4.47e-07, 5.66e-07, 6.47e-07, 1.62e-06, 1.86e-07, 2.01e-08, 1.40e-04, 2.08e-06, 2.21e-06, 1.42e-05, 1.24e-05, 6.61e-05, 0.00e+00, 0.00e+00, 4.93e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-06, 1.59e-04] [1.63e-06, 1.04e-06, 4.47e-07, 5.66e-07, 6.47e-07, 1.62e-06, 1.86e-07, 2.01e-08, 1.40e-04, 2.08e-06, 2.21e-06, 1.42e-05, 1.24e-05, 6.61e-05, 0.00e+00, 0.00e+00, 4.93e-11, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-06, 1.59e-04] []
640000 [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08] [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.975882 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
640000 [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08] [2.46e-07, 6.22e-07, 7.35e-07, 4.85e-07, 5.44e-07, 1.51e-06, 1.61e-07, 4.73e-09, 6.78e-10, 1.04e-08, 5.02e-07, 1.14e-06, 8.29e-07, 6.30e-07, 1.18e-08, 9.90e-09, 1.09e-09, 2.10e-08, 5.58e-10, 3.09e-09, 1.20e-08, 2.02e-08] []
640100 [2.83e-07, 5.35e-07, 5.45e-07, 3.89e-07, 4.59e-07, 1.53e-06, 1.30e-07, 5.76e-08, 2.28e-10, 7.35e-08, 6.33e-07, 1.15e-06, 1.89e-06, 3.15e-06, 3.92e-08, 3.21e-08, 3.25e-08, 3.66e-08, 6.21e-09, 1.27e-11, 4.08e-08, 2.26e-10] [2.83e-07, 5.35e-07, 5.45e-07, 3.89e-07, 4.59e-07, 1.53e-06, 1.30e-07, 5.76e-08, 2.28e-10, 7.35e-08, 6.33e-07, 1.15e-06, 1.89e-06, 3.15e-06, 3.92e-08, 3.21e-08, 3.25e-08, 3.66e-08, 6.21e-09, 1.27e-11, 4.08e-08, 2.26e-10] []
640200 [2.07e-07, 5.71e-07, 6.56e-07, 4.05e-07, 5.07e-07, 1.51e-06, 1.42e-07, 3.47e-07, 5.93e-09, 1.17e-08, 4.49e-07, 1.14e-06, 8.22e-07, 7.89e-08, 2.82e-09, 1.73e-11, 3.88e-10, 5.18e-09, 4.67e-08, 8.23e-10, 3.09e-07, 5.50e-09] [2.07e-07, 5.71e-07, 6.56e-07, 4.05e-07, 5.07e-07, 1.51e-06, 1.42e-07, 3.47e-07, 5.93e-09, 1.17e-08, 4.49e-07, 1.14e-06, 8.22e-07, 7.89e-08, 2.82e-09, 1.73e-11, 3.88e-10, 5.18e-09, 4.67e-08, 8.23e-10, 3.09e-07, 5.50e-09] []
640300 [1.04e-06, 1.02e-06, 5.53e-07, 1.45e-06, 1.13e-06, 1.55e-06, 6.08e-07, 1.46e-05, 1.66e-07, 9.54e-07, 4.39e-05, 2.61e-05, 1.08e-04, 3.83e-05, 2.51e-07, 3.65e-07, 2.57e-06, 4.32e-07, 2.38e-06, 1.05e-08, 1.40e-05, 6.54e-08] [1.04e-06, 1.02e-06, 5.53e-07, 1.45e-06, 1.13e-06, 1.55e-06, 6.08e-07, 1.46e-05, 1.66e-07, 9.54e-07, 4.39e-05, 2.61e-05, 1.08e-04, 3.83e-05, 2.51e-07, 3.65e-07, 2.57e-06, 4.32e-07, 2.38e-06, 1.05e-08, 1.40e-05, 6.54e-08] []
640400 [2.29e-07, 5.40e-07, 5.59e-07, 3.79e-07, 4.75e-07, 1.53e-06, 1.25e-07, 3.86e-08, 3.80e-10, 1.86e-08, 4.81e-07, 9.22e-07, 9.17e-07, 6.97e-07, 1.12e-08, 1.27e-08, 7.21e-09, 1.43e-08, 2.15e-09, 3.95e-11, 1.99e-08, 2.95e-10] [2.29e-07, 5.40e-07, 5.59e-07, 3.79e-07, 4.75e-07, 1.53e-06, 1.25e-07, 3.86e-08, 3.80e-10, 1.86e-08, 4.81e-07, 9.22e-07, 9.17e-07, 6.97e-07, 1.12e-08, 1.27e-08, 7.21e-09, 1.43e-08, 2.15e-09, 3.95e-11, 1.99e-08, 2.95e-10] []
640500 [2.41e-07, 6.10e-07, 7.75e-07, 4.70e-07, 5.72e-07, 1.50e-06, 1.46e-07, 2.35e-07, 5.61e-08, 9.06e-09, 7.50e-07, 1.68e-06, 1.16e-06, 7.90e-07, 1.32e-08, 6.60e-09, 0.00e+00, 1.45e-08, 4.97e-09, 0.00e+00, 3.20e-08, 5.60e-08] [2.41e-07, 6.10e-07, 7.75e-07, 4.70e-07, 5.72e-07, 1.50e-06, 1.46e-07, 2.35e-07, 5.61e-08, 9.06e-09, 7.50e-07, 1.68e-06, 1.16e-06, 7.90e-07, 1.32e-08, 6.60e-09, 0.00e+00, 1.45e-08, 4.97e-09, 0.00e+00, 3.20e-08, 5.60e-08] []
640600 [7.81e-06, 2.22e-06, 2.37e-06, 4.36e-06, 4.58e-06, 2.62e-06, 3.60e-06, 3.51e-05, 1.51e-07, 2.80e-05, 8.53e-05, 1.52e-04, 4.87e-05, 6.31e-04, 0.00e+00, 0.00e+00, 3.23e-08, 0.00e+00, 6.91e-06, 0.00e+00, 3.81e-05, 3.61e-07] [7.81e-06, 2.22e-06, 2.37e-06, 4.36e-06, 4.58e-06, 2.62e-06, 3.60e-06, 3.51e-05, 1.51e-07, 2.80e-05, 8.53e-05, 1.52e-04, 4.87e-05, 6.31e-04, 0.00e+00, 0.00e+00, 3.23e-08, 0.00e+00, 6.91e-06, 0.00e+00, 3.81e-05, 3.61e-07] []
640700 [2.09e-07, 5.84e-07, 6.35e-07, 4.13e-07, 5.09e-07, 1.52e-06, 1.40e-07, 7.77e-09, 4.16e-09, 7.23e-10, 4.38e-07, 9.84e-07, 6.48e-07, 3.33e-08, 6.62e-10, 2.23e-09, 1.48e-10, 1.49e-09, 1.35e-08, 0.00e+00, 8.04e-08, 1.02e-08] [2.09e-07, 5.84e-07, 6.35e-07, 4.13e-07, 5.09e-07, 1.52e-06, 1.40e-07, 7.77e-09, 4.16e-09, 7.23e-10, 4.38e-07, 9.84e-07, 6.48e-07, 3.33e-08, 6.62e-10, 2.23e-09, 1.48e-10, 1.49e-09, 1.35e-08, 0.00e+00, 8.04e-08, 1.02e-08] []
640800 [5.62e-07, 7.85e-07, 6.21e-07, 9.67e-07, 7.56e-07, 1.30e-06, 4.21e-07, 4.05e-07, 1.17e-07, 1.94e-08, 1.57e-05, 2.01e-05, 3.76e-05, 2.02e-06, 4.70e-10, 2.17e-07, 1.17e-07, 1.63e-07, 2.35e-06, 2.92e-09, 1.34e-05, 1.80e-08] [5.62e-07, 7.85e-07, 6.21e-07, 9.67e-07, 7.56e-07, 1.30e-06, 4.21e-07, 4.05e-07, 1.17e-07, 1.94e-08, 1.57e-05, 2.01e-05, 3.76e-05, 2.02e-06, 4.70e-10, 2.17e-07, 1.17e-07, 1.63e-07, 2.35e-06, 2.92e-09, 1.34e-05, 1.80e-08] []
640900 [2.14e-07, 5.43e-07, 5.58e-07, 3.82e-07, 4.77e-07, 1.53e-06, 1.29e-07, 4.23e-09, 8.14e-10, 5.29e-09, 4.23e-07, 8.71e-07, 5.79e-07, 1.62e-07, 6.31e-09, 6.69e-09, 2.99e-09, 5.08e-09, 0.00e+00, 3.48e-13, 7.61e-08, 3.77e-10] [2.14e-07, 5.43e-07, 5.58e-07, 3.82e-07, 4.77e-07, 1.53e-06, 1.29e-07, 4.23e-09, 8.14e-10, 5.29e-09, 4.23e-07, 8.71e-07, 5.79e-07, 1.62e-07, 6.31e-09, 6.69e-09, 2.99e-09, 5.08e-09, 0.00e+00, 3.48e-13, 7.61e-08, 3.77e-10] []
641000 [2.91e-07, 5.57e-07, 8.01e-07, 4.81e-07, 5.47e-07, 1.51e-06, 1.95e-07, 8.96e-09, 8.15e-07, 6.52e-09, 1.50e-06, 2.72e-06, 3.80e-06, 9.91e-07, 2.41e-08, 6.06e-08, 7.53e-11, 1.03e-07, 2.35e-08, 1.07e-07, 1.44e-07, 5.86e-07] [2.91e-07, 5.57e-07, 8.01e-07, 4.81e-07, 5.47e-07, 1.51e-06, 1.95e-07, 8.96e-09, 8.15e-07, 6.52e-09, 1.50e-06, 2.72e-06, 3.80e-06, 9.91e-07, 2.41e-08, 6.06e-08, 7.53e-11, 1.03e-07, 2.35e-08, 1.07e-07, 1.44e-07, 5.86e-07] []
641100 [6.93e-06, 2.45e-06, 9.91e-07, 1.31e-06, 7.88e-07, 2.22e-06, 3.33e-07, 1.49e-06, 1.42e-11, 7.82e-06, 1.23e-05, 5.71e-05, 9.78e-05, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-12, 4.13e-06, 3.17e-10] [6.93e-06, 2.45e-06, 9.91e-07, 1.31e-06, 7.88e-07, 2.22e-06, 3.33e-07, 1.49e-06, 1.42e-11, 7.82e-06, 1.23e-05, 5.71e-05, 9.78e-05, 3.44e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.09e-12, 4.13e-06, 3.17e-10] []
641200 [2.28e-07, 5.99e-07, 7.15e-07, 4.62e-07, 5.31e-07, 1.51e-06, 1.49e-07, 1.47e-08, 9.34e-10, 5.99e-09, 4.94e-07, 1.14e-06, 7.17e-07, 2.95e-07, 9.52e-09, 9.38e-09, 0.00e+00, 5.68e-09, 7.67e-10, 1.01e-10, 1.32e-08, 6.07e-10] [2.28e-07, 5.99e-07, 7.15e-07, 4.62e-07, 5.31e-07, 1.51e-06, 1.49e-07, 1.47e-08, 9.34e-10, 5.99e-09, 4.94e-07, 1.14e-06, 7.17e-07, 2.95e-07, 9.52e-09, 9.38e-09, 0.00e+00, 5.68e-09, 7.67e-10, 1.01e-10, 1.32e-08, 6.07e-10] []
641300 [8.63e-06, 4.08e-06, 6.14e-06, 8.43e-06, 2.32e-06, 3.06e-06, 2.86e-06, 1.66e-05, 1.02e-05, 2.52e-05, 1.04e-04, 1.61e-04, 5.96e-04, 1.06e-03, 1.55e-05, 5.49e-06, 1.12e-05, 9.77e-06, 1.48e-08, 4.90e-07, 2.08e-07, 2.35e-06] [8.63e-06, 4.08e-06, 6.14e-06, 8.43e-06, 2.32e-06, 3.06e-06, 2.86e-06, 1.66e-05, 1.02e-05, 2.52e-05, 1.04e-04, 1.61e-04, 5.96e-04, 1.06e-03, 1.55e-05, 5.49e-06, 1.12e-05, 9.77e-06, 1.48e-08, 4.90e-07, 2.08e-07, 2.35e-06] []
641400 [2.05e-07, 5.90e-07, 6.11e-07, 4.06e-07, 4.97e-07, 1.54e-06, 2.17e-07, 1.29e-07, 1.61e-07, 8.70e-13, 4.24e-07, 9.69e-07, 6.23e-07, 4.44e-08, 8.65e-10, 9.17e-10, 1.34e-10, 7.32e-10, 2.30e-09, 0.00e+00, 2.00e-08, 2.64e-08] [2.05e-07, 5.90e-07, 6.11e-07, 4.06e-07, 4.97e-07, 1.54e-06, 2.17e-07, 1.29e-07, 1.61e-07, 8.70e-13, 4.24e-07, 9.69e-07, 6.23e-07, 4.44e-08, 8.65e-10, 9.17e-10, 1.34e-10, 7.32e-10, 2.30e-09, 0.00e+00, 2.00e-08, 2.64e-08] []
641500 [2.49e-06, 1.33e-06, 7.77e-07, 1.18e-06, 1.01e-06, 1.68e-06, 6.05e-07, 1.11e-05, 9.39e-11, 1.27e-08, 3.72e-05, 3.44e-05, 1.08e-04, 7.35e-05, 0.00e+00, 1.47e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-10, 4.48e-05, 2.92e-09] [2.49e-06, 1.33e-06, 7.77e-07, 1.18e-06, 1.01e-06, 1.68e-06, 6.05e-07, 1.11e-05, 9.39e-11, 1.27e-08, 3.72e-05, 3.44e-05, 1.08e-04, 7.35e-05, 0.00e+00, 1.47e-07, 0.00e+00, 0.00e+00, 0.00e+00, 4.80e-10, 4.48e-05, 2.92e-09] []
641600 [2.10e-07, 5.51e-07, 5.86e-07, 3.90e-07, 4.74e-07, 1.53e-06, 1.78e-07, 4.70e-08, 4.08e-11, 2.93e-09, 4.30e-07, 8.62e-07, 6.42e-07, 1.41e-07, 4.83e-09, 6.01e-09, 2.36e-09, 5.34e-09, 1.74e-08, 5.86e-11, 1.06e-07, 4.38e-10] [2.10e-07, 5.51e-07, 5.86e-07, 3.90e-07, 4.74e-07, 1.53e-06, 1.78e-07, 4.70e-08, 4.08e-11, 2.93e-09, 4.30e-07, 8.62e-07, 6.42e-07, 1.41e-07, 4.83e-09, 6.01e-09, 2.36e-09, 5.34e-09, 1.74e-08, 5.86e-11, 1.06e-07, 4.38e-10] []
641700 [2.66e-07, 6.13e-07, 7.21e-07, 5.18e-07, 4.81e-07, 1.50e-06, 2.17e-07, 9.04e-07, 1.05e-08, 9.67e-09, 1.31e-06, 2.36e-06, 3.38e-06, 1.45e-06, 1.01e-08, 0.00e+00, 0.00e+00, 2.63e-08, 9.74e-08, 5.72e-11, 6.61e-07, 1.31e-09] [2.66e-07, 6.13e-07, 7.21e-07, 5.18e-07, 4.81e-07, 1.50e-06, 2.17e-07, 9.04e-07, 1.05e-08, 9.67e-09, 1.31e-06, 2.36e-06, 3.38e-06, 1.45e-06, 1.01e-08, 0.00e+00, 0.00e+00, 2.63e-08, 9.74e-08, 5.72e-11, 6.61e-07, 1.31e-09] []
641800 [2.62e-05, 6.72e-06, 2.79e-06, 9.16e-06, 4.72e-06, 4.47e-06, 3.65e-06, 1.40e-04, 7.03e-09, 3.58e-05, 3.59e-05, 1.99e-04, 3.69e-04, 9.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-04, 2.17e-08] [2.62e-05, 6.72e-06, 2.79e-06, 9.16e-06, 4.72e-06, 4.47e-06, 3.65e-06, 1.40e-04, 7.03e-09, 3.58e-05, 3.59e-05, 1.99e-04, 3.69e-04, 9.86e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.50e-04, 2.17e-08] []
641900 [2.19e-07, 5.76e-07, 6.68e-07, 4.19e-07, 5.10e-07, 1.53e-06, 1.56e-07, 3.84e-10, 1.00e-08, 3.12e-09, 4.46e-07, 9.62e-07, 6.51e-07, 4.73e-08, 3.58e-09, 4.10e-09, 1.66e-09, 1.02e-09, 2.97e-09, 4.29e-10, 2.26e-08, 2.62e-09] [2.19e-07, 5.76e-07, 6.68e-07, 4.19e-07, 5.10e-07, 1.53e-06, 1.56e-07, 3.84e-10, 1.00e-08, 3.12e-09, 4.46e-07, 9.62e-07, 6.51e-07, 4.73e-08, 3.58e-09, 4.10e-09, 1.66e-09, 1.02e-09, 2.97e-09, 4.29e-10, 2.26e-08, 2.62e-09] []
642000 [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08] [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.275238 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
642000 [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08] [1.68e-06, 9.87e-07, 9.02e-07, 8.96e-07, 7.17e-07, 1.31e-06, 5.01e-07, 2.68e-05, 1.71e-08, 3.33e-07, 3.45e-06, 1.38e-05, 4.78e-06, 1.06e-05, 6.53e-08, 1.75e-06, 1.08e-09, 3.44e-09, 4.03e-06, 0.00e+00, 2.33e-05, 4.83e-08] []
642100 [2.62e-07, 5.35e-07, 5.78e-07, 3.93e-07, 4.83e-07, 1.54e-06, 1.43e-07, 1.00e-07, 6.64e-10, 5.17e-08, 5.53e-07, 1.08e-06, 1.38e-06, 2.15e-06, 3.16e-08, 2.54e-08, 1.75e-08, 2.57e-08, 1.96e-08, 4.27e-12, 1.21e-07, 1.96e-10] [2.62e-07, 5.35e-07, 5.78e-07, 3.93e-07, 4.83e-07, 1.54e-06, 1.43e-07, 1.00e-07, 6.64e-10, 5.17e-08, 5.53e-07, 1.08e-06, 1.38e-06, 2.15e-06, 3.16e-08, 2.54e-08, 1.75e-08, 2.57e-08, 1.96e-08, 4.27e-12, 1.21e-07, 1.96e-10] []
642200 [2.39e-07, 6.15e-07, 7.44e-07, 4.01e-07, 5.49e-07, 1.54e-06, 1.56e-07, 4.53e-08, 6.72e-08, 5.50e-08, 5.18e-07, 1.74e-06, 9.80e-07, 1.15e-06, 2.19e-09, 0.00e+00, 3.43e-11, 4.58e-09, 0.00e+00, 7.34e-09, 4.90e-08, 4.72e-08] [2.39e-07, 6.15e-07, 7.44e-07, 4.01e-07, 5.49e-07, 1.54e-06, 1.56e-07, 4.53e-08, 6.72e-08, 5.50e-08, 5.18e-07, 1.74e-06, 9.80e-07, 1.15e-06, 2.19e-09, 0.00e+00, 3.43e-11, 4.58e-09, 0.00e+00, 7.34e-09, 4.90e-08, 4.72e-08] []
642300 [1.09e-05, 3.00e-06, 2.06e-06, 6.94e-06, 3.69e-06, 3.40e-06, 4.34e-06, 5.52e-05, 1.65e-07, 1.36e-05, 2.51e-05, 9.13e-05, 2.04e-04, 3.31e-04, 0.00e+00, 0.00e+00, 2.54e-08, 0.00e+00, 0.00e+00, 2.06e-08, 9.84e-05, 1.26e-07] [1.09e-05, 3.00e-06, 2.06e-06, 6.94e-06, 3.69e-06, 3.40e-06, 4.34e-06, 5.52e-05, 1.65e-07, 1.36e-05, 2.51e-05, 9.13e-05, 2.04e-04, 3.31e-04, 0.00e+00, 0.00e+00, 2.54e-08, 0.00e+00, 0.00e+00, 2.06e-08, 9.84e-05, 1.26e-07] []
642400 [2.11e-07, 5.78e-07, 6.78e-07, 4.20e-07, 5.22e-07, 1.53e-06, 1.54e-07, 9.22e-09, 2.90e-10, 6.96e-12, 4.33e-07, 9.75e-07, 6.35e-07, 2.74e-08, 3.98e-10, 1.01e-09, 1.82e-11, 2.25e-10, 0.00e+00, 1.19e-10, 1.49e-07, 7.10e-10] [2.11e-07, 5.78e-07, 6.78e-07, 4.20e-07, 5.22e-07, 1.53e-06, 1.54e-07, 9.22e-09, 2.90e-10, 6.96e-12, 4.33e-07, 9.75e-07, 6.35e-07, 2.74e-08, 3.98e-10, 1.01e-09, 1.82e-11, 2.25e-10, 0.00e+00, 1.19e-10, 1.49e-07, 7.10e-10] []
642500 [2.95e-06, 1.84e-06, 6.94e-07, 1.60e-06, 1.95e-06, 2.59e-06, 2.72e-06, 3.99e-06, 1.62e-07, 1.34e-05, 3.57e-05, 8.62e-05, 2.21e-05, 2.36e-04, 0.00e+00, 4.15e-09, 0.00e+00, 3.61e-08, 0.00e+00, 4.32e-09, 7.67e-07, 2.64e-08] [2.95e-06, 1.84e-06, 6.94e-07, 1.60e-06, 1.95e-06, 2.59e-06, 2.72e-06, 3.99e-06, 1.62e-07, 1.34e-05, 3.57e-05, 8.62e-05, 2.21e-05, 2.36e-04, 0.00e+00, 4.15e-09, 0.00e+00, 3.61e-08, 0.00e+00, 4.32e-09, 7.67e-07, 2.64e-08] []
642600 [2.04e-07, 5.59e-07, 5.86e-07, 3.87e-07, 4.81e-07, 1.53e-06, 1.42e-07, 2.50e-09, 1.67e-10, 7.06e-10, 4.14e-07, 9.12e-07, 5.84e-07, 6.87e-08, 1.16e-10, 1.05e-09, 1.87e-10, 2.81e-10, 4.83e-11, 3.84e-12, 1.11e-08, 1.65e-10] [2.04e-07, 5.59e-07, 5.86e-07, 3.87e-07, 4.81e-07, 1.53e-06, 1.42e-07, 2.50e-09, 1.67e-10, 7.06e-10, 4.14e-07, 9.12e-07, 5.84e-07, 6.87e-08, 1.16e-10, 1.05e-09, 1.87e-10, 2.81e-10, 4.83e-11, 3.84e-12, 1.11e-08, 1.65e-10] []
642700 [2.62e-07, 5.84e-07, 7.76e-07, 4.33e-07, 5.22e-07, 1.49e-06, 1.88e-07, 5.34e-08, 6.80e-06, 1.58e-08, 6.90e-07, 1.86e-06, 1.22e-06, 2.15e-07, 9.35e-09, 7.59e-09, 9.53e-09, 2.82e-08, 5.66e-09, 0.00e+00, 3.84e-08, 1.42e-05] [2.62e-07, 5.84e-07, 7.76e-07, 4.33e-07, 5.22e-07, 1.49e-06, 1.88e-07, 5.34e-08, 6.80e-06, 1.58e-08, 6.90e-07, 1.86e-06, 1.22e-06, 2.15e-07, 9.35e-09, 7.59e-09, 9.53e-09, 2.82e-08, 5.66e-09, 0.00e+00, 3.84e-08, 1.42e-05] []
642800 [5.75e-06, 2.10e-06, 9.11e-07, 1.11e-06, 7.11e-07, 2.08e-06, 3.02e-07, 2.24e-06, 1.73e-10, 6.47e-06, 1.03e-05, 4.71e-05, 8.08e-05, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-06, 8.28e-10] [5.75e-06, 2.10e-06, 9.11e-07, 1.11e-06, 7.11e-07, 2.08e-06, 3.02e-07, 2.24e-06, 1.73e-10, 6.47e-06, 1.03e-05, 4.71e-05, 8.08e-05, 2.82e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 6.06e-06, 8.28e-10] []
642900 [2.01e-07, 5.81e-07, 6.70e-07, 4.24e-07, 5.13e-07, 1.51e-06, 1.56e-07, 1.94e-07, 3.66e-10, 2.09e-08, 4.87e-07, 1.08e-06, 7.17e-07, 3.07e-07, 1.22e-09, 2.22e-09, 0.00e+00, 2.51e-09, 0.00e+00, 1.25e-10, 1.22e-07, 7.45e-10] [2.01e-07, 5.81e-07, 6.70e-07, 4.24e-07, 5.13e-07, 1.51e-06, 1.56e-07, 1.94e-07, 3.66e-10, 2.09e-08, 4.87e-07, 1.08e-06, 7.17e-07, 3.07e-07, 1.22e-09, 2.22e-09, 0.00e+00, 2.51e-09, 0.00e+00, 1.25e-10, 1.22e-07, 7.45e-10] []
643000 [2.62e-06, 1.77e-06, 7.61e-07, 1.70e-06, 2.03e-06, 2.63e-06, 2.58e-06, 3.11e-06, 7.59e-08, 1.28e-05, 3.39e-05, 8.45e-05, 1.89e-05, 2.19e-04, 0.00e+00, 7.77e-09, 0.00e+00, 2.93e-08, 0.00e+00, 4.14e-10, 1.15e-07, 6.51e-08] [2.62e-06, 1.77e-06, 7.61e-07, 1.70e-06, 2.03e-06, 2.63e-06, 2.58e-06, 3.11e-06, 7.59e-08, 1.28e-05, 3.39e-05, 8.45e-05, 1.89e-05, 2.19e-04, 0.00e+00, 7.77e-09, 0.00e+00, 2.93e-08, 0.00e+00, 4.14e-10, 1.15e-07, 6.51e-08] []
643100 [2.03e-07, 5.59e-07, 5.65e-07, 3.85e-07, 4.77e-07, 1.53e-06, 1.41e-07, 7.63e-09, 1.21e-07, 1.09e-10, 4.09e-07, 8.71e-07, 5.61e-07, 2.83e-09, 9.34e-10, 2.34e-09, 6.83e-10, 1.73e-09, 8.36e-09, 0.00e+00, 5.12e-08, 1.02e-07] [2.03e-07, 5.59e-07, 5.65e-07, 3.85e-07, 4.77e-07, 1.53e-06, 1.41e-07, 7.63e-09, 1.21e-07, 1.09e-10, 4.09e-07, 8.71e-07, 5.61e-07, 2.83e-09, 9.34e-10, 2.34e-09, 6.83e-10, 1.73e-09, 8.36e-09, 0.00e+00, 5.12e-08, 1.02e-07] []
643200 [2.35e-07, 5.88e-07, 6.38e-07, 4.29e-07, 5.34e-07, 1.55e-06, 2.83e-07, 8.75e-08, 6.09e-07, 4.63e-08, 1.21e-06, 2.27e-06, 1.32e-06, 1.91e-06, 3.09e-08, 0.00e+00, 5.27e-10, 1.98e-08, 6.28e-08, 0.00e+00, 4.18e-07, 7.56e-07] [2.35e-07, 5.88e-07, 6.38e-07, 4.29e-07, 5.34e-07, 1.55e-06, 2.83e-07, 8.75e-08, 6.09e-07, 4.63e-08, 1.21e-06, 2.27e-06, 1.32e-06, 1.91e-06, 3.09e-08, 0.00e+00, 5.27e-10, 1.98e-08, 6.28e-08, 0.00e+00, 4.18e-07, 7.56e-07] []
643300 [2.69e-07, 5.28e-07, 5.34e-07, 3.90e-07, 4.67e-07, 1.56e-06, 2.22e-07, 5.04e-09, 7.61e-11, 7.43e-08, 5.35e-07, 1.12e-06, 1.29e-06, 2.74e-06, 4.08e-08, 2.61e-08, 2.07e-08, 3.02e-08, 6.80e-10, 3.21e-12, 1.26e-08, 3.18e-10] [2.69e-07, 5.28e-07, 5.34e-07, 3.90e-07, 4.67e-07, 1.56e-06, 2.22e-07, 5.04e-09, 7.61e-11, 7.43e-08, 5.35e-07, 1.12e-06, 1.29e-06, 2.74e-06, 4.08e-08, 2.61e-08, 2.07e-08, 3.02e-08, 6.80e-10, 3.21e-12, 1.26e-08, 3.18e-10] []
643400 [2.32e-07, 5.89e-07, 7.37e-07, 4.62e-07, 5.50e-07, 1.53e-06, 2.04e-07, 1.13e-09, 1.75e-09, 2.41e-08, 8.84e-07, 1.52e-06, 9.41e-07, 3.40e-07, 1.20e-08, 5.77e-09, 1.45e-09, 8.81e-09, 0.00e+00, 9.56e-12, 2.58e-08, 3.11e-09] [2.32e-07, 5.89e-07, 7.37e-07, 4.62e-07, 5.50e-07, 1.53e-06, 2.04e-07, 1.13e-09, 1.75e-09, 2.41e-08, 8.84e-07, 1.52e-06, 9.41e-07, 3.40e-07, 1.20e-08, 5.77e-09, 1.45e-09, 8.81e-09, 0.00e+00, 9.56e-12, 2.58e-08, 3.11e-09] []
643500 [8.51e-07, 5.66e-07, 6.09e-07, 4.38e-07, 5.21e-07, 1.62e-06, 2.08e-07, 1.40e-07, 1.27e-11, 7.90e-07, 2.08e-06, 5.00e-06, 1.15e-05, 3.17e-05, 3.47e-07, 2.31e-07, 2.45e-07, 2.35e-07, 3.04e-08, 1.00e-11, 1.94e-07, 2.35e-10] [8.51e-07, 5.66e-07, 6.09e-07, 4.38e-07, 5.21e-07, 1.62e-06, 2.08e-07, 1.40e-07, 1.27e-11, 7.90e-07, 2.08e-06, 5.00e-06, 1.15e-05, 3.17e-05, 3.47e-07, 2.31e-07, 2.45e-07, 2.35e-07, 3.04e-08, 1.00e-11, 1.94e-07, 2.35e-10] []
643600 [2.05e-07, 5.62e-07, 6.85e-07, 4.51e-07, 5.03e-07, 1.52e-06, 1.84e-07, 1.09e-07, 8.70e-13, 7.46e-09, 5.61e-07, 1.14e-06, 9.57e-07, 4.27e-08, 5.24e-09, 6.16e-09, 4.27e-11, 9.52e-09, 0.00e+00, 2.60e-11, 5.34e-08, 2.52e-10] [2.05e-07, 5.62e-07, 6.85e-07, 4.51e-07, 5.03e-07, 1.52e-06, 1.84e-07, 1.09e-07, 8.70e-13, 7.46e-09, 5.61e-07, 1.14e-06, 9.57e-07, 4.27e-08, 5.24e-09, 6.16e-09, 4.27e-11, 9.52e-09, 0.00e+00, 2.60e-11, 5.34e-08, 2.52e-10] []
643700 [4.06e-05, 6.94e-06, 5.34e-06, 7.04e-06, 5.15e-06, 6.75e-06, 6.27e-06, 2.03e-04, 7.09e-08, 7.27e-05, 1.22e-04, 3.10e-04, 5.11e-04, 2.25e-03, 2.93e-05, 3.11e-05, 2.50e-05, 1.13e-05, 5.14e-05, 5.89e-09, 2.47e-04, 3.78e-08] [4.06e-05, 6.94e-06, 5.34e-06, 7.04e-06, 5.15e-06, 6.75e-06, 6.27e-06, 2.03e-04, 7.09e-08, 7.27e-05, 1.22e-04, 3.10e-04, 5.11e-04, 2.25e-03, 2.93e-05, 3.11e-05, 2.50e-05, 1.13e-05, 5.14e-05, 5.89e-09, 2.47e-04, 3.78e-08] []
643800 [2.22e-07, 5.98e-07, 7.43e-07, 4.42e-07, 5.26e-07, 1.55e-06, 1.67e-07, 2.84e-08, 1.24e-09, 3.81e-10, 4.73e-07, 9.89e-07, 7.22e-07, 1.60e-08, 1.92e-09, 3.27e-09, 7.70e-10, 1.36e-09, 1.55e-10, 1.37e-11, 5.29e-08, 2.18e-10] [2.22e-07, 5.98e-07, 7.43e-07, 4.42e-07, 5.26e-07, 1.55e-06, 1.67e-07, 2.84e-08, 1.24e-09, 3.81e-10, 4.73e-07, 9.89e-07, 7.22e-07, 1.60e-08, 1.92e-09, 3.27e-09, 7.70e-10, 1.36e-09, 1.55e-10, 1.37e-11, 5.29e-08, 2.18e-10] []
643900 [1.32e-04, 3.97e-05, 1.26e-05, 2.55e-05, 9.03e-06, 2.02e-05, 4.73e-06, 3.44e-05, 3.75e-08, 1.74e-04, 1.95e-04, 1.27e-03, 1.38e-03, 6.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.75e-05, 1.49e-07] [1.32e-04, 3.97e-05, 1.26e-05, 2.55e-05, 9.03e-06, 2.02e-05, 4.73e-06, 3.44e-05, 3.75e-08, 1.74e-04, 1.95e-04, 1.27e-03, 1.38e-03, 6.85e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 8.75e-05, 1.49e-07] []
644000 [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10] [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 49.667487 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
644000 [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10] [2.12e-07, 5.80e-07, 7.18e-07, 4.23e-07, 5.27e-07, 1.54e-06, 1.54e-07, 1.15e-08, 8.36e-10, 6.55e-12, 4.35e-07, 9.56e-07, 6.34e-07, 4.14e-09, 1.41e-09, 2.44e-09, 5.43e-10, 1.16e-09, 0.00e+00, 1.00e-15, 2.40e-08, 5.55e-10] []
644100 [3.19e-05, 7.94e-06, 7.99e-06, 8.22e-06, 4.11e-06, 5.87e-06, 4.52e-06, 3.87e-05, 2.34e-04, 5.45e-05, 1.36e-04, 2.64e-04, 8.41e-04, 1.81e-03, 4.55e-05, 1.55e-05, 3.26e-05, 1.75e-05, 1.06e-05, 0.00e+00, 5.53e-05, 3.35e-04] [3.19e-05, 7.94e-06, 7.99e-06, 8.22e-06, 4.11e-06, 5.87e-06, 4.52e-06, 3.87e-05, 2.34e-04, 5.45e-05, 1.36e-04, 2.64e-04, 8.41e-04, 1.81e-03, 4.55e-05, 1.55e-05, 3.26e-05, 1.75e-05, 1.06e-05, 0.00e+00, 5.53e-05, 3.35e-04] []
644200 [2.11e-07, 5.81e-07, 6.58e-07, 4.07e-07, 5.34e-07, 1.55e-06, 1.75e-07, 2.94e-08, 9.57e-07, 2.86e-08, 5.68e-07, 1.04e-06, 6.68e-07, 4.99e-08, 5.81e-10, 1.29e-09, 9.29e-11, 2.67e-09, 5.96e-09, 5.21e-09, 3.90e-08, 6.44e-06] [2.11e-07, 5.81e-07, 6.58e-07, 4.07e-07, 5.34e-07, 1.55e-06, 1.75e-07, 2.94e-08, 9.57e-07, 2.86e-08, 5.68e-07, 1.04e-06, 6.68e-07, 4.99e-08, 5.81e-10, 1.29e-09, 9.29e-11, 2.67e-09, 5.96e-09, 5.21e-09, 3.90e-08, 6.44e-06] []
644300 [5.14e-06, 1.74e-06, 8.29e-07, 1.60e-06, 1.93e-06, 2.29e-06, 1.90e-06, 3.36e-05, 2.21e-07, 3.89e-06, 6.05e-06, 4.42e-05, 4.91e-05, 2.08e-04, 0.00e+00, 2.28e-08, 0.00e+00, 8.32e-09, 0.00e+00, 0.00e+00, 7.80e-05, 4.36e-07] [5.14e-06, 1.74e-06, 8.29e-07, 1.60e-06, 1.93e-06, 2.29e-06, 1.90e-06, 3.36e-05, 2.21e-07, 3.89e-06, 6.05e-06, 4.42e-05, 4.91e-05, 2.08e-04, 0.00e+00, 2.28e-08, 0.00e+00, 8.32e-09, 0.00e+00, 0.00e+00, 7.80e-05, 4.36e-07] []
644400 [2.04e-07, 5.39e-07, 5.89e-07, 3.89e-07, 4.76e-07, 1.54e-06, 1.54e-07, 6.30e-08, 1.89e-09, 5.44e-10, 4.15e-07, 8.73e-07, 5.53e-07, 7.21e-09, 2.07e-09, 2.93e-09, 4.03e-10, 1.42e-09, 0.00e+00, 0.00e+00, 1.95e-08, 9.15e-10] [2.04e-07, 5.39e-07, 5.89e-07, 3.89e-07, 4.76e-07, 1.54e-06, 1.54e-07, 6.30e-08, 1.89e-09, 5.44e-10, 4.15e-07, 8.73e-07, 5.53e-07, 7.21e-09, 2.07e-09, 2.93e-09, 4.03e-10, 1.42e-09, 0.00e+00, 0.00e+00, 1.95e-08, 9.15e-10] []
644500 [3.53e-07, 5.26e-07, 1.05e-06, 4.27e-07, 6.14e-07, 1.57e-06, 2.23e-07, 5.31e-06, 7.64e-08, 1.54e-08, 8.92e-07, 1.88e-06, 1.57e-06, 6.21e-08, 2.33e-08, 9.37e-09, 1.22e-08, 2.46e-08, 0.00e+00, 4.91e-09, 8.83e-06, 3.19e-08] [3.53e-07, 5.26e-07, 1.05e-06, 4.27e-07, 6.14e-07, 1.57e-06, 2.23e-07, 5.31e-06, 7.64e-08, 1.54e-08, 8.92e-07, 1.88e-06, 1.57e-06, 6.21e-08, 2.33e-08, 9.37e-09, 1.22e-08, 2.46e-08, 0.00e+00, 4.91e-09, 8.83e-06, 3.19e-08] []
644600 [2.11e-07, 5.85e-07, 6.45e-07, 4.18e-07, 4.76e-07, 1.57e-06, 1.48e-07, 2.26e-08, 7.66e-11, 3.73e-11, 4.14e-07, 8.38e-07, 5.28e-07, 2.83e-09, 1.55e-09, 2.45e-09, 1.52e-09, 1.90e-09, 1.13e-08, 1.18e-12, 6.88e-08, 2.31e-10] [2.11e-07, 5.85e-07, 6.45e-07, 4.18e-07, 4.76e-07, 1.57e-06, 1.48e-07, 2.26e-08, 7.66e-11, 3.73e-11, 4.14e-07, 8.38e-07, 5.28e-07, 2.83e-09, 1.55e-09, 2.45e-09, 1.52e-09, 1.90e-09, 1.13e-08, 1.18e-12, 6.88e-08, 2.31e-10] []
644700 [1.31e-06, 9.58e-07, 6.73e-07, 8.92e-07, 6.63e-07, 1.67e-06, 3.55e-07, 5.46e-06, 4.29e-06, 2.86e-06, 4.91e-06, 1.54e-05, 7.97e-06, 6.34e-05, 0.00e+00, 6.29e-08, 0.00e+00, 1.74e-10, 0.00e+00, 0.00e+00, 5.17e-06, 2.57e-06] [1.31e-06, 9.58e-07, 6.73e-07, 8.92e-07, 6.63e-07, 1.67e-06, 3.55e-07, 5.46e-06, 4.29e-06, 2.86e-06, 4.91e-06, 1.54e-05, 7.97e-06, 6.34e-05, 0.00e+00, 6.29e-08, 0.00e+00, 1.74e-10, 0.00e+00, 0.00e+00, 5.17e-06, 2.57e-06] []
644800 [2.03e-07, 5.55e-07, 5.81e-07, 3.89e-07, 4.76e-07, 1.55e-06, 1.55e-07, 4.53e-09, 1.55e-10, 6.44e-11, 4.09e-07, 8.37e-07, 5.24e-07, 2.10e-09, 1.47e-09, 2.77e-09, 9.65e-10, 1.47e-09, 4.61e-10, 2.62e-11, 1.19e-08, 2.71e-10] [2.03e-07, 5.55e-07, 5.81e-07, 3.89e-07, 4.76e-07, 1.55e-06, 1.55e-07, 4.53e-09, 1.55e-10, 6.44e-11, 4.09e-07, 8.37e-07, 5.24e-07, 2.10e-09, 1.47e-09, 2.77e-09, 9.65e-10, 1.47e-09, 4.61e-10, 2.62e-11, 1.19e-08, 2.71e-10] []
644900 [9.36e-07, 8.47e-07, 9.94e-07, 7.34e-07, 4.61e-07, 1.59e-06, 4.69e-07, 1.90e-06, 1.82e-08, 1.97e-07, 7.47e-06, 1.08e-05, 1.18e-05, 3.84e-06, 6.43e-08, 1.20e-07, 0.00e+00, 9.77e-09, 0.00e+00, 4.24e-09, 1.07e-05, 2.86e-08] [9.36e-07, 8.47e-07, 9.94e-07, 7.34e-07, 4.61e-07, 1.59e-06, 4.69e-07, 1.90e-06, 1.82e-08, 1.97e-07, 7.47e-06, 1.08e-05, 1.18e-05, 3.84e-06, 6.43e-08, 1.20e-07, 0.00e+00, 9.77e-09, 0.00e+00, 4.24e-09, 1.07e-05, 2.86e-08] []
645000 [2.04e-07, 5.61e-07, 6.01e-07, 4.07e-07, 4.63e-07, 1.56e-06, 1.45e-07, 1.18e-07, 1.29e-11, 8.60e-11, 4.13e-07, 8.25e-07, 5.42e-07, 7.64e-09, 2.31e-09, 3.24e-09, 1.90e-09, 2.72e-09, 2.64e-08, 1.49e-12, 1.65e-07, 2.56e-10] [2.04e-07, 5.61e-07, 6.01e-07, 4.07e-07, 4.63e-07, 1.56e-06, 1.45e-07, 1.18e-07, 1.29e-11, 8.60e-11, 4.13e-07, 8.25e-07, 5.42e-07, 7.64e-09, 2.31e-09, 3.24e-09, 1.90e-09, 2.72e-09, 2.64e-08, 1.49e-12, 1.65e-07, 2.56e-10] []
645100 [4.99e-07, 4.97e-07, 7.75e-07, 4.11e-07, 6.31e-07, 1.54e-06, 1.91e-07, 3.76e-07, 4.17e-06, 1.43e-07, 3.12e-06, 3.88e-06, 1.22e-05, 8.84e-06, 5.22e-08, 1.20e-07, 2.48e-07, 3.53e-08, 5.13e-10, 0.00e+00, 1.52e-08, 9.59e-06] [4.99e-07, 4.97e-07, 7.75e-07, 4.11e-07, 6.31e-07, 1.54e-06, 1.91e-07, 3.76e-07, 4.17e-06, 1.43e-07, 3.12e-06, 3.88e-06, 1.22e-05, 8.84e-06, 5.22e-08, 1.20e-07, 2.48e-07, 3.53e-08, 5.13e-10, 0.00e+00, 1.52e-08, 9.59e-06] []
645200 [5.42e-06, 1.24e-06, 9.86e-07, 8.79e-07, 9.69e-07, 2.13e-06, 3.52e-07, 1.08e-06, 2.12e-10, 7.25e-06, 1.34e-05, 4.07e-05, 8.35e-05, 2.82e-04, 3.56e-06, 2.92e-06, 2.13e-06, 1.96e-06, 4.15e-07, 2.16e-11, 2.71e-06, 2.32e-10] [5.42e-06, 1.24e-06, 9.86e-07, 8.79e-07, 9.69e-07, 2.13e-06, 3.52e-07, 1.08e-06, 2.12e-10, 7.25e-06, 1.34e-05, 4.07e-05, 8.35e-05, 2.82e-04, 3.56e-06, 2.92e-06, 2.13e-06, 1.96e-06, 4.15e-07, 2.16e-11, 2.71e-06, 2.32e-10] []
645300 [2.24e-07, 5.60e-07, 6.85e-07, 4.40e-07, 5.16e-07, 1.54e-06, 1.56e-07, 1.37e-09, 3.24e-10, 7.39e-09, 4.92e-07, 1.17e-06, 6.85e-07, 3.58e-07, 1.34e-08, 1.02e-08, 0.00e+00, 7.14e-09, 7.46e-12, 2.66e-11, 7.51e-08, 2.36e-10] [2.24e-07, 5.60e-07, 6.85e-07, 4.40e-07, 5.16e-07, 1.54e-06, 1.56e-07, 1.37e-09, 3.24e-10, 7.39e-09, 4.92e-07, 1.17e-06, 6.85e-07, 3.58e-07, 1.34e-08, 1.02e-08, 0.00e+00, 7.14e-09, 7.46e-12, 2.66e-11, 7.51e-08, 2.36e-10] []
645400 [6.29e-06, 4.43e-06, 5.39e-06, 8.49e-06, 5.20e-06, 3.38e-06, 6.23e-06, 1.27e-04, 6.11e-06, 4.28e-05, 8.82e-05, 1.98e-04, 7.58e-05, 3.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-07, 0.00e+00, 2.65e-08, 6.41e-05, 2.37e-07] [6.29e-06, 4.43e-06, 5.39e-06, 8.49e-06, 5.20e-06, 3.38e-06, 6.23e-06, 1.27e-04, 6.11e-06, 4.28e-05, 8.82e-05, 1.98e-04, 7.58e-05, 3.08e-04, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-07, 0.00e+00, 2.65e-08, 6.41e-05, 2.37e-07] []
645500 [2.18e-07, 6.18e-07, 8.12e-07, 4.49e-07, 5.42e-07, 1.60e-06, 1.90e-07, 2.01e-09, 9.54e-07, 9.30e-09, 6.71e-07, 9.72e-07, 7.57e-07, 8.25e-09, 6.08e-09, 4.47e-09, 0.00e+00, 3.34e-09, 3.90e-09, 8.80e-06, 2.74e-08, 3.57e-05] [2.18e-07, 6.18e-07, 8.12e-07, 4.49e-07, 5.42e-07, 1.60e-06, 1.90e-07, 2.01e-09, 9.54e-07, 9.30e-09, 6.71e-07, 9.72e-07, 7.57e-07, 8.25e-09, 6.08e-09, 4.47e-09, 0.00e+00, 3.34e-09, 3.90e-09, 8.80e-06, 2.74e-08, 3.57e-05] []
645600 [1.24e-05, 4.53e-06, 3.65e-06, 6.54e-06, 2.84e-06, 5.61e-06, 5.89e-06, 3.92e-05, 3.19e-07, 2.70e-05, 5.13e-05, 1.69e-04, 8.40e-05, 7.36e-04, 1.76e-05, 4.41e-06, 7.01e-06, 1.03e-06, 0.00e+00, 6.94e-08, 5.52e-05, 3.88e-07] [1.24e-05, 4.53e-06, 3.65e-06, 6.54e-06, 2.84e-06, 5.61e-06, 5.89e-06, 3.92e-05, 3.19e-07, 2.70e-05, 5.13e-05, 1.69e-04, 8.40e-05, 7.36e-04, 1.76e-05, 4.41e-06, 7.01e-06, 1.03e-06, 0.00e+00, 6.94e-08, 5.52e-05, 3.88e-07] []
645700 [2.12e-07, 5.61e-07, 7.22e-07, 4.26e-07, 5.19e-07, 1.57e-06, 1.56e-07, 7.49e-08, 1.59e-09, 1.97e-09, 4.35e-07, 9.20e-07, 6.70e-07, 8.44e-08, 3.52e-09, 4.17e-09, 4.36e-10, 3.62e-09, 2.04e-09, 3.90e-10, 1.89e-08, 2.42e-09] [2.12e-07, 5.61e-07, 7.22e-07, 4.26e-07, 5.19e-07, 1.57e-06, 1.56e-07, 7.49e-08, 1.59e-09, 1.97e-09, 4.35e-07, 9.20e-07, 6.70e-07, 8.44e-08, 3.52e-09, 4.17e-09, 4.36e-10, 3.62e-09, 2.04e-09, 3.90e-10, 1.89e-08, 2.42e-09] []
645800 [1.67e-06, 9.39e-07, 1.74e-06, 3.67e-06, 1.46e-06, 2.12e-06, 1.70e-06, 8.63e-05, 3.99e-09, 8.48e-08, 1.35e-05, 2.93e-05, 4.36e-05, 4.86e-06, 5.04e-07, 0.00e+00, 0.00e+00, 6.56e-08, 1.00e-05, 3.01e-11, 5.47e-05, 2.88e-10] [1.67e-06, 9.39e-07, 1.74e-06, 3.67e-06, 1.46e-06, 2.12e-06, 1.70e-06, 8.63e-05, 3.99e-09, 8.48e-08, 1.35e-05, 2.93e-05, 4.36e-05, 4.86e-06, 5.04e-07, 0.00e+00, 0.00e+00, 6.56e-08, 1.00e-05, 3.01e-11, 5.47e-05, 2.88e-10] []
645900 [2.10e-07, 5.23e-07, 5.96e-07, 3.94e-07, 4.76e-07, 1.55e-06, 1.46e-07, 3.51e-11, 2.99e-10, 8.83e-09, 4.28e-07, 8.97e-07, 6.35e-07, 2.54e-07, 7.66e-09, 8.64e-09, 7.55e-10, 6.99e-09, 6.16e-09, 1.59e-11, 3.84e-08, 2.09e-10] [2.10e-07, 5.23e-07, 5.96e-07, 3.94e-07, 4.76e-07, 1.55e-06, 1.46e-07, 3.51e-11, 2.99e-10, 8.83e-09, 4.28e-07, 8.97e-07, 6.35e-07, 2.54e-07, 7.66e-09, 8.64e-09, 7.55e-10, 6.99e-09, 6.16e-09, 1.59e-11, 3.84e-08, 2.09e-10] []
646000 [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07] [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.988019 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
646000 [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07] [2.46e-07, 5.54e-07, 7.40e-07, 4.64e-07, 5.08e-07, 1.55e-06, 1.95e-07, 2.57e-07, 1.77e-07, 5.98e-13, 8.93e-07, 1.92e-06, 2.59e-06, 1.60e-06, 8.40e-09, 0.00e+00, 0.00e+00, 2.05e-08, 0.00e+00, 8.08e-08, 1.26e-06, 4.50e-07] []
646100 [3.09e-05, 8.78e-06, 3.05e-06, 1.07e-05, 4.83e-06, 5.38e-06, 3.48e-06, 9.81e-05, 5.48e-07, 4.64e-05, 4.01e-05, 2.46e-04, 4.20e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-04, 7.64e-07] [3.09e-05, 8.78e-06, 3.05e-06, 1.07e-05, 4.83e-06, 5.38e-06, 3.48e-06, 9.81e-05, 5.48e-07, 4.64e-05, 4.01e-05, 2.46e-04, 4.20e-04, 1.31e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.79e-04, 7.64e-07] []
646200 [2.06e-07, 5.57e-07, 6.59e-07, 4.13e-07, 5.03e-07, 1.56e-06, 1.46e-07, 3.32e-08, 9.01e-10, 9.88e-10, 4.47e-07, 9.32e-07, 6.92e-07, 3.32e-08, 2.43e-09, 4.57e-09, 1.86e-09, 1.25e-09, 3.28e-10, 1.94e-10, 1.22e-08, 1.16e-09] [2.06e-07, 5.57e-07, 6.59e-07, 4.13e-07, 5.03e-07, 1.56e-06, 1.46e-07, 3.32e-08, 9.01e-10, 9.88e-10, 4.47e-07, 9.32e-07, 6.92e-07, 3.32e-08, 2.43e-09, 4.57e-09, 1.86e-09, 1.25e-09, 3.28e-10, 1.94e-10, 1.22e-08, 1.16e-09] []
646300 [1.41e-06, 9.02e-07, 9.15e-07, 7.52e-07, 8.22e-07, 1.31e-06, 3.87e-07, 1.40e-06, 1.63e-04, 1.06e-06, 2.89e-05, 1.90e-05, 2.16e-05, 1.17e-06, 2.04e-09, 2.08e-07, 0.00e+00, 1.13e-10, 0.00e+00, 0.00e+00, 4.89e-06, 4.56e-04] [1.41e-06, 9.02e-07, 9.15e-07, 7.52e-07, 8.22e-07, 1.31e-06, 3.87e-07, 1.40e-06, 1.63e-04, 1.06e-06, 2.89e-05, 1.90e-05, 2.16e-05, 1.17e-06, 2.04e-09, 2.08e-07, 0.00e+00, 1.13e-10, 0.00e+00, 0.00e+00, 4.89e-06, 4.56e-04] []
646400 [2.37e-07, 5.21e-07, 5.54e-07, 3.88e-07, 4.49e-07, 1.57e-06, 2.17e-07, 8.31e-08, 1.06e-08, 4.10e-08, 4.97e-07, 9.82e-07, 1.14e-06, 1.54e-06, 2.43e-08, 1.84e-08, 1.31e-08, 2.34e-08, 4.53e-10, 4.14e-10, 7.55e-08, 2.41e-09] [2.37e-07, 5.21e-07, 5.54e-07, 3.88e-07, 4.49e-07, 1.57e-06, 2.17e-07, 8.31e-08, 1.06e-08, 4.10e-08, 4.97e-07, 9.82e-07, 1.14e-06, 1.54e-06, 2.43e-08, 1.84e-08, 1.31e-08, 2.34e-08, 4.53e-10, 4.14e-10, 7.55e-08, 2.41e-09] []
646500 [2.13e-07, 5.80e-07, 7.29e-07, 3.98e-07, 5.30e-07, 1.57e-06, 2.04e-07, 1.85e-07, 4.86e-11, 1.12e-08, 5.05e-07, 1.45e-06, 9.01e-07, 4.59e-07, 3.96e-09, 0.00e+00, 2.01e-11, 7.42e-09, 0.00e+00, 2.65e-13, 4.40e-07, 7.85e-10] [2.13e-07, 5.80e-07, 7.29e-07, 3.98e-07, 5.30e-07, 1.57e-06, 2.04e-07, 1.85e-07, 4.86e-11, 1.12e-08, 5.05e-07, 1.45e-06, 9.01e-07, 4.59e-07, 3.96e-09, 0.00e+00, 2.01e-11, 7.42e-09, 0.00e+00, 2.65e-13, 4.40e-07, 7.85e-10] []
646600 [1.07e-04, 3.47e-05, 9.77e-06, 2.54e-05, 8.95e-06, 1.80e-05, 3.90e-06, 8.37e-05, 4.59e-09, 1.59e-04, 1.60e-04, 1.09e-03, 1.11e-03, 5.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-04, 6.35e-08] [1.07e-04, 3.47e-05, 9.77e-06, 2.54e-05, 8.95e-06, 1.80e-05, 3.90e-06, 8.37e-05, 4.59e-09, 1.59e-04, 1.60e-04, 1.09e-03, 1.11e-03, 5.75e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.93e-04, 6.35e-08] []
646700 [2.05e-07, 5.64e-07, 6.53e-07, 4.07e-07, 5.00e-07, 1.55e-06, 1.77e-07, 6.04e-08, 8.60e-11, 4.99e-10, 4.82e-07, 9.67e-07, 8.09e-07, 5.17e-08, 3.14e-09, 4.23e-09, 2.39e-09, 1.70e-09, 1.50e-08, 0.00e+00, 9.11e-08, 1.04e-09] [2.05e-07, 5.64e-07, 6.53e-07, 4.07e-07, 5.00e-07, 1.55e-06, 1.77e-07, 6.04e-08, 8.60e-11, 4.99e-10, 4.82e-07, 9.67e-07, 8.09e-07, 5.17e-08, 3.14e-09, 4.23e-09, 2.39e-09, 1.70e-09, 1.50e-08, 0.00e+00, 9.11e-08, 1.04e-09] []
646800 [3.08e-06, 1.23e-06, 7.81e-07, 1.22e-06, 1.01e-06, 1.49e-06, 4.69e-07, 7.13e-06, 6.98e-07, 6.00e-08, 3.13e-06, 1.03e-05, 1.43e-05, 2.64e-05, 4.41e-07, 1.54e-06, 4.66e-07, 2.05e-08, 2.33e-06, 0.00e+00, 1.37e-05, 9.07e-07] [3.08e-06, 1.23e-06, 7.81e-07, 1.22e-06, 1.01e-06, 1.49e-06, 4.69e-07, 7.13e-06, 6.98e-07, 6.00e-08, 3.13e-06, 1.03e-05, 1.43e-05, 2.64e-05, 4.41e-07, 1.54e-06, 4.66e-07, 2.05e-08, 2.33e-06, 0.00e+00, 1.37e-05, 9.07e-07] []
646900 [1.96e-07, 5.60e-07, 5.96e-07, 3.95e-07, 4.64e-07, 1.55e-06, 1.61e-07, 2.32e-08, 2.00e-10, 8.06e-10, 4.06e-07, 8.78e-07, 5.55e-07, 5.00e-08, 3.57e-10, 1.83e-09, 1.14e-09, 6.80e-10, 1.72e-08, 1.85e-11, 1.04e-07, 2.29e-10] [1.96e-07, 5.60e-07, 5.96e-07, 3.95e-07, 4.64e-07, 1.55e-06, 1.61e-07, 2.32e-08, 2.00e-10, 8.06e-10, 4.06e-07, 8.78e-07, 5.55e-07, 5.00e-08, 3.57e-10, 1.83e-09, 1.14e-09, 6.80e-10, 1.72e-08, 1.85e-11, 1.04e-07, 2.29e-10] []
647000 [2.23e-07, 5.56e-07, 8.06e-07, 4.65e-07, 5.15e-07, 1.54e-06, 2.23e-07, 1.63e-08, 1.26e-08, 1.33e-07, 2.17e-06, 2.65e-06, 2.73e-06, 6.09e-07, 1.61e-08, 2.52e-10, 0.00e+00, 4.24e-08, 1.56e-08, 9.90e-10, 9.42e-08, 6.66e-09] [2.23e-07, 5.56e-07, 8.06e-07, 4.65e-07, 5.15e-07, 1.54e-06, 2.23e-07, 1.63e-08, 1.26e-08, 1.33e-07, 2.17e-06, 2.65e-06, 2.73e-06, 6.09e-07, 1.61e-08, 2.52e-10, 0.00e+00, 4.24e-08, 1.56e-08, 9.90e-10, 9.42e-08, 6.66e-09] []
647100 [5.14e-07, 7.07e-07, 5.78e-07, 4.08e-07, 4.31e-07, 1.58e-06, 1.59e-07, 5.03e-08, 1.29e-09, 4.53e-07, 1.04e-06, 3.98e-06, 6.08e-06, 1.93e-05, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.06e-11, 4.79e-08, 2.14e-10] [5.14e-07, 7.07e-07, 5.78e-07, 4.08e-07, 4.31e-07, 1.58e-06, 1.59e-07, 5.03e-08, 1.29e-09, 4.53e-07, 1.04e-06, 3.98e-06, 6.08e-06, 1.93e-05, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 0.00e+00, 1.06e-11, 4.79e-08, 2.14e-10] []
647200 [2.13e-07, 5.43e-07, 6.69e-07, 4.24e-07, 5.17e-07, 1.55e-06, 1.77e-07, 3.75e-07, 1.34e-07, 1.91e-08, 5.52e-07, 1.06e-06, 1.12e-06, 4.76e-07, 1.13e-08, 2.79e-09, 4.06e-09, 6.04e-09, 0.00e+00, 1.91e-08, 3.88e-07, 1.19e-07] [2.13e-07, 5.43e-07, 6.69e-07, 4.24e-07, 5.17e-07, 1.55e-06, 1.77e-07, 3.75e-07, 1.34e-07, 1.91e-08, 5.52e-07, 1.06e-06, 1.12e-06, 4.76e-07, 1.13e-08, 2.79e-09, 4.06e-09, 6.04e-09, 0.00e+00, 1.91e-08, 3.88e-07, 1.19e-07] []
647300 [4.77e-06, 3.84e-06, 2.01e-06, 5.66e-06, 2.88e-06, 3.33e-06, 4.33e-06, 9.92e-07, 7.59e-08, 1.80e-05, 4.19e-05, 1.50e-04, 7.24e-05, 6.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-08, 1.52e-07, 4.96e-09, 1.03e-06, 3.22e-08] [4.77e-06, 3.84e-06, 2.01e-06, 5.66e-06, 2.88e-06, 3.33e-06, 4.33e-06, 9.92e-07, 7.59e-08, 1.80e-05, 4.19e-05, 1.50e-04, 7.24e-05, 6.61e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.13e-08, 1.52e-07, 4.96e-09, 1.03e-06, 3.22e-08] []
647400 [2.01e-07, 5.59e-07, 6.26e-07, 4.05e-07, 4.85e-07, 1.56e-06, 1.58e-07, 1.48e-09, 3.63e-10, 4.20e-10, 4.23e-07, 9.14e-07, 6.08e-07, 1.39e-08, 7.97e-10, 2.31e-09, 2.85e-10, 5.84e-10, 0.00e+00, 6.58e-13, 5.66e-08, 2.98e-10] [2.01e-07, 5.59e-07, 6.26e-07, 4.05e-07, 4.85e-07, 1.56e-06, 1.58e-07, 1.48e-09, 3.63e-10, 4.20e-10, 4.23e-07, 9.14e-07, 6.08e-07, 1.39e-08, 7.97e-10, 2.31e-09, 2.85e-10, 5.84e-10, 0.00e+00, 6.58e-13, 5.66e-08, 2.98e-10] []
647500 [1.77e-06, 1.25e-06, 9.83e-07, 1.05e-06, 8.15e-07, 1.35e-06, 6.67e-07, 1.19e-07, 8.22e-06, 2.17e-06, 9.50e-06, 2.46e-05, 4.92e-06, 3.91e-05, 1.16e-06, 2.33e-06, 1.12e-09, 6.60e-08, 8.52e-10, 7.39e-08, 1.18e-08, 5.58e-07] [1.77e-06, 1.25e-06, 9.83e-07, 1.05e-06, 8.15e-07, 1.35e-06, 6.67e-07, 1.19e-07, 8.22e-06, 2.17e-06, 9.50e-06, 2.46e-05, 4.92e-06, 3.91e-05, 1.16e-06, 2.33e-06, 1.12e-09, 6.60e-08, 8.52e-10, 7.39e-08, 1.18e-08, 5.58e-07] []
647600 [2.04e-07, 5.73e-07, 6.43e-07, 4.09e-07, 4.87e-07, 1.56e-06, 1.81e-07, 8.58e-10, 3.82e-09, 3.86e-11, 4.08e-07, 8.57e-07, 5.54e-07, 4.54e-09, 1.84e-09, 2.68e-09, 3.88e-10, 1.39e-09, 1.35e-10, 0.00e+00, 1.07e-08, 2.73e-08] [2.04e-07, 5.73e-07, 6.43e-07, 4.09e-07, 4.87e-07, 1.56e-06, 1.81e-07, 8.58e-10, 3.82e-09, 3.86e-11, 4.08e-07, 8.57e-07, 5.54e-07, 4.54e-09, 1.84e-09, 2.68e-09, 3.88e-10, 1.39e-09, 1.35e-10, 0.00e+00, 1.07e-08, 2.73e-08] []
647700 [7.67e-07, 7.73e-07, 7.89e-07, 7.97e-07, 4.96e-07, 1.40e-06, 4.56e-07, 1.42e-05, 1.82e-07, 6.63e-07, 3.57e-06, 5.41e-06, 4.37e-06, 2.52e-06, 4.71e-09, 1.26e-07, 0.00e+00, 1.43e-08, 1.31e-06, 3.89e-08, 8.14e-06, 2.31e-07] [7.67e-07, 7.73e-07, 7.89e-07, 7.97e-07, 4.96e-07, 1.40e-06, 4.56e-07, 1.42e-05, 1.82e-07, 6.63e-07, 3.57e-06, 5.41e-06, 4.37e-06, 2.52e-06, 4.71e-09, 1.26e-07, 0.00e+00, 1.43e-08, 1.31e-06, 3.89e-08, 8.14e-06, 2.31e-07] []
647800 [1.92e-07, 5.51e-07, 5.83e-07, 3.95e-07, 4.51e-07, 1.55e-06, 1.62e-07, 2.38e-08, 1.28e-11, 2.73e-09, 3.94e-07, 8.60e-07, 5.66e-07, 1.39e-07, 2.02e-10, 1.46e-09, 1.28e-09, 1.74e-10, 1.60e-08, 6.55e-12, 9.71e-08, 2.08e-10] [1.92e-07, 5.51e-07, 5.83e-07, 3.95e-07, 4.51e-07, 1.55e-06, 1.62e-07, 2.38e-08, 1.28e-11, 2.73e-09, 3.94e-07, 8.60e-07, 5.66e-07, 1.39e-07, 2.02e-10, 1.46e-09, 1.28e-09, 1.74e-10, 1.60e-08, 6.55e-12, 9.71e-08, 2.08e-10] []
647900 [2.94e-07, 5.62e-07, 8.04e-07, 4.86e-07, 5.07e-07, 1.52e-06, 1.81e-07, 6.76e-08, 7.84e-09, 2.27e-08, 1.90e-06, 2.54e-06, 4.02e-06, 1.63e-06, 6.01e-09, 0.00e+00, 0.00e+00, 1.90e-08, 0.00e+00, 0.00e+00, 6.19e-07, 1.45e-09] [2.94e-07, 5.62e-07, 8.04e-07, 4.86e-07, 5.07e-07, 1.52e-06, 1.81e-07, 6.76e-08, 7.84e-09, 2.27e-08, 1.90e-06, 2.54e-06, 4.02e-06, 1.63e-06, 6.01e-09, 0.00e+00, 0.00e+00, 1.90e-08, 0.00e+00, 0.00e+00, 6.19e-07, 1.45e-09] []
648000 [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08] [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.447612 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
648000 [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08] [2.23e-05, 4.08e-06, 2.41e-06, 2.78e-06, 2.72e-06, 3.90e-06, 1.22e-06, 6.43e-06, 5.06e-09, 3.46e-05, 5.42e-05, 1.89e-04, 3.14e-04, 1.26e-03, 1.97e-05, 1.87e-05, 9.58e-06, 8.80e-06, 2.23e-06, 2.09e-09, 1.32e-05, 1.40e-08] []
648100 [2.02e-07, 5.61e-07, 6.78e-07, 4.06e-07, 5.12e-07, 1.56e-06, 1.62e-07, 3.91e-08, 2.63e-11, 1.58e-10, 4.48e-07, 9.61e-07, 6.77e-07, 9.17e-09, 1.59e-09, 3.37e-09, 1.64e-10, 1.67e-09, 0.00e+00, 2.62e-10, 9.21e-08, 1.54e-09] [2.02e-07, 5.61e-07, 6.78e-07, 4.06e-07, 5.12e-07, 1.56e-06, 1.62e-07, 3.91e-08, 2.63e-11, 1.58e-10, 4.48e-07, 9.61e-07, 6.77e-07, 9.17e-09, 1.59e-09, 3.37e-09, 1.64e-10, 1.67e-09, 0.00e+00, 2.62e-10, 9.21e-08, 1.54e-09] []
648200 [1.56e-06, 1.90e-06, 9.59e-07, 1.15e-06, 1.65e-06, 2.13e-06, 1.16e-06, 2.46e-05, 8.75e-05, 7.26e-07, 4.74e-05, 3.27e-05, 9.80e-05, 3.20e-05, 1.17e-07, 3.00e-07, 2.00e-06, 1.10e-06, 7.13e-06, 0.00e+00, 3.86e-05, 1.40e-04] [1.56e-06, 1.90e-06, 9.59e-07, 1.15e-06, 1.65e-06, 2.13e-06, 1.16e-06, 2.46e-05, 8.75e-05, 7.26e-07, 4.74e-05, 3.27e-05, 9.80e-05, 3.20e-05, 1.17e-07, 3.00e-07, 2.00e-06, 1.10e-06, 7.13e-06, 0.00e+00, 3.86e-05, 1.40e-04] []
648300 [1.94e-07, 5.45e-07, 5.66e-07, 3.88e-07, 4.55e-07, 1.56e-06, 1.66e-07, 6.54e-08, 9.81e-10, 5.12e-10, 4.08e-07, 8.88e-07, 5.79e-07, 5.00e-08, 3.97e-10, 1.86e-09, 8.08e-10, 6.31e-10, 0.00e+00, 4.00e-14, 2.69e-08, 6.78e-10] [1.94e-07, 5.45e-07, 5.66e-07, 3.88e-07, 4.55e-07, 1.56e-06, 1.66e-07, 6.54e-08, 9.81e-10, 5.12e-10, 4.08e-07, 8.88e-07, 5.79e-07, 5.00e-08, 3.97e-10, 1.86e-09, 8.08e-10, 6.31e-10, 0.00e+00, 4.00e-14, 2.69e-08, 6.78e-10] []
648400 [2.30e-07, 6.03e-07, 7.83e-07, 4.60e-07, 5.28e-07, 1.59e-06, 2.38e-07, 3.66e-07, 3.44e-08, 4.90e-08, 2.18e-06, 3.07e-06, 2.67e-06, 1.18e-06, 2.62e-08, 2.72e-09, 0.00e+00, 9.53e-08, 1.36e-07, 1.35e-09, 9.14e-07, 8.86e-09] [2.30e-07, 6.03e-07, 7.83e-07, 4.60e-07, 5.28e-07, 1.59e-06, 2.38e-07, 3.66e-07, 3.44e-08, 4.90e-08, 2.18e-06, 3.07e-06, 2.67e-06, 1.18e-06, 2.62e-08, 2.72e-09, 0.00e+00, 9.53e-08, 1.36e-07, 1.35e-09, 9.14e-07, 8.86e-09] []
648500 [1.51e-06, 6.59e-07, 6.68e-07, 4.91e-07, 5.97e-07, 1.74e-06, 2.10e-07, 1.46e-07, 5.80e-10, 1.72e-06, 3.39e-06, 1.00e-05, 1.98e-05, 6.59e-05, 7.15e-07, 5.44e-07, 4.87e-07, 4.58e-07, 4.42e-08, 9.60e-11, 2.91e-07, 5.87e-10] [1.51e-06, 6.59e-07, 6.68e-07, 4.91e-07, 5.97e-07, 1.74e-06, 2.10e-07, 1.46e-07, 5.80e-10, 1.72e-06, 3.39e-06, 1.00e-05, 1.98e-05, 6.59e-05, 7.15e-07, 5.44e-07, 4.87e-07, 4.58e-07, 4.42e-08, 9.60e-11, 2.91e-07, 5.87e-10] []
648600 [2.09e-07, 5.72e-07, 6.92e-07, 4.62e-07, 5.16e-07, 1.54e-06, 1.89e-07, 7.73e-08, 1.20e-07, 5.64e-09, 4.96e-07, 1.16e-06, 7.17e-07, 2.32e-07, 1.87e-08, 7.74e-09, 0.00e+00, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-08, 9.56e-08] [2.09e-07, 5.72e-07, 6.92e-07, 4.62e-07, 5.16e-07, 1.54e-06, 1.89e-07, 7.73e-08, 1.20e-07, 5.64e-09, 4.96e-07, 1.16e-06, 7.17e-07, 2.32e-07, 1.87e-08, 7.74e-09, 0.00e+00, 1.23e-08, 0.00e+00, 0.00e+00, 3.16e-08, 9.56e-08] []
648700 [2.14e-05, 4.33e-06, 2.66e-06, 1.08e-05, 4.10e-06, 3.58e-06, 3.21e-06, 5.56e-06, 3.19e-07, 1.80e-05, 8.80e-05, 1.94e-04, 4.91e-04, 9.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.38e-08, 0.00e+00, 2.18e-07, 9.53e-08] [2.14e-05, 4.33e-06, 2.66e-06, 1.08e-05, 4.10e-06, 3.58e-06, 3.21e-06, 5.56e-06, 3.19e-07, 1.80e-05, 8.80e-05, 1.94e-04, 4.91e-04, 9.18e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.38e-08, 0.00e+00, 2.18e-07, 9.53e-08] []
648800 [1.99e-07, 5.63e-07, 6.03e-07, 3.95e-07, 4.81e-07, 1.56e-06, 1.65e-07, 1.54e-08, 1.81e-11, 4.33e-11, 4.18e-07, 9.03e-07, 5.92e-07, 6.63e-09, 9.59e-10, 2.26e-09, 0.00e+00, 1.44e-09, 4.03e-09, 7.85e-10, 2.91e-08, 5.03e-09] [1.99e-07, 5.63e-07, 6.03e-07, 3.95e-07, 4.81e-07, 1.56e-06, 1.65e-07, 1.54e-08, 1.81e-11, 4.33e-11, 4.18e-07, 9.03e-07, 5.92e-07, 6.63e-09, 9.59e-10, 2.26e-09, 0.00e+00, 1.44e-09, 4.03e-09, 7.85e-10, 2.91e-08, 5.03e-09] []
648900 [5.60e-07, 6.10e-07, 9.17e-07, 5.60e-07, 5.14e-07, 1.61e-06, 2.54e-07, 3.17e-06, 1.21e-05, 1.26e-07, 7.67e-06, 7.07e-06, 1.46e-05, 6.64e-06, 7.32e-08, 5.41e-08, 2.14e-07, 3.34e-07, 1.36e-06, 2.28e-06, 8.30e-06, 1.03e-05] [5.60e-07, 6.10e-07, 9.17e-07, 5.60e-07, 5.14e-07, 1.61e-06, 2.54e-07, 3.17e-06, 1.21e-05, 1.26e-07, 7.67e-06, 7.07e-06, 1.46e-05, 6.64e-06, 7.32e-08, 5.41e-08, 2.14e-07, 3.34e-07, 1.36e-06, 2.28e-06, 8.30e-06, 1.03e-05] []
649000 [3.74e-07, 6.20e-07, 5.20e-07, 3.78e-07, 4.19e-07, 1.57e-06, 1.71e-07, 4.21e-08, 8.57e-11, 2.61e-07, 7.85e-07, 2.75e-06, 3.92e-06, 1.14e-05, 0.00e+00, 1.29e-10, 6.84e-10, 0.00e+00, 0.00e+00, 4.88e-12, 4.18e-07, 2.33e-10] [3.74e-07, 6.20e-07, 5.20e-07, 3.78e-07, 4.19e-07, 1.57e-06, 1.71e-07, 4.21e-08, 8.57e-11, 2.61e-07, 7.85e-07, 2.75e-06, 3.92e-06, 1.14e-05, 0.00e+00, 1.29e-10, 6.84e-10, 0.00e+00, 0.00e+00, 4.88e-12, 4.18e-07, 2.33e-10] []
649100 [2.25e-07, 6.27e-07, 8.32e-07, 4.93e-07, 5.68e-07, 1.56e-06, 1.80e-07, 2.79e-07, 1.97e-09, 2.24e-08, 5.91e-07, 1.13e-06, 1.21e-06, 4.80e-07, 9.48e-09, 1.98e-08, 1.32e-09, 9.63e-09, 2.74e-08, 0.00e+00, 1.74e-07, 1.95e-08] [2.25e-07, 6.27e-07, 8.32e-07, 4.93e-07, 5.68e-07, 1.56e-06, 1.80e-07, 2.79e-07, 1.97e-09, 2.24e-08, 5.91e-07, 1.13e-06, 1.21e-06, 4.80e-07, 9.48e-09, 1.98e-08, 1.32e-09, 9.63e-09, 2.74e-08, 0.00e+00, 1.74e-07, 1.95e-08] []
649200 [2.52e-07, 5.99e-07, 4.83e-07, 3.86e-07, 4.63e-07, 1.57e-06, 1.73e-07, 1.29e-07, 4.11e-05, 9.92e-08, 4.85e-07, 1.74e-06, 1.26e-06, 4.12e-06, 0.00e+00, 3.34e-10, 2.46e-09, 0.00e+00, 7.01e-09, 0.00e+00, 4.89e-08, 6.73e-05] [2.52e-07, 5.99e-07, 4.83e-07, 3.86e-07, 4.63e-07, 1.57e-06, 1.73e-07, 1.29e-07, 4.11e-05, 9.92e-08, 4.85e-07, 1.74e-06, 1.26e-06, 4.12e-06, 0.00e+00, 3.34e-10, 2.46e-09, 0.00e+00, 7.01e-09, 0.00e+00, 4.89e-08, 6.73e-05] []
649300 [2.41e-07, 5.98e-07, 7.69e-07, 4.90e-07, 5.52e-07, 1.56e-06, 2.03e-07, 1.86e-07, 2.51e-07, 2.02e-08, 5.73e-07, 1.52e-06, 8.10e-07, 5.98e-07, 1.84e-08, 2.07e-08, 3.04e-12, 1.49e-08, 0.00e+00, 4.69e-07, 4.56e-07, 2.33e-06] [2.41e-07, 5.98e-07, 7.69e-07, 4.90e-07, 5.52e-07, 1.56e-06, 2.03e-07, 1.86e-07, 2.51e-07, 2.02e-08, 5.73e-07, 1.52e-06, 8.10e-07, 5.98e-07, 1.84e-08, 2.07e-08, 3.04e-12, 1.49e-08, 0.00e+00, 4.69e-07, 4.56e-07, 2.33e-06] []
649400 [2.43e-07, 5.72e-07, 5.47e-07, 3.86e-07, 4.09e-07, 1.56e-06, 1.68e-07, 8.25e-12, 1.93e-10, 8.87e-08, 5.15e-07, 1.50e-06, 1.67e-06, 4.00e-06, 0.00e+00, 6.70e-10, 2.10e-09, 0.00e+00, 0.00e+00, 3.62e-12, 2.73e-07, 3.20e-10] [2.43e-07, 5.72e-07, 5.47e-07, 3.86e-07, 4.09e-07, 1.56e-06, 1.68e-07, 8.25e-12, 1.93e-10, 8.87e-08, 5.15e-07, 1.50e-06, 1.67e-06, 4.00e-06, 0.00e+00, 6.70e-10, 2.10e-09, 0.00e+00, 0.00e+00, 3.62e-12, 2.73e-07, 3.20e-10] []
649500 [1.97e-07, 5.63e-07, 7.06e-07, 4.28e-07, 5.04e-07, 1.56e-06, 1.80e-07, 6.23e-08, 7.37e-08, 4.99e-09, 7.01e-07, 1.17e-06, 1.32e-06, 1.26e-07, 6.29e-09, 1.87e-12, 1.20e-08, 4.31e-09, 1.34e-08, 5.38e-09, 8.14e-08, 3.55e-08] [1.97e-07, 5.63e-07, 7.06e-07, 4.28e-07, 5.04e-07, 1.56e-06, 1.80e-07, 6.23e-08, 7.37e-08, 4.99e-09, 7.01e-07, 1.17e-06, 1.32e-06, 1.26e-07, 6.29e-09, 1.87e-12, 1.20e-08, 4.31e-09, 1.34e-08, 5.38e-09, 8.14e-08, 3.55e-08] []
649600 [1.45e-05, 3.48e-06, 2.42e-06, 8.77e-06, 3.65e-06, 3.61e-06, 4.10e-06, 4.65e-05, 1.02e-07, 2.10e-05, 8.07e-05, 1.84e-04, 4.94e-04, 6.42e-04, 0.00e+00, 0.00e+00, 1.33e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 1.02e-07] [1.45e-05, 3.48e-06, 2.42e-06, 8.77e-06, 3.65e-06, 3.61e-06, 4.10e-06, 4.65e-05, 1.02e-07, 2.10e-05, 8.07e-05, 1.84e-04, 4.94e-04, 6.42e-04, 0.00e+00, 0.00e+00, 1.33e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.17e-04, 1.02e-07] []
649700 [1.98e-07, 5.58e-07, 6.03e-07, 3.93e-07, 4.79e-07, 1.57e-06, 1.65e-07, 2.35e-08, 3.19e-10, 5.13e-12, 4.37e-07, 9.02e-07, 6.51e-07, 9.78e-09, 2.27e-09, 4.12e-09, 2.53e-11, 4.31e-09, 2.75e-08, 7.74e-11, 1.71e-07, 4.91e-10] [1.98e-07, 5.58e-07, 6.03e-07, 3.93e-07, 4.79e-07, 1.57e-06, 1.65e-07, 2.35e-08, 3.19e-10, 5.13e-12, 4.37e-07, 9.02e-07, 6.51e-07, 9.78e-09, 2.27e-09, 4.12e-09, 2.53e-11, 4.31e-09, 2.75e-08, 7.74e-11, 1.71e-07, 4.91e-10] []
649800 [3.69e-07, 5.68e-07, 8.81e-07, 5.97e-07, 6.39e-07, 1.55e-06, 2.17e-07, 5.60e-07, 8.08e-06, 3.19e-07, 6.46e-06, 7.49e-06, 1.29e-05, 1.44e-06, 2.98e-08, 2.65e-10, 2.08e-07, 2.49e-08, 6.37e-07, 0.00e+00, 3.99e-06, 1.02e-05] [3.69e-07, 5.68e-07, 8.81e-07, 5.97e-07, 6.39e-07, 1.55e-06, 2.17e-07, 5.60e-07, 8.08e-06, 3.19e-07, 6.46e-06, 7.49e-06, 1.29e-05, 1.44e-06, 2.98e-08, 2.65e-10, 2.08e-07, 2.49e-08, 6.37e-07, 0.00e+00, 3.99e-06, 1.02e-05] []
649900 [1.98e-07, 5.73e-07, 5.82e-07, 3.98e-07, 4.60e-07, 1.58e-06, 1.63e-07, 1.60e-07, 1.70e-09, 3.99e-11, 4.22e-07, 8.26e-07, 5.67e-07, 6.83e-09, 2.33e-09, 3.49e-09, 3.15e-09, 2.85e-09, 5.35e-08, 1.94e-10, 3.55e-07, 1.15e-09] [1.98e-07, 5.73e-07, 5.82e-07, 3.98e-07, 4.60e-07, 1.58e-06, 1.63e-07, 1.60e-07, 1.70e-09, 3.99e-11, 4.22e-07, 8.26e-07, 5.67e-07, 6.83e-09, 2.33e-09, 3.49e-09, 3.15e-09, 2.85e-09, 5.35e-08, 1.94e-10, 3.55e-07, 1.15e-09] []
650000 [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07] [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 52.113324 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
650000 [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07] [3.55e-07, 6.12e-07, 8.31e-07, 5.01e-07, 5.51e-07, 1.61e-06, 1.98e-07, 2.82e-06, 4.72e-07, 3.02e-07, 8.40e-07, 1.80e-06, 1.77e-06, 4.47e-06, 4.28e-08, 2.71e-08, 0.00e+00, 1.72e-07, 3.44e-07, 6.06e-08, 2.28e-06, 3.47e-07] []
650100 [6.31e-07, 5.58e-07, 5.83e-07, 4.19e-07, 5.05e-07, 1.65e-06, 1.70e-07, 1.04e-07, 8.74e-11, 5.14e-07, 1.41e-06, 3.51e-06, 6.92e-06, 2.02e-05, 2.23e-07, 1.60e-07, 1.50e-07, 1.49e-07, 3.83e-08, 1.66e-10, 2.48e-07, 9.57e-10] [6.31e-07, 5.58e-07, 5.83e-07, 4.19e-07, 5.05e-07, 1.65e-06, 1.70e-07, 1.04e-07, 8.74e-11, 5.14e-07, 1.41e-06, 3.51e-06, 6.92e-06, 2.02e-05, 2.23e-07, 1.60e-07, 1.50e-07, 1.49e-07, 3.83e-08, 1.66e-10, 2.48e-07, 9.57e-10] []
650200 [1.92e-07, 5.72e-07, 6.39e-07, 4.48e-07, 4.82e-07, 1.56e-06, 2.42e-07, 3.79e-08, 8.90e-07, 4.27e-09, 4.55e-07, 1.25e-06, 1.19e-06, 3.13e-07, 3.10e-09, 1.66e-10, 0.00e+00, 2.98e-10, 0.00e+00, 2.13e-07, 2.48e-07, 1.17e-06] [1.92e-07, 5.72e-07, 6.39e-07, 4.48e-07, 4.82e-07, 1.56e-06, 2.42e-07, 3.79e-08, 8.90e-07, 4.27e-09, 4.55e-07, 1.25e-06, 1.19e-06, 3.13e-07, 3.10e-09, 1.66e-10, 0.00e+00, 2.98e-10, 0.00e+00, 2.13e-07, 2.48e-07, 1.17e-06] []
650300 [2.77e-06, 2.36e-06, 5.07e-06, 5.83e-06, 2.19e-06, 2.33e-06, 2.65e-06, 1.64e-05, 3.05e-09, 5.40e-06, 3.43e-05, 7.99e-05, 1.69e-04, 5.22e-04, 8.25e-06, 3.78e-06, 2.64e-07, 1.10e-06, 1.12e-05, 1.66e-11, 5.82e-05, 3.69e-09] [2.77e-06, 2.36e-06, 5.07e-06, 5.83e-06, 2.19e-06, 2.33e-06, 2.65e-06, 1.64e-05, 3.05e-09, 5.40e-06, 3.43e-05, 7.99e-05, 1.69e-04, 5.22e-04, 8.25e-06, 3.78e-06, 2.64e-07, 1.10e-06, 1.12e-05, 1.66e-11, 5.82e-05, 3.69e-09] []
650400 [2.01e-07, 5.85e-07, 6.51e-07, 4.13e-07, 4.93e-07, 1.57e-06, 2.06e-07, 1.85e-09, 3.00e-12, 1.05e-09, 4.38e-07, 9.51e-07, 6.25e-07, 4.64e-08, 5.25e-10, 1.49e-09, 2.73e-12, 6.03e-10, 2.05e-10, 5.90e-12, 1.06e-08, 2.41e-10] [2.01e-07, 5.85e-07, 6.51e-07, 4.13e-07, 4.93e-07, 1.57e-06, 2.06e-07, 1.85e-09, 3.00e-12, 1.05e-09, 4.38e-07, 9.51e-07, 6.25e-07, 4.64e-08, 5.25e-10, 1.49e-09, 2.73e-12, 6.03e-10, 2.05e-10, 5.90e-12, 1.06e-08, 2.41e-10] []
650500 [1.49e-06, 1.77e-06, 8.21e-07, 1.08e-06, 1.36e-06, 1.88e-06, 1.36e-06, 2.97e-05, 2.29e-08, 2.80e-07, 2.09e-05, 1.64e-05, 3.63e-05, 6.84e-06, 1.36e-08, 1.08e-07, 3.68e-07, 1.57e-07, 4.85e-06, 4.12e-12, 2.73e-05, 3.21e-10] [1.49e-06, 1.77e-06, 8.21e-07, 1.08e-06, 1.36e-06, 1.88e-06, 1.36e-06, 2.97e-05, 2.29e-08, 2.80e-07, 2.09e-05, 1.64e-05, 3.63e-05, 6.84e-06, 1.36e-08, 1.08e-07, 3.68e-07, 1.57e-07, 4.85e-06, 4.12e-12, 2.73e-05, 3.21e-10] []
650600 [1.94e-07, 5.48e-07, 6.05e-07, 3.97e-07, 4.67e-07, 1.57e-06, 1.81e-07, 2.84e-08, 1.30e-10, 3.18e-10, 3.99e-07, 8.57e-07, 5.49e-07, 1.21e-08, 1.11e-09, 2.10e-09, 2.25e-10, 1.31e-09, 1.44e-09, 4.29e-12, 1.64e-08, 2.48e-10] [1.94e-07, 5.48e-07, 6.05e-07, 3.97e-07, 4.67e-07, 1.57e-06, 1.81e-07, 2.84e-08, 1.30e-10, 3.18e-10, 3.99e-07, 8.57e-07, 5.49e-07, 1.21e-08, 1.11e-09, 2.10e-09, 2.25e-10, 1.31e-09, 1.44e-09, 4.29e-12, 1.64e-08, 2.48e-10] []
650700 [3.53e-07, 5.28e-07, 8.18e-07, 4.38e-07, 5.53e-07, 1.54e-06, 2.21e-07, 9.42e-07, 1.61e-07, 3.37e-07, 1.13e-06, 3.35e-06, 4.05e-06, 1.21e-05, 9.61e-09, 0.00e+00, 5.13e-10, 7.07e-09, 0.00e+00, 1.60e-08, 1.10e-06, 1.00e-07] [3.53e-07, 5.28e-07, 8.18e-07, 4.38e-07, 5.53e-07, 1.54e-06, 2.21e-07, 9.42e-07, 1.61e-07, 3.37e-07, 1.13e-06, 3.35e-06, 4.05e-06, 1.21e-05, 9.61e-09, 0.00e+00, 5.13e-10, 7.07e-09, 0.00e+00, 1.60e-08, 1.10e-06, 1.00e-07] []
650800 [3.97e-07, 5.31e-07, 5.86e-07, 4.04e-07, 4.75e-07, 1.61e-06, 1.78e-07, 3.71e-08, 9.45e-11, 2.35e-07, 8.29e-07, 1.91e-06, 3.20e-06, 8.81e-06, 1.01e-07, 7.30e-08, 6.07e-08, 7.17e-08, 9.74e-10, 4.07e-11, 1.52e-08, 3.22e-10] [3.97e-07, 5.31e-07, 5.86e-07, 4.04e-07, 4.75e-07, 1.61e-06, 1.78e-07, 3.71e-08, 9.45e-11, 2.35e-07, 8.29e-07, 1.91e-06, 3.20e-06, 8.81e-06, 1.01e-07, 7.30e-08, 6.07e-08, 7.17e-08, 9.74e-10, 4.07e-11, 1.52e-08, 3.22e-10] []
650900 [2.32e-07, 5.99e-07, 7.50e-07, 4.63e-07, 5.33e-07, 1.57e-06, 1.84e-07, 8.73e-08, 9.49e-10, 1.82e-09, 6.07e-07, 1.40e-06, 8.69e-07, 4.86e-07, 1.26e-08, 6.17e-09, 2.67e-10, 2.81e-09, 0.00e+00, 3.52e-12, 7.06e-08, 1.99e-10] [2.32e-07, 5.99e-07, 7.50e-07, 4.63e-07, 5.33e-07, 1.57e-06, 1.84e-07, 8.73e-08, 9.49e-10, 1.82e-09, 6.07e-07, 1.40e-06, 8.69e-07, 4.86e-07, 1.26e-08, 6.17e-09, 2.67e-10, 2.81e-09, 0.00e+00, 3.52e-12, 7.06e-08, 1.99e-10] []
651000 [2.81e-05, 6.42e-06, 7.47e-06, 6.62e-06, 3.53e-06, 5.25e-06, 3.46e-06, 7.29e-05, 2.73e-04, 4.49e-05, 1.19e-04, 2.22e-04, 6.77e-04, 1.50e-03, 3.40e-05, 1.42e-05, 2.44e-05, 1.45e-05, 1.64e-05, 0.00e+00, 8.37e-05, 4.15e-04] [2.81e-05, 6.42e-06, 7.47e-06, 6.62e-06, 3.53e-06, 5.25e-06, 3.46e-06, 7.29e-05, 2.73e-04, 4.49e-05, 1.19e-04, 2.22e-04, 6.77e-04, 1.50e-03, 3.40e-05, 1.42e-05, 2.44e-05, 1.45e-05, 1.64e-05, 0.00e+00, 8.37e-05, 4.15e-04] []
651100 [1.98e-07, 5.64e-07, 6.10e-07, 3.93e-07, 4.91e-07, 1.58e-06, 1.81e-07, 3.85e-09, 9.31e-09, 5.38e-10, 4.62e-07, 9.44e-07, 7.38e-07, 1.75e-08, 2.32e-09, 3.47e-09, 2.26e-11, 6.99e-09, 9.85e-09, 2.08e-09, 5.89e-08, 1.40e-08] [1.98e-07, 5.64e-07, 6.10e-07, 3.93e-07, 4.91e-07, 1.58e-06, 1.81e-07, 3.85e-09, 9.31e-09, 5.38e-10, 4.62e-07, 9.44e-07, 7.38e-07, 1.75e-08, 2.32e-09, 3.47e-09, 2.26e-11, 6.99e-09, 9.85e-09, 2.08e-09, 5.89e-08, 1.40e-08] []
651200 [4.72e-07, 6.56e-07, 8.06e-07, 5.38e-07, 4.68e-07, 1.54e-06, 3.25e-07, 2.66e-06, 9.03e-10, 4.05e-07, 1.26e-06, 2.02e-06, 3.23e-06, 5.74e-06, 6.97e-09, 4.51e-08, 0.00e+00, 2.37e-09, 9.74e-07, 0.00e+00, 6.08e-06, 1.13e-08] [4.72e-07, 6.56e-07, 8.06e-07, 5.38e-07, 4.68e-07, 1.54e-06, 3.25e-07, 2.66e-06, 9.03e-10, 4.05e-07, 1.26e-06, 2.02e-06, 3.23e-06, 5.74e-06, 6.97e-09, 4.51e-08, 0.00e+00, 2.37e-09, 9.74e-07, 0.00e+00, 6.08e-06, 1.13e-08] []
651300 [7.86e-07, 5.67e-07, 6.03e-07, 4.26e-07, 5.26e-07, 1.67e-06, 1.86e-07, 1.80e-07, 7.57e-10, 7.23e-07, 1.88e-06, 4.59e-06, 1.00e-05, 2.82e-05, 2.92e-07, 2.10e-07, 2.14e-07, 2.05e-07, 3.60e-08, 8.23e-11, 2.34e-07, 5.23e-10] [7.86e-07, 5.67e-07, 6.03e-07, 4.26e-07, 5.26e-07, 1.67e-06, 1.86e-07, 1.80e-07, 7.57e-10, 7.23e-07, 1.88e-06, 4.59e-06, 1.00e-05, 2.82e-05, 2.92e-07, 2.10e-07, 2.14e-07, 2.05e-07, 3.60e-08, 8.23e-11, 2.34e-07, 5.23e-10] []
651400 [1.98e-07, 5.75e-07, 6.63e-07, 4.43e-07, 4.91e-07, 1.56e-06, 1.91e-07, 1.99e-07, 1.48e-08, 9.41e-11, 5.56e-07, 1.24e-06, 1.13e-06, 2.74e-07, 1.51e-09, 2.29e-10, 0.00e+00, 1.38e-09, 7.07e-09, 0.00e+00, 4.41e-08, 2.41e-09] [1.98e-07, 5.75e-07, 6.63e-07, 4.43e-07, 4.91e-07, 1.56e-06, 1.91e-07, 1.99e-07, 1.48e-08, 9.41e-11, 5.56e-07, 1.24e-06, 1.13e-06, 2.74e-07, 1.51e-09, 2.29e-10, 0.00e+00, 1.38e-09, 7.07e-09, 0.00e+00, 4.41e-08, 2.41e-09] []
651500 [2.79e-06, 2.24e-06, 8.65e-06, 9.88e-06, 3.51e-06, 3.97e-06, 3.76e-06, 1.87e-04, 1.06e-07, 9.22e-06, 1.07e-04, 4.46e-05, 2.60e-04, 4.94e-04, 5.66e-07, 9.81e-08, 1.38e-07, 6.65e-07, 0.00e+00, 5.77e-10, 2.83e-05, 1.59e-06] [2.79e-06, 2.24e-06, 8.65e-06, 9.88e-06, 3.51e-06, 3.97e-06, 3.76e-06, 1.87e-04, 1.06e-07, 9.22e-06, 1.07e-04, 4.46e-05, 2.60e-04, 4.94e-04, 5.66e-07, 9.81e-08, 1.38e-07, 6.65e-07, 0.00e+00, 5.77e-10, 2.83e-05, 1.59e-06] []
651600 [2.20e-07, 6.43e-07, 8.22e-07, 4.66e-07, 5.41e-07, 1.60e-06, 1.77e-07, 1.31e-07, 1.22e-10, 1.38e-12, 4.46e-07, 9.64e-07, 6.43e-07, 7.29e-09, 2.08e-09, 2.21e-09, 1.52e-11, 8.15e-10, 1.79e-10, 6.66e-13, 1.36e-08, 4.06e-09] [2.20e-07, 6.43e-07, 8.22e-07, 4.66e-07, 5.41e-07, 1.60e-06, 1.77e-07, 1.31e-07, 1.22e-10, 1.38e-12, 4.46e-07, 9.64e-07, 6.43e-07, 7.29e-09, 2.08e-09, 2.21e-09, 1.52e-11, 8.15e-10, 1.79e-10, 6.66e-13, 1.36e-08, 4.06e-09] []
651700 [4.26e-06, 2.24e-06, 1.25e-06, 4.89e-06, 1.73e-06, 2.82e-06, 2.16e-06, 3.97e-05, 1.65e-05, 6.53e-06, 1.35e-05, 3.87e-05, 9.17e-05, 2.08e-04, 0.00e+00, 0.00e+00, 3.09e-08, 0.00e+00, 0.00e+00, 4.84e-06, 6.06e-05, 2.11e-05] [4.26e-06, 2.24e-06, 1.25e-06, 4.89e-06, 1.73e-06, 2.82e-06, 2.16e-06, 3.97e-05, 1.65e-05, 6.53e-06, 1.35e-05, 3.87e-05, 9.17e-05, 2.08e-04, 0.00e+00, 0.00e+00, 3.09e-08, 0.00e+00, 0.00e+00, 4.84e-06, 6.06e-05, 2.11e-05] []
651800 [2.06e-07, 5.20e-07, 5.96e-07, 4.02e-07, 4.60e-07, 1.58e-06, 1.99e-07, 2.85e-07, 9.54e-08, 1.22e-10, 4.38e-07, 1.01e-06, 6.29e-07, 1.30e-07, 1.06e-08, 1.31e-08, 2.30e-10, 4.15e-09, 0.00e+00, 1.42e-06, 6.29e-07, 6.44e-06] [2.06e-07, 5.20e-07, 5.96e-07, 4.02e-07, 4.60e-07, 1.58e-06, 1.99e-07, 2.85e-07, 9.54e-08, 1.22e-10, 4.38e-07, 1.01e-06, 6.29e-07, 1.30e-07, 1.06e-08, 1.31e-08, 2.30e-10, 4.15e-09, 0.00e+00, 1.42e-06, 6.29e-07, 6.44e-06] []
651900 [2.90e-07, 5.86e-07, 6.81e-07, 4.26e-07, 5.10e-07, 1.55e-06, 2.34e-07, 6.87e-07, 2.62e-09, 1.86e-07, 1.08e-06, 3.12e-06, 1.47e-06, 6.54e-06, 5.32e-09, 0.00e+00, 0.00e+00, 1.36e-08, 1.03e-07, 0.00e+00, 6.99e-07, 1.22e-09] [2.90e-07, 5.86e-07, 6.81e-07, 4.26e-07, 5.10e-07, 1.55e-06, 2.34e-07, 6.87e-07, 2.62e-09, 1.86e-07, 1.08e-06, 3.12e-06, 1.47e-06, 6.54e-06, 5.32e-09, 0.00e+00, 0.00e+00, 1.36e-08, 1.03e-07, 0.00e+00, 6.99e-07, 1.22e-09] []
652000 [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07] [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 56.188265 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
652000 [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07] [1.04e-04, 3.22e-05, 9.81e-06, 2.05e-05, 7.46e-06, 1.66e-05, 3.91e-06, 4.24e-05, 3.90e-08, 1.38e-04, 1.64e-04, 1.01e-03, 1.15e-03, 5.48e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-04, 1.22e-07] []
652100 [1.95e-07, 5.62e-07, 6.61e-07, 4.07e-07, 4.94e-07, 1.58e-06, 1.73e-07, 4.81e-08, 4.35e-10, 3.10e-11, 4.86e-07, 9.73e-07, 7.86e-07, 2.16e-08, 1.28e-09, 2.90e-09, 2.32e-09, 7.09e-10, 1.68e-09, 2.17e-11, 1.72e-08, 2.29e-10] [1.95e-07, 5.62e-07, 6.61e-07, 4.07e-07, 4.94e-07, 1.58e-06, 1.73e-07, 4.81e-08, 4.35e-10, 3.10e-11, 4.86e-07, 9.73e-07, 7.86e-07, 2.16e-08, 1.28e-09, 2.90e-09, 2.32e-09, 7.09e-10, 1.68e-09, 2.17e-11, 1.72e-08, 2.29e-10] []
652200 [2.24e-06, 1.34e-06, 8.75e-07, 5.45e-07, 7.47e-07, 1.82e-06, 4.46e-07, 2.93e-07, 5.56e-06, 6.25e-07, 3.53e-06, 1.42e-05, 4.93e-06, 2.75e-05, 2.92e-07, 8.35e-07, 4.19e-07, 7.61e-08, 5.45e-08, 9.61e-07, 3.66e-07, 4.51e-06] [2.24e-06, 1.34e-06, 8.75e-07, 5.45e-07, 7.47e-07, 1.82e-06, 4.46e-07, 2.93e-07, 5.56e-06, 6.25e-07, 3.53e-06, 1.42e-05, 4.93e-06, 2.75e-05, 2.92e-07, 8.35e-07, 4.19e-07, 7.61e-08, 5.45e-08, 9.61e-07, 3.66e-07, 4.51e-06] []
652300 [1.93e-07, 5.48e-07, 5.72e-07, 3.93e-07, 4.57e-07, 1.57e-06, 1.64e-07, 1.92e-08, 4.45e-10, 1.49e-11, 4.04e-07, 8.57e-07, 5.53e-07, 4.75e-09, 1.57e-09, 2.91e-09, 1.52e-09, 1.62e-09, 5.68e-12, 1.13e-10, 1.27e-08, 6.76e-10] [1.93e-07, 5.48e-07, 5.72e-07, 3.93e-07, 4.57e-07, 1.57e-06, 1.64e-07, 1.92e-08, 4.45e-10, 1.49e-11, 4.04e-07, 8.57e-07, 5.53e-07, 4.75e-09, 1.57e-09, 2.91e-09, 1.52e-09, 1.62e-09, 5.68e-12, 1.13e-10, 1.27e-08, 6.76e-10] []
652400 [3.96e-07, 6.51e-07, 8.13e-07, 5.03e-07, 4.95e-07, 1.62e-06, 2.58e-07, 2.17e-06, 4.15e-06, 4.95e-07, 2.23e-06, 6.10e-06, 1.85e-06, 1.01e-05, 1.43e-08, 0.00e+00, 0.00e+00, 9.19e-09, 1.35e-07, 2.31e-06, 9.10e-07, 1.06e-05] [3.96e-07, 6.51e-07, 8.13e-07, 5.03e-07, 4.95e-07, 1.62e-06, 2.58e-07, 2.17e-06, 4.15e-06, 4.95e-07, 2.23e-06, 6.10e-06, 1.85e-06, 1.01e-05, 1.43e-08, 0.00e+00, 0.00e+00, 9.19e-09, 1.35e-07, 2.31e-06, 9.10e-07, 1.06e-05] []
652500 [1.96e-07, 5.72e-07, 6.11e-07, 4.23e-07, 4.27e-07, 1.59e-06, 2.30e-07, 1.29e-07, 5.45e-10, 2.75e-10, 4.02e-07, 8.40e-07, 5.31e-07, 4.08e-09, 2.52e-09, 2.60e-09, 2.38e-09, 1.60e-09, 0.00e+00, 1.49e-10, 6.29e-08, 9.27e-10] [1.96e-07, 5.72e-07, 6.11e-07, 4.23e-07, 4.27e-07, 1.59e-06, 2.30e-07, 1.29e-07, 5.45e-10, 2.75e-10, 4.02e-07, 8.40e-07, 5.31e-07, 4.08e-09, 2.52e-09, 2.60e-09, 2.38e-09, 1.60e-09, 0.00e+00, 1.49e-10, 6.29e-08, 9.27e-10] []
652600 [5.67e-07, 7.19e-07, 9.52e-07, 6.37e-07, 5.38e-07, 1.58e-06, 3.43e-07, 1.94e-05, 4.84e-10, 4.68e-08, 1.11e-06, 2.66e-06, 5.44e-06, 3.54e-06, 6.17e-09, 4.05e-09, 0.00e+00, 9.54e-09, 2.37e-06, 1.59e-10, 1.42e-05, 9.53e-10] [5.67e-07, 7.19e-07, 9.52e-07, 6.37e-07, 5.38e-07, 1.58e-06, 3.43e-07, 1.94e-05, 4.84e-10, 4.68e-08, 1.11e-06, 2.66e-06, 5.44e-06, 3.54e-06, 6.17e-09, 4.05e-09, 0.00e+00, 9.54e-09, 2.37e-06, 1.59e-10, 1.42e-05, 9.53e-10] []
652700 [1.95e-07, 5.55e-07, 6.18e-07, 4.09e-07, 4.44e-07, 1.57e-06, 1.94e-07, 1.08e-08, 1.50e-10, 6.06e-11, 4.03e-07, 8.24e-07, 5.28e-07, 2.29e-09, 2.00e-09, 2.94e-09, 1.90e-09, 2.00e-09, 0.00e+00, 4.51e-11, 5.44e-08, 3.85e-10] [1.95e-07, 5.55e-07, 6.18e-07, 4.09e-07, 4.44e-07, 1.57e-06, 1.94e-07, 1.08e-08, 1.50e-10, 6.06e-11, 4.03e-07, 8.24e-07, 5.28e-07, 2.29e-09, 2.00e-09, 2.94e-09, 1.90e-09, 2.00e-09, 0.00e+00, 4.51e-11, 5.44e-08, 3.85e-10] []
652800 [1.05e-06, 1.08e-06, 6.92e-07, 9.92e-07, 6.74e-07, 1.68e-06, 4.19e-07, 2.07e-08, 1.03e-06, 6.66e-07, 1.28e-05, 2.44e-05, 7.02e-06, 4.23e-05, 0.00e+00, 6.21e-08, 0.00e+00, 2.32e-08, 3.56e-09, 5.34e-08, 2.46e-08, 3.08e-07] [1.05e-06, 1.08e-06, 6.92e-07, 9.92e-07, 6.74e-07, 1.68e-06, 4.19e-07, 2.07e-08, 1.03e-06, 6.66e-07, 1.28e-05, 2.44e-05, 7.02e-06, 4.23e-05, 0.00e+00, 6.21e-08, 0.00e+00, 2.32e-08, 3.56e-09, 5.34e-08, 2.46e-08, 3.08e-07] []
652900 [1.99e-07, 5.61e-07, 6.42e-07, 4.19e-07, 4.54e-07, 1.59e-06, 1.83e-07, 1.70e-08, 8.56e-12, 4.02e-10, 4.06e-07, 8.45e-07, 5.52e-07, 9.27e-09, 2.30e-09, 2.98e-09, 1.27e-09, 2.26e-09, 9.56e-11, 2.17e-11, 1.31e-08, 2.49e-10] [1.99e-07, 5.61e-07, 6.42e-07, 4.19e-07, 4.54e-07, 1.59e-06, 1.83e-07, 1.70e-08, 8.56e-12, 4.02e-10, 4.06e-07, 8.45e-07, 5.52e-07, 9.27e-09, 2.30e-09, 2.98e-09, 1.27e-09, 2.26e-09, 9.56e-11, 2.17e-11, 1.31e-08, 2.49e-10] []
653000 [1.38e-06, 1.05e-06, 9.65e-07, 9.08e-07, 6.84e-07, 1.29e-06, 5.41e-07, 8.31e-07, 7.33e-09, 2.83e-07, 1.47e-05, 1.76e-05, 2.17e-05, 1.98e-06, 1.68e-08, 1.01e-06, 0.00e+00, 3.73e-09, 6.75e-09, 7.44e-09, 2.82e-08, 4.76e-08] [1.38e-06, 1.05e-06, 9.65e-07, 9.08e-07, 6.84e-07, 1.29e-06, 5.41e-07, 8.31e-07, 7.33e-09, 2.83e-07, 1.47e-05, 1.76e-05, 2.17e-05, 1.98e-06, 1.68e-08, 1.01e-06, 0.00e+00, 3.73e-09, 6.75e-09, 7.44e-09, 2.82e-08, 4.76e-08] []
653100 [2.00e-07, 5.83e-07, 6.47e-07, 4.15e-07, 4.74e-07, 1.58e-06, 1.69e-07, 7.15e-10, 1.87e-10, 2.17e-10, 4.19e-07, 8.54e-07, 5.49e-07, 1.20e-08, 9.17e-10, 2.25e-09, 6.93e-10, 1.11e-09, 3.16e-08, 4.82e-11, 1.95e-07, 3.53e-10] [2.00e-07, 5.83e-07, 6.47e-07, 4.15e-07, 4.74e-07, 1.58e-06, 1.69e-07, 7.15e-10, 1.87e-10, 2.17e-10, 4.19e-07, 8.54e-07, 5.49e-07, 1.20e-08, 9.17e-10, 2.25e-09, 6.93e-10, 1.11e-09, 3.16e-08, 4.82e-11, 1.95e-07, 3.53e-10] []
653200 [5.42e-07, 6.84e-07, 6.14e-07, 6.95e-07, 7.05e-07, 1.49e-06, 3.62e-07, 7.36e-06, 1.87e-06, 2.65e-08, 1.08e-05, 1.45e-05, 2.61e-05, 1.03e-06, 6.41e-10, 1.49e-07, 1.28e-07, 5.68e-08, 0.00e+00, 0.00e+00, 2.86e-06, 1.34e-06] [5.42e-07, 6.84e-07, 6.14e-07, 6.95e-07, 7.05e-07, 1.49e-06, 3.62e-07, 7.36e-06, 1.87e-06, 2.65e-08, 1.08e-05, 1.45e-05, 2.61e-05, 1.03e-06, 6.41e-10, 1.49e-07, 1.28e-07, 5.68e-08, 0.00e+00, 0.00e+00, 2.86e-06, 1.34e-06] []
653300 [1.94e-07, 5.52e-07, 5.51e-07, 3.87e-07, 4.33e-07, 1.57e-06, 1.74e-07, 5.99e-09, 8.07e-10, 3.13e-08, 4.14e-07, 1.07e-06, 7.96e-07, 1.24e-06, 0.00e+00, 1.07e-09, 1.32e-09, 0.00e+00, 1.47e-08, 4.46e-12, 8.76e-08, 8.15e-10] [1.94e-07, 5.52e-07, 5.51e-07, 3.87e-07, 4.33e-07, 1.57e-06, 1.74e-07, 5.99e-09, 8.07e-10, 3.13e-08, 4.14e-07, 1.07e-06, 7.96e-07, 1.24e-06, 0.00e+00, 1.07e-09, 1.32e-09, 0.00e+00, 1.47e-08, 4.46e-12, 8.76e-08, 8.15e-10] []
653400 [2.46e-07, 5.47e-07, 8.20e-07, 4.54e-07, 5.65e-07, 1.60e-06, 1.87e-07, 6.27e-08, 1.75e-10, 1.47e-07, 8.41e-07, 1.93e-06, 9.29e-07, 2.15e-06, 2.56e-08, 1.65e-08, 2.35e-08, 8.10e-09, 0.00e+00, 1.71e-09, 1.99e-07, 1.12e-08] [2.46e-07, 5.47e-07, 8.20e-07, 4.54e-07, 5.65e-07, 1.60e-06, 1.87e-07, 6.27e-08, 1.75e-10, 1.47e-07, 8.41e-07, 1.93e-06, 9.29e-07, 2.15e-06, 2.56e-08, 1.65e-08, 2.35e-08, 8.10e-09, 0.00e+00, 1.71e-09, 1.99e-07, 1.12e-08] []
653500 [7.39e-05, 1.31e-05, 7.13e-06, 9.70e-06, 1.03e-05, 9.50e-06, 5.50e-06, 2.53e-05, 3.31e-06, 1.41e-04, 2.04e-04, 7.56e-04, 1.01e-03, 4.80e-03, 8.02e-05, 1.04e-04, 3.34e-05, 3.02e-05, 9.80e-06, 7.26e-07, 5.21e-05, 3.46e-06] [7.39e-05, 1.31e-05, 7.13e-06, 9.70e-06, 1.03e-05, 9.50e-06, 5.50e-06, 2.53e-05, 3.31e-06, 1.41e-04, 2.04e-04, 7.56e-04, 1.01e-03, 4.80e-03, 8.02e-05, 1.04e-04, 3.34e-05, 3.02e-05, 9.80e-06, 7.26e-07, 5.21e-05, 3.46e-06] []
653600 [1.98e-07, 5.73e-07, 6.52e-07, 4.11e-07, 5.02e-07, 1.59e-06, 2.16e-07, 1.06e-08, 3.01e-06, 7.32e-10, 5.15e-07, 1.10e-06, 8.10e-07, 1.76e-08, 1.15e-09, 5.72e-10, 3.86e-10, 2.49e-12, 1.59e-11, 0.00e+00, 1.16e-08, 2.17e-06] [1.98e-07, 5.73e-07, 6.52e-07, 4.11e-07, 5.02e-07, 1.59e-06, 2.16e-07, 1.06e-08, 3.01e-06, 7.32e-10, 5.15e-07, 1.10e-06, 8.10e-07, 1.76e-08, 1.15e-09, 5.72e-10, 3.86e-10, 2.49e-12, 1.59e-11, 0.00e+00, 1.16e-08, 2.17e-06] []
653700 [3.42e-06, 1.82e-06, 1.67e-06, 2.17e-06, 9.57e-07, 1.88e-06, 1.27e-06, 7.26e-05, 2.94e-07, 9.00e-07, 6.24e-06, 1.55e-05, 9.57e-06, 2.69e-05, 2.85e-08, 6.54e-07, 7.54e-08, 4.28e-07, 1.13e-05, 1.50e-08, 6.06e-05, 9.28e-08] [3.42e-06, 1.82e-06, 1.67e-06, 2.17e-06, 9.57e-07, 1.88e-06, 1.27e-06, 7.26e-05, 2.94e-07, 9.00e-07, 6.24e-06, 1.55e-05, 9.57e-06, 2.69e-05, 2.85e-08, 6.54e-07, 7.54e-08, 4.28e-07, 1.13e-05, 1.50e-08, 6.06e-05, 9.28e-08] []
653800 [1.99e-07, 5.46e-07, 6.30e-07, 4.07e-07, 4.72e-07, 1.59e-06, 1.90e-07, 3.20e-07, 3.68e-12, 1.54e-09, 4.31e-07, 9.10e-07, 5.86e-07, 2.18e-08, 3.37e-09, 3.13e-09, 2.17e-10, 7.80e-10, 0.00e+00, 1.28e-11, 1.83e-07, 2.40e-10] [1.99e-07, 5.46e-07, 6.30e-07, 4.07e-07, 4.72e-07, 1.59e-06, 1.90e-07, 3.20e-07, 3.68e-12, 1.54e-09, 4.31e-07, 9.10e-07, 5.86e-07, 2.18e-08, 3.37e-09, 3.13e-09, 2.17e-10, 7.80e-10, 0.00e+00, 1.28e-11, 1.83e-07, 2.40e-10] []
653900 [5.58e-07, 5.99e-07, 9.21e-07, 4.89e-07, 5.20e-07, 1.59e-06, 2.95e-07, 1.21e-06, 2.02e-07, 1.72e-08, 8.04e-06, 5.68e-06, 1.33e-05, 3.29e-06, 8.85e-09, 2.25e-10, 0.00e+00, 7.31e-09, 2.11e-07, 0.00e+00, 1.42e-06, 8.73e-08] [5.58e-07, 5.99e-07, 9.21e-07, 4.89e-07, 5.20e-07, 1.59e-06, 2.95e-07, 1.21e-06, 2.02e-07, 1.72e-08, 8.04e-06, 5.68e-06, 1.33e-05, 3.29e-06, 8.85e-09, 2.25e-10, 0.00e+00, 7.31e-09, 2.11e-07, 0.00e+00, 1.42e-06, 8.73e-08] []
654000 [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10] [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.016021 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
654000 [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10] [1.09e-06, 6.05e-07, 6.69e-07, 4.65e-07, 5.55e-07, 1.72e-06, 2.13e-07, 3.35e-07, 1.91e-10, 1.12e-06, 2.54e-06, 6.82e-06, 1.42e-05, 4.35e-05, 4.64e-07, 3.32e-07, 3.23e-07, 3.11e-07, 8.79e-08, 1.81e-11, 5.94e-07, 2.42e-10] []
654100 [1.96e-07, 5.62e-07, 6.63e-07, 4.35e-07, 5.00e-07, 1.56e-06, 1.84e-07, 1.95e-07, 3.76e-09, 1.12e-08, 4.66e-07, 1.21e-06, 8.07e-07, 4.33e-07, 1.46e-09, 1.45e-10, 0.00e+00, 9.88e-11, 1.07e-08, 0.00e+00, 6.49e-08, 1.08e-09] [1.96e-07, 5.62e-07, 6.63e-07, 4.35e-07, 5.00e-07, 1.56e-06, 1.84e-07, 1.95e-07, 3.76e-09, 1.12e-08, 4.66e-07, 1.21e-06, 8.07e-07, 4.33e-07, 1.46e-09, 1.45e-10, 0.00e+00, 9.88e-11, 1.07e-08, 0.00e+00, 6.49e-08, 1.08e-09] []
654200 [1.13e-05, 3.56e-06, 4.25e-06, 7.34e-06, 3.49e-06, 3.24e-06, 3.51e-06, 1.39e-04, 1.51e-04, 1.80e-05, 8.83e-05, 1.31e-04, 3.95e-05, 2.70e-04, 3.60e-06, 4.83e-06, 4.29e-08, 2.70e-06, 6.93e-06, 4.20e-05, 3.87e-05, 1.64e-04] [1.13e-05, 3.56e-06, 4.25e-06, 7.34e-06, 3.49e-06, 3.24e-06, 3.51e-06, 1.39e-04, 1.51e-04, 1.80e-05, 8.83e-05, 1.31e-04, 3.95e-05, 2.70e-04, 3.60e-06, 4.83e-06, 4.29e-08, 2.70e-06, 6.93e-06, 4.20e-05, 3.87e-05, 1.64e-04] []
654300 [2.06e-07, 5.93e-07, 7.37e-07, 4.50e-07, 4.96e-07, 1.61e-06, 2.03e-07, 6.82e-08, 7.88e-08, 2.76e-11, 4.24e-07, 9.04e-07, 6.27e-07, 1.69e-08, 3.60e-09, 2.89e-09, 5.08e-11, 2.30e-09, 0.00e+00, 0.00e+00, 2.45e-08, 3.08e-08] [2.06e-07, 5.93e-07, 7.37e-07, 4.50e-07, 4.96e-07, 1.61e-06, 2.03e-07, 6.82e-08, 7.88e-08, 2.76e-11, 4.24e-07, 9.04e-07, 6.27e-07, 1.69e-08, 3.60e-09, 2.89e-09, 5.08e-11, 2.30e-09, 0.00e+00, 0.00e+00, 2.45e-08, 3.08e-08] []
654400 [5.02e-06, 1.38e-06, 1.78e-06, 4.43e-06, 2.30e-06, 2.10e-06, 2.28e-06, 5.60e-05, 1.81e-08, 9.55e-06, 2.52e-05, 5.27e-05, 1.57e-04, 2.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 8.44e-09, 5.24e-06, 2.55e-09, 3.00e-05, 1.72e-08] [5.02e-06, 1.38e-06, 1.78e-06, 4.43e-06, 2.30e-06, 2.10e-06, 2.28e-06, 5.60e-05, 1.81e-08, 9.55e-06, 2.52e-05, 5.27e-05, 1.57e-04, 2.84e-04, 0.00e+00, 0.00e+00, 0.00e+00, 8.44e-09, 5.24e-06, 2.55e-09, 3.00e-05, 1.72e-08] []
654500 [1.95e-07, 5.50e-07, 6.47e-07, 4.09e-07, 4.77e-07, 1.59e-06, 1.81e-07, 7.05e-09, 1.04e-09, 5.22e-11, 4.12e-07, 8.91e-07, 5.82e-07, 9.97e-09, 8.80e-10, 2.13e-09, 1.34e-12, 7.35e-10, 4.85e-11, 2.70e-10, 1.16e-08, 1.61e-09] [1.95e-07, 5.50e-07, 6.47e-07, 4.09e-07, 4.77e-07, 1.59e-06, 1.81e-07, 7.05e-09, 1.04e-09, 5.22e-11, 4.12e-07, 8.91e-07, 5.82e-07, 9.97e-09, 8.80e-10, 2.13e-09, 1.34e-12, 7.35e-10, 4.85e-11, 2.70e-10, 1.16e-08, 1.61e-09] []
654600 [5.19e-07, 5.83e-07, 7.83e-07, 5.73e-07, 4.86e-07, 1.53e-06, 3.48e-07, 1.46e-06, 4.80e-09, 8.14e-09, 1.02e-06, 2.58e-06, 2.65e-06, 9.56e-07, 1.00e-08, 9.45e-08, 0.00e+00, 4.07e-08, 2.70e-07, 7.20e-11, 1.80e-06, 4.15e-10] [5.19e-07, 5.83e-07, 7.83e-07, 5.73e-07, 4.86e-07, 1.53e-06, 3.48e-07, 1.46e-06, 4.80e-09, 8.14e-09, 1.02e-06, 2.58e-06, 2.65e-06, 9.56e-07, 1.00e-08, 9.45e-08, 0.00e+00, 4.07e-08, 2.70e-07, 7.20e-11, 1.80e-06, 4.15e-10] []
654700 [2.13e-07, 5.57e-07, 5.74e-07, 3.87e-07, 4.30e-07, 1.58e-06, 1.69e-07, 1.85e-08, 5.42e-11, 5.50e-08, 4.60e-07, 1.27e-06, 1.22e-06, 2.42e-06, 0.00e+00, 8.56e-10, 1.51e-09, 0.00e+00, 0.00e+00, 7.44e-13, 2.05e-08, 4.37e-10] [2.13e-07, 5.57e-07, 5.74e-07, 3.87e-07, 4.30e-07, 1.58e-06, 1.69e-07, 1.85e-08, 5.42e-11, 5.50e-08, 4.60e-07, 1.27e-06, 1.22e-06, 2.42e-06, 0.00e+00, 8.56e-10, 1.51e-09, 0.00e+00, 0.00e+00, 7.44e-13, 2.05e-08, 4.37e-10] []
654800 [2.51e-07, 5.78e-07, 7.64e-07, 4.39e-07, 5.44e-07, 1.61e-06, 1.86e-07, 7.46e-08, 1.03e-06, 2.34e-08, 9.42e-07, 1.47e-06, 1.02e-06, 6.19e-07, 1.54e-08, 1.37e-08, 5.65e-09, 5.20e-09, 2.01e-09, 1.62e-08, 1.85e-08, 8.68e-08] [2.51e-07, 5.78e-07, 7.64e-07, 4.39e-07, 5.44e-07, 1.61e-06, 1.86e-07, 7.46e-08, 1.03e-06, 2.34e-08, 9.42e-07, 1.47e-06, 1.02e-06, 6.19e-07, 1.54e-08, 1.37e-08, 5.65e-09, 5.20e-09, 2.01e-09, 1.62e-08, 1.85e-08, 8.68e-08] []
654900 [1.72e-05, 3.67e-06, 5.53e-06, 4.59e-06, 2.99e-06, 3.77e-06, 3.49e-06, 5.26e-05, 1.78e-10, 1.96e-05, 1.22e-04, 1.45e-04, 5.22e-04, 7.98e-04, 9.64e-06, 9.00e-06, 1.27e-05, 9.34e-06, 1.48e-05, 9.71e-13, 7.58e-05, 3.05e-09] [1.72e-05, 3.67e-06, 5.53e-06, 4.59e-06, 2.99e-06, 3.77e-06, 3.49e-06, 5.26e-05, 1.78e-10, 1.96e-05, 1.22e-04, 1.45e-04, 5.22e-04, 7.98e-04, 9.64e-06, 9.00e-06, 1.27e-05, 9.34e-06, 1.48e-05, 9.71e-13, 7.58e-05, 3.05e-09] []
655000 [1.83e-07, 5.66e-07, 5.86e-07, 3.72e-07, 5.29e-07, 1.57e-06, 1.97e-07, 6.05e-09, 7.53e-05, 2.85e-10, 8.50e-07, 1.28e-06, 1.75e-06, 1.28e-07, 1.93e-09, 8.46e-09, 3.38e-11, 1.32e-08, 0.00e+00, 0.00e+00, 6.64e-08, 3.39e-05] [1.83e-07, 5.66e-07, 5.86e-07, 3.72e-07, 5.29e-07, 1.57e-06, 1.97e-07, 6.05e-09, 7.53e-05, 2.85e-10, 8.50e-07, 1.28e-06, 1.75e-06, 1.28e-07, 1.93e-09, 8.46e-09, 3.38e-11, 1.32e-08, 0.00e+00, 0.00e+00, 6.64e-08, 3.39e-05] []
655100 [1.16e-06, 9.23e-07, 6.47e-07, 7.57e-07, 6.66e-07, 1.77e-06, 3.36e-07, 1.00e-07, 4.80e-07, 6.60e-07, 7.36e-06, 2.64e-05, 5.09e-06, 5.63e-05, 0.00e+00, 3.98e-08, 0.00e+00, 0.00e+00, 2.90e-16, 0.00e+00, 1.33e-08, 5.44e-07] [1.16e-06, 9.23e-07, 6.47e-07, 7.57e-07, 6.66e-07, 1.77e-06, 3.36e-07, 1.00e-07, 4.80e-07, 6.60e-07, 7.36e-06, 2.64e-05, 5.09e-06, 5.63e-05, 0.00e+00, 3.98e-08, 0.00e+00, 0.00e+00, 2.90e-16, 0.00e+00, 1.33e-08, 5.44e-07] []
655200 [5.10e-07, 5.42e-07, 6.00e-07, 4.20e-07, 4.93e-07, 1.65e-06, 1.91e-07, 5.84e-08, 1.31e-11, 3.70e-07, 1.08e-06, 2.72e-06, 4.76e-06, 1.42e-05, 1.60e-07, 1.14e-07, 1.00e-07, 1.01e-07, 1.80e-08, 2.83e-11, 1.12e-07, 2.68e-10] [5.10e-07, 5.42e-07, 6.00e-07, 4.20e-07, 4.93e-07, 1.65e-06, 1.91e-07, 5.84e-08, 1.31e-11, 3.70e-07, 1.08e-06, 2.72e-06, 4.76e-06, 1.42e-05, 1.60e-07, 1.14e-07, 1.00e-07, 1.01e-07, 1.80e-08, 2.83e-11, 1.12e-07, 2.68e-10] []
655300 [1.92e-07, 5.91e-07, 6.89e-07, 4.29e-07, 5.05e-07, 1.58e-06, 1.87e-07, 6.05e-08, 2.93e-09, 3.39e-09, 5.25e-07, 1.21e-06, 1.03e-06, 3.26e-07, 3.02e-09, 1.80e-12, 0.00e+00, 1.98e-10, 6.98e-14, 0.00e+00, 1.49e-08, 1.11e-09] [1.92e-07, 5.91e-07, 6.89e-07, 4.29e-07, 5.05e-07, 1.58e-06, 1.87e-07, 6.05e-08, 2.93e-09, 3.39e-09, 5.25e-07, 1.21e-06, 1.03e-06, 3.26e-07, 3.02e-09, 1.80e-12, 0.00e+00, 1.98e-10, 6.98e-14, 0.00e+00, 1.49e-08, 1.11e-09] []
655400 [8.25e-06, 2.58e-06, 2.99e-06, 4.79e-06, 2.43e-06, 2.74e-06, 2.25e-06, 1.14e-04, 8.73e-07, 1.83e-05, 5.50e-05, 1.50e-04, 5.17e-05, 4.33e-04, 6.28e-06, 8.43e-06, 2.91e-08, 5.82e-07, 8.54e-06, 0.00e+00, 4.71e-05, 1.14e-07] [8.25e-06, 2.58e-06, 2.99e-06, 4.79e-06, 2.43e-06, 2.74e-06, 2.25e-06, 1.14e-04, 8.73e-07, 1.83e-05, 5.50e-05, 1.50e-04, 5.17e-05, 4.33e-04, 6.28e-06, 8.43e-06, 2.91e-08, 5.82e-07, 8.54e-06, 0.00e+00, 4.71e-05, 1.14e-07] []
655500 [2.63e-07, 5.89e-07, 1.35e-06, 5.05e-07, 6.76e-07, 1.60e-06, 2.05e-07, 7.95e-08, 6.84e-04, 4.77e-09, 4.28e-07, 1.70e-06, 7.55e-07, 2.90e-07, 1.90e-08, 3.57e-08, 2.24e-10, 9.84e-09, 6.30e-10, 2.05e-04, 1.28e-08, 7.07e-04] [2.63e-07, 5.89e-07, 1.35e-06, 5.05e-07, 6.76e-07, 1.60e-06, 2.05e-07, 7.95e-08, 6.84e-04, 4.77e-09, 4.28e-07, 1.70e-06, 7.55e-07, 2.90e-07, 1.90e-08, 3.57e-08, 2.24e-10, 9.84e-09, 6.30e-10, 2.05e-04, 1.28e-08, 7.07e-04] []
655600 [7.42e-07, 6.36e-07, 9.20e-07, 5.28e-07, 5.31e-07, 1.58e-06, 2.91e-07, 5.82e-06, 8.44e-08, 5.46e-07, 2.65e-06, 4.73e-06, 1.15e-05, 1.31e-05, 3.22e-09, 1.79e-09, 0.00e+00, 2.85e-09, 3.76e-07, 0.00e+00, 2.47e-06, 1.60e-07] [7.42e-07, 6.36e-07, 9.20e-07, 5.28e-07, 5.31e-07, 1.58e-06, 2.91e-07, 5.82e-06, 8.44e-08, 5.46e-07, 2.65e-06, 4.73e-06, 1.15e-05, 1.31e-05, 3.22e-09, 1.79e-09, 0.00e+00, 2.85e-09, 3.76e-07, 0.00e+00, 2.47e-06, 1.60e-07] []
655700 [6.75e-07, 5.49e-07, 5.88e-07, 4.26e-07, 5.06e-07, 1.66e-06, 1.94e-07, 8.68e-08, 4.95e-10, 5.92e-07, 1.57e-06, 3.83e-06, 8.03e-06, 2.27e-05, 2.42e-07, 1.79e-07, 1.66e-07, 1.72e-07, 1.23e-08, 3.68e-12, 7.50e-08, 4.47e-10] [6.75e-07, 5.49e-07, 5.88e-07, 4.26e-07, 5.06e-07, 1.66e-06, 1.94e-07, 8.68e-08, 4.95e-10, 5.92e-07, 1.57e-06, 3.83e-06, 8.03e-06, 2.27e-05, 2.42e-07, 1.79e-07, 1.66e-07, 1.72e-07, 1.23e-08, 3.68e-12, 7.50e-08, 4.47e-10] []
655800 [1.94e-07, 5.69e-07, 6.96e-07, 4.48e-07, 4.98e-07, 1.57e-06, 1.87e-07, 1.16e-07, 1.86e-11, 4.50e-10, 4.83e-07, 1.19e-06, 8.75e-07, 1.43e-07, 1.82e-09, 3.77e-11, 0.00e+00, 5.61e-11, 7.19e-10, 1.61e-13, 1.28e-08, 5.78e-10] [1.94e-07, 5.69e-07, 6.96e-07, 4.48e-07, 4.98e-07, 1.57e-06, 1.87e-07, 1.16e-07, 1.86e-11, 4.50e-10, 4.83e-07, 1.19e-06, 8.75e-07, 1.43e-07, 1.82e-09, 3.77e-11, 0.00e+00, 5.61e-11, 7.19e-10, 1.61e-13, 1.28e-08, 5.78e-10] []
655900 [4.26e-06, 2.11e-06, 3.82e-06, 4.88e-06, 2.01e-06, 2.40e-06, 2.71e-06, 3.28e-05, 4.68e-05, 6.00e-06, 5.36e-05, 5.64e-05, 1.71e-04, 1.99e-04, 1.80e-06, 4.41e-07, 7.71e-07, 4.64e-07, 0.00e+00, 3.04e-05, 1.71e-05, 1.15e-04] [4.26e-06, 2.11e-06, 3.82e-06, 4.88e-06, 2.01e-06, 2.40e-06, 2.71e-06, 3.28e-05, 4.68e-05, 6.00e-06, 5.36e-05, 5.64e-05, 1.71e-04, 1.99e-04, 1.80e-06, 4.41e-07, 7.71e-07, 4.64e-07, 0.00e+00, 3.04e-05, 1.71e-05, 1.15e-04] []
656000 [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09] [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 45.829422 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
656000 [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09] [1.97e-07, 5.75e-07, 6.53e-07, 4.21e-07, 4.80e-07, 1.59e-06, 1.89e-07, 6.02e-09, 3.05e-09, 7.32e-11, 4.23e-07, 9.21e-07, 6.27e-07, 4.00e-09, 1.37e-09, 2.86e-09, 1.04e-10, 1.62e-09, 3.28e-11, 1.05e-09, 3.40e-08, 6.96e-09] []
656100 [1.58e-06, 1.22e-06, 7.27e-07, 1.17e-06, 9.30e-07, 1.69e-06, 4.75e-07, 1.01e-05, 4.22e-07, 2.59e-06, 3.07e-05, 1.71e-05, 8.15e-05, 5.94e-05, 3.31e-07, 4.95e-07, 1.98e-06, 2.72e-07, 2.37e-06, 3.59e-09, 1.39e-05, 1.36e-08] [1.58e-06, 1.22e-06, 7.27e-07, 1.17e-06, 9.30e-07, 1.69e-06, 4.75e-07, 1.01e-05, 4.22e-07, 2.59e-06, 3.07e-05, 1.71e-05, 8.15e-05, 5.94e-05, 3.31e-07, 4.95e-07, 1.98e-06, 2.72e-07, 2.37e-06, 3.59e-09, 1.39e-05, 1.36e-08] []
656200 [1.88e-07, 5.37e-07, 5.61e-07, 3.95e-07, 4.50e-07, 1.58e-06, 1.78e-07, 3.65e-08, 2.80e-10, 2.00e-12, 3.99e-07, 8.34e-07, 5.56e-07, 1.75e-09, 1.71e-09, 3.79e-09, 2.00e-09, 1.84e-09, 3.49e-10, 1.42e-10, 1.18e-08, 8.44e-10] [1.88e-07, 5.37e-07, 5.61e-07, 3.95e-07, 4.50e-07, 1.58e-06, 1.78e-07, 3.65e-08, 2.80e-10, 2.00e-12, 3.99e-07, 8.34e-07, 5.56e-07, 1.75e-09, 1.71e-09, 3.79e-09, 2.00e-09, 1.84e-09, 3.49e-10, 1.42e-10, 1.18e-08, 8.44e-10] []
656300 [3.01e-07, 5.65e-07, 9.66e-07, 5.44e-07, 5.48e-07, 1.62e-06, 2.24e-07, 1.63e-07, 4.74e-06, 6.87e-08, 1.72e-06, 3.88e-06, 2.24e-06, 1.30e-06, 3.08e-08, 3.39e-09, 0.00e+00, 3.34e-08, 1.92e-09, 0.00e+00, 1.63e-08, 1.13e-05] [3.01e-07, 5.65e-07, 9.66e-07, 5.44e-07, 5.48e-07, 1.62e-06, 2.24e-07, 1.63e-07, 4.74e-06, 6.87e-08, 1.72e-06, 3.88e-06, 2.24e-06, 1.30e-06, 3.08e-08, 3.39e-09, 0.00e+00, 3.34e-08, 1.92e-09, 0.00e+00, 1.63e-08, 1.13e-05] []
656400 [4.69e-07, 7.14e-07, 5.05e-07, 4.30e-07, 4.49e-07, 1.59e-06, 1.91e-07, 1.43e-08, 6.59e-06, 2.43e-07, 1.52e-06, 3.57e-06, 6.55e-06, 1.28e-05, 0.00e+00, 0.00e+00, 2.55e-09, 0.00e+00, 7.82e-11, 0.00e+00, 4.38e-08, 1.61e-05] [4.69e-07, 7.14e-07, 5.05e-07, 4.30e-07, 4.49e-07, 1.59e-06, 1.91e-07, 1.43e-08, 6.59e-06, 2.43e-07, 1.52e-06, 3.57e-06, 6.55e-06, 1.28e-05, 0.00e+00, 0.00e+00, 2.55e-09, 0.00e+00, 7.82e-11, 0.00e+00, 4.38e-08, 1.61e-05] []
656500 [1.90e-07, 5.77e-07, 6.28e-07, 4.28e-07, 4.91e-07, 1.57e-06, 2.05e-07, 7.96e-08, 8.49e-07, 2.07e-09, 4.72e-07, 1.16e-06, 8.64e-07, 4.63e-08, 3.87e-09, 6.41e-11, 0.00e+00, 6.64e-10, 6.30e-09, 0.00e+00, 4.08e-08, 1.79e-07] [1.90e-07, 5.77e-07, 6.28e-07, 4.28e-07, 4.91e-07, 1.57e-06, 2.05e-07, 7.96e-08, 8.49e-07, 2.07e-09, 4.72e-07, 1.16e-06, 8.64e-07, 4.63e-08, 3.87e-09, 6.41e-11, 0.00e+00, 6.64e-10, 6.30e-09, 0.00e+00, 4.08e-08, 1.79e-07] []
656600 [3.81e-06, 1.68e-06, 9.20e-07, 9.99e-07, 1.08e-06, 2.02e-06, 9.09e-07, 2.17e-05, 2.34e-07, 1.02e-06, 1.37e-05, 2.94e-05, 7.67e-05, 8.53e-05, 0.00e+00, 3.81e-08, 0.00e+00, 1.00e-08, 0.00e+00, 0.00e+00, 7.92e-05, 2.40e-07] [3.81e-06, 1.68e-06, 9.20e-07, 9.99e-07, 1.08e-06, 2.02e-06, 9.09e-07, 2.17e-05, 2.34e-07, 1.02e-06, 1.37e-05, 2.94e-05, 7.67e-05, 8.53e-05, 0.00e+00, 3.81e-08, 0.00e+00, 1.00e-08, 0.00e+00, 0.00e+00, 7.92e-05, 2.40e-07] []
656700 [2.14e-07, 5.32e-07, 5.82e-07, 4.03e-07, 4.57e-07, 1.59e-06, 1.84e-07, 1.93e-07, 1.25e-09, 1.89e-08, 4.35e-07, 9.15e-07, 6.93e-07, 6.15e-07, 1.50e-08, 1.22e-08, 3.71e-09, 1.23e-08, 1.12e-12, 6.23e-13, 1.61e-08, 5.43e-10] [2.14e-07, 5.32e-07, 5.82e-07, 4.03e-07, 4.57e-07, 1.59e-06, 1.84e-07, 1.93e-07, 1.25e-09, 1.89e-08, 4.35e-07, 9.15e-07, 6.93e-07, 6.15e-07, 1.50e-08, 1.22e-08, 3.71e-09, 1.23e-08, 1.12e-12, 6.23e-13, 1.61e-08, 5.43e-10] []
656800 [1.96e-07, 5.01e-07, 7.34e-07, 4.52e-07, 5.67e-07, 1.58e-06, 2.10e-07, 7.35e-07, 2.87e-10, 2.01e-10, 9.50e-07, 2.39e-06, 2.51e-06, 4.43e-07, 4.68e-09, 1.32e-08, 1.04e-09, 2.99e-08, 0.00e+00, 3.68e-11, 3.67e-07, 2.87e-10] [1.96e-07, 5.01e-07, 7.34e-07, 4.52e-07, 5.67e-07, 1.58e-06, 2.10e-07, 7.35e-07, 2.87e-10, 2.01e-10, 9.50e-07, 2.39e-06, 2.51e-06, 4.43e-07, 4.68e-09, 1.32e-08, 1.04e-09, 2.99e-08, 0.00e+00, 3.68e-11, 3.67e-07, 2.87e-10] []
656900 [5.74e-05, 1.68e-05, 5.02e-06, 1.67e-05, 7.09e-06, 8.52e-06, 4.06e-06, 1.99e-04, 2.97e-06, 8.64e-05, 5.88e-05, 4.54e-04, 6.51e-04, 2.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-04, 4.41e-06] [5.74e-05, 1.68e-05, 5.02e-06, 1.67e-05, 7.09e-06, 8.52e-06, 4.06e-06, 1.99e-04, 2.97e-06, 8.64e-05, 5.88e-05, 4.54e-04, 6.51e-04, 2.42e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.63e-04, 4.41e-06] []
657000 [2.10e-07, 5.94e-07, 7.33e-07, 4.45e-07, 5.19e-07, 1.60e-06, 1.80e-07, 2.57e-08, 1.92e-08, 1.29e-09, 4.56e-07, 9.50e-07, 7.21e-07, 6.09e-08, 6.36e-09, 5.11e-09, 1.60e-09, 3.79e-10, 1.02e-12, 0.00e+00, 1.36e-08, 1.98e-08] [2.10e-07, 5.94e-07, 7.33e-07, 4.45e-07, 5.19e-07, 1.60e-06, 1.80e-07, 2.57e-08, 1.92e-08, 1.29e-09, 4.56e-07, 9.50e-07, 7.21e-07, 6.09e-08, 6.36e-09, 5.11e-09, 1.60e-09, 3.79e-10, 1.02e-12, 0.00e+00, 1.36e-08, 1.98e-08] []
657100 [1.87e-05, 4.73e-06, 3.23e-06, 5.77e-06, 2.73e-06, 5.30e-06, 5.22e-06, 8.65e-05, 1.76e-04, 2.73e-05, 6.42e-05, 1.25e-04, 2.84e-04, 9.56e-04, 1.51e-05, 7.43e-06, 1.39e-05, 2.93e-06, 2.06e-05, 4.26e-05, 1.05e-04, 1.56e-04] [1.87e-05, 4.73e-06, 3.23e-06, 5.77e-06, 2.73e-06, 5.30e-06, 5.22e-06, 8.65e-05, 1.76e-04, 2.73e-05, 6.42e-05, 1.25e-04, 2.84e-04, 9.56e-04, 1.51e-05, 7.43e-06, 1.39e-05, 2.93e-06, 2.06e-05, 4.26e-05, 1.05e-04, 1.56e-04] []
657200 [1.93e-07, 6.05e-07, 5.78e-07, 4.31e-07, 4.88e-07, 1.60e-06, 4.21e-07, 5.67e-09, 3.16e-07, 5.45e-11, 4.47e-07, 9.94e-07, 7.64e-07, 1.55e-08, 4.71e-09, 2.03e-09, 1.36e-09, 2.08e-09, 3.84e-09, 0.00e+00, 2.75e-08, 2.46e-07] [1.93e-07, 6.05e-07, 5.78e-07, 4.31e-07, 4.88e-07, 1.60e-06, 4.21e-07, 5.67e-09, 3.16e-07, 5.45e-11, 4.47e-07, 9.94e-07, 7.64e-07, 1.55e-08, 4.71e-09, 2.03e-09, 1.36e-09, 2.08e-09, 3.84e-09, 0.00e+00, 2.75e-08, 2.46e-07] []
657300 [1.85e-05, 3.28e-06, 2.02e-06, 2.22e-06, 2.12e-06, 3.50e-06, 1.29e-06, 2.16e-05, 1.36e-09, 2.54e-05, 4.16e-05, 1.43e-04, 2.49e-04, 9.45e-04, 1.47e-05, 1.30e-05, 7.91e-06, 7.00e-06, 5.59e-06, 1.06e-09, 3.14e-05, 6.68e-09] [1.85e-05, 3.28e-06, 2.02e-06, 2.22e-06, 2.12e-06, 3.50e-06, 1.29e-06, 2.16e-05, 1.36e-09, 2.54e-05, 4.16e-05, 1.43e-04, 2.49e-04, 9.45e-04, 1.47e-05, 1.30e-05, 7.91e-06, 7.00e-06, 5.59e-06, 1.06e-09, 3.14e-05, 6.68e-09] []
657400 [2.00e-07, 5.64e-07, 6.42e-07, 4.31e-07, 4.85e-07, 1.58e-06, 3.19e-07, 1.01e-07, 2.84e-10, 6.33e-09, 4.97e-07, 9.96e-07, 7.75e-07, 1.50e-07, 6.53e-09, 5.16e-09, 1.35e-11, 3.96e-09, 0.00e+00, 3.82e-11, 1.61e-08, 4.38e-10] [2.00e-07, 5.64e-07, 6.42e-07, 4.31e-07, 4.85e-07, 1.58e-06, 3.19e-07, 1.01e-07, 2.84e-10, 6.33e-09, 4.97e-07, 9.96e-07, 7.75e-07, 1.50e-07, 6.53e-09, 5.16e-09, 1.35e-11, 3.96e-09, 0.00e+00, 3.82e-11, 1.61e-08, 4.38e-10] []
657500 [1.55e-05, 3.28e-06, 4.71e-06, 4.11e-06, 2.41e-06, 3.35e-06, 3.04e-06, 3.53e-05, 2.09e-09, 1.72e-05, 1.08e-04, 1.33e-04, 4.64e-04, 7.31e-04, 8.09e-06, 7.56e-06, 9.93e-06, 7.44e-06, 1.10e-05, 4.19e-10, 5.73e-05, 2.69e-09] [1.55e-05, 3.28e-06, 4.71e-06, 4.11e-06, 2.41e-06, 3.35e-06, 3.04e-06, 3.53e-05, 2.09e-09, 1.72e-05, 1.08e-04, 1.33e-04, 4.64e-04, 7.31e-04, 8.09e-06, 7.56e-06, 9.93e-06, 7.44e-06, 1.10e-05, 4.19e-10, 5.73e-05, 2.69e-09] []
657600 [1.85e-07, 5.36e-07, 6.03e-07, 4.11e-07, 4.50e-07, 1.57e-06, 2.60e-07, 1.31e-08, 6.58e-11, 5.87e-10, 4.17e-07, 9.44e-07, 6.32e-07, 5.16e-08, 4.04e-10, 1.83e-09, 0.00e+00, 6.00e-10, 1.06e-08, 4.76e-11, 6.42e-08, 4.36e-10] [1.85e-07, 5.36e-07, 6.03e-07, 4.11e-07, 4.50e-07, 1.57e-06, 2.60e-07, 1.31e-08, 6.58e-11, 5.87e-10, 4.17e-07, 9.44e-07, 6.32e-07, 5.16e-08, 4.04e-10, 1.83e-09, 0.00e+00, 6.00e-10, 1.06e-08, 4.76e-11, 6.42e-08, 4.36e-10] []
657700 [4.38e-07, 6.02e-07, 9.02e-07, 5.76e-07, 5.55e-07, 1.63e-06, 3.29e-07, 5.72e-07, 1.79e-09, 1.35e-08, 3.85e-06, 6.62e-06, 1.27e-05, 1.74e-06, 4.32e-08, 0.00e+00, 0.00e+00, 5.24e-09, 2.46e-08, 1.14e-11, 1.51e-07, 3.45e-10] [4.38e-07, 6.02e-07, 9.02e-07, 5.76e-07, 5.55e-07, 1.63e-06, 3.29e-07, 5.72e-07, 1.79e-09, 1.35e-08, 3.85e-06, 6.62e-06, 1.27e-05, 1.74e-06, 4.32e-08, 0.00e+00, 0.00e+00, 5.24e-09, 2.46e-08, 1.14e-11, 1.51e-07, 3.45e-10] []
657800 [4.52e-07, 6.50e-07, 5.94e-07, 4.14e-07, 4.14e-07, 1.59e-06, 2.20e-07, 1.46e-08, 4.30e-11, 3.87e-07, 8.85e-07, 3.46e-06, 4.81e-06, 1.57e-05, 0.00e+00, 3.25e-11, 4.91e-10, 0.00e+00, 7.98e-11, 2.46e-12, 1.19e-07, 3.35e-10] [4.52e-07, 6.50e-07, 5.94e-07, 4.14e-07, 4.14e-07, 1.59e-06, 2.20e-07, 1.46e-08, 4.30e-11, 3.87e-07, 8.85e-07, 3.46e-06, 4.81e-06, 1.57e-05, 0.00e+00, 3.25e-11, 4.91e-10, 0.00e+00, 7.98e-11, 2.46e-12, 1.19e-07, 3.35e-10] []
657900 [2.00e-07, 5.92e-07, 7.24e-07, 4.60e-07, 5.11e-07, 1.58e-06, 2.29e-07, 5.26e-08, 2.72e-09, 3.32e-11, 6.49e-07, 1.32e-06, 1.30e-06, 2.19e-07, 4.24e-09, 2.74e-11, 0.00e+00, 4.10e-10, 2.94e-10, 1.48e-11, 1.27e-08, 1.40e-09] [2.00e-07, 5.92e-07, 7.24e-07, 4.60e-07, 5.11e-07, 1.58e-06, 2.29e-07, 5.26e-08, 2.72e-09, 3.32e-11, 6.49e-07, 1.32e-06, 1.30e-06, 2.19e-07, 4.24e-09, 2.74e-11, 0.00e+00, 4.10e-10, 2.94e-10, 1.48e-11, 1.27e-08, 1.40e-09] []
658000 [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08] [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 51.969764 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
658000 [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08] [9.86e-05, 1.74e-05, 1.22e-05, 1.49e-05, 1.70e-05, 1.24e-05, 1.04e-05, 5.91e-05, 1.98e-08, 2.34e-04, 3.28e-04, 1.19e-03, 1.37e-03, 7.38e-03, 1.13e-04, 1.99e-04, 4.37e-05, 3.65e-05, 2.13e-05, 1.52e-08, 1.07e-04, 9.23e-08] []
658100 [2.01e-07, 5.89e-07, 7.57e-07, 4.53e-07, 5.13e-07, 1.60e-06, 2.04e-07, 3.68e-08, 3.36e-10, 1.02e-09, 4.59e-07, 1.03e-06, 7.39e-07, 7.33e-08, 9.87e-10, 5.16e-10, 5.83e-12, 0.00e+00, 1.78e-09, 3.46e-10, 1.78e-08, 2.08e-09] [2.01e-07, 5.89e-07, 7.57e-07, 4.53e-07, 5.13e-07, 1.60e-06, 2.04e-07, 3.68e-08, 3.36e-10, 1.02e-09, 4.59e-07, 1.03e-06, 7.39e-07, 7.33e-08, 9.87e-10, 5.16e-10, 5.83e-12, 0.00e+00, 1.78e-09, 3.46e-10, 1.78e-08, 2.08e-09] []
658200 [2.00e-05, 3.96e-06, 3.94e-06, 5.66e-06, 2.70e-06, 4.93e-06, 4.49e-06, 2.14e-04, 1.57e-07, 3.46e-05, 6.96e-05, 1.61e-04, 3.22e-04, 1.18e-03, 1.43e-05, 1.32e-05, 1.31e-05, 3.80e-06, 5.15e-05, 1.76e-08, 2.49e-04, 1.06e-07] [2.00e-05, 3.96e-06, 3.94e-06, 5.66e-06, 2.70e-06, 4.93e-06, 4.49e-06, 2.14e-04, 1.57e-07, 3.46e-05, 6.96e-05, 1.61e-04, 3.22e-04, 1.18e-03, 1.43e-05, 1.32e-05, 1.31e-05, 3.80e-06, 5.15e-05, 1.76e-08, 2.49e-04, 1.06e-07] []
658300 [2.03e-07, 5.76e-07, 7.24e-07, 4.41e-07, 5.10e-07, 1.59e-06, 1.92e-07, 4.48e-09, 1.44e-10, 1.11e-09, 5.03e-07, 1.04e-06, 7.45e-07, 6.02e-08, 1.63e-09, 1.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-11, 3.16e-08, 2.24e-10] [2.03e-07, 5.76e-07, 7.24e-07, 4.41e-07, 5.10e-07, 1.59e-06, 1.92e-07, 4.48e-09, 1.44e-10, 1.11e-09, 5.03e-07, 1.04e-06, 7.45e-07, 6.02e-08, 1.63e-09, 1.57e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.82e-11, 3.16e-08, 2.24e-10] []
658400 [2.03e-05, 4.66e-06, 3.03e-06, 1.05e-05, 4.05e-06, 3.85e-06, 3.12e-06, 4.54e-06, 1.29e-04, 1.69e-05, 8.58e-05, 2.07e-04, 4.96e-04, 9.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-08, 0.00e+00, 4.60e-07, 1.85e-04] [2.03e-05, 4.66e-06, 3.03e-06, 1.05e-05, 4.05e-06, 3.85e-06, 3.12e-06, 4.54e-06, 1.29e-04, 1.69e-05, 8.58e-05, 2.07e-04, 4.96e-04, 9.60e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.48e-08, 0.00e+00, 4.60e-07, 1.85e-04] []
658500 [1.91e-07, 5.28e-07, 6.29e-07, 4.09e-07, 4.74e-07, 1.59e-06, 1.86e-07, 1.34e-07, 1.00e-08, 2.13e-10, 4.05e-07, 8.77e-07, 5.98e-07, 1.86e-08, 1.97e-09, 3.19e-09, 7.53e-11, 2.11e-09, 0.00e+00, 1.52e-09, 9.89e-08, 1.03e-08] [1.91e-07, 5.28e-07, 6.29e-07, 4.09e-07, 4.74e-07, 1.59e-06, 1.86e-07, 1.34e-07, 1.00e-08, 2.13e-10, 4.05e-07, 8.77e-07, 5.98e-07, 1.86e-08, 1.97e-09, 3.19e-09, 7.53e-11, 2.11e-09, 0.00e+00, 1.52e-09, 9.89e-08, 1.03e-08] []
658600 [6.18e-07, 4.83e-07, 9.06e-07, 5.51e-07, 5.74e-07, 1.68e-06, 2.17e-07, 6.25e-06, 5.20e-06, 3.53e-08, 3.49e-06, 7.15e-06, 1.42e-05, 8.62e-06, 8.93e-08, 1.13e-07, 2.08e-07, 1.01e-07, 0.00e+00, 5.84e-07, 1.96e-06, 2.88e-06] [6.18e-07, 4.83e-07, 9.06e-07, 5.51e-07, 5.74e-07, 1.68e-06, 2.17e-07, 6.25e-06, 5.20e-06, 3.53e-08, 3.49e-06, 7.15e-06, 1.42e-05, 8.62e-06, 8.93e-08, 1.13e-07, 2.08e-07, 1.01e-07, 0.00e+00, 5.84e-07, 1.96e-06, 2.88e-06] []
658700 [4.48e-06, 1.09e-06, 9.24e-07, 7.98e-07, 8.83e-07, 2.10e-06, 3.46e-07, 1.28e-06, 9.01e-09, 5.87e-06, 1.06e-05, 3.28e-05, 6.46e-05, 2.22e-04, 2.77e-06, 2.26e-06, 1.71e-06, 1.59e-06, 2.85e-07, 9.74e-10, 1.90e-06, 6.50e-09] [4.48e-06, 1.09e-06, 9.24e-07, 7.98e-07, 8.83e-07, 2.10e-06, 3.46e-07, 1.28e-06, 9.01e-09, 5.87e-06, 1.06e-05, 3.28e-05, 6.46e-05, 2.22e-04, 2.77e-06, 2.26e-06, 1.71e-06, 1.59e-06, 2.85e-07, 9.74e-10, 1.90e-06, 6.50e-09] []
658800 [2.00e-07, 5.80e-07, 7.35e-07, 4.44e-07, 5.18e-07, 1.59e-06, 1.92e-07, 1.11e-07, 3.87e-08, 1.28e-10, 4.57e-07, 1.05e-06, 7.19e-07, 7.91e-08, 3.89e-09, 3.52e-09, 0.00e+00, 8.54e-09, 1.06e-08, 8.13e-09, 6.48e-08, 5.25e-08] [2.00e-07, 5.80e-07, 7.35e-07, 4.44e-07, 5.18e-07, 1.59e-06, 1.92e-07, 1.11e-07, 3.87e-08, 1.28e-10, 4.57e-07, 1.05e-06, 7.19e-07, 7.91e-08, 3.89e-09, 3.52e-09, 0.00e+00, 8.54e-09, 1.06e-08, 8.13e-09, 6.48e-08, 5.25e-08] []
658900 [1.91e-06, 1.14e-06, 7.45e-07, 7.90e-07, 8.92e-07, 1.71e-06, 1.17e-06, 4.44e-05, 2.93e-08, 1.15e-06, 1.72e-06, 1.13e-05, 1.08e-05, 2.96e-05, 0.00e+00, 6.02e-09, 0.00e+00, 3.94e-08, 0.00e+00, 0.00e+00, 5.31e-05, 2.36e-08] [1.91e-06, 1.14e-06, 7.45e-07, 7.90e-07, 8.92e-07, 1.71e-06, 1.17e-06, 4.44e-05, 2.93e-08, 1.15e-06, 1.72e-06, 1.13e-05, 1.08e-05, 2.96e-05, 0.00e+00, 6.02e-09, 0.00e+00, 3.94e-08, 0.00e+00, 0.00e+00, 5.31e-05, 2.36e-08] []
659000 [3.61e-07, 6.19e-07, 5.52e-07, 3.93e-07, 4.29e-07, 1.59e-06, 1.93e-07, 7.93e-08, 4.00e-10, 2.66e-07, 7.60e-07, 2.74e-06, 3.81e-06, 1.11e-05, 0.00e+00, 1.66e-10, 9.17e-11, 0.00e+00, 0.00e+00, 6.40e-13, 5.75e-08, 5.67e-10] [3.61e-07, 6.19e-07, 5.52e-07, 3.93e-07, 4.29e-07, 1.59e-06, 1.93e-07, 7.93e-08, 4.00e-10, 2.66e-07, 7.60e-07, 2.74e-06, 3.81e-06, 1.11e-05, 0.00e+00, 1.66e-10, 9.17e-11, 0.00e+00, 0.00e+00, 6.40e-13, 5.75e-08, 5.67e-10] []
659100 [2.10e-07, 5.58e-07, 7.05e-07, 4.24e-07, 5.15e-07, 1.59e-06, 1.99e-07, 3.31e-07, 2.58e-09, 8.98e-09, 4.89e-07, 1.12e-06, 9.52e-07, 3.97e-07, 1.49e-08, 1.79e-09, 4.05e-09, 3.84e-10, 0.00e+00, 5.74e-11, 2.13e-07, 3.83e-10] [2.10e-07, 5.58e-07, 7.05e-07, 4.24e-07, 5.15e-07, 1.59e-06, 1.99e-07, 3.31e-07, 2.58e-09, 8.98e-09, 4.89e-07, 1.12e-06, 9.52e-07, 3.97e-07, 1.49e-08, 1.79e-09, 4.05e-09, 3.84e-10, 0.00e+00, 5.74e-11, 2.13e-07, 3.83e-10] []
659200 [4.65e-06, 3.50e-06, 1.66e-06, 5.03e-06, 2.53e-06, 3.23e-06, 3.95e-06, 7.18e-06, 6.41e-07, 1.79e-05, 3.27e-05, 1.23e-04, 7.60e-05, 5.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 3.15e-07, 5.93e-08, 2.04e-06, 3.56e-07] [4.65e-06, 3.50e-06, 1.66e-06, 5.03e-06, 2.53e-06, 3.23e-06, 3.95e-06, 7.18e-06, 6.41e-07, 1.79e-05, 3.27e-05, 1.23e-04, 7.60e-05, 5.94e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.35e-08, 3.15e-07, 5.93e-08, 2.04e-06, 3.56e-07] []
659300 [1.95e-07, 5.94e-07, 5.96e-07, 4.08e-07, 5.85e-07, 1.61e-06, 2.06e-07, 2.20e-08, 1.01e-04, 1.10e-10, 8.67e-07, 1.31e-06, 1.02e-06, 2.67e-07, 7.54e-12, 2.77e-10, 1.58e-09, 0.00e+00, 1.54e-09, 0.00e+00, 1.72e-08, 7.90e-05] [1.95e-07, 5.94e-07, 5.96e-07, 4.08e-07, 5.85e-07, 1.61e-06, 2.06e-07, 2.20e-08, 1.01e-04, 1.10e-10, 8.67e-07, 1.31e-06, 1.02e-06, 2.67e-07, 7.54e-12, 2.77e-10, 1.58e-09, 0.00e+00, 1.54e-09, 0.00e+00, 1.72e-08, 7.90e-05] []
659400 [3.52e-07, 5.15e-07, 8.31e-07, 5.52e-07, 5.45e-07, 1.64e-06, 2.50e-07, 1.81e-06, 1.87e-08, 2.23e-09, 8.63e-07, 1.67e-06, 1.30e-06, 3.83e-07, 2.52e-08, 4.46e-10, 1.69e-08, 8.20e-09, 2.18e-07, 1.02e-10, 1.47e-06, 2.70e-08] [3.52e-07, 5.15e-07, 8.31e-07, 5.52e-07, 5.45e-07, 1.64e-06, 2.50e-07, 1.81e-06, 1.87e-08, 2.23e-09, 8.63e-07, 1.67e-06, 1.30e-06, 3.83e-07, 2.52e-08, 4.46e-10, 1.69e-08, 8.20e-09, 2.18e-07, 1.02e-10, 1.47e-06, 2.70e-08] []
659500 [6.44e-07, 7.15e-07, 5.88e-07, 4.30e-07, 4.12e-07, 1.62e-06, 1.97e-07, 2.82e-07, 1.03e-10, 5.90e-07, 1.37e-06, 5.06e-06, 8.50e-06, 2.54e-05, 0.00e+00, 0.00e+00, 3.97e-10, 0.00e+00, 0.00e+00, 1.20e-11, 9.77e-07, 2.45e-10] [6.44e-07, 7.15e-07, 5.88e-07, 4.30e-07, 4.12e-07, 1.62e-06, 1.97e-07, 2.82e-07, 1.03e-10, 5.90e-07, 1.37e-06, 5.06e-06, 8.50e-06, 2.54e-05, 0.00e+00, 0.00e+00, 3.97e-10, 0.00e+00, 0.00e+00, 1.20e-11, 9.77e-07, 2.45e-10] []
659600 [1.91e-07, 5.59e-07, 6.99e-07, 4.48e-07, 4.99e-07, 1.58e-06, 2.01e-07, 2.10e-07, 4.54e-08, 1.65e-09, 5.85e-07, 1.22e-06, 9.40e-07, 1.92e-07, 2.22e-09, 9.53e-11, 0.00e+00, 1.26e-10, 0.00e+00, 0.00e+00, 9.70e-08, 5.15e-08] [1.91e-07, 5.59e-07, 6.99e-07, 4.48e-07, 4.99e-07, 1.58e-06, 2.01e-07, 2.10e-07, 4.54e-08, 1.65e-09, 5.85e-07, 1.22e-06, 9.40e-07, 1.92e-07, 2.22e-09, 9.53e-11, 0.00e+00, 1.26e-10, 0.00e+00, 0.00e+00, 9.70e-08, 5.15e-08] []
659700 [3.67e-06, 2.68e-06, 3.67e-06, 7.84e-06, 2.86e-06, 4.33e-06, 4.73e-06, 1.06e-04, 2.89e-08, 1.34e-06, 6.03e-05, 8.98e-05, 1.75e-04, 1.88e-05, 0.00e+00, 0.00e+00, 1.03e-07, 8.29e-08, 0.00e+00, 0.00e+00, 2.22e-04, 2.30e-09] [3.67e-06, 2.68e-06, 3.67e-06, 7.84e-06, 2.86e-06, 4.33e-06, 4.73e-06, 1.06e-04, 2.89e-08, 1.34e-06, 6.03e-05, 8.98e-05, 1.75e-04, 1.88e-05, 0.00e+00, 0.00e+00, 1.03e-07, 8.29e-08, 0.00e+00, 0.00e+00, 2.22e-04, 2.30e-09] []
659800 [1.94e-07, 5.79e-07, 6.90e-07, 4.22e-07, 4.84e-07, 1.60e-06, 1.85e-07, 2.38e-08, 3.66e-11, 3.57e-09, 4.29e-07, 9.48e-07, 6.60e-07, 7.31e-08, 5.82e-10, 2.12e-09, 0.00e+00, 9.98e-10, 1.30e-12, 1.33e-11, 1.32e-08, 1.90e-10] [1.94e-07, 5.79e-07, 6.90e-07, 4.22e-07, 4.84e-07, 1.60e-06, 1.85e-07, 2.38e-08, 3.66e-11, 3.57e-09, 4.29e-07, 9.48e-07, 6.60e-07, 7.31e-08, 5.82e-10, 2.12e-09, 0.00e+00, 9.98e-10, 1.30e-12, 1.33e-11, 1.32e-08, 1.90e-10] []
659900 [8.63e-06, 2.69e-06, 2.07e-06, 8.21e-07, 1.55e-06, 2.15e-06, 9.73e-07, 1.24e-05, 8.21e-05, 6.30e-06, 8.89e-06, 3.91e-05, 3.85e-05, 1.87e-04, 2.39e-06, 4.21e-06, 1.35e-06, 1.00e-06, 4.53e-06, 0.00e+00, 2.55e-05, 2.04e-04] [8.63e-06, 2.69e-06, 2.07e-06, 8.21e-07, 1.55e-06, 2.15e-06, 9.73e-07, 1.24e-05, 8.21e-05, 6.30e-06, 8.89e-06, 3.91e-05, 3.85e-05, 1.87e-04, 2.39e-06, 4.21e-06, 1.35e-06, 1.00e-06, 4.53e-06, 0.00e+00, 2.55e-05, 2.04e-04] []
660000 [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07] [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 43.117489 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
660000 [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07] [1.92e-07, 5.34e-07, 5.89e-07, 4.06e-07, 4.53e-07, 1.60e-06, 1.92e-07, 4.82e-10, 6.80e-09, 2.09e-09, 4.08e-07, 8.53e-07, 6.28e-07, 7.07e-08, 4.28e-09, 5.24e-09, 1.61e-09, 5.87e-09, 5.82e-11, 3.51e-08, 1.04e-08, 2.05e-07] []
660100 [2.09e-07, 4.75e-07, 7.35e-07, 4.39e-07, 5.00e-07, 1.57e-06, 2.25e-07, 4.26e-07, 1.43e-08, 1.48e-08, 7.41e-07, 1.57e-06, 1.65e-06, 8.30e-08, 8.76e-09, 0.00e+00, 0.00e+00, 2.74e-08, 3.69e-09, 1.28e-09, 2.06e-08, 8.64e-09] [2.09e-07, 4.75e-07, 7.35e-07, 4.39e-07, 5.00e-07, 1.57e-06, 2.25e-07, 4.26e-07, 1.43e-08, 1.48e-08, 7.41e-07, 1.57e-06, 1.65e-06, 8.30e-08, 8.76e-09, 0.00e+00, 0.00e+00, 2.74e-08, 3.69e-09, 1.28e-09, 2.06e-08, 8.64e-09] []
660200 [1.73e-05, 3.83e-06, 3.31e-06, 4.14e-06, 2.04e-06, 4.62e-06, 3.64e-06, 1.17e-04, 3.76e-06, 2.55e-05, 5.78e-05, 1.16e-04, 2.75e-04, 8.78e-04, 1.20e-05, 5.42e-06, 1.30e-05, 3.91e-06, 2.66e-05, 6.53e-07, 1.33e-04, 3.10e-06] [1.73e-05, 3.83e-06, 3.31e-06, 4.14e-06, 2.04e-06, 4.62e-06, 3.64e-06, 1.17e-04, 3.76e-06, 2.55e-05, 5.78e-05, 1.16e-04, 2.75e-04, 8.78e-04, 1.20e-05, 5.42e-06, 1.30e-05, 3.91e-06, 2.66e-05, 6.53e-07, 1.33e-04, 3.10e-06] []
660300 [1.93e-07, 5.71e-07, 6.74e-07, 4.34e-07, 4.90e-07, 1.59e-06, 1.88e-07, 1.01e-07, 2.75e-08, 2.76e-11, 4.29e-07, 9.72e-07, 6.77e-07, 3.53e-08, 1.18e-09, 3.09e-09, 4.41e-11, 1.05e-10, 6.20e-10, 0.00e+00, 1.28e-08, 2.76e-08] [1.93e-07, 5.71e-07, 6.74e-07, 4.34e-07, 4.90e-07, 1.59e-06, 1.88e-07, 1.01e-07, 2.75e-08, 2.76e-11, 4.29e-07, 9.72e-07, 6.77e-07, 3.53e-08, 1.18e-09, 3.09e-09, 4.41e-11, 1.05e-10, 6.20e-10, 0.00e+00, 1.28e-08, 2.76e-08] []
660400 [1.86e-06, 1.14e-06, 7.18e-07, 1.20e-06, 9.21e-07, 1.70e-06, 4.71e-07, 7.31e-06, 4.66e-07, 3.46e-06, 2.84e-05, 1.90e-05, 8.71e-05, 6.81e-05, 3.81e-07, 8.08e-07, 2.21e-06, 4.32e-07, 2.25e-06, 2.62e-08, 1.32e-05, 1.58e-07] [1.86e-06, 1.14e-06, 7.18e-07, 1.20e-06, 9.21e-07, 1.70e-06, 4.71e-07, 7.31e-06, 4.66e-07, 3.46e-06, 2.84e-05, 1.90e-05, 8.71e-05, 6.81e-05, 3.81e-07, 8.08e-07, 2.21e-06, 4.32e-07, 2.25e-06, 2.62e-08, 1.32e-05, 1.58e-07] []
660500 [2.25e-07, 5.19e-07, 5.61e-07, 4.06e-07, 4.52e-07, 1.61e-06, 1.95e-07, 2.12e-08, 1.04e-09, 3.40e-08, 4.63e-07, 9.66e-07, 9.02e-07, 1.27e-06, 2.40e-08, 1.96e-08, 8.07e-09, 1.72e-08, 0.00e+00, 1.10e-12, 6.77e-08, 5.30e-10] [2.25e-07, 5.19e-07, 5.61e-07, 4.06e-07, 4.52e-07, 1.61e-06, 1.95e-07, 2.12e-08, 1.04e-09, 3.40e-08, 4.63e-07, 9.66e-07, 9.02e-07, 1.27e-06, 2.40e-08, 1.96e-08, 8.07e-09, 1.72e-08, 0.00e+00, 1.10e-12, 6.77e-08, 5.30e-10] []
660600 [2.27e-07, 5.47e-07, 8.00e-07, 4.81e-07, 5.56e-07, 1.59e-06, 1.94e-07, 5.35e-09, 1.31e-09, 7.15e-08, 1.40e-06, 1.79e-06, 1.15e-06, 9.32e-07, 2.06e-08, 2.08e-08, 2.87e-09, 5.49e-09, 0.00e+00, 3.56e-10, 1.35e-07, 2.22e-09] [2.27e-07, 5.47e-07, 8.00e-07, 4.81e-07, 5.56e-07, 1.59e-06, 1.94e-07, 5.35e-09, 1.31e-09, 7.15e-08, 1.40e-06, 1.79e-06, 1.15e-06, 9.32e-07, 2.06e-08, 2.08e-08, 2.87e-09, 5.49e-09, 0.00e+00, 3.56e-10, 1.35e-07, 2.22e-09] []
660700 [4.10e-05, 7.07e-06, 3.74e-06, 7.54e-06, 6.57e-06, 4.09e-06, 4.61e-06, 6.65e-05, 9.29e-07, 4.66e-05, 8.77e-05, 3.53e-04, 6.59e-04, 1.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.44e-04, 6.64e-07] [4.10e-05, 7.07e-06, 3.74e-06, 7.54e-06, 6.57e-06, 4.09e-06, 4.61e-06, 6.65e-05, 9.29e-07, 4.66e-05, 8.77e-05, 3.53e-04, 6.59e-04, 1.98e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.23e-07, 1.44e-04, 6.64e-07] []
660800 [1.89e-07, 5.58e-07, 6.19e-07, 4.04e-07, 4.72e-07, 1.60e-06, 1.85e-07, 4.37e-09, 2.37e-08, 4.84e-10, 4.26e-07, 9.61e-07, 6.71e-07, 9.66e-08, 3.92e-10, 1.83e-09, 0.00e+00, 1.06e-09, 1.77e-12, 1.08e-09, 1.23e-08, 7.10e-09] [1.89e-07, 5.58e-07, 6.19e-07, 4.04e-07, 4.72e-07, 1.60e-06, 1.85e-07, 4.37e-09, 2.37e-08, 4.84e-10, 4.26e-07, 9.61e-07, 6.71e-07, 9.66e-08, 3.92e-10, 1.83e-09, 0.00e+00, 1.06e-09, 1.77e-12, 1.08e-09, 1.23e-08, 7.10e-09] []
660900 [3.61e-07, 5.15e-07, 7.09e-07, 4.73e-07, 5.07e-07, 1.64e-06, 2.61e-07, 5.23e-07, 4.56e-06, 1.70e-07, 4.81e-06, 3.22e-06, 4.88e-06, 2.26e-07, 1.40e-08, 4.36e-09, 2.79e-08, 1.29e-09, 0.00e+00, 0.00e+00, 1.06e-06, 5.78e-06] [3.61e-07, 5.15e-07, 7.09e-07, 4.73e-07, 5.07e-07, 1.64e-06, 2.61e-07, 5.23e-07, 4.56e-06, 1.70e-07, 4.81e-06, 3.22e-06, 4.88e-06, 2.26e-07, 1.40e-08, 4.36e-09, 2.79e-08, 1.29e-09, 0.00e+00, 0.00e+00, 1.06e-06, 5.78e-06] []
661000 [1.05e-05, 3.26e-06, 4.67e-06, 6.79e-06, 2.41e-06, 2.95e-06, 3.12e-06, 6.48e-06, 1.47e-09, 2.11e-05, 6.40e-05, 1.44e-04, 3.74e-04, 6.99e-04, 8.76e-06, 5.99e-06, 6.98e-06, 6.19e-06, 0.00e+00, 0.00e+00, 7.91e-08, 3.43e-08] [1.05e-05, 3.26e-06, 4.67e-06, 6.79e-06, 2.41e-06, 2.95e-06, 3.12e-06, 6.48e-06, 1.47e-09, 2.11e-05, 6.40e-05, 1.44e-04, 3.74e-04, 6.99e-04, 8.76e-06, 5.99e-06, 6.98e-06, 6.19e-06, 0.00e+00, 0.00e+00, 7.91e-08, 3.43e-08] []
661100 [1.92e-07, 5.57e-07, 6.19e-07, 4.09e-07, 4.70e-07, 1.59e-06, 2.05e-07, 6.41e-08, 4.27e-13, 2.80e-09, 4.31e-07, 9.11e-07, 6.81e-07, 3.45e-08, 2.34e-09, 3.56e-09, 9.77e-13, 6.26e-09, 2.33e-11, 5.57e-11, 1.24e-08, 3.96e-10] [1.92e-07, 5.57e-07, 6.19e-07, 4.09e-07, 4.70e-07, 1.59e-06, 2.05e-07, 6.41e-08, 4.27e-13, 2.80e-09, 4.31e-07, 9.11e-07, 6.81e-07, 3.45e-08, 2.34e-09, 3.56e-09, 9.77e-13, 6.26e-09, 2.33e-11, 5.57e-11, 1.24e-08, 3.96e-10] []
661200 [6.20e-07, 9.08e-07, 6.13e-07, 6.64e-07, 5.88e-07, 1.63e-06, 4.01e-07, 2.91e-05, 3.48e-07, 1.22e-06, 1.06e-05, 2.14e-05, 6.14e-06, 3.31e-05, 1.09e-11, 5.19e-08, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 1.87e-05, 6.21e-07] [6.20e-07, 9.08e-07, 6.13e-07, 6.64e-07, 5.88e-07, 1.63e-06, 4.01e-07, 2.91e-05, 3.48e-07, 1.22e-06, 1.06e-05, 2.14e-05, 6.14e-06, 3.31e-05, 1.09e-11, 5.19e-08, 0.00e+00, 1.10e-08, 0.00e+00, 0.00e+00, 1.87e-05, 6.21e-07] []
661300 [1.83e-07, 5.42e-07, 5.83e-07, 4.13e-07, 4.31e-07, 1.60e-06, 1.92e-07, 4.30e-08, 4.11e-10, 2.33e-10, 3.90e-07, 8.42e-07, 5.59e-07, 1.41e-08, 1.18e-09, 2.77e-09, 3.48e-09, 1.12e-09, 3.45e-10, 1.44e-13, 1.20e-08, 7.60e-10] [1.83e-07, 5.42e-07, 5.83e-07, 4.13e-07, 4.31e-07, 1.60e-06, 1.92e-07, 4.30e-08, 4.11e-10, 2.33e-10, 3.90e-07, 8.42e-07, 5.59e-07, 1.41e-08, 1.18e-09, 2.77e-09, 3.48e-09, 1.12e-09, 3.45e-10, 1.44e-13, 1.20e-08, 7.60e-10] []
661400 [2.99e-07, 6.19e-07, 9.70e-07, 5.75e-07, 5.37e-07, 1.64e-06, 2.29e-07, 1.77e-06, 1.30e-08, 1.18e-07, 1.44e-06, 2.41e-06, 2.37e-06, 5.52e-07, 2.47e-08, 0.00e+00, 0.00e+00, 2.38e-08, 2.16e-07, 7.61e-11, 1.45e-06, 2.85e-10] [2.99e-07, 6.19e-07, 9.70e-07, 5.75e-07, 5.37e-07, 1.64e-06, 2.29e-07, 1.77e-06, 1.30e-08, 1.18e-07, 1.44e-06, 2.41e-06, 2.37e-06, 5.52e-07, 2.47e-08, 0.00e+00, 0.00e+00, 2.38e-08, 2.16e-07, 7.61e-11, 1.45e-06, 2.85e-10] []
661500 [1.91e-07, 5.74e-07, 6.31e-07, 4.32e-07, 4.43e-07, 1.61e-06, 1.88e-07, 1.56e-08, 1.55e-11, 5.37e-11, 3.96e-07, 8.27e-07, 5.46e-07, 4.52e-09, 1.55e-09, 2.95e-09, 3.83e-09, 1.46e-09, 4.54e-10, 8.27e-11, 1.22e-08, 5.03e-10] [1.91e-07, 5.74e-07, 6.31e-07, 4.32e-07, 4.43e-07, 1.61e-06, 1.88e-07, 1.56e-08, 1.55e-11, 5.37e-11, 3.96e-07, 8.27e-07, 5.46e-07, 4.52e-09, 1.55e-09, 2.95e-09, 3.83e-09, 1.46e-09, 4.54e-10, 8.27e-11, 1.22e-08, 5.03e-10] []
661600 [5.21e-07, 5.80e-07, 9.54e-07, 5.10e-07, 5.44e-07, 1.60e-06, 3.15e-07, 8.56e-06, 5.70e-06, 4.96e-09, 2.68e-06, 4.03e-06, 7.39e-06, 6.57e-06, 1.47e-08, 1.33e-07, 4.45e-08, 2.37e-07, 1.64e-06, 7.11e-07, 9.96e-06, 3.45e-06] [5.21e-07, 5.80e-07, 9.54e-07, 5.10e-07, 5.44e-07, 1.60e-06, 3.15e-07, 8.56e-06, 5.70e-06, 4.96e-09, 2.68e-06, 4.03e-06, 7.39e-06, 6.57e-06, 1.47e-08, 1.33e-07, 4.45e-08, 2.37e-07, 1.64e-06, 7.11e-07, 9.96e-06, 3.45e-06] []
661700 [3.35e-07, 6.24e-07, 5.54e-07, 4.09e-07, 4.05e-07, 1.60e-06, 1.87e-07, 5.00e-08, 2.11e-09, 2.25e-07, 7.61e-07, 2.44e-06, 3.81e-06, 9.81e-06, 0.00e+00, 2.82e-10, 9.61e-10, 0.00e+00, 1.70e-10, 9.62e-14, 1.23e-08, 9.58e-10] [3.35e-07, 6.24e-07, 5.54e-07, 4.09e-07, 4.05e-07, 1.60e-06, 1.87e-07, 5.00e-08, 2.11e-09, 2.25e-07, 7.61e-07, 2.44e-06, 3.81e-06, 9.81e-06, 0.00e+00, 2.82e-10, 9.61e-10, 0.00e+00, 1.70e-10, 9.62e-14, 1.23e-08, 9.58e-10] []
661800 [2.01e-07, 5.59e-07, 6.50e-07, 4.26e-07, 4.93e-07, 1.59e-06, 2.14e-07, 2.58e-09, 4.22e-07, 6.44e-09, 6.64e-07, 1.18e-06, 1.47e-06, 5.63e-07, 1.67e-08, 5.60e-10, 9.96e-09, 4.86e-10, 4.72e-09, 1.52e-07, 3.09e-08, 8.42e-07] [2.01e-07, 5.59e-07, 6.50e-07, 4.26e-07, 4.93e-07, 1.59e-06, 2.14e-07, 2.58e-09, 4.22e-07, 6.44e-09, 6.64e-07, 1.18e-06, 1.47e-06, 5.63e-07, 1.67e-08, 5.60e-10, 9.96e-09, 4.86e-10, 4.72e-09, 1.52e-07, 3.09e-08, 8.42e-07] []
661900 [2.78e-05, 4.95e-06, 3.80e-06, 1.47e-05, 5.50e-06, 4.16e-06, 4.82e-06, 4.12e-05, 4.42e-07, 1.60e-05, 1.76e-04, 2.80e-04, 7.99e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-06, 0.00e+00, 1.35e-05, 2.30e-07] [2.78e-05, 4.95e-06, 3.80e-06, 1.47e-05, 5.50e-06, 4.16e-06, 4.82e-06, 4.12e-05, 4.42e-07, 1.60e-05, 1.76e-04, 2.80e-04, 7.99e-04, 1.23e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.21e-06, 0.00e+00, 1.35e-05, 2.30e-07] []
662000 [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10] [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 38.355647 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
662000 [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10] [1.92e-07, 5.72e-07, 6.88e-07, 4.33e-07, 4.77e-07, 1.61e-06, 1.87e-07, 4.17e-08, 6.49e-11, 6.69e-12, 4.16e-07, 9.27e-07, 6.43e-07, 8.34e-09, 7.55e-10, 2.45e-09, 0.00e+00, 2.28e-09, 2.27e-10, 2.46e-12, 1.18e-07, 3.18e-10] []
662100 [1.83e-06, 1.51e-06, 1.17e-06, 1.38e-06, 8.01e-07, 1.66e-06, 1.29e-06, 1.07e-05, 1.26e-08, 3.81e-07, 2.25e-06, 5.87e-06, 5.78e-06, 3.68e-06, 0.00e+00, 1.09e-07, 2.42e-08, 2.22e-07, 1.41e-06, 1.05e-07, 8.63e-06, 5.47e-07] [1.83e-06, 1.51e-06, 1.17e-06, 1.38e-06, 8.01e-07, 1.66e-06, 1.29e-06, 1.07e-05, 1.26e-08, 3.81e-07, 2.25e-06, 5.87e-06, 5.78e-06, 3.68e-06, 0.00e+00, 1.09e-07, 2.42e-08, 2.22e-07, 1.41e-06, 1.05e-07, 8.63e-06, 5.47e-07] []
662200 [2.01e-07, 5.95e-07, 6.42e-07, 4.18e-07, 6.18e-07, 1.63e-06, 2.06e-07, 4.80e-08, 2.14e-04, 1.95e-08, 1.97e-06, 1.72e-06, 1.59e-06, 1.15e-07, 2.40e-10, 2.75e-10, 2.92e-09, 0.00e+00, 2.23e-08, 0.00e+00, 1.37e-07, 1.81e-04] [2.01e-07, 5.95e-07, 6.42e-07, 4.18e-07, 6.18e-07, 1.63e-06, 2.06e-07, 4.80e-08, 2.14e-04, 1.95e-08, 1.97e-06, 1.72e-06, 1.59e-06, 1.15e-07, 2.40e-10, 2.75e-10, 2.92e-09, 0.00e+00, 2.23e-08, 0.00e+00, 1.37e-07, 1.81e-04] []
662300 [2.35e-07, 4.69e-07, 6.76e-07, 4.88e-07, 5.08e-07, 1.56e-06, 2.20e-07, 6.84e-07, 3.02e-09, 9.95e-09, 3.12e-06, 2.37e-06, 5.64e-06, 1.29e-06, 1.63e-08, 9.28e-09, 1.60e-07, 8.75e-09, 1.24e-07, 1.09e-12, 8.39e-07, 5.74e-10] [2.35e-07, 4.69e-07, 6.76e-07, 4.88e-07, 5.08e-07, 1.56e-06, 2.20e-07, 6.84e-07, 3.02e-09, 9.95e-09, 3.12e-06, 2.37e-06, 5.64e-06, 1.29e-06, 1.63e-08, 9.28e-09, 1.60e-07, 8.75e-09, 1.24e-07, 1.09e-12, 8.39e-07, 5.74e-10] []
662400 [2.72e-05, 4.80e-06, 4.27e-06, 4.96e-06, 3.38e-06, 5.22e-06, 4.16e-06, 1.55e-04, 2.23e-08, 5.19e-05, 8.79e-05, 2.35e-04, 3.97e-04, 1.66e-03, 1.92e-05, 2.28e-05, 1.57e-05, 7.49e-06, 3.84e-05, 1.57e-09, 1.88e-04, 1.06e-08] [2.72e-05, 4.80e-06, 4.27e-06, 4.96e-06, 3.38e-06, 5.22e-06, 4.16e-06, 1.55e-04, 2.23e-08, 5.19e-05, 8.79e-05, 2.35e-04, 3.97e-04, 1.66e-03, 1.92e-05, 2.28e-05, 1.57e-05, 7.49e-06, 3.84e-05, 1.57e-09, 1.88e-04, 1.06e-08] []
662500 [1.87e-07, 5.56e-07, 6.27e-07, 4.29e-07, 4.69e-07, 1.59e-06, 1.98e-07, 1.22e-07, 1.01e-10, 1.73e-10, 4.26e-07, 9.55e-07, 6.67e-07, 5.20e-09, 2.63e-09, 3.99e-09, 1.29e-10, 8.92e-11, 1.44e-08, 6.93e-14, 8.79e-08, 8.22e-10] [1.87e-07, 5.56e-07, 6.27e-07, 4.29e-07, 4.69e-07, 1.59e-06, 1.98e-07, 1.22e-07, 1.01e-10, 1.73e-10, 4.26e-07, 9.55e-07, 6.67e-07, 5.20e-09, 2.63e-09, 3.99e-09, 1.29e-10, 8.92e-11, 1.44e-08, 6.93e-14, 8.79e-08, 8.22e-10] []
662600 [7.22e-07, 8.97e-07, 6.32e-07, 6.92e-07, 5.73e-07, 1.57e-06, 4.27e-07, 2.16e-05, 4.22e-07, 3.59e-06, 1.88e-05, 1.96e-05, 7.32e-06, 4.03e-05, 3.39e-11, 5.99e-08, 0.00e+00, 1.22e-09, 0.00e+00, 4.70e-09, 3.91e-05, 2.23e-08] [7.22e-07, 8.97e-07, 6.32e-07, 6.92e-07, 5.73e-07, 1.57e-06, 4.27e-07, 2.16e-05, 4.22e-07, 3.59e-06, 1.88e-05, 1.96e-05, 7.32e-06, 4.03e-05, 3.39e-11, 5.99e-08, 0.00e+00, 1.22e-09, 0.00e+00, 4.70e-09, 3.91e-05, 2.23e-08] []
662700 [1.91e-07, 5.33e-07, 5.94e-07, 4.16e-07, 4.39e-07, 1.61e-06, 1.87e-07, 3.38e-08, 1.55e-10, 3.17e-09, 4.00e-07, 8.34e-07, 5.98e-07, 9.76e-08, 5.91e-09, 6.42e-09, 4.77e-09, 4.20e-09, 1.84e-10, 3.12e-11, 6.94e-08, 2.79e-10] [1.91e-07, 5.33e-07, 5.94e-07, 4.16e-07, 4.39e-07, 1.61e-06, 1.87e-07, 3.38e-08, 1.55e-10, 3.17e-09, 4.00e-07, 8.34e-07, 5.98e-07, 9.76e-08, 5.91e-09, 6.42e-09, 4.77e-09, 4.20e-09, 1.84e-10, 3.12e-11, 6.94e-08, 2.79e-10] []
662800 [2.35e-07, 5.24e-07, 7.98e-07, 4.73e-07, 5.18e-07, 1.62e-06, 2.06e-07, 1.37e-09, 8.19e-09, 1.87e-07, 1.50e-06, 1.86e-06, 1.46e-06, 9.68e-07, 1.22e-08, 2.05e-11, 0.00e+00, 5.84e-08, 7.45e-12, 1.41e-10, 3.54e-07, 1.00e-09] [2.35e-07, 5.24e-07, 7.98e-07, 4.73e-07, 5.18e-07, 1.62e-06, 2.06e-07, 1.37e-09, 8.19e-09, 1.87e-07, 1.50e-06, 1.86e-06, 1.46e-06, 9.68e-07, 1.22e-08, 2.05e-11, 0.00e+00, 5.84e-08, 7.45e-12, 1.41e-10, 3.54e-07, 1.00e-09] []
662900 [6.95e-06, 2.54e-06, 1.24e-06, 1.31e-06, 7.27e-07, 2.31e-06, 3.36e-07, 3.18e-06, 2.82e-04, 9.03e-06, 1.13e-05, 5.54e-05, 9.24e-05, 3.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-06, 2.21e-06, 2.02e-05] [6.95e-06, 2.54e-06, 1.24e-06, 1.31e-06, 7.27e-07, 2.31e-06, 3.36e-07, 3.18e-06, 2.82e-04, 9.03e-06, 1.13e-05, 5.54e-05, 9.24e-05, 3.67e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.98e-06, 2.21e-06, 2.02e-05] []
663000 [2.10e-07, 5.67e-07, 6.60e-07, 4.35e-07, 5.09e-07, 1.60e-06, 2.09e-07, 3.28e-08, 1.93e-09, 1.48e-09, 5.32e-07, 1.05e-06, 1.01e-06, 3.16e-07, 8.47e-09, 2.49e-08, 7.00e-14, 2.07e-08, 9.10e-09, 1.40e-10, 5.59e-08, 8.47e-10] [2.10e-07, 5.67e-07, 6.60e-07, 4.35e-07, 5.09e-07, 1.60e-06, 2.09e-07, 3.28e-08, 1.93e-09, 1.48e-09, 5.32e-07, 1.05e-06, 1.01e-06, 3.16e-07, 8.47e-09, 2.49e-08, 7.00e-14, 2.07e-08, 9.10e-09, 1.40e-10, 5.59e-08, 8.47e-10] []
663100 [4.01e-06, 1.75e-06, 2.55e-06, 8.92e-06, 2.27e-06, 2.62e-06, 3.14e-06, 8.19e-05, 2.28e-08, 1.23e-05, 1.25e-05, 3.30e-05, 5.48e-05, 1.76e-04, 0.00e+00, 0.00e+00, 4.54e-08, 4.22e-08, 1.58e-05, 0.00e+00, 8.33e-05, 3.48e-08] [4.01e-06, 1.75e-06, 2.55e-06, 8.92e-06, 2.27e-06, 2.62e-06, 3.14e-06, 8.19e-05, 2.28e-08, 1.23e-05, 1.25e-05, 3.30e-05, 5.48e-05, 1.76e-04, 0.00e+00, 0.00e+00, 4.54e-08, 4.22e-08, 1.58e-05, 0.00e+00, 8.33e-05, 3.48e-08] []
663200 [1.94e-07, 5.39e-07, 6.22e-07, 4.21e-07, 4.50e-07, 1.60e-06, 1.92e-07, 3.67e-08, 9.40e-10, 2.62e-09, 4.14e-07, 8.94e-07, 6.61e-07, 1.06e-07, 4.57e-09, 6.12e-09, 1.14e-10, 5.72e-09, 0.00e+00, 6.48e-12, 7.88e-08, 4.88e-10] [1.94e-07, 5.39e-07, 6.22e-07, 4.21e-07, 4.50e-07, 1.60e-06, 1.92e-07, 3.67e-08, 9.40e-10, 2.62e-09, 4.14e-07, 8.94e-07, 6.61e-07, 1.06e-07, 4.57e-09, 6.12e-09, 1.14e-10, 5.72e-09, 0.00e+00, 6.48e-12, 7.88e-08, 4.88e-10] []
663300 [7.91e-07, 6.11e-07, 9.23e-07, 5.56e-07, 4.99e-07, 1.61e-06, 2.96e-07, 5.35e-06, 6.67e-08, 1.87e-07, 7.07e-06, 7.01e-06, 1.78e-05, 1.10e-05, 5.65e-09, 8.66e-11, 0.00e+00, 1.83e-09, 3.71e-07, 0.00e+00, 2.44e-06, 1.58e-08] [7.91e-07, 6.11e-07, 9.23e-07, 5.56e-07, 4.99e-07, 1.61e-06, 2.96e-07, 5.35e-06, 6.67e-08, 1.87e-07, 7.07e-06, 7.01e-06, 1.78e-05, 1.10e-05, 5.65e-09, 8.66e-11, 0.00e+00, 1.83e-09, 3.71e-07, 0.00e+00, 2.44e-06, 1.58e-08] []
663400 [1.88e-07, 5.21e-07, 5.57e-07, 4.06e-07, 4.20e-07, 1.61e-06, 1.82e-07, 3.54e-09, 3.91e-10, 4.60e-09, 3.99e-07, 8.03e-07, 5.76e-07, 1.30e-07, 6.30e-09, 7.25e-09, 6.78e-09, 5.28e-09, 8.34e-15, 2.59e-12, 1.39e-08, 3.33e-10] [1.88e-07, 5.21e-07, 5.57e-07, 4.06e-07, 4.20e-07, 1.61e-06, 1.82e-07, 3.54e-09, 3.91e-10, 4.60e-09, 3.99e-07, 8.03e-07, 5.76e-07, 1.30e-07, 6.30e-09, 7.25e-09, 6.78e-09, 5.28e-09, 8.34e-15, 2.59e-12, 1.39e-08, 3.33e-10] []
663500 [2.26e-07, 6.60e-07, 9.42e-07, 4.90e-07, 5.65e-07, 1.60e-06, 2.10e-07, 2.66e-07, 7.44e-09, 5.55e-08, 5.86e-07, 1.55e-06, 1.35e-06, 1.65e-06, 7.02e-09, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 7.70e-07, 2.21e-08] [2.26e-07, 6.60e-07, 9.42e-07, 4.90e-07, 5.65e-07, 1.60e-06, 2.10e-07, 2.66e-07, 7.44e-09, 5.55e-08, 5.86e-07, 1.55e-06, 1.35e-06, 1.65e-06, 7.02e-09, 0.00e+00, 0.00e+00, 1.14e-08, 0.00e+00, 0.00e+00, 7.70e-07, 2.21e-08] []
663600 [1.80e-07, 5.69e-07, 6.15e-07, 4.29e-07, 4.30e-07, 1.63e-06, 2.00e-07, 6.82e-08, 9.08e-07, 2.19e-10, 4.54e-07, 9.37e-07, 6.71e-07, 1.59e-08, 7.07e-10, 1.91e-09, 6.80e-09, 2.98e-09, 6.09e-10, 1.04e-07, 1.44e-08, 5.89e-07] [1.80e-07, 5.69e-07, 6.15e-07, 4.29e-07, 4.30e-07, 1.63e-06, 2.00e-07, 6.82e-08, 9.08e-07, 2.19e-10, 4.54e-07, 9.37e-07, 6.71e-07, 1.59e-08, 7.07e-10, 1.91e-09, 6.80e-09, 2.98e-09, 6.09e-10, 1.04e-07, 1.44e-08, 5.89e-07] []
663700 [2.22e-06, 1.18e-06, 1.19e-06, 7.42e-07, 1.02e-06, 1.26e-06, 4.50e-07, 4.53e-07, 6.28e-07, 1.89e-06, 1.95e-05, 1.53e-05, 4.31e-05, 4.17e-05, 6.82e-08, 1.87e-06, 7.83e-10, 9.39e-07, 1.47e-08, 3.42e-09, 1.03e-07, 2.14e-08] [2.22e-06, 1.18e-06, 1.19e-06, 7.42e-07, 1.02e-06, 1.26e-06, 4.50e-07, 4.53e-07, 6.28e-07, 1.89e-06, 1.95e-05, 1.53e-05, 4.31e-05, 4.17e-05, 6.82e-08, 1.87e-06, 7.83e-10, 9.39e-07, 1.47e-08, 3.42e-09, 1.03e-07, 2.14e-08] []
663800 [2.03e-07, 6.37e-07, 7.69e-07, 4.78e-07, 4.80e-07, 1.63e-06, 1.81e-07, 2.52e-08, 3.21e-10, 1.31e-10, 4.12e-07, 8.95e-07, 6.01e-07, 1.18e-08, 9.13e-10, 2.45e-09, 2.43e-11, 1.41e-09, 8.72e-09, 5.66e-12, 5.39e-08, 2.42e-10] [2.03e-07, 6.37e-07, 7.69e-07, 4.78e-07, 4.80e-07, 1.63e-06, 1.81e-07, 2.52e-08, 3.21e-10, 1.31e-10, 4.12e-07, 8.95e-07, 6.01e-07, 1.18e-08, 9.13e-10, 2.45e-09, 2.43e-11, 1.41e-09, 8.72e-09, 5.66e-12, 5.39e-08, 2.42e-10] []
663900 [1.83e-07, 5.51e-07, 5.30e-07, 4.34e-07, 3.57e-07, 1.62e-06, 1.86e-07, 2.60e-09, 4.76e-11, 1.75e-08, 3.85e-07, 9.05e-07, 6.27e-07, 7.83e-07, 0.00e+00, 1.43e-09, 5.93e-09, 0.00e+00, 0.00e+00, 6.62e-12, 5.53e-08, 2.49e-10] [1.83e-07, 5.51e-07, 5.30e-07, 4.34e-07, 3.57e-07, 1.62e-06, 1.86e-07, 2.60e-09, 4.76e-11, 1.75e-08, 3.85e-07, 9.05e-07, 6.27e-07, 7.83e-07, 0.00e+00, 1.43e-09, 5.93e-09, 0.00e+00, 0.00e+00, 6.62e-12, 5.53e-08, 2.49e-10] []
664000 [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08] [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.141994 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
664000 [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08] [2.05e-07, 5.15e-07, 6.89e-07, 4.32e-07, 4.77e-07, 1.61e-06, 1.92e-07, 3.75e-07, 1.59e-08, 4.12e-08, 6.64e-07, 1.40e-06, 1.46e-06, 1.02e-06, 5.72e-09, 0.00e+00, 0.00e+00, 5.42e-09, 0.00e+00, 0.00e+00, 7.49e-07, 3.48e-08] []
664100 [1.48e-04, 5.33e-05, 1.42e-05, 3.80e-05, 1.31e-05, 2.74e-05, 6.15e-06, 1.37e-04, 1.59e-07, 2.29e-04, 2.32e-04, 1.66e-03, 1.42e-03, 8.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-04, 1.16e-06] [1.48e-04, 5.33e-05, 1.42e-05, 3.80e-05, 1.31e-05, 2.74e-05, 6.15e-06, 1.37e-04, 1.59e-07, 2.29e-04, 2.32e-04, 1.66e-03, 1.42e-03, 8.33e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.91e-04, 1.16e-06] []
664200 [1.93e-07, 5.89e-07, 7.55e-07, 4.48e-07, 4.81e-07, 1.63e-06, 1.76e-07, 4.41e-08, 2.81e-09, 2.25e-10, 4.48e-07, 9.87e-07, 7.03e-07, 2.99e-08, 8.93e-10, 1.53e-09, 1.69e-11, 1.24e-10, 0.00e+00, 2.23e-09, 4.36e-08, 1.48e-08] [1.93e-07, 5.89e-07, 7.55e-07, 4.48e-07, 4.81e-07, 1.63e-06, 1.76e-07, 4.41e-08, 2.81e-09, 2.25e-10, 4.48e-07, 9.87e-07, 7.03e-07, 2.99e-08, 8.93e-10, 1.53e-09, 1.69e-11, 1.24e-10, 0.00e+00, 2.23e-09, 4.36e-08, 1.48e-08] []
664300 [8.32e-05, 1.42e-05, 8.09e-06, 1.10e-05, 1.22e-05, 1.05e-05, 7.20e-06, 3.46e-05, 4.82e-06, 1.63e-04, 2.34e-04, 8.76e-04, 1.11e-03, 5.44e-03, 8.74e-05, 1.29e-04, 3.69e-05, 3.22e-05, 1.33e-05, 1.40e-05, 6.91e-05, 5.49e-05] [8.32e-05, 1.42e-05, 8.09e-06, 1.10e-05, 1.22e-05, 1.05e-05, 7.20e-06, 3.46e-05, 4.82e-06, 1.63e-04, 2.34e-04, 8.76e-04, 1.11e-03, 5.44e-03, 8.74e-05, 1.29e-04, 3.69e-05, 3.22e-05, 1.33e-05, 1.40e-05, 6.91e-05, 5.49e-05] []
664400 [1.80e-07, 5.45e-07, 6.25e-07, 4.17e-07, 4.51e-07, 1.63e-06, 1.93e-07, 1.57e-09, 1.55e-09, 6.05e-10, 4.16e-07, 9.44e-07, 6.58e-07, 4.11e-08, 9.87e-10, 1.32e-09, 1.73e-10, 3.40e-11, 3.07e-09, 8.57e-10, 2.32e-08, 5.53e-09] [1.80e-07, 5.45e-07, 6.25e-07, 4.17e-07, 4.51e-07, 1.63e-06, 1.93e-07, 1.57e-09, 1.55e-09, 6.05e-10, 4.16e-07, 9.44e-07, 6.58e-07, 4.11e-08, 9.87e-10, 1.32e-09, 1.73e-10, 3.40e-11, 3.07e-09, 8.57e-10, 2.32e-08, 5.53e-09] []
664500 [3.30e-06, 1.37e-06, 1.00e-06, 7.68e-07, 9.73e-07, 2.30e-06, 7.24e-07, 2.06e-05, 9.74e-07, 5.13e-06, 2.05e-05, 2.26e-05, 6.66e-05, 9.39e-05, 1.53e-10, 8.03e-08, 0.00e+00, 8.40e-09, 0.00e+00, 0.00e+00, 3.78e-05, 1.07e-06] [3.30e-06, 1.37e-06, 1.00e-06, 7.68e-07, 9.73e-07, 2.30e-06, 7.24e-07, 2.06e-05, 9.74e-07, 5.13e-06, 2.05e-05, 2.26e-05, 6.66e-05, 9.39e-05, 1.53e-10, 8.03e-08, 0.00e+00, 8.40e-09, 0.00e+00, 0.00e+00, 3.78e-05, 1.07e-06] []
664600 [1.87e-07, 5.46e-07, 6.18e-07, 4.17e-07, 4.45e-07, 1.63e-06, 1.83e-07, 2.72e-09, 1.32e-10, 5.17e-10, 4.09e-07, 8.58e-07, 5.98e-07, 1.10e-08, 2.90e-09, 4.39e-09, 1.59e-09, 2.46e-09, 1.47e-09, 5.12e-12, 1.59e-08, 2.77e-10] [1.87e-07, 5.46e-07, 6.18e-07, 4.17e-07, 4.45e-07, 1.63e-06, 1.83e-07, 2.72e-09, 1.32e-10, 5.17e-10, 4.09e-07, 8.58e-07, 5.98e-07, 1.10e-08, 2.90e-09, 4.39e-09, 1.59e-09, 2.46e-09, 1.47e-09, 5.12e-12, 1.59e-08, 2.77e-10] []
664700 [7.73e-07, 6.44e-07, 8.85e-07, 6.28e-07, 5.51e-07, 1.65e-06, 2.51e-07, 8.50e-06, 8.27e-09, 2.61e-07, 1.08e-06, 6.03e-06, 5.70e-06, 2.00e-05, 2.65e-09, 8.11e-09, 0.00e+00, 5.47e-10, 0.00e+00, 2.18e-09, 3.80e-06, 1.46e-08] [7.73e-07, 6.44e-07, 8.85e-07, 6.28e-07, 5.51e-07, 1.65e-06, 2.51e-07, 8.50e-06, 8.27e-09, 2.61e-07, 1.08e-06, 6.03e-06, 5.70e-06, 2.00e-05, 2.65e-09, 8.11e-09, 0.00e+00, 5.47e-10, 0.00e+00, 2.18e-09, 3.80e-06, 1.46e-08] []
664800 [1.80e-07, 5.33e-07, 5.69e-07, 4.04e-07, 4.15e-07, 1.62e-06, 1.75e-07, 3.98e-09, 7.95e-09, 1.10e-08, 3.96e-07, 9.32e-07, 6.76e-07, 5.21e-07, 0.00e+00, 1.63e-09, 3.51e-09, 3.99e-13, 0.00e+00, 0.00e+00, 2.03e-08, 1.39e-08] [1.80e-07, 5.33e-07, 5.69e-07, 4.04e-07, 4.15e-07, 1.62e-06, 1.75e-07, 3.98e-09, 7.95e-09, 1.10e-08, 3.96e-07, 9.32e-07, 6.76e-07, 5.21e-07, 0.00e+00, 1.63e-09, 3.51e-09, 3.99e-13, 0.00e+00, 0.00e+00, 2.03e-08, 1.39e-08] []
664900 [2.00e-07, 5.44e-07, 7.31e-07, 4.38e-07, 5.35e-07, 1.62e-06, 2.05e-07, 5.06e-09, 1.64e-06, 9.36e-09, 7.00e-07, 1.47e-06, 1.61e-06, 4.33e-07, 6.87e-09, 0.00e+00, 0.00e+00, 5.75e-09, 0.00e+00, 0.00e+00, 6.42e-08, 4.94e-07] [2.00e-07, 5.44e-07, 7.31e-07, 4.38e-07, 5.35e-07, 1.62e-06, 2.05e-07, 5.06e-09, 1.64e-06, 9.36e-09, 7.00e-07, 1.47e-06, 1.61e-06, 4.33e-07, 6.87e-09, 0.00e+00, 0.00e+00, 5.75e-09, 0.00e+00, 0.00e+00, 6.42e-08, 4.94e-07] []
665000 [4.13e-05, 1.13e-05, 4.08e-06, 6.35e-06, 2.80e-06, 6.15e-06, 1.31e-06, 8.93e-06, 1.66e-09, 4.52e-05, 6.91e-05, 3.37e-04, 5.36e-04, 1.95e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-05, 4.11e-09] [4.13e-05, 1.13e-05, 4.08e-06, 6.35e-06, 2.80e-06, 6.15e-06, 1.31e-06, 8.93e-06, 1.66e-09, 4.52e-05, 6.91e-05, 3.37e-04, 5.36e-04, 1.95e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-05, 4.11e-09] []
665100 [1.91e-07, 5.98e-07, 7.59e-07, 4.51e-07, 5.01e-07, 1.63e-06, 1.94e-07, 2.17e-07, 2.34e-08, 6.83e-11, 4.58e-07, 1.03e-06, 7.60e-07, 7.22e-09, 2.20e-09, 1.65e-09, 0.00e+00, 2.82e-09, 9.97e-09, 0.00e+00, 6.06e-08, 1.18e-07] [1.91e-07, 5.98e-07, 7.59e-07, 4.51e-07, 5.01e-07, 1.63e-06, 1.94e-07, 2.17e-07, 2.34e-08, 6.83e-11, 4.58e-07, 1.03e-06, 7.60e-07, 7.22e-09, 2.20e-09, 1.65e-09, 0.00e+00, 2.82e-09, 9.97e-09, 0.00e+00, 6.06e-08, 1.18e-07] []
665200 [5.98e-05, 1.04e-05, 5.45e-06, 7.25e-06, 7.57e-06, 8.08e-06, 3.71e-06, 3.20e-05, 9.74e-09, 1.05e-04, 1.51e-04, 5.60e-04, 7.83e-04, 3.60e-03, 6.10e-05, 7.04e-05, 2.72e-05, 2.48e-05, 1.08e-05, 4.51e-09, 5.72e-05, 2.96e-08] [5.98e-05, 1.04e-05, 5.45e-06, 7.25e-06, 7.57e-06, 8.08e-06, 3.71e-06, 3.20e-05, 9.74e-09, 1.05e-04, 1.51e-04, 5.60e-04, 7.83e-04, 3.60e-03, 6.10e-05, 7.04e-05, 2.72e-05, 2.48e-05, 1.08e-05, 4.51e-09, 5.72e-05, 2.96e-08] []
665300 [2.06e-07, 5.76e-07, 7.10e-07, 4.40e-07, 4.96e-07, 1.64e-06, 1.83e-07, 1.67e-07, 1.71e-09, 7.75e-09, 4.53e-07, 9.93e-07, 7.40e-07, 2.83e-07, 1.00e-08, 5.31e-09, 5.79e-10, 5.38e-09, 3.47e-08, 6.01e-12, 2.25e-07, 2.62e-10] [2.06e-07, 5.76e-07, 7.10e-07, 4.40e-07, 4.96e-07, 1.64e-06, 1.83e-07, 1.67e-07, 1.71e-09, 7.75e-09, 4.53e-07, 9.93e-07, 7.40e-07, 2.83e-07, 1.00e-08, 5.31e-09, 5.79e-10, 5.38e-09, 3.47e-08, 6.01e-12, 2.25e-07, 2.62e-10] []
665400 [3.41e-05, 8.13e-06, 3.70e-06, 1.22e-05, 5.89e-06, 5.18e-06, 5.30e-06, 1.38e-04, 5.76e-06, 4.54e-05, 3.33e-05, 2.25e-04, 4.41e-04, 1.02e-03, 0.00e+00, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-04, 7.55e-06] [3.41e-05, 8.13e-06, 3.70e-06, 1.22e-05, 5.89e-06, 5.18e-06, 5.30e-06, 1.38e-04, 5.76e-06, 4.54e-05, 3.33e-05, 2.25e-04, 4.41e-04, 1.02e-03, 0.00e+00, 0.00e+00, 1.47e-09, 0.00e+00, 0.00e+00, 0.00e+00, 2.37e-04, 7.55e-06] []
665500 [1.99e-07, 6.04e-07, 7.78e-07, 4.75e-07, 5.07e-07, 1.63e-06, 1.88e-07, 2.14e-08, 1.33e-08, 1.36e-09, 4.81e-07, 9.80e-07, 8.22e-07, 3.50e-08, 4.85e-09, 4.38e-09, 8.00e-10, 7.38e-10, 0.00e+00, 0.00e+00, 4.88e-08, 1.28e-08] [1.99e-07, 6.04e-07, 7.78e-07, 4.75e-07, 5.07e-07, 1.63e-06, 1.88e-07, 2.14e-08, 1.33e-08, 1.36e-09, 4.81e-07, 9.80e-07, 8.22e-07, 3.50e-08, 4.85e-09, 4.38e-09, 8.00e-10, 7.38e-10, 0.00e+00, 0.00e+00, 4.88e-08, 1.28e-08] []
665600 [1.02e-06, 5.97e-07, 6.45e-07, 4.95e-07, 5.03e-07, 1.77e-06, 2.18e-07, 4.59e-09, 8.94e-11, 1.08e-06, 2.21e-06, 6.50e-06, 1.21e-05, 4.10e-05, 4.50e-07, 3.26e-07, 3.06e-07, 2.91e-07, 1.12e-08, 3.06e-11, 6.72e-08, 2.88e-10] [1.02e-06, 5.97e-07, 6.45e-07, 4.95e-07, 5.03e-07, 1.77e-06, 2.18e-07, 4.59e-09, 8.94e-11, 1.08e-06, 2.21e-06, 6.50e-06, 1.21e-05, 4.10e-05, 4.50e-07, 3.26e-07, 3.06e-07, 2.91e-07, 1.12e-08, 3.06e-11, 6.72e-08, 2.88e-10] []
665700 [2.17e-07, 5.39e-07, 6.87e-07, 4.32e-07, 4.88e-07, 1.65e-06, 1.90e-07, 4.08e-09, 3.92e-10, 1.69e-08, 5.02e-07, 1.08e-06, 1.10e-06, 8.09e-07, 2.01e-08, 7.08e-09, 3.32e-10, 1.51e-08, 4.08e-11, 7.98e-11, 1.02e-08, 5.06e-10] [2.17e-07, 5.39e-07, 6.87e-07, 4.32e-07, 4.88e-07, 1.65e-06, 1.90e-07, 4.08e-09, 3.92e-10, 1.69e-08, 5.02e-07, 1.08e-06, 1.10e-06, 8.09e-07, 2.01e-08, 7.08e-09, 3.32e-10, 1.51e-08, 4.08e-11, 7.98e-11, 1.02e-08, 5.06e-10] []
665800 [8.19e-06, 3.09e-06, 2.10e-06, 6.66e-06, 3.34e-06, 3.81e-06, 2.95e-06, 2.07e-06, 3.44e-05, 1.38e-05, 3.93e-05, 1.27e-04, 2.89e-04, 5.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 3.06e-05, 2.82e-05, 1.18e-04] [8.19e-06, 3.09e-06, 2.10e-06, 6.66e-06, 3.34e-06, 3.81e-06, 2.95e-06, 2.07e-06, 3.44e-05, 1.38e-05, 3.93e-05, 1.27e-04, 2.89e-04, 5.99e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.03e-09, 0.00e+00, 3.06e-05, 2.82e-05, 1.18e-04] []
665900 [1.85e-07, 5.29e-07, 5.97e-07, 4.11e-07, 4.56e-07, 1.63e-06, 2.08e-07, 1.66e-08, 1.86e-07, 3.58e-12, 4.07e-07, 9.00e-07, 6.31e-07, 6.56e-08, 6.20e-09, 5.84e-09, 4.47e-11, 3.37e-09, 2.05e-10, 0.00e+00, 1.10e-08, 1.51e-08] [1.85e-07, 5.29e-07, 5.97e-07, 4.11e-07, 4.56e-07, 1.63e-06, 2.08e-07, 1.66e-08, 1.86e-07, 3.58e-12, 4.07e-07, 9.00e-07, 6.31e-07, 6.56e-08, 6.20e-09, 5.84e-09, 4.47e-11, 3.37e-09, 2.05e-10, 0.00e+00, 1.10e-08, 1.51e-08] []
666000 [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07] [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.028589 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
666000 [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07] [4.66e-07, 5.45e-07, 9.59e-07, 4.80e-07, 5.32e-07, 1.70e-06, 2.88e-07, 1.10e-07, 3.09e-07, 2.59e-09, 1.28e-06, 2.14e-06, 1.76e-06, 8.13e-07, 1.37e-08, 1.78e-08, 9.27e-09, 8.64e-09, 0.00e+00, 2.39e-08, 7.23e-08, 1.48e-07] []
666100 [2.83e-07, 5.05e-07, 5.75e-07, 4.16e-07, 4.35e-07, 1.65e-06, 1.93e-07, 9.43e-09, 3.87e-11, 1.14e-07, 5.91e-07, 1.29e-06, 1.73e-06, 4.10e-06, 5.77e-08, 4.39e-08, 2.75e-08, 3.96e-08, 5.14e-11, 1.02e-11, 5.26e-08, 2.76e-10] [2.83e-07, 5.05e-07, 5.75e-07, 4.16e-07, 4.35e-07, 1.65e-06, 1.93e-07, 9.43e-09, 3.87e-11, 1.14e-07, 5.91e-07, 1.29e-06, 1.73e-06, 4.10e-06, 5.77e-08, 4.39e-08, 2.75e-08, 3.96e-08, 5.14e-11, 1.02e-11, 5.26e-08, 2.76e-10] []
666200 [2.03e-07, 5.61e-07, 7.65e-07, 4.60e-07, 5.01e-07, 1.62e-06, 2.00e-07, 3.15e-07, 2.37e-09, 4.58e-08, 1.05e-06, 1.57e-06, 1.25e-06, 7.38e-08, 4.99e-09, 1.50e-13, 1.55e-09, 1.32e-09, 0.00e+00, 1.15e-10, 2.24e-07, 7.72e-10] [2.03e-07, 5.61e-07, 7.65e-07, 4.60e-07, 5.01e-07, 1.62e-06, 2.00e-07, 3.15e-07, 2.37e-09, 4.58e-08, 1.05e-06, 1.57e-06, 1.25e-06, 7.38e-08, 4.99e-09, 1.50e-13, 1.55e-09, 1.32e-09, 0.00e+00, 1.15e-10, 2.24e-07, 7.72e-10] []
666300 [2.26e-07, 4.94e-07, 5.34e-07, 4.15e-07, 3.99e-07, 1.65e-06, 1.83e-07, 5.12e-10, 5.41e-12, 5.24e-08, 4.71e-07, 9.54e-07, 1.04e-06, 1.82e-06, 3.05e-08, 2.68e-08, 1.96e-08, 2.45e-08, 2.79e-12, 5.90e-11, 2.03e-08, 4.06e-10] [2.26e-07, 4.94e-07, 5.34e-07, 4.15e-07, 3.99e-07, 1.65e-06, 1.83e-07, 5.12e-10, 5.41e-12, 5.24e-08, 4.71e-07, 9.54e-07, 1.04e-06, 1.82e-06, 3.05e-08, 2.68e-08, 1.96e-08, 2.45e-08, 2.79e-12, 5.90e-11, 2.03e-08, 4.06e-10] []
666400 [3.56e-07, 7.76e-07, 1.29e-06, 5.65e-07, 7.51e-07, 1.67e-06, 2.31e-07, 1.02e-07, 1.11e-05, 2.25e-08, 1.57e-06, 2.93e-06, 3.91e-06, 1.94e-06, 2.42e-08, 0.00e+00, 0.00e+00, 1.94e-08, 0.00e+00, 8.94e-07, 1.02e-07, 4.42e-06] [3.56e-07, 7.76e-07, 1.29e-06, 5.65e-07, 7.51e-07, 1.67e-06, 2.31e-07, 1.02e-07, 1.11e-05, 2.25e-08, 1.57e-06, 2.93e-06, 3.91e-06, 1.94e-06, 2.42e-08, 0.00e+00, 0.00e+00, 1.94e-08, 0.00e+00, 8.94e-07, 1.02e-07, 4.42e-06] []
666500 [2.05e-07, 6.43e-07, 8.10e-07, 4.71e-07, 5.13e-07, 1.67e-06, 1.86e-07, 1.49e-10, 3.45e-10, 2.70e-11, 3.96e-07, 8.64e-07, 6.06e-07, 1.35e-09, 3.03e-09, 2.70e-09, 4.43e-10, 1.58e-09, 0.00e+00, 9.29e-11, 1.36e-07, 5.91e-10] [2.05e-07, 6.43e-07, 8.10e-07, 4.71e-07, 5.13e-07, 1.67e-06, 1.86e-07, 1.49e-10, 3.45e-10, 2.70e-11, 3.96e-07, 8.64e-07, 6.06e-07, 1.35e-09, 3.03e-09, 2.70e-09, 4.43e-10, 1.58e-09, 0.00e+00, 9.29e-11, 1.36e-07, 5.91e-10] []
666600 [1.93e-07, 5.61e-07, 5.63e-07, 4.39e-07, 3.75e-07, 1.66e-06, 2.04e-07, 1.52e-07, 1.44e-09, 3.00e-08, 4.15e-07, 1.01e-06, 9.18e-07, 1.47e-06, 0.00e+00, 1.19e-09, 4.07e-09, 0.00e+00, 0.00e+00, 6.06e-11, 2.52e-07, 4.37e-10] [1.93e-07, 5.61e-07, 5.63e-07, 4.39e-07, 3.75e-07, 1.66e-06, 2.04e-07, 1.52e-07, 1.44e-09, 3.00e-08, 4.15e-07, 1.01e-06, 9.18e-07, 1.47e-06, 0.00e+00, 1.19e-09, 4.07e-09, 0.00e+00, 0.00e+00, 6.06e-11, 2.52e-07, 4.37e-10] []
666700 [2.06e-07, 5.69e-07, 7.12e-07, 4.67e-07, 5.18e-07, 1.64e-06, 2.12e-07, 5.53e-07, 5.76e-07, 6.77e-08, 4.59e-07, 1.46e-06, 9.32e-07, 1.25e-06, 8.12e-09, 0.00e+00, 0.00e+00, 8.60e-09, 4.69e-08, 0.00e+00, 3.10e-07, 2.07e-06] [2.06e-07, 5.69e-07, 7.12e-07, 4.67e-07, 5.18e-07, 1.64e-06, 2.12e-07, 5.53e-07, 5.76e-07, 6.77e-08, 4.59e-07, 1.46e-06, 9.32e-07, 1.25e-06, 8.12e-09, 0.00e+00, 0.00e+00, 8.60e-09, 4.69e-08, 0.00e+00, 3.10e-07, 2.07e-06] []
666800 [2.47e-07, 4.94e-07, 5.34e-07, 4.26e-07, 4.23e-07, 1.68e-06, 2.18e-07, 2.69e-08, 3.64e-10, 7.21e-08, 5.68e-07, 1.12e-06, 1.61e-06, 2.96e-06, 4.44e-08, 3.45e-08, 2.12e-08, 3.14e-08, 1.76e-08, 3.37e-11, 1.07e-07, 4.17e-10] [2.47e-07, 4.94e-07, 5.34e-07, 4.26e-07, 4.23e-07, 1.68e-06, 2.18e-07, 2.69e-08, 3.64e-10, 7.21e-08, 5.68e-07, 1.12e-06, 1.61e-06, 2.96e-06, 4.44e-08, 3.45e-08, 2.12e-08, 3.14e-08, 1.76e-08, 3.37e-11, 1.07e-07, 4.17e-10] []
666900 [2.44e-07, 5.11e-07, 7.39e-07, 4.54e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.76e-07, 3.00e-09, 5.97e-08, 5.65e-07, 1.36e-06, 1.52e-06, 1.92e-06, 2.85e-08, 3.16e-08, 6.42e-09, 1.61e-08, 0.00e+00, 3.82e-10, 2.11e-08, 2.28e-09] [2.44e-07, 5.11e-07, 7.39e-07, 4.54e-07, 5.22e-07, 1.65e-06, 2.00e-07, 1.76e-07, 3.00e-09, 5.97e-08, 5.65e-07, 1.36e-06, 1.52e-06, 1.92e-06, 2.85e-08, 3.16e-08, 6.42e-09, 1.61e-08, 0.00e+00, 3.82e-10, 2.11e-08, 2.28e-09] []
667000 [2.31e-07, 4.89e-07, 5.07e-07, 4.13e-07, 4.17e-07, 1.67e-06, 2.00e-07, 6.65e-09, 2.31e-12, 5.50e-08, 5.17e-07, 9.99e-07, 1.28e-06, 2.15e-06, 3.39e-08, 3.03e-08, 1.68e-08, 2.51e-08, 2.44e-08, 9.56e-11, 1.49e-07, 6.01e-10] [2.31e-07, 4.89e-07, 5.07e-07, 4.13e-07, 4.17e-07, 1.67e-06, 2.00e-07, 6.65e-09, 2.31e-12, 5.50e-08, 5.17e-07, 9.99e-07, 1.28e-06, 2.15e-06, 3.39e-08, 3.03e-08, 1.68e-08, 2.51e-08, 2.44e-08, 9.56e-11, 1.49e-07, 6.01e-10] []
667100 [2.09e-07, 6.23e-07, 8.90e-07, 5.30e-07, 5.25e-07, 1.64e-06, 1.77e-07, 1.82e-07, 5.68e-08, 1.97e-09, 6.53e-07, 1.32e-06, 1.15e-06, 9.44e-08, 4.23e-09, 2.70e-09, 0.00e+00, 6.96e-09, 1.67e-08, 0.00e+00, 1.02e-07, 4.71e-08] [2.09e-07, 6.23e-07, 8.90e-07, 5.30e-07, 5.25e-07, 1.64e-06, 1.77e-07, 1.82e-07, 5.68e-08, 1.97e-09, 6.53e-07, 1.32e-06, 1.15e-06, 9.44e-08, 4.23e-09, 2.70e-09, 0.00e+00, 6.96e-09, 1.67e-08, 0.00e+00, 1.02e-07, 4.71e-08] []
667200 [1.76e-07, 5.33e-07, 5.52e-07, 4.30e-07, 3.93e-07, 1.65e-06, 1.88e-07, 2.38e-09, 4.77e-07, 4.31e-10, 4.03e-07, 7.96e-07, 5.47e-07, 4.54e-09, 1.21e-09, 4.51e-09, 5.56e-09, 2.40e-09, 0.00e+00, 5.90e-08, 4.27e-08, 3.51e-07] [1.76e-07, 5.33e-07, 5.52e-07, 4.30e-07, 3.93e-07, 1.65e-06, 1.88e-07, 2.38e-09, 4.77e-07, 4.31e-10, 4.03e-07, 7.96e-07, 5.47e-07, 4.54e-09, 1.21e-09, 4.51e-09, 5.56e-09, 2.40e-09, 0.00e+00, 5.90e-08, 4.27e-08, 3.51e-07] []
667300 [9.58e-07, 6.84e-07, 1.04e-06, 5.39e-07, 5.54e-07, 1.67e-06, 4.23e-07, 1.33e-06, 1.47e-07, 4.90e-07, 2.47e-06, 7.81e-06, 3.35e-06, 2.49e-05, 6.60e-08, 5.48e-07, 2.76e-08, 2.10e-07, 1.86e-07, 0.00e+00, 1.25e-06, 9.39e-09] [9.58e-07, 6.84e-07, 1.04e-06, 5.39e-07, 5.54e-07, 1.67e-06, 4.23e-07, 1.33e-06, 1.47e-07, 4.90e-07, 2.47e-06, 7.81e-06, 3.35e-06, 2.49e-05, 6.60e-08, 5.48e-07, 2.76e-08, 2.10e-07, 1.86e-07, 0.00e+00, 1.25e-06, 9.39e-09] []
667400 [1.76e-07, 5.19e-07, 5.32e-07, 4.03e-07, 4.02e-07, 1.64e-06, 1.78e-07, 3.50e-08, 1.47e-12, 4.10e-09, 3.91e-07, 8.62e-07, 5.86e-07, 1.97e-07, 3.21e-11, 2.23e-09, 2.16e-09, 5.36e-11, 0.00e+00, 1.27e-11, 7.44e-08, 2.69e-10] [1.76e-07, 5.19e-07, 5.32e-07, 4.03e-07, 4.02e-07, 1.64e-06, 1.78e-07, 3.50e-08, 1.47e-12, 4.10e-09, 3.91e-07, 8.62e-07, 5.86e-07, 1.97e-07, 3.21e-11, 2.23e-09, 2.16e-09, 5.36e-11, 0.00e+00, 1.27e-11, 7.44e-08, 2.69e-10] []
667500 [4.00e-07, 4.97e-07, 7.84e-07, 5.15e-07, 5.45e-07, 1.66e-06, 1.88e-07, 5.21e-08, 5.08e-08, 1.49e-07, 7.70e-07, 2.53e-06, 1.52e-06, 5.68e-06, 4.98e-08, 1.24e-07, 1.98e-09, 8.91e-08, 0.00e+00, 2.77e-10, 4.71e-07, 1.00e-08] [4.00e-07, 4.97e-07, 7.84e-07, 5.15e-07, 5.45e-07, 1.66e-06, 1.88e-07, 5.21e-08, 5.08e-08, 1.49e-07, 7.70e-07, 2.53e-06, 1.52e-06, 5.68e-06, 4.98e-08, 1.24e-07, 1.98e-09, 8.91e-08, 0.00e+00, 2.77e-10, 4.71e-07, 1.00e-08] []
667600 [1.44e-06, 1.54e-06, 2.34e-06, 4.50e-06, 1.73e-06, 2.54e-06, 2.87e-06, 8.17e-05, 4.22e-06, 2.67e-06, 1.69e-05, 3.64e-05, 2.69e-05, 3.40e-05, 9.69e-08, 0.00e+00, 5.19e-07, 7.90e-09, 1.47e-05, 0.00e+00, 7.82e-05, 5.06e-05] [1.44e-06, 1.54e-06, 2.34e-06, 4.50e-06, 1.73e-06, 2.54e-06, 2.87e-06, 8.17e-05, 4.22e-06, 2.67e-06, 1.69e-05, 3.64e-05, 2.69e-05, 3.40e-05, 9.69e-08, 0.00e+00, 5.19e-07, 7.90e-09, 1.47e-05, 0.00e+00, 7.82e-05, 5.06e-05] []
667700 [1.84e-07, 5.37e-07, 5.61e-07, 4.13e-07, 4.48e-07, 1.63e-06, 2.77e-07, 7.48e-09, 3.10e-09, 1.75e-09, 4.43e-07, 9.32e-07, 7.43e-07, 8.27e-08, 2.86e-09, 5.10e-09, 1.76e-09, 1.23e-09, 0.00e+00, 0.00e+00, 7.83e-08, 4.00e-09] [1.84e-07, 5.37e-07, 5.61e-07, 4.13e-07, 4.48e-07, 1.63e-06, 2.77e-07, 7.48e-09, 3.10e-09, 1.75e-09, 4.43e-07, 9.32e-07, 7.43e-07, 8.27e-08, 2.86e-09, 5.10e-09, 1.76e-09, 1.23e-09, 0.00e+00, 0.00e+00, 7.83e-08, 4.00e-09] []
667800 [4.85e-06, 2.26e-06, 2.03e-06, 8.00e-07, 1.27e-06, 1.80e-06, 1.18e-06, 3.45e-06, 2.13e-09, 9.00e-06, 1.69e-05, 6.03e-05, 2.77e-05, 2.57e-04, 1.86e-06, 8.06e-06, 6.78e-07, 1.19e-06, 0.00e+00, 3.49e-09, 2.09e-05, 2.31e-08] [4.85e-06, 2.26e-06, 2.03e-06, 8.00e-07, 1.27e-06, 1.80e-06, 1.18e-06, 3.45e-06, 2.13e-09, 9.00e-06, 1.69e-05, 6.03e-05, 2.77e-05, 2.57e-04, 1.86e-06, 8.06e-06, 6.78e-07, 1.19e-06, 0.00e+00, 3.49e-09, 2.09e-05, 2.31e-08] []
667900 [1.82e-07, 5.24e-07, 5.68e-07, 4.14e-07, 4.33e-07, 1.62e-06, 2.35e-07, 3.77e-08, 5.16e-12, 1.47e-09, 4.05e-07, 8.59e-07, 5.97e-07, 3.45e-08, 4.28e-09, 5.49e-09, 9.29e-10, 1.63e-09, 7.67e-09, 1.34e-11, 4.84e-08, 3.22e-10] [1.82e-07, 5.24e-07, 5.68e-07, 4.14e-07, 4.33e-07, 1.62e-06, 2.35e-07, 3.77e-08, 5.16e-12, 1.47e-09, 4.05e-07, 8.59e-07, 5.97e-07, 3.45e-08, 4.28e-09, 5.49e-09, 9.29e-10, 1.63e-09, 7.67e-09, 1.34e-11, 4.84e-08, 3.22e-10] []
668000 [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09] [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 37.669636 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
668000 [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09] [4.51e-07, 5.09e-07, 8.35e-07, 5.83e-07, 5.26e-07, 1.63e-06, 2.55e-07, 7.16e-07, 2.10e-09, 1.65e-07, 8.31e-07, 3.55e-06, 1.72e-06, 6.37e-06, 1.62e-07, 8.61e-08, 1.99e-07, 9.17e-09, 0.00e+00, 2.39e-10, 1.26e-07, 1.48e-09] []
668100 [5.30e-07, 5.25e-07, 5.93e-07, 4.36e-07, 4.59e-07, 1.69e-06, 2.30e-07, 9.68e-10, 8.44e-12, 4.18e-07, 1.17e-06, 2.91e-06, 5.41e-06, 1.57e-05, 1.83e-07, 1.28e-07, 1.14e-07, 1.23e-07, 4.76e-09, 1.20e-11, 3.16e-08, 2.92e-10] [5.30e-07, 5.25e-07, 5.93e-07, 4.36e-07, 4.59e-07, 1.69e-06, 2.30e-07, 9.68e-10, 8.44e-12, 4.18e-07, 1.17e-06, 2.91e-06, 5.41e-06, 1.57e-05, 1.83e-07, 1.28e-07, 1.14e-07, 1.23e-07, 4.76e-09, 1.20e-11, 3.16e-08, 2.92e-10] []
668200 [1.84e-07, 5.75e-07, 7.15e-07, 4.39e-07, 4.93e-07, 1.62e-06, 2.17e-07, 4.17e-08, 1.33e-10, 1.01e-09, 4.86e-07, 1.21e-06, 8.33e-07, 1.26e-07, 2.79e-09, 1.39e-09, 0.00e+00, 2.23e-10, 1.67e-09, 3.59e-12, 1.67e-08, 3.18e-10] [1.84e-07, 5.75e-07, 7.15e-07, 4.39e-07, 4.93e-07, 1.62e-06, 2.17e-07, 4.17e-08, 1.33e-10, 1.01e-09, 4.86e-07, 1.21e-06, 8.33e-07, 1.26e-07, 2.79e-09, 1.39e-09, 0.00e+00, 2.23e-10, 1.67e-09, 3.59e-12, 1.67e-08, 3.18e-10] []
668300 [1.06e-04, 3.47e-05, 9.72e-06, 2.39e-05, 8.26e-06, 1.83e-05, 4.12e-06, 3.55e-05, 4.51e-09, 1.54e-04, 1.68e-04, 1.09e-03, 1.13e-03, 5.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-04, 6.40e-08] [1.06e-04, 3.47e-05, 9.72e-06, 2.39e-05, 8.26e-06, 1.83e-05, 4.12e-06, 3.55e-05, 4.51e-09, 1.54e-04, 1.68e-04, 1.09e-03, 1.13e-03, 5.80e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.03e-04, 6.40e-08] []
668400 [1.83e-07, 5.50e-07, 6.50e-07, 4.23e-07, 4.64e-07, 1.62e-06, 1.99e-07, 5.43e-08, 1.07e-09, 1.47e-10, 4.31e-07, 9.78e-07, 7.24e-07, 8.32e-08, 4.51e-10, 1.69e-09, 0.00e+00, 0.00e+00, 9.22e-10, 2.31e-10, 1.36e-08, 1.36e-09] [1.83e-07, 5.50e-07, 6.50e-07, 4.23e-07, 4.64e-07, 1.62e-06, 1.99e-07, 5.43e-08, 1.07e-09, 1.47e-10, 4.31e-07, 9.78e-07, 7.24e-07, 8.32e-08, 4.51e-10, 1.69e-09, 0.00e+00, 0.00e+00, 9.22e-10, 2.31e-10, 1.36e-08, 1.36e-09] []
668500 [1.70e-06, 8.10e-07, 9.41e-07, 5.61e-07, 6.49e-07, 1.59e-06, 6.06e-07, 1.88e-05, 4.20e-08, 8.06e-07, 2.99e-06, 1.40e-05, 3.81e-06, 2.94e-05, 8.14e-08, 1.23e-06, 0.00e+00, 4.95e-07, 2.80e-06, 0.00e+00, 1.65e-05, 2.14e-08] [1.70e-06, 8.10e-07, 9.41e-07, 5.61e-07, 6.49e-07, 1.59e-06, 6.06e-07, 1.88e-05, 4.20e-08, 8.06e-07, 2.99e-06, 1.40e-05, 3.81e-06, 2.94e-05, 8.14e-08, 1.23e-06, 0.00e+00, 4.95e-07, 2.80e-06, 0.00e+00, 1.65e-05, 2.14e-08] []
668600 [2.05e-06, 7.30e-07, 7.34e-07, 5.61e-07, 6.40e-07, 1.87e-06, 2.54e-07, 7.46e-07, 1.69e-10, 2.39e-06, 4.97e-06, 1.39e-05, 2.96e-05, 9.14e-05, 1.05e-06, 7.87e-07, 7.19e-07, 6.63e-07, 1.99e-07, 1.01e-12, 1.34e-06, 8.75e-10] [2.05e-06, 7.30e-07, 7.34e-07, 5.61e-07, 6.40e-07, 1.87e-06, 2.54e-07, 7.46e-07, 1.69e-10, 2.39e-06, 4.97e-06, 1.39e-05, 2.96e-05, 9.14e-05, 1.05e-06, 7.87e-07, 7.19e-07, 6.63e-07, 1.99e-07, 1.01e-12, 1.34e-06, 8.75e-10] []
668700 [1.85e-07, 5.41e-07, 1.18e-06, 4.54e-07, 9.37e-07, 1.60e-06, 2.59e-07, 2.12e-07, 5.18e-04, 2.17e-10, 4.58e-07, 2.20e-06, 1.28e-06, 9.79e-08, 6.16e-10, 4.04e-11, 8.68e-10, 2.44e-09, 0.00e+00, 0.00e+00, 5.83e-08, 9.63e-04] [1.85e-07, 5.41e-07, 1.18e-06, 4.54e-07, 9.37e-07, 1.60e-06, 2.59e-07, 2.12e-07, 5.18e-04, 2.17e-10, 4.58e-07, 2.20e-06, 1.28e-06, 9.79e-08, 6.16e-10, 4.04e-11, 8.68e-10, 2.44e-09, 0.00e+00, 0.00e+00, 5.83e-08, 9.63e-04] []
668800 [3.39e-06, 2.02e-06, 1.79e-06, 2.22e-06, 1.14e-06, 2.10e-06, 1.62e-06, 1.03e-04, 7.21e-08, 3.16e-08, 3.64e-06, 1.50e-05, 1.02e-05, 1.14e-05, 2.79e-08, 4.86e-07, 4.10e-09, 4.93e-07, 1.07e-05, 5.72e-08, 5.80e-05, 3.22e-07] [3.39e-06, 2.02e-06, 1.79e-06, 2.22e-06, 1.14e-06, 2.10e-06, 1.62e-06, 1.03e-04, 7.21e-08, 3.16e-08, 3.64e-06, 1.50e-05, 1.02e-05, 1.14e-05, 2.79e-08, 4.86e-07, 4.10e-09, 4.93e-07, 1.07e-05, 5.72e-08, 5.80e-05, 3.22e-07] []
668900 [1.85e-07, 5.56e-07, 6.49e-07, 4.20e-07, 4.64e-07, 1.62e-06, 1.97e-07, 1.13e-08, 7.83e-12, 3.37e-10, 4.08e-07, 8.90e-07, 6.27e-07, 5.70e-09, 1.11e-09, 2.99e-09, 4.80e-10, 4.95e-10, 0.00e+00, 3.62e-11, 7.05e-08, 3.04e-10] [1.85e-07, 5.56e-07, 6.49e-07, 4.20e-07, 4.64e-07, 1.62e-06, 1.97e-07, 1.13e-08, 7.83e-12, 3.37e-10, 4.08e-07, 8.90e-07, 6.27e-07, 5.70e-09, 1.11e-09, 2.99e-09, 4.80e-10, 4.95e-10, 0.00e+00, 3.62e-11, 7.05e-08, 3.04e-10] []
669000 [1.76e-06, 1.34e-06, 1.13e-06, 1.00e-06, 8.78e-07, 1.56e-06, 6.18e-07, 8.72e-07, 3.49e-11, 9.59e-07, 2.65e-05, 3.05e-05, 9.38e-05, 2.63e-05, 2.86e-08, 2.97e-07, 0.00e+00, 4.83e-11, 2.87e-08, 5.44e-08, 1.74e-07, 3.00e-07] [1.76e-06, 1.34e-06, 1.13e-06, 1.00e-06, 8.78e-07, 1.56e-06, 6.18e-07, 8.72e-07, 3.49e-11, 9.59e-07, 2.65e-05, 3.05e-05, 9.38e-05, 2.63e-05, 2.86e-08, 2.97e-07, 0.00e+00, 4.83e-11, 2.87e-08, 5.44e-08, 1.74e-07, 3.00e-07] []
669100 [2.31e-07, 6.44e-07, 7.54e-07, 4.65e-07, 5.09e-07, 1.63e-06, 2.18e-07, 2.00e-08, 4.93e-05, 3.68e-09, 1.05e-06, 1.86e-06, 2.25e-06, 2.62e-08, 1.31e-08, 2.42e-08, 1.61e-09, 3.89e-10, 9.32e-09, 1.38e-05, 5.73e-08, 5.71e-05] [2.31e-07, 6.44e-07, 7.54e-07, 4.65e-07, 5.09e-07, 1.63e-06, 2.18e-07, 2.00e-08, 4.93e-05, 3.68e-09, 1.05e-06, 1.86e-06, 2.25e-06, 2.62e-08, 1.31e-08, 2.42e-08, 1.61e-09, 3.89e-10, 9.32e-09, 1.38e-05, 5.73e-08, 5.71e-05] []
669200 [1.76e-06, 1.55e-06, 9.21e-07, 5.75e-07, 7.28e-07, 1.77e-06, 5.07e-07, 1.77e-05, 9.40e-08, 1.02e-11, 2.74e-05, 2.04e-05, 4.80e-05, 5.00e-06, 1.92e-08, 1.73e-07, 0.00e+00, 4.25e-09, 0.00e+00, 3.95e-08, 4.06e-05, 2.32e-07] [1.76e-06, 1.55e-06, 9.21e-07, 5.75e-07, 7.28e-07, 1.77e-06, 5.07e-07, 1.77e-05, 9.40e-08, 1.02e-11, 2.74e-05, 2.04e-05, 4.80e-05, 5.00e-06, 1.92e-08, 1.73e-07, 0.00e+00, 4.25e-09, 0.00e+00, 3.95e-08, 4.06e-05, 2.32e-07] []
669300 [1.82e-07, 5.57e-07, 6.19e-07, 4.25e-07, 4.41e-07, 1.62e-06, 1.95e-07, 7.32e-08, 2.08e-10, 7.44e-10, 4.01e-07, 8.57e-07, 5.81e-07, 2.48e-08, 9.23e-10, 2.64e-09, 1.31e-09, 1.31e-09, 1.19e-08, 4.90e-11, 7.30e-08, 3.81e-10] [1.82e-07, 5.57e-07, 6.19e-07, 4.25e-07, 4.41e-07, 1.62e-06, 1.95e-07, 7.32e-08, 2.08e-10, 7.44e-10, 4.01e-07, 8.57e-07, 5.81e-07, 2.48e-08, 9.23e-10, 2.64e-09, 1.31e-09, 1.31e-09, 1.19e-08, 4.90e-11, 7.30e-08, 3.81e-10] []
669400 [2.21e-06, 1.53e-06, 1.33e-06, 1.40e-06, 1.07e-06, 1.65e-06, 7.67e-07, 6.56e-06, 7.90e-07, 1.44e-06, 2.07e-05, 2.78e-05, 9.75e-05, 5.53e-05, 2.39e-08, 1.20e-07, 0.00e+00, 5.41e-11, 2.48e-06, 1.31e-08, 1.47e-05, 9.95e-08] [2.21e-06, 1.53e-06, 1.33e-06, 1.40e-06, 1.07e-06, 1.65e-06, 7.67e-07, 6.56e-06, 7.90e-07, 1.44e-06, 2.07e-05, 2.78e-05, 9.75e-05, 5.53e-05, 2.39e-08, 1.20e-07, 0.00e+00, 5.41e-11, 2.48e-06, 1.31e-08, 1.47e-05, 9.95e-08] []
669500 [1.92e-07, 5.59e-07, 6.85e-07, 4.44e-07, 4.51e-07, 1.63e-06, 1.90e-07, 1.93e-07, 4.36e-11, 7.91e-10, 4.05e-07, 8.67e-07, 5.90e-07, 9.42e-09, 2.66e-09, 4.20e-09, 8.48e-10, 2.18e-09, 0.00e+00, 5.39e-11, 1.76e-07, 3.75e-10] [1.92e-07, 5.59e-07, 6.85e-07, 4.44e-07, 4.51e-07, 1.63e-06, 1.90e-07, 1.93e-07, 4.36e-11, 7.91e-10, 4.05e-07, 8.67e-07, 5.90e-07, 9.42e-09, 2.66e-09, 4.20e-09, 8.48e-10, 2.18e-09, 0.00e+00, 5.39e-11, 1.76e-07, 3.75e-10] []
669600 [3.87e-06, 1.71e-06, 1.21e-06, 7.43e-07, 8.79e-07, 1.97e-06, 4.50e-07, 5.61e-09, 3.23e-05, 4.01e-06, 1.73e-05, 2.59e-05, 7.43e-05, 1.62e-04, 2.06e-06, 1.72e-06, 2.29e-06, 1.15e-06, 6.53e-08, 0.00e+00, 4.30e-07, 3.93e-05] [3.87e-06, 1.71e-06, 1.21e-06, 7.43e-07, 8.79e-07, 1.97e-06, 4.50e-07, 5.61e-09, 3.23e-05, 4.01e-06, 1.73e-05, 2.59e-05, 7.43e-05, 1.62e-04, 2.06e-06, 1.72e-06, 2.29e-06, 1.15e-06, 6.53e-08, 0.00e+00, 4.30e-07, 3.93e-05] []
669700 [1.76e-07, 5.33e-07, 5.48e-07, 4.00e-07, 4.21e-07, 1.62e-06, 2.17e-07, 5.82e-08, 2.21e-09, 4.53e-09, 4.01e-07, 9.08e-07, 6.59e-07, 2.31e-07, 1.68e-11, 1.83e-09, 1.09e-09, 3.98e-11, 1.62e-09, 1.75e-11, 1.86e-08, 3.69e-10] [1.76e-07, 5.33e-07, 5.48e-07, 4.00e-07, 4.21e-07, 1.62e-06, 2.17e-07, 5.82e-08, 2.21e-09, 4.53e-09, 4.01e-07, 9.08e-07, 6.59e-07, 2.31e-07, 1.68e-11, 1.83e-09, 1.09e-09, 3.98e-11, 1.62e-09, 1.75e-11, 1.86e-08, 3.69e-10] []
669800 [2.12e-07, 4.71e-07, 7.37e-07, 4.37e-07, 5.09e-07, 1.64e-06, 2.27e-07, 4.31e-07, 2.05e-07, 6.28e-08, 9.07e-07, 1.74e-06, 3.14e-06, 9.85e-07, 1.68e-08, 8.34e-09, 0.00e+00, 1.09e-07, 3.34e-10, 1.75e-08, 1.52e-08, 1.11e-07] [2.12e-07, 4.71e-07, 7.37e-07, 4.37e-07, 5.09e-07, 1.64e-06, 2.27e-07, 4.31e-07, 2.05e-07, 6.28e-08, 9.07e-07, 1.74e-06, 3.14e-06, 9.85e-07, 1.68e-08, 8.34e-09, 0.00e+00, 1.09e-07, 3.34e-10, 1.75e-08, 1.52e-08, 1.11e-07] []
669900 [1.34e-06, 1.60e-06, 2.04e-06, 2.94e-06, 2.31e-06, 2.88e-06, 2.62e-06, 5.77e-05, 2.63e-07, 4.59e-06, 5.14e-05, 6.82e-05, 3.96e-05, 7.81e-05, 1.83e-07, 0.00e+00, 8.42e-07, 6.91e-09, 1.12e-05, 4.35e-09, 5.96e-05, 2.44e-08] [1.34e-06, 1.60e-06, 2.04e-06, 2.94e-06, 2.31e-06, 2.88e-06, 2.62e-06, 5.77e-05, 2.63e-07, 4.59e-06, 5.14e-05, 6.82e-05, 3.96e-05, 7.81e-05, 1.83e-07, 0.00e+00, 8.42e-07, 6.91e-09, 1.12e-05, 4.35e-09, 5.96e-05, 2.44e-08] []
670000 [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10] [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.240341 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
670000 [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10] [1.78e-07, 5.41e-07, 6.37e-07, 4.21e-07, 4.59e-07, 1.61e-06, 1.98e-07, 1.51e-08, 1.86e-10, 2.55e-09, 4.37e-07, 1.03e-06, 6.87e-07, 1.13e-07, 1.26e-10, 2.37e-09, 0.00e+00, 3.66e-11, 0.00e+00, 2.00e-12, 6.72e-08, 4.19e-10] []
670100 [7.94e-07, 7.17e-07, 7.34e-07, 7.51e-07, 7.60e-07, 1.38e-06, 4.01e-07, 3.84e-08, 1.44e-05, 1.89e-06, 6.30e-06, 9.16e-06, 2.80e-05, 1.60e-05, 1.17e-08, 3.85e-07, 4.89e-07, 1.64e-07, 4.72e-07, 0.00e+00, 2.96e-06, 1.42e-05] [7.94e-07, 7.17e-07, 7.34e-07, 7.51e-07, 7.60e-07, 1.38e-06, 4.01e-07, 3.84e-08, 1.44e-05, 1.89e-06, 6.30e-06, 9.16e-06, 2.80e-05, 1.60e-05, 1.17e-08, 3.85e-07, 4.89e-07, 1.64e-07, 4.72e-07, 0.00e+00, 2.96e-06, 1.42e-05] []
670200 [1.89e-07, 5.18e-07, 5.79e-07, 4.11e-07, 4.27e-07, 1.63e-06, 2.06e-07, 2.23e-07, 1.49e-09, 6.95e-09, 4.05e-07, 8.47e-07, 6.32e-07, 2.14e-07, 7.21e-09, 8.03e-09, 4.95e-09, 5.83e-09, 0.00e+00, 4.25e-11, 3.88e-07, 4.12e-10] [1.89e-07, 5.18e-07, 5.79e-07, 4.11e-07, 4.27e-07, 1.63e-06, 2.06e-07, 2.23e-07, 1.49e-09, 6.95e-09, 4.05e-07, 8.47e-07, 6.32e-07, 2.14e-07, 7.21e-09, 8.03e-09, 4.95e-09, 5.83e-09, 0.00e+00, 4.25e-11, 3.88e-07, 4.12e-10] []
670300 [2.35e-07, 5.25e-07, 8.34e-07, 4.60e-07, 5.34e-07, 1.66e-06, 2.14e-07, 7.15e-07, 4.78e-07, 1.08e-07, 7.69e-07, 1.73e-06, 1.12e-06, 2.23e-06, 1.38e-08, 3.68e-09, 0.00e+00, 9.58e-08, 5.30e-08, 4.02e-08, 3.53e-07, 2.56e-07] [2.35e-07, 5.25e-07, 8.34e-07, 4.60e-07, 5.34e-07, 1.66e-06, 2.14e-07, 7.15e-07, 4.78e-07, 1.08e-07, 7.69e-07, 1.73e-06, 1.12e-06, 2.23e-06, 1.38e-08, 3.68e-09, 0.00e+00, 9.58e-08, 5.30e-08, 4.02e-08, 3.53e-07, 2.56e-07] []
670400 [1.12e-05, 3.43e-06, 1.37e-06, 1.85e-06, 9.82e-07, 2.69e-06, 5.12e-07, 1.67e-06, 2.82e-09, 1.24e-05, 1.90e-05, 8.98e-05, 1.49e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.40e-12, 7.22e-06, 4.89e-10] [1.12e-05, 3.43e-06, 1.37e-06, 1.85e-06, 9.82e-07, 2.69e-06, 5.12e-07, 1.67e-06, 2.82e-09, 1.24e-05, 1.90e-05, 8.98e-05, 1.49e-04, 5.29e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.40e-12, 7.22e-06, 4.89e-10] []
670500 [1.96e-07, 5.78e-07, 7.11e-07, 4.34e-07, 4.93e-07, 1.62e-06, 2.20e-07, 4.30e-07, 2.78e-08, 1.12e-08, 5.88e-07, 1.10e-06, 7.89e-07, 1.26e-07, 4.03e-09, 3.45e-09, 0.00e+00, 4.82e-09, 3.59e-08, 0.00e+00, 2.32e-07, 4.07e-09] [1.96e-07, 5.78e-07, 7.11e-07, 4.34e-07, 4.93e-07, 1.62e-06, 2.20e-07, 4.30e-07, 2.78e-08, 1.12e-08, 5.88e-07, 1.10e-06, 7.89e-07, 1.26e-07, 4.03e-09, 3.45e-09, 0.00e+00, 4.82e-09, 3.59e-08, 0.00e+00, 2.32e-07, 4.07e-09] []
670600 [1.81e-06, 9.93e-07, 2.09e-06, 4.20e-06, 1.52e-06, 2.49e-06, 1.81e-06, 8.71e-05, 3.84e-07, 1.44e-06, 1.39e-05, 2.92e-05, 7.14e-05, 2.99e-05, 4.73e-11, 0.00e+00, 1.51e-09, 6.86e-08, 9.33e-06, 0.00e+00, 5.13e-05, 9.54e-08] [1.81e-06, 9.93e-07, 2.09e-06, 4.20e-06, 1.52e-06, 2.49e-06, 1.81e-06, 8.71e-05, 3.84e-07, 1.44e-06, 1.39e-05, 2.92e-05, 7.14e-05, 2.99e-05, 4.73e-11, 0.00e+00, 1.51e-09, 6.86e-08, 9.33e-06, 0.00e+00, 5.13e-05, 9.54e-08] []
670700 [1.85e-07, 5.41e-07, 6.10e-07, 4.18e-07, 4.57e-07, 1.63e-06, 2.02e-07, 1.06e-10, 1.39e-09, 7.32e-10, 4.12e-07, 8.76e-07, 6.35e-07, 2.51e-08, 3.68e-09, 5.48e-09, 9.49e-11, 1.64e-09, 1.29e-09, 3.86e-10, 1.46e-08, 2.31e-09] [1.85e-07, 5.41e-07, 6.10e-07, 4.18e-07, 4.57e-07, 1.63e-06, 2.02e-07, 1.06e-10, 1.39e-09, 7.32e-10, 4.12e-07, 8.76e-07, 6.35e-07, 2.51e-08, 3.68e-09, 5.48e-09, 9.49e-11, 1.64e-09, 1.29e-09, 3.86e-10, 1.46e-08, 2.31e-09] []
670800 [9.39e-07, 1.12e-06, 1.33e-06, 1.56e-06, 9.67e-07, 1.86e-06, 4.20e-07, 6.54e-05, 4.09e-06, 1.63e-07, 4.30e-06, 7.69e-06, 5.30e-06, 6.09e-06, 9.95e-08, 6.36e-08, 0.00e+00, 9.24e-09, 2.84e-06, 2.69e-06, 1.64e-05, 1.19e-05] [9.39e-07, 1.12e-06, 1.33e-06, 1.56e-06, 9.67e-07, 1.86e-06, 4.20e-07, 6.54e-05, 4.09e-06, 1.63e-07, 4.30e-06, 7.69e-06, 5.30e-06, 6.09e-06, 9.95e-08, 6.36e-08, 0.00e+00, 9.24e-09, 2.84e-06, 2.69e-06, 1.64e-05, 1.19e-05] []
670900 [1.94e-07, 5.98e-07, 7.29e-07, 4.57e-07, 4.72e-07, 1.65e-06, 1.99e-07, 6.62e-09, 1.63e-08, 1.92e-12, 4.04e-07, 8.78e-07, 6.22e-07, 2.65e-09, 2.22e-09, 3.00e-09, 5.02e-10, 1.71e-09, 4.44e-09, 0.00e+00, 3.06e-08, 7.84e-09] [1.94e-07, 5.98e-07, 7.29e-07, 4.57e-07, 4.72e-07, 1.65e-06, 1.99e-07, 6.62e-09, 1.63e-08, 1.92e-12, 4.04e-07, 8.78e-07, 6.22e-07, 2.65e-09, 2.22e-09, 3.00e-09, 5.02e-10, 1.71e-09, 4.44e-09, 0.00e+00, 3.06e-08, 7.84e-09] []
671000 [1.16e-05, 2.51e-06, 1.83e-06, 4.76e-06, 3.31e-06, 2.66e-06, 2.81e-06, 1.04e-05, 2.70e-05, 1.82e-05, 4.78e-05, 1.12e-04, 3.07e-04, 6.95e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.91e-06, 1.71e-05, 1.76e-05] [1.16e-05, 2.51e-06, 1.83e-06, 4.76e-06, 3.31e-06, 2.66e-06, 2.81e-06, 1.04e-05, 2.70e-05, 1.82e-05, 4.78e-05, 1.12e-04, 3.07e-04, 6.95e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.91e-06, 1.71e-05, 1.76e-05] []
671100 [1.88e-07, 5.49e-07, 6.34e-07, 4.25e-07, 4.54e-07, 1.64e-06, 2.05e-07, 8.75e-08, 7.79e-09, 4.07e-10, 4.17e-07, 8.74e-07, 6.27e-07, 1.45e-08, 2.02e-09, 4.17e-09, 0.00e+00, 2.68e-09, 4.85e-10, 6.97e-10, 1.28e-08, 4.69e-09] [1.88e-07, 5.49e-07, 6.34e-07, 4.25e-07, 4.54e-07, 1.64e-06, 2.05e-07, 8.75e-08, 7.79e-09, 4.07e-10, 4.17e-07, 8.74e-07, 6.27e-07, 1.45e-08, 2.02e-09, 4.17e-09, 0.00e+00, 2.68e-09, 4.85e-10, 6.97e-10, 1.28e-08, 4.69e-09] []
671200 [7.75e-06, 2.55e-06, 1.51e-06, 8.13e-07, 1.09e-06, 2.13e-06, 8.37e-07, 5.60e-06, 3.43e-08, 5.64e-06, 9.51e-06, 3.67e-05, 2.68e-05, 1.74e-04, 2.05e-06, 3.21e-06, 8.50e-07, 6.64e-07, 1.44e-06, 2.70e-09, 8.79e-06, 1.93e-08] [7.75e-06, 2.55e-06, 1.51e-06, 8.13e-07, 1.09e-06, 2.13e-06, 8.37e-07, 5.60e-06, 3.43e-08, 5.64e-06, 9.51e-06, 3.67e-05, 2.68e-05, 1.74e-04, 2.05e-06, 3.21e-06, 8.50e-07, 6.64e-07, 1.44e-06, 2.70e-09, 8.79e-06, 1.93e-08] []
671300 [1.78e-07, 5.22e-07, 5.77e-07, 4.15e-07, 4.27e-07, 1.63e-06, 1.96e-07, 5.22e-10, 6.18e-11, 4.52e-10, 4.05e-07, 8.43e-07, 6.32e-07, 1.80e-08, 2.45e-09, 4.76e-09, 1.60e-09, 2.93e-09, 5.42e-09, 9.96e-11, 3.49e-08, 6.12e-10] [1.78e-07, 5.22e-07, 5.77e-07, 4.15e-07, 4.27e-07, 1.63e-06, 1.96e-07, 5.22e-10, 6.18e-11, 4.52e-10, 4.05e-07, 8.43e-07, 6.32e-07, 1.80e-08, 2.45e-09, 4.76e-09, 1.60e-09, 2.93e-09, 5.42e-09, 9.96e-11, 3.49e-08, 6.12e-10] []
671400 [2.48e-07, 5.54e-07, 7.93e-07, 5.03e-07, 4.88e-07, 1.60e-06, 2.13e-07, 1.50e-07, 2.35e-07, 2.14e-08, 6.04e-07, 1.73e-06, 2.16e-06, 1.14e-06, 6.17e-09, 1.46e-09, 0.00e+00, 7.02e-09, 1.84e-09, 9.60e-08, 1.56e-08, 5.43e-07] [2.48e-07, 5.54e-07, 7.93e-07, 5.03e-07, 4.88e-07, 1.60e-06, 2.13e-07, 1.50e-07, 2.35e-07, 2.14e-08, 6.04e-07, 1.73e-06, 2.16e-06, 1.14e-06, 6.17e-09, 1.46e-09, 0.00e+00, 7.02e-09, 1.84e-09, 9.60e-08, 1.56e-08, 5.43e-07] []
671500 [7.79e-06, 1.65e-06, 1.46e-06, 1.15e-06, 1.14e-06, 2.51e-06, 5.25e-07, 1.13e-06, 2.57e-04, 1.41e-05, 2.01e-05, 5.35e-05, 1.43e-04, 4.42e-04, 5.41e-06, 3.71e-06, 3.65e-06, 2.46e-06, 1.39e-07, 0.00e+00, 9.47e-07, 1.03e-04] [7.79e-06, 1.65e-06, 1.46e-06, 1.15e-06, 1.14e-06, 2.51e-06, 5.25e-07, 1.13e-06, 2.57e-04, 1.41e-05, 2.01e-05, 5.35e-05, 1.43e-04, 4.42e-04, 5.41e-06, 3.71e-06, 3.65e-06, 2.46e-06, 1.39e-07, 0.00e+00, 9.47e-07, 1.03e-04] []
671600 [1.76e-07, 5.44e-07, 5.79e-07, 4.16e-07, 4.51e-07, 1.61e-06, 2.29e-07, 3.14e-07, 1.22e-08, 1.25e-08, 4.20e-07, 1.11e-06, 7.91e-07, 6.14e-07, 4.45e-10, 5.45e-10, 0.00e+00, 8.12e-14, 1.39e-08, 8.26e-10, 8.35e-08, 5.18e-09] [1.76e-07, 5.44e-07, 5.79e-07, 4.16e-07, 4.51e-07, 1.61e-06, 2.29e-07, 3.14e-07, 1.22e-08, 1.25e-08, 4.20e-07, 1.11e-06, 7.91e-07, 6.14e-07, 4.45e-10, 5.45e-10, 0.00e+00, 8.12e-14, 1.39e-08, 8.26e-10, 8.35e-08, 5.18e-09] []
671700 [2.20e-06, 9.47e-07, 1.00e-06, 6.74e-07, 8.22e-07, 1.62e-06, 8.11e-07, 6.50e-06, 3.66e-08, 2.70e-07, 1.08e-05, 3.37e-05, 1.60e-05, 3.79e-05, 1.71e-07, 2.27e-06, 0.00e+00, 3.69e-07, 7.96e-07, 2.68e-10, 5.07e-06, 8.24e-10] [2.20e-06, 9.47e-07, 1.00e-06, 6.74e-07, 8.22e-07, 1.62e-06, 8.11e-07, 6.50e-06, 3.66e-08, 2.70e-07, 1.08e-05, 3.37e-05, 1.60e-05, 3.79e-05, 1.71e-07, 2.27e-06, 0.00e+00, 3.69e-07, 7.96e-07, 2.68e-10, 5.07e-06, 8.24e-10] []
671800 [2.87e-07, 5.99e-07, 5.69e-07, 4.06e-07, 3.95e-07, 1.61e-06, 2.08e-07, 7.08e-08, 4.67e-11, 1.76e-07, 5.90e-07, 2.09e-06, 2.43e-06, 7.08e-06, 0.00e+00, 6.20e-10, 2.18e-09, 0.00e+00, 0.00e+00, 7.82e-12, 1.71e-08, 3.10e-10] [2.87e-07, 5.99e-07, 5.69e-07, 4.06e-07, 3.95e-07, 1.61e-06, 2.08e-07, 7.08e-08, 4.67e-11, 1.76e-07, 5.90e-07, 2.09e-06, 2.43e-06, 7.08e-06, 0.00e+00, 6.20e-10, 2.18e-09, 0.00e+00, 0.00e+00, 7.82e-12, 1.71e-08, 3.10e-10] []
671900 [1.94e-07, 5.59e-07, 6.95e-07, 4.47e-07, 4.98e-07, 1.62e-06, 2.21e-07, 8.16e-08, 5.35e-09, 2.95e-08, 5.05e-07, 1.12e-06, 1.04e-06, 6.12e-07, 1.11e-08, 2.36e-09, 6.56e-09, 2.03e-09, 1.36e-08, 1.24e-12, 8.30e-08, 6.75e-10] [1.94e-07, 5.59e-07, 6.95e-07, 4.47e-07, 4.98e-07, 1.62e-06, 2.21e-07, 8.16e-08, 5.35e-09, 2.95e-08, 5.05e-07, 1.12e-06, 1.04e-06, 6.12e-07, 1.11e-08, 2.36e-09, 6.56e-09, 2.03e-09, 1.36e-08, 1.24e-12, 8.30e-08, 6.75e-10] []
672000 [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07] [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.584165 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
672000 [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07] [1.06e-05, 2.89e-06, 2.41e-06, 1.06e-05, 2.88e-06, 3.12e-06, 3.40e-06, 1.09e-04, 5.05e-07, 1.91e-05, 2.89e-05, 7.83e-05, 1.93e-04, 4.53e-04, 0.00e+00, 0.00e+00, 1.37e-08, 1.15e-08, 1.56e-05, 0.00e+00, 8.33e-05, 6.73e-07] []
672100 [1.85e-07, 5.52e-07, 6.50e-07, 4.26e-07, 4.54e-07, 1.62e-06, 1.98e-07, 1.62e-07, 4.70e-09, 6.62e-10, 4.40e-07, 9.48e-07, 6.71e-07, 1.21e-08, 1.01e-09, 2.89e-09, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 8.90e-08, 4.33e-09] [1.85e-07, 5.52e-07, 6.50e-07, 4.26e-07, 4.54e-07, 1.62e-06, 1.98e-07, 1.62e-07, 4.70e-09, 6.62e-10, 4.40e-07, 9.48e-07, 6.71e-07, 1.21e-08, 1.01e-09, 2.89e-09, 0.00e+00, 1.52e-09, 0.00e+00, 0.00e+00, 8.90e-08, 4.33e-09] []
672200 [5.34e-07, 8.10e-07, 6.92e-07, 5.72e-07, 5.37e-07, 1.67e-06, 3.92e-07, 2.31e-05, 2.07e-08, 2.39e-07, 3.78e-06, 1.39e-05, 4.51e-06, 1.41e-05, 6.50e-10, 7.42e-08, 0.00e+00, 7.19e-08, 0.00e+00, 4.45e-09, 1.09e-05, 2.95e-08] [5.34e-07, 8.10e-07, 6.92e-07, 5.72e-07, 5.37e-07, 1.67e-06, 3.92e-07, 2.31e-05, 2.07e-08, 2.39e-07, 3.78e-06, 1.39e-05, 4.51e-06, 1.41e-05, 6.50e-10, 7.42e-08, 0.00e+00, 7.19e-08, 0.00e+00, 4.45e-09, 1.09e-05, 2.95e-08] []
672300 [1.83e-07, 5.46e-07, 5.78e-07, 4.32e-07, 4.39e-07, 1.63e-06, 2.03e-07, 2.25e-07, 6.31e-06, 8.88e-09, 4.16e-07, 8.63e-07, 5.66e-07, 8.22e-08, 8.69e-09, 3.93e-09, 5.47e-09, 1.37e-09, 7.33e-09, 0.00e+00, 4.57e-08, 1.21e-05] [1.83e-07, 5.46e-07, 5.78e-07, 4.32e-07, 4.39e-07, 1.63e-06, 2.03e-07, 2.25e-07, 6.31e-06, 8.88e-09, 4.16e-07, 8.63e-07, 5.66e-07, 8.22e-08, 8.69e-09, 3.93e-09, 5.47e-09, 1.37e-09, 7.33e-09, 0.00e+00, 4.57e-08, 1.21e-05] []
672400 [2.93e-07, 5.31e-07, 8.10e-07, 4.76e-07, 5.20e-07, 1.67e-06, 2.23e-07, 6.37e-09, 3.66e-08, 2.44e-07, 8.74e-07, 1.53e-06, 1.75e-06, 3.59e-06, 3.73e-08, 1.40e-08, 0.00e+00, 1.35e-07, 0.00e+00, 0.00e+00, 1.53e-07, 1.90e-08] [2.93e-07, 5.31e-07, 8.10e-07, 4.76e-07, 5.20e-07, 1.67e-06, 2.23e-07, 6.37e-09, 3.66e-08, 2.44e-07, 8.74e-07, 1.53e-06, 1.75e-06, 3.59e-06, 3.73e-08, 1.40e-08, 0.00e+00, 1.35e-07, 0.00e+00, 0.00e+00, 1.53e-07, 1.90e-08] []
672500 [3.07e-07, 6.06e-07, 5.54e-07, 4.14e-07, 3.80e-07, 1.62e-06, 1.98e-07, 1.11e-08, 5.64e-11, 1.95e-07, 6.54e-07, 2.22e-06, 2.96e-06, 8.27e-06, 0.00e+00, 4.06e-10, 3.06e-09, 0.00e+00, 0.00e+00, 8.16e-13, 5.34e-08, 7.14e-10] [3.07e-07, 6.06e-07, 5.54e-07, 4.14e-07, 3.80e-07, 1.62e-06, 1.98e-07, 1.11e-08, 5.64e-11, 1.95e-07, 6.54e-07, 2.22e-06, 2.96e-06, 8.27e-06, 0.00e+00, 4.06e-10, 3.06e-09, 0.00e+00, 0.00e+00, 8.16e-13, 5.34e-08, 7.14e-10] []
672600 [1.97e-07, 6.12e-07, 7.82e-07, 4.88e-07, 5.06e-07, 1.62e-06, 2.09e-07, 4.18e-09, 7.41e-10, 7.60e-11, 5.59e-07, 1.27e-06, 1.04e-06, 5.26e-08, 3.76e-09, 3.29e-09, 0.00e+00, 3.99e-10, 3.73e-10, 3.07e-10, 1.06e-08, 1.85e-09] [1.97e-07, 6.12e-07, 7.82e-07, 4.88e-07, 5.06e-07, 1.62e-06, 2.09e-07, 4.18e-09, 7.41e-10, 7.60e-11, 5.59e-07, 1.27e-06, 1.04e-06, 5.26e-08, 3.76e-09, 3.29e-09, 0.00e+00, 3.99e-10, 3.73e-10, 3.07e-10, 1.06e-08, 1.85e-09] []
672700 [3.98e-06, 1.03e-06, 8.75e-07, 7.70e-07, 7.97e-07, 2.10e-06, 3.29e-07, 2.12e-06, 9.85e-10, 5.16e-06, 9.14e-06, 2.89e-05, 5.58e-05, 1.94e-04, 2.42e-06, 1.98e-06, 1.52e-06, 1.40e-06, 3.33e-07, 1.92e-11, 2.21e-06, 2.56e-10] [3.98e-06, 1.03e-06, 8.75e-07, 7.70e-07, 7.97e-07, 2.10e-06, 3.29e-07, 2.12e-06, 9.85e-10, 5.16e-06, 9.14e-06, 2.89e-05, 5.58e-05, 1.94e-04, 2.42e-06, 1.98e-06, 1.52e-06, 1.40e-06, 3.33e-07, 1.92e-11, 2.21e-06, 2.56e-10] []
672800 [1.82e-07, 5.80e-07, 6.79e-07, 4.70e-07, 4.68e-07, 1.61e-06, 2.87e-07, 4.03e-08, 1.20e-07, 8.52e-10, 5.01e-07, 1.02e-06, 8.63e-07, 1.24e-07, 1.14e-08, 3.04e-09, 0.00e+00, 9.30e-09, 0.00e+00, 6.55e-10, 4.95e-08, 4.70e-08] [1.82e-07, 5.80e-07, 6.79e-07, 4.70e-07, 4.68e-07, 1.61e-06, 2.87e-07, 4.03e-08, 1.20e-07, 8.52e-10, 5.01e-07, 1.02e-06, 8.63e-07, 1.24e-07, 1.14e-08, 3.04e-09, 0.00e+00, 9.30e-09, 0.00e+00, 6.55e-10, 4.95e-08, 4.70e-08] []
672900 [7.30e-05, 1.25e-05, 7.26e-06, 9.26e-06, 9.85e-06, 9.52e-06, 5.51e-06, 3.42e-05, 3.83e-09, 1.38e-04, 1.97e-04, 7.25e-04, 9.63e-04, 4.61e-03, 7.54e-05, 1.01e-04, 3.28e-05, 2.75e-05, 1.18e-05, 3.90e-09, 6.23e-05, 2.58e-08] [7.30e-05, 1.25e-05, 7.26e-06, 9.26e-06, 9.85e-06, 9.52e-06, 5.51e-06, 3.42e-05, 3.83e-09, 1.38e-04, 1.97e-04, 7.25e-04, 9.63e-04, 4.61e-03, 7.54e-05, 1.01e-04, 3.28e-05, 2.75e-05, 1.18e-05, 3.90e-09, 6.23e-05, 2.58e-08] []
673000 [1.86e-07, 5.18e-07, 6.34e-07, 4.24e-07, 4.46e-07, 1.63e-06, 2.44e-07, 2.26e-08, 1.86e-10, 8.60e-09, 4.57e-07, 9.40e-07, 8.46e-07, 2.75e-07, 5.55e-09, 6.02e-09, 1.89e-09, 3.06e-09, 0.00e+00, 4.06e-11, 1.50e-07, 4.15e-10] [1.86e-07, 5.18e-07, 6.34e-07, 4.24e-07, 4.46e-07, 1.63e-06, 2.44e-07, 2.26e-08, 1.86e-10, 8.60e-09, 4.57e-07, 9.40e-07, 8.46e-07, 2.75e-07, 5.55e-09, 6.02e-09, 1.89e-09, 3.06e-09, 0.00e+00, 4.06e-11, 1.50e-07, 4.15e-10] []
673100 [7.86e-07, 7.15e-07, 6.26e-07, 5.39e-07, 4.75e-07, 1.59e-06, 3.90e-07, 1.12e-05, 2.52e-10, 1.53e-06, 5.94e-06, 9.54e-06, 4.21e-06, 3.16e-05, 3.71e-10, 5.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-12, 1.71e-05, 2.43e-08] [7.86e-07, 7.15e-07, 6.26e-07, 5.39e-07, 4.75e-07, 1.59e-06, 3.90e-07, 1.12e-05, 2.52e-10, 1.53e-06, 5.94e-06, 9.54e-06, 4.21e-06, 3.16e-05, 3.71e-10, 5.68e-08, 0.00e+00, 0.00e+00, 0.00e+00, 1.37e-12, 1.71e-05, 2.43e-08] []
673200 [6.03e-07, 6.86e-07, 6.06e-07, 4.38e-07, 3.92e-07, 1.63e-06, 2.15e-07, 2.80e-07, 4.14e-11, 5.49e-07, 1.27e-06, 4.69e-06, 7.96e-06, 2.32e-05, 0.00e+00, 5.01e-12, 4.10e-10, 0.00e+00, 0.00e+00, 2.10e-11, 3.00e-07, 3.26e-10] [6.03e-07, 6.86e-07, 6.06e-07, 4.38e-07, 3.92e-07, 1.63e-06, 2.15e-07, 2.80e-07, 4.14e-11, 5.49e-07, 1.27e-06, 4.69e-06, 7.96e-06, 2.32e-05, 0.00e+00, 5.01e-12, 4.10e-10, 0.00e+00, 0.00e+00, 2.10e-11, 3.00e-07, 3.26e-10] []
673300 [1.96e-07, 5.54e-07, 7.20e-07, 4.59e-07, 4.83e-07, 1.60e-06, 2.25e-07, 2.79e-07, 5.26e-07, 1.86e-09, 6.85e-07, 1.38e-06, 1.13e-06, 3.94e-07, 2.62e-09, 4.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-08, 1.94e-07, 1.22e-07] [1.96e-07, 5.54e-07, 7.20e-07, 4.59e-07, 4.83e-07, 1.60e-06, 2.25e-07, 2.79e-07, 5.26e-07, 1.86e-09, 6.85e-07, 1.38e-06, 1.13e-06, 3.94e-07, 2.62e-09, 4.03e-10, 0.00e+00, 0.00e+00, 0.00e+00, 1.98e-08, 1.94e-07, 1.22e-07] []
673400 [5.34e-05, 8.46e-06, 5.56e-06, 8.58e-06, 9.60e-06, 4.48e-06, 5.74e-06, 2.78e-09, 1.64e-07, 6.57e-05, 1.09e-04, 4.75e-04, 7.28e-04, 2.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-06, 2.69e-07] [5.34e-05, 8.46e-06, 5.56e-06, 8.58e-06, 9.60e-06, 4.48e-06, 5.74e-06, 2.78e-09, 1.64e-07, 6.57e-05, 1.09e-04, 4.75e-04, 7.28e-04, 2.81e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.07e-06, 2.69e-07] []
673500 [1.82e-07, 5.63e-07, 6.98e-07, 4.40e-07, 4.69e-07, 1.63e-06, 2.05e-07, 3.66e-08, 6.33e-10, 1.63e-10, 4.09e-07, 9.55e-07, 6.65e-07, 4.31e-08, 4.41e-10, 2.64e-09, 0.00e+00, 1.38e-09, 3.23e-10, 1.29e-10, 1.14e-08, 7.81e-10] [1.82e-07, 5.63e-07, 6.98e-07, 4.40e-07, 4.69e-07, 1.63e-06, 2.05e-07, 3.66e-08, 6.33e-10, 1.63e-10, 4.09e-07, 9.55e-07, 6.65e-07, 4.31e-08, 4.41e-10, 2.64e-09, 0.00e+00, 1.38e-09, 3.23e-10, 1.29e-10, 1.14e-08, 7.81e-10] []
673600 [2.77e-06, 3.70e-06, 5.99e-06, 8.11e-06, 3.29e-06, 4.59e-06, 3.54e-06, 1.42e-04, 1.36e-05, 6.76e-06, 5.13e-05, 7.24e-05, 8.26e-05, 6.68e-05, 7.49e-07, 1.36e-09, 1.70e-06, 7.12e-07, 0.00e+00, 0.00e+00, 9.64e-05, 2.06e-05] [2.77e-06, 3.70e-06, 5.99e-06, 8.11e-06, 3.29e-06, 4.59e-06, 3.54e-06, 1.42e-04, 1.36e-05, 6.76e-06, 5.13e-05, 7.24e-05, 8.26e-05, 6.68e-05, 7.49e-07, 1.36e-09, 1.70e-06, 7.12e-07, 0.00e+00, 0.00e+00, 9.64e-05, 2.06e-05] []
673700 [1.95e-07, 6.01e-07, 7.72e-07, 4.55e-07, 4.81e-07, 1.64e-06, 2.02e-07, 8.99e-14, 9.70e-06, 1.16e-11, 4.27e-07, 9.16e-07, 6.67e-07, 3.45e-09, 2.38e-09, 3.32e-09, 0.00e+00, 3.17e-09, 1.15e-09, 1.06e-06, 1.38e-08, 5.17e-06] [1.95e-07, 6.01e-07, 7.72e-07, 4.55e-07, 4.81e-07, 1.64e-06, 2.02e-07, 8.99e-14, 9.70e-06, 1.16e-11, 4.27e-07, 9.16e-07, 6.67e-07, 3.45e-09, 2.38e-09, 3.32e-09, 0.00e+00, 3.17e-09, 1.15e-09, 1.06e-06, 1.38e-08, 5.17e-06] []
673800 [2.19e-05, 4.54e-06, 2.75e-06, 8.62e-06, 4.40e-06, 3.88e-06, 4.41e-06, 2.26e-05, 1.75e-07, 3.22e-05, 8.68e-05, 2.36e-04, 6.13e-04, 1.08e-03, 0.00e+00, 0.00e+00, 4.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-05, 8.96e-08] [2.19e-05, 4.54e-06, 2.75e-06, 8.62e-06, 4.40e-06, 3.88e-06, 4.41e-06, 2.26e-05, 1.75e-07, 3.22e-05, 8.68e-05, 2.36e-04, 6.13e-04, 1.08e-03, 0.00e+00, 0.00e+00, 4.76e-09, 0.00e+00, 0.00e+00, 0.00e+00, 6.27e-05, 8.96e-08] []
673900 [1.81e-07, 5.30e-07, 6.45e-07, 4.34e-07, 4.53e-07, 1.63e-06, 1.98e-07, 1.10e-07, 5.94e-11, 3.15e-10, 4.05e-07, 8.92e-07, 6.33e-07, 1.67e-08, 3.33e-09, 5.77e-09, 0.00e+00, 3.32e-09, 0.00e+00, 7.43e-12, 3.67e-08, 2.59e-10] [1.81e-07, 5.30e-07, 6.45e-07, 4.34e-07, 4.53e-07, 1.63e-06, 1.98e-07, 1.10e-07, 5.94e-11, 3.15e-10, 4.05e-07, 8.92e-07, 6.33e-07, 1.67e-08, 3.33e-09, 5.77e-09, 0.00e+00, 3.32e-09, 0.00e+00, 7.43e-12, 3.67e-08, 2.59e-10] []
674000 [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04] [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.491172 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
674000 [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04] [1.65e-06, 9.49e-07, 1.12e-06, 5.55e-07, 6.41e-07, 1.70e-06, 5.72e-07, 1.98e-06, 3.57e-05, 5.00e-06, 1.63e-05, 2.05e-05, 7.55e-06, 5.82e-05, 8.72e-07, 1.04e-06, 1.12e-08, 5.36e-07, 0.00e+00, 0.00e+00, 4.90e-07, 1.90e-04] []
674100 [3.27e-07, 5.97e-07, 5.41e-07, 4.09e-07, 3.79e-07, 1.62e-06, 2.85e-07, 6.95e-08, 3.84e-09, 2.22e-07, 6.60e-07, 2.42e-06, 3.07e-06, 9.02e-06, 0.00e+00, 3.87e-10, 1.63e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-07, 2.19e-09] [3.27e-07, 5.97e-07, 5.41e-07, 4.09e-07, 3.79e-07, 1.62e-06, 2.85e-07, 6.95e-08, 3.84e-09, 2.22e-07, 6.60e-07, 2.42e-06, 3.07e-06, 9.02e-06, 0.00e+00, 3.87e-10, 1.63e-09, 0.00e+00, 0.00e+00, 0.00e+00, 1.02e-07, 2.19e-09] []
674200 [1.82e-07, 5.77e-07, 6.80e-07, 4.56e-07, 4.76e-07, 1.62e-06, 2.78e-07, 9.29e-08, 4.80e-10, 6.38e-09, 4.97e-07, 1.24e-06, 1.09e-06, 2.39e-07, 4.36e-09, 0.00e+00, 0.00e+00, 2.29e-10, 0.00e+00, 5.40e-12, 2.00e-07, 4.62e-10] [1.82e-07, 5.77e-07, 6.80e-07, 4.56e-07, 4.76e-07, 1.62e-06, 2.78e-07, 9.29e-08, 4.80e-10, 6.38e-09, 4.97e-07, 1.24e-06, 1.09e-06, 2.39e-07, 4.36e-09, 0.00e+00, 0.00e+00, 2.29e-10, 0.00e+00, 5.40e-12, 2.00e-07, 4.62e-10] []
674300 [4.96e-05, 1.67e-05, 4.44e-06, 1.61e-05, 5.67e-06, 8.83e-06, 2.68e-06, 1.59e-04, 3.38e-09, 7.78e-05, 6.12e-05, 4.30e-04, 5.76e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-04, 3.82e-08] [4.96e-05, 1.67e-05, 4.44e-06, 1.61e-05, 5.67e-06, 8.83e-06, 2.68e-06, 1.59e-04, 3.38e-09, 7.78e-05, 6.12e-05, 4.30e-04, 5.76e-04, 2.36e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.90e-04, 3.82e-08] []
674400 [1.83e-07, 5.60e-07, 6.79e-07, 4.50e-07, 4.62e-07, 1.61e-06, 2.38e-07, 1.34e-08, 2.05e-10, 1.79e-09, 4.53e-07, 1.02e-06, 7.77e-07, 9.95e-08, 1.68e-09, 2.05e-09, 0.00e+00, 0.00e+00, 2.87e-09, 1.20e-10, 2.29e-08, 7.74e-10] [1.83e-07, 5.60e-07, 6.79e-07, 4.50e-07, 4.62e-07, 1.61e-06, 2.38e-07, 1.34e-08, 2.05e-10, 1.79e-09, 4.53e-07, 1.02e-06, 7.77e-07, 9.95e-08, 1.68e-09, 2.05e-09, 0.00e+00, 0.00e+00, 2.87e-09, 1.20e-10, 2.29e-08, 7.74e-10] []
674500 [4.53e-06, 5.58e-06, 3.18e-06, 7.68e-06, 4.25e-06, 4.38e-06, 5.38e-06, 2.27e-05, 1.04e-07, 2.48e-05, 8.35e-05, 2.42e-04, 8.24e-05, 7.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-08, 0.00e+00, 3.15e-09, 5.63e-06, 2.01e-08] [4.53e-06, 5.58e-06, 3.18e-06, 7.68e-06, 4.25e-06, 4.38e-06, 5.38e-06, 2.27e-05, 1.04e-07, 2.48e-05, 8.35e-05, 2.42e-04, 8.24e-05, 7.28e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.60e-08, 0.00e+00, 3.15e-09, 5.63e-06, 2.01e-08] []
674600 [1.86e-07, 5.67e-07, 7.14e-07, 4.54e-07, 4.58e-07, 1.63e-06, 2.19e-07, 3.20e-08, 1.26e-08, 7.73e-10, 4.14e-07, 9.10e-07, 6.54e-07, 2.25e-08, 1.21e-09, 3.01e-09, 0.00e+00, 8.42e-10, 0.00e+00, 7.27e-09, 5.24e-08, 4.77e-08] [1.86e-07, 5.67e-07, 7.14e-07, 4.54e-07, 4.58e-07, 1.63e-06, 2.19e-07, 3.20e-08, 1.26e-08, 7.73e-10, 4.14e-07, 9.10e-07, 6.54e-07, 2.25e-08, 1.21e-09, 3.01e-09, 0.00e+00, 8.42e-10, 0.00e+00, 7.27e-09, 5.24e-08, 4.77e-08] []
674700 [6.98e-06, 2.92e-06, 5.27e-06, 5.44e-06, 2.04e-06, 3.96e-06, 2.62e-06, 2.57e-06, 3.27e-08, 2.17e-05, 7.75e-05, 9.14e-05, 3.61e-04, 6.87e-04, 7.88e-06, 1.45e-06, 1.02e-05, 4.21e-06, 6.62e-06, 1.03e-09, 3.49e-05, 6.56e-09] [6.98e-06, 2.92e-06, 5.27e-06, 5.44e-06, 2.04e-06, 3.96e-06, 2.62e-06, 2.57e-06, 3.27e-08, 2.17e-05, 7.75e-05, 9.14e-05, 3.61e-04, 6.87e-04, 7.88e-06, 1.45e-06, 1.02e-05, 4.21e-06, 6.62e-06, 1.03e-09, 3.49e-05, 6.56e-09] []
674800 [1.93e-07, 5.52e-07, 7.12e-07, 4.53e-07, 4.64e-07, 1.64e-06, 2.04e-07, 8.02e-08, 2.69e-09, 2.20e-09, 4.24e-07, 9.10e-07, 6.30e-07, 4.53e-08, 4.24e-09, 4.68e-09, 0.00e+00, 4.24e-09, 0.00e+00, 0.00e+00, 9.39e-08, 1.41e-09] [1.93e-07, 5.52e-07, 7.12e-07, 4.53e-07, 4.64e-07, 1.64e-06, 2.04e-07, 8.02e-08, 2.69e-09, 2.20e-09, 4.24e-07, 9.10e-07, 6.30e-07, 4.53e-08, 4.24e-09, 4.68e-09, 0.00e+00, 4.24e-09, 0.00e+00, 0.00e+00, 9.39e-08, 1.41e-09] []
674900 [3.79e-06, 1.40e-06, 1.65e-06, 5.09e-06, 2.11e-06, 2.39e-06, 2.37e-06, 9.48e-05, 1.60e-04, 2.79e-06, 6.12e-05, 6.34e-05, 2.24e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 5.42e-06, 3.62e-05, 3.10e-05, 1.43e-04] [3.79e-06, 1.40e-06, 1.65e-06, 5.09e-06, 2.11e-06, 2.39e-06, 2.37e-06, 9.48e-05, 1.60e-04, 2.79e-06, 6.12e-05, 6.34e-05, 2.24e-04, 1.73e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.34e-08, 5.42e-06, 3.62e-05, 3.10e-05, 1.43e-04] []
675000 [1.83e-07, 5.28e-07, 6.38e-07, 4.35e-07, 4.41e-07, 1.63e-06, 2.03e-07, 2.98e-09, 2.30e-09, 3.53e-10, 4.07e-07, 8.85e-07, 6.26e-07, 5.02e-09, 3.03e-09, 5.07e-09, 1.09e-10, 1.15e-09, 0.00e+00, 0.00e+00, 6.61e-08, 4.38e-09] [1.83e-07, 5.28e-07, 6.38e-07, 4.35e-07, 4.41e-07, 1.63e-06, 2.03e-07, 2.98e-09, 2.30e-09, 3.53e-10, 4.07e-07, 8.85e-07, 6.26e-07, 5.02e-09, 3.03e-09, 5.07e-09, 1.09e-10, 1.15e-09, 0.00e+00, 0.00e+00, 6.61e-08, 4.38e-09] []
675100 [1.46e-06, 8.69e-07, 1.07e-06, 7.06e-07, 5.77e-07, 1.73e-06, 4.91e-07, 2.08e-05, 3.85e-07, 1.04e-06, 4.99e-06, 1.31e-05, 4.45e-06, 3.12e-05, 5.89e-07, 6.34e-07, 0.00e+00, 2.30e-07, 1.57e-06, 1.88e-07, 9.62e-06, 1.00e-06] [1.46e-06, 8.69e-07, 1.07e-06, 7.06e-07, 5.77e-07, 1.73e-06, 4.91e-07, 2.08e-05, 3.85e-07, 1.04e-06, 4.99e-06, 1.31e-05, 4.45e-06, 3.12e-05, 5.89e-07, 6.34e-07, 0.00e+00, 2.30e-07, 1.57e-06, 1.88e-07, 9.62e-06, 1.00e-06] []
675200 [1.80e-07, 5.30e-07, 5.88e-07, 4.24e-07, 4.21e-07, 1.64e-06, 1.97e-07, 2.00e-07, 1.04e-10, 7.98e-10, 4.06e-07, 8.13e-07, 6.24e-07, 4.64e-08, 4.37e-09, 6.64e-09, 5.35e-09, 3.64e-09, 2.08e-08, 4.79e-12, 1.29e-07, 3.48e-10] [1.80e-07, 5.30e-07, 5.88e-07, 4.24e-07, 4.21e-07, 1.64e-06, 1.97e-07, 2.00e-07, 1.04e-10, 7.98e-10, 4.06e-07, 8.13e-07, 6.24e-07, 4.64e-08, 4.37e-09, 6.64e-09, 5.35e-09, 3.64e-09, 2.08e-08, 4.79e-12, 1.29e-07, 3.48e-10] []
675300 [2.18e-07, 4.87e-07, 7.77e-07, 5.30e-07, 4.83e-07, 1.65e-06, 2.63e-07, 2.26e-09, 9.41e-06, 4.24e-09, 1.06e-06, 1.58e-06, 3.13e-06, 1.56e-06, 4.04e-08, 1.39e-08, 3.44e-10, 8.96e-08, 1.23e-11, 2.28e-07, 2.17e-08, 1.17e-06] [2.18e-07, 4.87e-07, 7.77e-07, 5.30e-07, 4.83e-07, 1.65e-06, 2.63e-07, 2.26e-09, 9.41e-06, 4.24e-09, 1.06e-06, 1.58e-06, 3.13e-06, 1.56e-06, 4.04e-08, 1.39e-08, 3.44e-10, 8.96e-08, 1.23e-11, 2.28e-07, 2.17e-08, 1.17e-06] []
675400 [2.87e-06, 1.31e-06, 7.70e-07, 7.42e-07, 4.71e-07, 1.85e-06, 2.52e-07, 3.65e-07, 3.82e-10, 3.07e-06, 5.03e-06, 2.25e-05, 3.83e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 1.38e-06, 4.23e-10] [2.87e-06, 1.31e-06, 7.70e-07, 7.42e-07, 4.71e-07, 1.85e-06, 2.52e-07, 3.65e-07, 3.82e-10, 3.07e-06, 5.03e-06, 2.25e-05, 3.83e-05, 1.30e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.18e-11, 1.38e-06, 4.23e-10] []
675500 [1.84e-07, 5.50e-07, 7.21e-07, 4.66e-07, 4.82e-07, 1.62e-06, 2.26e-07, 7.27e-08, 8.89e-10, 8.47e-09, 5.11e-07, 1.01e-06, 9.22e-07, 1.37e-07, 7.53e-09, 8.13e-09, 0.00e+00, 1.82e-08, 0.00e+00, 0.00e+00, 2.91e-08, 2.52e-08] [1.84e-07, 5.50e-07, 7.21e-07, 4.66e-07, 4.82e-07, 1.62e-06, 2.26e-07, 7.27e-08, 8.89e-10, 8.47e-09, 5.11e-07, 1.01e-06, 9.22e-07, 1.37e-07, 7.53e-09, 8.13e-09, 0.00e+00, 1.82e-08, 0.00e+00, 0.00e+00, 2.91e-08, 2.52e-08] []
675600 [1.42e-05, 3.75e-06, 3.15e-06, 5.36e-06, 5.98e-06, 3.54e-06, 3.98e-06, 3.83e-05, 4.91e-08, 5.02e-05, 1.12e-04, 2.45e-04, 9.15e-05, 1.11e-03, 0.00e+00, 0.00e+00, 2.74e-08, 0.00e+00, 6.53e-06, 0.00e+00, 3.62e-05, 7.52e-08] [1.42e-05, 3.75e-06, 3.15e-06, 5.36e-06, 5.98e-06, 3.54e-06, 3.98e-06, 3.83e-05, 4.91e-08, 5.02e-05, 1.12e-04, 2.45e-04, 9.15e-05, 1.11e-03, 0.00e+00, 0.00e+00, 2.74e-08, 0.00e+00, 6.53e-06, 0.00e+00, 3.62e-05, 7.52e-08] []
675700 [1.81e-07, 5.68e-07, 7.13e-07, 4.50e-07, 4.67e-07, 1.63e-06, 2.09e-07, 2.23e-10, 1.69e-10, 4.87e-09, 4.24e-07, 9.63e-07, 6.92e-07, 8.36e-08, 6.79e-10, 2.65e-09, 0.00e+00, 7.90e-12, 5.36e-10, 9.68e-11, 1.12e-08, 6.15e-10] [1.81e-07, 5.68e-07, 7.13e-07, 4.50e-07, 4.67e-07, 1.63e-06, 2.09e-07, 2.23e-10, 1.69e-10, 4.87e-09, 4.24e-07, 9.63e-07, 6.92e-07, 8.36e-08, 6.79e-10, 2.65e-09, 0.00e+00, 7.90e-12, 5.36e-10, 9.68e-11, 1.12e-08, 6.15e-10] []
675800 [5.02e-06, 3.02e-06, 2.85e-06, 3.06e-06, 1.41e-06, 2.46e-06, 1.69e-06, 2.00e-06, 1.29e-07, 1.17e-05, 1.97e-05, 6.95e-05, 1.53e-04, 4.57e-04, 1.02e-05, 2.48e-06, 2.99e-06, 1.99e-06, 1.41e-08, 0.00e+00, 1.18e-07, 9.66e-08] [5.02e-06, 3.02e-06, 2.85e-06, 3.06e-06, 1.41e-06, 2.46e-06, 1.69e-06, 2.00e-06, 1.29e-07, 1.17e-05, 1.97e-05, 6.95e-05, 1.53e-04, 4.57e-04, 1.02e-05, 2.48e-06, 2.99e-06, 1.99e-06, 1.41e-08, 0.00e+00, 1.18e-07, 9.66e-08] []
675900 [1.75e-07, 5.28e-07, 6.18e-07, 4.21e-07, 4.41e-07, 1.63e-06, 1.99e-07, 1.54e-07, 9.67e-10, 8.30e-10, 4.08e-07, 8.81e-07, 6.24e-07, 1.26e-08, 8.97e-10, 3.81e-09, 4.26e-10, 6.35e-10, 5.63e-09, 7.05e-12, 3.68e-08, 5.53e-10] [1.75e-07, 5.28e-07, 6.18e-07, 4.21e-07, 4.41e-07, 1.63e-06, 1.99e-07, 1.54e-07, 9.67e-10, 8.30e-10, 4.08e-07, 8.81e-07, 6.24e-07, 1.26e-08, 8.97e-10, 3.81e-09, 4.26e-10, 6.35e-10, 5.63e-09, 7.05e-12, 3.68e-08, 5.53e-10] []
676000 [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07] [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.920324 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
676000 [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07] [4.84e-07, 5.58e-07, 8.65e-07, 5.24e-07, 5.12e-07, 1.65e-06, 2.30e-07, 7.99e-06, 3.45e-06, 3.53e-07, 3.22e-06, 5.17e-06, 2.94e-06, 1.83e-05, 8.33e-09, 0.00e+00, 0.00e+00, 3.14e-10, 0.00e+00, 1.71e-07, 5.13e-06, 9.36e-07] []
676100 [2.48e-07, 5.29e-07, 6.04e-07, 4.38e-07, 4.35e-07, 1.66e-06, 2.25e-07, 6.44e-08, 2.52e-10, 7.28e-08, 5.30e-07, 1.15e-06, 1.40e-06, 2.73e-06, 4.24e-08, 3.04e-08, 2.12e-08, 3.21e-08, 3.69e-08, 6.58e-11, 2.38e-07, 4.93e-10] [2.48e-07, 5.29e-07, 6.04e-07, 4.38e-07, 4.35e-07, 1.66e-06, 2.25e-07, 6.44e-08, 2.52e-10, 7.28e-08, 5.30e-07, 1.15e-06, 1.40e-06, 2.73e-06, 4.24e-08, 3.04e-08, 2.12e-08, 3.21e-08, 3.69e-08, 6.58e-11, 2.38e-07, 4.93e-10] []
676200 [1.97e-07, 5.92e-07, 7.63e-07, 4.75e-07, 5.33e-07, 1.64e-06, 2.14e-07, 4.37e-07, 1.07e-07, 4.47e-09, 5.74e-07, 1.16e-06, 8.75e-07, 1.90e-08, 5.13e-09, 3.54e-09, 2.78e-10, 2.42e-09, 2.25e-08, 3.74e-09, 1.38e-07, 2.42e-08] [1.97e-07, 5.92e-07, 7.63e-07, 4.75e-07, 5.33e-07, 1.64e-06, 2.14e-07, 4.37e-07, 1.07e-07, 4.47e-09, 5.74e-07, 1.16e-06, 8.75e-07, 1.90e-08, 5.13e-09, 3.54e-09, 2.78e-10, 2.42e-09, 2.25e-08, 3.74e-09, 1.38e-07, 2.42e-08] []
676300 [5.29e-07, 5.25e-07, 6.11e-07, 4.53e-07, 4.50e-07, 1.70e-06, 2.11e-07, 1.70e-07, 8.27e-11, 4.08e-07, 1.33e-06, 2.92e-06, 6.47e-06, 1.63e-05, 1.80e-07, 1.35e-07, 1.26e-07, 1.31e-07, 9.15e-09, 1.01e-14, 5.64e-08, 1.25e-09] [5.29e-07, 5.25e-07, 6.11e-07, 4.53e-07, 4.50e-07, 1.70e-06, 2.11e-07, 1.70e-07, 8.27e-11, 4.08e-07, 1.33e-06, 2.92e-06, 6.47e-06, 1.63e-05, 1.80e-07, 1.35e-07, 1.26e-07, 1.31e-07, 9.15e-09, 1.01e-14, 5.64e-08, 1.25e-09] []
676400 [1.84e-07, 5.43e-07, 7.16e-07, 4.56e-07, 4.79e-07, 1.64e-06, 2.09e-07, 1.66e-09, 1.37e-09, 1.91e-08, 5.04e-07, 1.09e-06, 1.16e-06, 2.14e-07, 8.00e-09, 2.68e-09, 4.22e-10, 2.65e-09, 8.46e-09, 2.19e-10, 5.08e-08, 1.29e-09] [1.84e-07, 5.43e-07, 7.16e-07, 4.56e-07, 4.79e-07, 1.64e-06, 2.09e-07, 1.66e-09, 1.37e-09, 1.91e-08, 5.04e-07, 1.09e-06, 1.16e-06, 2.14e-07, 8.00e-09, 2.68e-09, 4.22e-10, 2.65e-09, 8.46e-09, 2.19e-10, 5.08e-08, 1.29e-09] []
676500 [9.11e-05, 1.58e-05, 8.21e-06, 1.17e-05, 1.24e-05, 1.18e-05, 6.34e-06, 7.56e-05, 3.84e-08, 1.71e-04, 2.49e-04, 9.18e-04, 1.25e-03, 5.80e-03, 1.01e-04, 1.28e-04, 4.24e-05, 3.78e-05, 2.50e-05, 1.58e-08, 1.25e-04, 9.76e-08] [9.11e-05, 1.58e-05, 8.21e-06, 1.17e-05, 1.24e-05, 1.18e-05, 6.34e-06, 7.56e-05, 3.84e-08, 1.71e-04, 2.49e-04, 9.18e-04, 1.25e-03, 5.80e-03, 1.01e-04, 1.28e-04, 4.24e-05, 3.78e-05, 2.50e-05, 1.58e-08, 1.25e-04, 9.76e-08] []
676600 [2.01e-07, 6.14e-07, 7.83e-07, 4.62e-07, 5.11e-07, 1.65e-06, 2.07e-07, 6.69e-09, 3.76e-06, 5.97e-09, 6.02e-07, 1.12e-06, 1.22e-06, 1.40e-07, 5.62e-09, 1.26e-08, 4.50e-13, 8.27e-09, 8.62e-10, 0.00e+00, 1.28e-08, 7.66e-07] [2.01e-07, 6.14e-07, 7.83e-07, 4.62e-07, 5.11e-07, 1.65e-06, 2.07e-07, 6.69e-09, 3.76e-06, 5.97e-09, 6.02e-07, 1.12e-06, 1.22e-06, 1.40e-07, 5.62e-09, 1.26e-08, 4.50e-13, 8.27e-09, 8.62e-10, 0.00e+00, 1.28e-08, 7.66e-07] []
676700 [9.07e-07, 8.23e-07, 6.13e-07, 5.06e-07, 3.74e-07, 1.69e-06, 2.17e-07, 1.93e-08, 6.18e-12, 9.57e-07, 1.66e-06, 7.29e-06, 1.12e-05, 3.95e-05, 0.00e+00, 0.00e+00, 9.23e-10, 0.00e+00, 0.00e+00, 9.24e-12, 2.80e-07, 2.81e-10] [9.07e-07, 8.23e-07, 6.13e-07, 5.06e-07, 3.74e-07, 1.69e-06, 2.17e-07, 1.93e-08, 6.18e-12, 9.57e-07, 1.66e-06, 7.29e-06, 1.12e-05, 3.95e-05, 0.00e+00, 0.00e+00, 9.23e-10, 0.00e+00, 0.00e+00, 9.24e-12, 2.80e-07, 2.81e-10] []
676800 [1.77e-07, 5.47e-07, 6.88e-07, 4.32e-07, 4.64e-07, 1.65e-06, 2.04e-07, 4.07e-07, 6.79e-10, 5.02e-09, 4.30e-07, 1.12e-06, 7.95e-07, 3.53e-07, 2.56e-09, 0.00e+00, 0.00e+00, 2.39e-10, 0.00e+00, 8.47e-12, 1.08e-07, 2.81e-10] [1.77e-07, 5.47e-07, 6.88e-07, 4.32e-07, 4.64e-07, 1.65e-06, 2.04e-07, 4.07e-07, 6.79e-10, 5.02e-09, 4.30e-07, 1.12e-06, 7.95e-07, 3.53e-07, 2.56e-09, 0.00e+00, 0.00e+00, 2.39e-10, 0.00e+00, 8.47e-12, 1.08e-07, 2.81e-10] []
676900 [3.60e-06, 2.27e-06, 2.72e-06, 2.68e-06, 1.38e-06, 2.06e-06, 1.75e-06, 2.06e-05, 1.04e-05, 6.95e-06, 1.98e-05, 5.04e-05, 1.55e-04, 3.11e-04, 4.88e-06, 1.57e-06, 2.42e-06, 1.44e-06, 0.00e+00, 0.00e+00, 6.95e-06, 1.39e-05] [3.60e-06, 2.27e-06, 2.72e-06, 2.68e-06, 1.38e-06, 2.06e-06, 1.75e-06, 2.06e-05, 1.04e-05, 6.95e-06, 1.98e-05, 5.04e-05, 1.55e-04, 3.11e-04, 4.88e-06, 1.57e-06, 2.42e-06, 1.44e-06, 0.00e+00, 0.00e+00, 6.95e-06, 1.39e-05] []
677000 [1.79e-07, 5.18e-07, 5.89e-07, 4.18e-07, 4.36e-07, 1.64e-06, 1.97e-07, 9.89e-08, 5.50e-11, 7.61e-10, 4.05e-07, 8.75e-07, 6.14e-07, 1.65e-08, 3.37e-09, 5.81e-09, 1.30e-09, 1.18e-09, 0.00e+00, 6.81e-11, 7.78e-08, 4.64e-10] [1.79e-07, 5.18e-07, 5.89e-07, 4.18e-07, 4.36e-07, 1.64e-06, 1.97e-07, 9.89e-08, 5.50e-11, 7.61e-10, 4.05e-07, 8.75e-07, 6.14e-07, 1.65e-08, 3.37e-09, 5.81e-09, 1.30e-09, 1.18e-09, 0.00e+00, 6.81e-11, 7.78e-08, 4.64e-10] []
677100 [1.22e-06, 6.13e-07, 1.24e-06, 6.40e-07, 5.59e-07, 1.61e-06, 2.73e-07, 4.07e-06, 6.23e-08, 5.38e-07, 1.55e-06, 7.21e-06, 1.18e-05, 3.39e-05, 1.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 5.06e-08, 2.49e-07, 2.91e-07] [1.22e-06, 6.13e-07, 1.24e-06, 6.40e-07, 5.59e-07, 1.61e-06, 2.73e-07, 4.07e-06, 6.23e-08, 5.38e-07, 1.55e-06, 7.21e-06, 1.18e-05, 3.39e-05, 1.95e-08, 0.00e+00, 0.00e+00, 0.00e+00, 2.84e-08, 5.06e-08, 2.49e-07, 2.91e-07] []
677200 [1.90e-07, 5.90e-07, 7.08e-07, 4.57e-07, 4.53e-07, 1.67e-06, 1.91e-07, 1.88e-08, 1.52e-10, 2.37e-10, 4.01e-07, 8.49e-07, 6.08e-07, 6.82e-09, 2.83e-09, 4.22e-09, 2.58e-09, 2.22e-09, 3.47e-09, 7.88e-11, 2.66e-08, 5.06e-10] [1.90e-07, 5.90e-07, 7.08e-07, 4.57e-07, 4.53e-07, 1.67e-06, 1.91e-07, 1.88e-08, 1.52e-10, 2.37e-10, 4.01e-07, 8.49e-07, 6.08e-07, 6.82e-09, 2.83e-09, 4.22e-09, 2.58e-09, 2.22e-09, 3.47e-09, 7.88e-11, 2.66e-08, 5.06e-10] []
677300 [7.64e-07, 7.06e-07, 5.92e-07, 6.52e-07, 4.81e-07, 1.63e-06, 4.25e-07, 1.22e-05, 9.82e-07, 1.80e-08, 8.78e-07, 2.36e-06, 1.82e-06, 9.31e-07, 5.82e-09, 1.77e-07, 1.35e-08, 5.71e-11, 1.02e-06, 0.00e+00, 6.42e-06, 4.32e-07] [7.64e-07, 7.06e-07, 5.92e-07, 6.52e-07, 4.81e-07, 1.63e-06, 4.25e-07, 1.22e-05, 9.82e-07, 1.80e-08, 8.78e-07, 2.36e-06, 1.82e-06, 9.31e-07, 5.82e-09, 1.77e-07, 1.35e-08, 5.71e-11, 1.02e-06, 0.00e+00, 6.42e-06, 4.32e-07] []
677400 [5.86e-05, 1.01e-05, 5.53e-06, 7.00e-06, 7.45e-06, 7.87e-06, 3.87e-06, 2.56e-05, 2.33e-09, 1.04e-04, 1.52e-04, 5.48e-04, 7.91e-04, 3.55e-03, 5.84e-05, 7.00e-05, 2.64e-05, 2.34e-05, 7.23e-06, 2.53e-09, 3.94e-05, 1.68e-08] [5.86e-05, 1.01e-05, 5.53e-06, 7.00e-06, 7.45e-06, 7.87e-06, 3.87e-06, 2.56e-05, 2.33e-09, 1.04e-04, 1.52e-04, 5.48e-04, 7.91e-04, 3.55e-03, 5.84e-05, 7.00e-05, 2.64e-05, 2.34e-05, 7.23e-06, 2.53e-09, 3.94e-05, 1.68e-08] []
677500 [1.89e-07, 5.34e-07, 6.32e-07, 4.29e-07, 4.64e-07, 1.64e-06, 2.12e-07, 3.67e-08, 2.73e-10, 9.32e-09, 4.44e-07, 9.71e-07, 8.08e-07, 3.31e-07, 6.56e-09, 1.00e-08, 7.35e-10, 5.83e-09, 1.25e-08, 1.09e-10, 7.62e-08, 6.92e-10] [1.89e-07, 5.34e-07, 6.32e-07, 4.29e-07, 4.64e-07, 1.64e-06, 2.12e-07, 3.67e-08, 2.73e-10, 9.32e-09, 4.44e-07, 9.71e-07, 8.08e-07, 3.31e-07, 6.56e-09, 1.00e-08, 7.35e-10, 5.83e-09, 1.25e-08, 1.09e-10, 7.62e-08, 6.92e-10] []
677600 [1.03e-06, 7.62e-07, 6.98e-07, 6.09e-07, 4.59e-07, 1.49e-06, 4.45e-07, 6.97e-06, 6.13e-07, 1.34e-07, 9.02e-06, 1.14e-05, 2.67e-05, 1.03e-05, 2.20e-10, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-08, 2.13e-05, 5.32e-07] [1.03e-06, 7.62e-07, 6.98e-07, 6.09e-07, 4.59e-07, 1.49e-06, 4.45e-07, 6.97e-06, 6.13e-07, 1.34e-07, 9.02e-06, 1.14e-05, 2.67e-05, 1.03e-05, 2.20e-10, 1.11e-07, 0.00e+00, 0.00e+00, 0.00e+00, 9.31e-08, 2.13e-05, 5.32e-07] []
677700 [1.96e-07, 5.11e-07, 5.65e-07, 4.15e-07, 4.16e-07, 1.65e-06, 1.96e-07, 3.92e-07, 4.68e-10, 1.72e-08, 4.66e-07, 8.81e-07, 9.61e-07, 7.31e-07, 1.51e-08, 1.50e-08, 1.03e-08, 1.32e-08, 1.65e-08, 3.91e-13, 9.86e-08, 9.39e-10] [1.96e-07, 5.11e-07, 5.65e-07, 4.15e-07, 4.16e-07, 1.65e-06, 1.96e-07, 3.92e-07, 4.68e-10, 1.72e-08, 4.66e-07, 8.81e-07, 9.61e-07, 7.31e-07, 1.51e-08, 1.50e-08, 1.03e-08, 1.32e-08, 1.65e-08, 3.91e-13, 9.86e-08, 9.39e-10] []
677800 [2.42e-07, 5.97e-07, 8.31e-07, 4.83e-07, 5.17e-07, 1.68e-06, 2.04e-07, 1.69e-08, 7.64e-11, 3.52e-08, 5.90e-07, 1.31e-06, 1.05e-06, 1.10e-06, 3.27e-08, 3.60e-09, 1.82e-08, 3.60e-09, 3.11e-09, 1.62e-12, 2.34e-08, 4.93e-10] [2.42e-07, 5.97e-07, 8.31e-07, 4.83e-07, 5.17e-07, 1.68e-06, 2.04e-07, 1.69e-08, 7.64e-11, 3.52e-08, 5.90e-07, 1.31e-06, 1.05e-06, 1.10e-06, 3.27e-08, 3.60e-09, 1.82e-08, 3.60e-09, 3.11e-09, 1.62e-12, 2.34e-08, 4.93e-10] []
677900 [7.05e-07, 7.48e-07, 6.00e-07, 4.64e-07, 3.76e-07, 1.67e-06, 2.02e-07, 6.80e-07, 4.87e-10, 6.96e-07, 1.34e-06, 5.55e-06, 8.72e-06, 2.89e-05, 0.00e+00, 0.00e+00, 1.23e-09, 0.00e+00, 0.00e+00, 4.64e-11, 5.11e-07, 3.82e-10] [7.05e-07, 7.48e-07, 6.00e-07, 4.64e-07, 3.76e-07, 1.67e-06, 2.02e-07, 6.80e-07, 4.87e-10, 6.96e-07, 1.34e-06, 5.55e-06, 8.72e-06, 2.89e-05, 0.00e+00, 0.00e+00, 1.23e-09, 0.00e+00, 0.00e+00, 4.64e-11, 5.11e-07, 3.82e-10] []
678000 [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07] [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.385540 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
678000 [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07] [1.80e-07, 5.73e-07, 6.94e-07, 4.25e-07, 4.72e-07, 1.66e-06, 2.01e-07, 9.28e-08, 1.71e-07, 1.30e-08, 4.62e-07, 1.21e-06, 8.39e-07, 6.43e-07, 2.20e-09, 0.00e+00, 0.00e+00, 1.23e-10, 1.82e-08, 2.37e-08, 1.12e-07, 1.47e-07] []
678100 [1.36e-04, 2.49e-05, 1.41e-05, 1.94e-05, 2.22e-05, 1.73e-05, 1.18e-05, 5.96e-05, 1.21e-07, 2.94e-04, 4.11e-04, 1.57e-03, 1.82e-03, 9.56e-03, 1.71e-04, 2.58e-04, 6.12e-05, 5.57e-05, 2.47e-05, 5.76e-08, 1.22e-04, 3.24e-07] [1.36e-04, 2.49e-05, 1.41e-05, 1.94e-05, 2.22e-05, 1.73e-05, 1.18e-05, 5.96e-05, 1.21e-07, 2.94e-04, 4.11e-04, 1.57e-03, 1.82e-03, 9.56e-03, 1.71e-04, 2.58e-04, 6.12e-05, 5.57e-05, 2.47e-05, 5.76e-08, 1.22e-04, 3.24e-07] []
678200 [2.64e-07, 8.50e-07, 1.03e-06, 4.97e-07, 4.99e-07, 1.63e-06, 2.33e-07, 2.35e-08, 5.49e-07, 3.39e-09, 9.38e-07, 1.77e-06, 1.60e-06, 8.54e-07, 4.66e-09, 1.53e-09, 0.00e+00, 0.00e+00, 1.97e-09, 9.91e-08, 1.74e-08, 5.66e-07] [2.64e-07, 8.50e-07, 1.03e-06, 4.97e-07, 4.99e-07, 1.63e-06, 2.33e-07, 2.35e-08, 5.49e-07, 3.39e-09, 9.38e-07, 1.77e-06, 1.60e-06, 8.54e-07, 4.66e-09, 1.53e-09, 0.00e+00, 0.00e+00, 1.97e-09, 9.91e-08, 1.74e-08, 5.66e-07] []
678300 [2.03e-07, 7.04e-07, 7.14e-07, 4.72e-07, 4.06e-07, 1.71e-06, 2.10e-07, 6.10e-08, 2.33e-10, 1.84e-10, 4.37e-07, 9.43e-07, 6.71e-07, 2.52e-09, 3.30e-09, 3.56e-09, 4.39e-09, 2.07e-09, 0.00e+00, 4.47e-12, 2.96e-08, 3.94e-10] [2.03e-07, 7.04e-07, 7.14e-07, 4.72e-07, 4.06e-07, 1.71e-06, 2.10e-07, 6.10e-08, 2.33e-10, 1.84e-10, 4.37e-07, 9.43e-07, 6.71e-07, 2.52e-09, 3.30e-09, 3.56e-09, 4.39e-09, 2.07e-09, 0.00e+00, 4.47e-12, 2.96e-08, 3.94e-10] []
678400 [2.46e-05, 6.48e-06, 3.64e-06, 8.74e-06, 7.45e-06, 4.57e-06, 4.61e-06, 4.76e-05, 4.68e-08, 3.15e-05, 5.57e-05, 2.86e-04, 4.06e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 9.74e-09] [2.46e-05, 6.48e-06, 3.64e-06, 8.74e-06, 7.45e-06, 4.57e-06, 4.61e-06, 4.76e-05, 4.68e-08, 3.15e-05, 5.57e-05, 2.86e-04, 4.06e-04, 1.40e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.76e-05, 9.74e-09] []
678500 [2.01e-07, 6.60e-07, 7.72e-07, 4.89e-07, 4.69e-07, 1.69e-06, 1.88e-07, 2.40e-09, 4.99e-13, 3.22e-10, 4.32e-07, 9.77e-07, 6.83e-07, 1.48e-08, 2.08e-09, 2.51e-09, 0.00e+00, 1.01e-09, 1.65e-10, 1.42e-12, 1.03e-08, 5.60e-10] [2.01e-07, 6.60e-07, 7.72e-07, 4.89e-07, 4.69e-07, 1.69e-06, 1.88e-07, 2.40e-09, 4.99e-13, 3.22e-10, 4.32e-07, 9.77e-07, 6.83e-07, 1.48e-08, 2.08e-09, 2.51e-09, 0.00e+00, 1.01e-09, 1.65e-10, 1.42e-12, 1.03e-08, 5.60e-10] []
678600 [1.77e-07, 5.82e-07, 5.77e-07, 4.63e-07, 3.60e-07, 1.67e-06, 1.84e-07, 6.10e-08, 1.83e-12, 2.33e-10, 3.84e-07, 7.86e-07, 5.05e-07, 1.21e-08, 1.08e-09, 3.71e-09, 7.99e-09, 1.51e-09, 8.89e-09, 1.76e-11, 5.57e-08, 2.71e-10] [1.77e-07, 5.82e-07, 5.77e-07, 4.63e-07, 3.60e-07, 1.67e-06, 1.84e-07, 6.10e-08, 1.83e-12, 2.33e-10, 3.84e-07, 7.86e-07, 5.05e-07, 1.21e-08, 1.08e-09, 3.71e-09, 7.99e-09, 1.51e-09, 8.89e-09, 1.76e-11, 5.57e-08, 2.71e-10] []
678700 [3.59e-07, 5.58e-07, 8.56e-07, 5.71e-07, 5.12e-07, 1.69e-06, 1.89e-07, 1.35e-06, 2.50e-09, 1.77e-07, 8.06e-07, 1.85e-06, 2.58e-06, 4.28e-06, 4.11e-08, 3.34e-08, 1.56e-08, 6.83e-08, 2.65e-07, 3.63e-10, 1.77e-06, 2.17e-09] [3.59e-07, 5.58e-07, 8.56e-07, 5.71e-07, 5.12e-07, 1.69e-06, 1.89e-07, 1.35e-06, 2.50e-09, 1.77e-07, 8.06e-07, 1.85e-06, 2.58e-06, 4.28e-06, 4.11e-08, 3.34e-08, 1.56e-08, 6.83e-08, 2.65e-07, 3.63e-10, 1.77e-06, 2.17e-09] []
678800 [1.75e-07, 5.38e-07, 5.94e-07, 4.42e-07, 3.94e-07, 1.66e-06, 1.72e-07, 2.26e-08, 1.44e-11, 2.31e-12, 3.82e-07, 7.89e-07, 5.31e-07, 1.86e-09, 1.88e-09, 4.52e-09, 4.71e-09, 1.71e-09, 3.89e-09, 5.36e-11, 2.83e-08, 3.82e-10] [1.75e-07, 5.38e-07, 5.94e-07, 4.42e-07, 3.94e-07, 1.66e-06, 1.72e-07, 2.26e-08, 1.44e-11, 2.31e-12, 3.82e-07, 7.89e-07, 5.31e-07, 1.86e-09, 1.88e-09, 4.52e-09, 4.71e-09, 1.71e-09, 3.89e-09, 5.36e-11, 2.83e-08, 3.82e-10] []
678900 [7.63e-07, 7.56e-07, 1.09e-06, 4.13e-07, 8.55e-07, 1.69e-06, 5.17e-07, 1.81e-06, 1.24e-04, 9.40e-07, 5.71e-06, 3.11e-06, 7.97e-06, 1.63e-05, 1.54e-08, 9.57e-08, 1.67e-08, 3.31e-07, 0.00e+00, 0.00e+00, 1.12e-06, 1.43e-04] [7.63e-07, 7.56e-07, 1.09e-06, 4.13e-07, 8.55e-07, 1.69e-06, 5.17e-07, 1.81e-06, 1.24e-04, 9.40e-07, 5.71e-06, 3.11e-06, 7.97e-06, 1.63e-05, 1.54e-08, 9.57e-08, 1.67e-08, 3.31e-07, 0.00e+00, 0.00e+00, 1.12e-06, 1.43e-04] []
679000 [1.75e-07, 5.53e-07, 5.27e-07, 4.26e-07, 4.03e-07, 1.64e-06, 4.09e-07, 5.13e-08, 4.13e-10, 1.60e-13, 4.05e-07, 8.76e-07, 6.01e-07, 3.05e-09, 2.61e-09, 3.65e-09, 2.53e-09, 1.20e-09, 1.27e-08, 1.71e-10, 7.96e-08, 1.14e-09] [1.75e-07, 5.53e-07, 5.27e-07, 4.26e-07, 4.03e-07, 1.64e-06, 4.09e-07, 5.13e-08, 4.13e-10, 1.60e-13, 4.05e-07, 8.76e-07, 6.01e-07, 3.05e-09, 2.61e-09, 3.65e-09, 2.53e-09, 1.20e-09, 1.27e-08, 1.71e-10, 7.96e-08, 1.14e-09] []
679100 [2.13e-06, 1.55e-06, 8.71e-07, 5.80e-07, 5.55e-07, 1.92e-06, 5.62e-07, 3.69e-06, 2.74e-09, 1.88e-06, 4.71e-06, 1.66e-05, 1.10e-05, 6.30e-05, 1.58e-06, 6.58e-07, 6.59e-07, 4.01e-07, 0.00e+00, 1.51e-11, 9.94e-06, 8.89e-10] [2.13e-06, 1.55e-06, 8.71e-07, 5.80e-07, 5.55e-07, 1.92e-06, 5.62e-07, 3.69e-06, 2.74e-09, 1.88e-06, 4.71e-06, 1.66e-05, 1.10e-05, 6.30e-05, 1.58e-06, 6.58e-07, 6.59e-07, 4.01e-07, 0.00e+00, 1.51e-11, 9.94e-06, 8.89e-10] []
679200 [1.75e-07, 4.91e-07, 5.48e-07, 4.17e-07, 3.95e-07, 1.64e-06, 3.17e-07, 3.79e-09, 1.25e-13, 3.40e-09, 4.11e-07, 8.52e-07, 6.61e-07, 1.59e-07, 7.00e-09, 7.27e-09, 2.57e-09, 5.62e-09, 2.56e-11, 1.82e-11, 9.88e-09, 4.25e-10] [1.75e-07, 4.91e-07, 5.48e-07, 4.17e-07, 3.95e-07, 1.64e-06, 3.17e-07, 3.79e-09, 1.25e-13, 3.40e-09, 4.11e-07, 8.52e-07, 6.61e-07, 1.59e-07, 7.00e-09, 7.27e-09, 2.57e-09, 5.62e-09, 2.56e-11, 1.82e-11, 9.88e-09, 4.25e-10] []
679300 [2.22e-07, 4.77e-07, 7.17e-07, 5.03e-07, 4.87e-07, 1.65e-06, 2.97e-07, 3.07e-09, 2.35e-09, 8.17e-09, 1.12e-06, 1.61e-06, 2.37e-06, 7.92e-07, 3.14e-08, 1.61e-08, 0.00e+00, 6.48e-08, 1.77e-08, 8.76e-11, 1.07e-07, 7.11e-10] [2.22e-07, 4.77e-07, 7.17e-07, 5.03e-07, 4.87e-07, 1.65e-06, 2.97e-07, 3.07e-09, 2.35e-09, 8.17e-09, 1.12e-06, 1.61e-06, 2.37e-06, 7.92e-07, 3.14e-08, 1.61e-08, 0.00e+00, 6.48e-08, 1.77e-08, 8.76e-11, 1.07e-07, 7.11e-10] []
679400 [5.52e-05, 9.28e-06, 5.03e-06, 6.43e-06, 6.64e-06, 7.49e-06, 3.38e-06, 1.88e-05, 1.53e-09, 9.11e-05, 1.35e-04, 4.86e-04, 7.36e-04, 3.17e-03, 5.28e-05, 5.86e-05, 2.50e-05, 2.19e-05, 7.00e-06, 1.73e-09, 3.82e-05, 1.14e-08] [5.52e-05, 9.28e-06, 5.03e-06, 6.43e-06, 6.64e-06, 7.49e-06, 3.38e-06, 1.88e-05, 1.53e-09, 9.11e-05, 1.35e-04, 4.86e-04, 7.36e-04, 3.17e-03, 5.28e-05, 5.86e-05, 2.50e-05, 2.19e-05, 7.00e-06, 1.73e-09, 3.82e-05, 1.14e-08] []
679500 [1.83e-07, 5.39e-07, 7.00e-07, 4.33e-07, 4.65e-07, 1.64e-06, 2.46e-07, 1.97e-07, 3.77e-10, 3.53e-10, 5.25e-07, 1.09e-06, 7.84e-07, 4.86e-09, 1.56e-09, 2.22e-09, 1.12e-11, 2.73e-12, 0.00e+00, 1.44e-11, 1.50e-07, 3.49e-10] [1.83e-07, 5.39e-07, 7.00e-07, 4.33e-07, 4.65e-07, 1.64e-06, 2.46e-07, 1.97e-07, 3.77e-10, 3.53e-10, 5.25e-07, 1.09e-06, 7.84e-07, 4.86e-09, 1.56e-09, 2.22e-09, 1.12e-11, 2.73e-12, 0.00e+00, 1.44e-11, 1.50e-07, 3.49e-10] []
679600 [6.15e-06, 3.17e-06, 3.07e-06, 3.42e-06, 1.70e-06, 2.69e-06, 1.89e-06, 6.65e-06, 2.00e-09, 1.69e-05, 2.16e-05, 9.44e-05, 9.04e-05, 5.18e-04, 1.06e-05, 4.61e-06, 1.46e-06, 2.68e-06, 2.41e-06, 2.10e-08, 1.41e-05, 1.26e-07] [6.15e-06, 3.17e-06, 3.07e-06, 3.42e-06, 1.70e-06, 2.69e-06, 1.89e-06, 6.65e-06, 2.00e-09, 1.69e-05, 2.16e-05, 9.44e-05, 9.04e-05, 5.18e-04, 1.06e-05, 4.61e-06, 1.46e-06, 2.68e-06, 2.41e-06, 2.10e-08, 1.41e-05, 1.26e-07] []
679700 [1.75e-07, 5.29e-07, 6.41e-07, 4.26e-07, 4.40e-07, 1.63e-06, 2.20e-07, 3.56e-08, 7.76e-11, 7.41e-10, 4.06e-07, 8.88e-07, 6.17e-07, 1.67e-08, 7.69e-10, 3.34e-09, 3.86e-10, 1.89e-10, 9.41e-09, 2.08e-12, 5.91e-08, 5.83e-10] [1.75e-07, 5.29e-07, 6.41e-07, 4.26e-07, 4.40e-07, 1.63e-06, 2.20e-07, 3.56e-08, 7.76e-11, 7.41e-10, 4.06e-07, 8.88e-07, 6.17e-07, 1.67e-08, 7.69e-10, 3.34e-09, 3.86e-10, 1.89e-10, 9.41e-09, 2.08e-12, 5.91e-08, 5.83e-10] []
679800 [4.98e-07, 5.55e-07, 9.94e-07, 6.35e-07, 4.92e-07, 1.69e-06, 2.67e-07, 6.04e-07, 1.57e-07, 1.12e-10, 4.37e-06, 7.25e-06, 1.40e-05, 2.43e-06, 3.56e-08, 1.40e-09, 0.00e+00, 6.77e-10, 0.00e+00, 1.03e-08, 5.31e-06, 6.67e-08] [4.98e-07, 5.55e-07, 9.94e-07, 6.35e-07, 4.92e-07, 1.69e-06, 2.67e-07, 6.04e-07, 1.57e-07, 1.12e-10, 4.37e-06, 7.25e-06, 1.40e-05, 2.43e-06, 3.56e-08, 1.40e-09, 0.00e+00, 6.77e-10, 0.00e+00, 1.03e-08, 5.31e-06, 6.67e-08] []
679900 [1.78e-07, 5.10e-07, 6.07e-07, 4.25e-07, 4.08e-07, 1.64e-06, 2.08e-07, 5.69e-11, 3.93e-10, 1.50e-09, 3.91e-07, 8.00e-07, 5.78e-07, 5.04e-08, 4.49e-09, 6.11e-09, 6.64e-09, 3.72e-09, 6.90e-12, 4.41e-11, 1.10e-08, 3.89e-10] [1.78e-07, 5.10e-07, 6.07e-07, 4.25e-07, 4.08e-07, 1.64e-06, 2.08e-07, 5.69e-11, 3.93e-10, 1.50e-09, 3.91e-07, 8.00e-07, 5.78e-07, 5.04e-08, 4.49e-09, 6.11e-09, 6.64e-09, 3.72e-09, 6.90e-12, 4.41e-11, 1.10e-08, 3.89e-10] []
680000 [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10] [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.547427 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
680000 [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10] [2.66e-07, 6.10e-07, 9.83e-07, 5.33e-07, 5.89e-07, 1.64e-06, 2.14e-07, 6.21e-07, 3.06e-10, 1.20e-07, 7.07e-07, 1.55e-06, 1.30e-06, 2.23e-06, 1.38e-08, 5.66e-08, 1.24e-09, 2.41e-08, 8.81e-08, 2.00e-11, 5.98e-07, 2.60e-10] []
680100 [1.90e-07, 5.35e-07, 6.47e-07, 4.44e-07, 4.17e-07, 1.65e-06, 2.04e-07, 1.07e-07, 4.60e-12, 5.63e-09, 3.97e-07, 8.04e-07, 5.64e-07, 1.59e-07, 7.69e-09, 8.06e-09, 7.31e-09, 5.29e-09, 0.00e+00, 2.06e-11, 3.97e-08, 2.62e-10] [1.90e-07, 5.35e-07, 6.47e-07, 4.44e-07, 4.17e-07, 1.65e-06, 2.04e-07, 1.07e-07, 4.60e-12, 5.63e-09, 3.97e-07, 8.04e-07, 5.64e-07, 1.59e-07, 7.69e-09, 8.06e-09, 7.31e-09, 5.29e-09, 0.00e+00, 2.06e-11, 3.97e-08, 2.62e-10] []
680200 [2.26e-07, 5.42e-07, 8.01e-07, 4.70e-07, 5.02e-07, 1.64e-06, 2.17e-07, 1.02e-06, 4.95e-06, 8.46e-08, 5.41e-07, 1.60e-06, 1.68e-06, 2.70e-06, 5.61e-09, 1.40e-10, 0.00e+00, 1.20e-08, 0.00e+00, 8.81e-07, 3.98e-07, 4.31e-06] [2.26e-07, 5.42e-07, 8.01e-07, 4.70e-07, 5.02e-07, 1.64e-06, 2.17e-07, 1.02e-06, 4.95e-06, 8.46e-08, 5.41e-07, 1.60e-06, 1.68e-06, 2.70e-06, 5.61e-09, 1.40e-10, 0.00e+00, 1.20e-08, 0.00e+00, 8.81e-07, 3.98e-07, 4.31e-06] []
680300 [7.14e-07, 5.27e-07, 6.15e-07, 4.62e-07, 4.73e-07, 1.74e-06, 2.23e-07, 4.17e-09, 3.19e-08, 6.31e-07, 1.71e-06, 4.22e-06, 9.01e-06, 2.50e-05, 2.83e-07, 2.08e-07, 1.84e-07, 2.07e-07, 6.25e-09, 1.53e-08, 3.97e-08, 9.65e-08] [7.14e-07, 5.27e-07, 6.15e-07, 4.62e-07, 4.73e-07, 1.74e-06, 2.23e-07, 4.17e-09, 3.19e-08, 6.31e-07, 1.71e-06, 4.22e-06, 9.01e-06, 2.50e-05, 2.83e-07, 2.08e-07, 1.84e-07, 2.07e-07, 6.25e-09, 1.53e-08, 3.97e-08, 9.65e-08] []
680400 [1.90e-07, 6.47e-07, 8.79e-07, 5.16e-07, 5.12e-07, 1.64e-06, 2.10e-07, 3.55e-06, 5.68e-09, 1.27e-08, 5.25e-07, 1.17e-06, 9.10e-07, 3.03e-07, 3.17e-09, 3.56e-09, 0.00e+00, 8.29e-10, 1.12e-07, 1.24e-09, 7.19e-07, 8.28e-09] [1.90e-07, 6.47e-07, 8.79e-07, 5.16e-07, 5.12e-07, 1.64e-06, 2.10e-07, 3.55e-06, 5.68e-09, 1.27e-08, 5.25e-07, 1.17e-06, 9.10e-07, 3.03e-07, 3.17e-09, 3.56e-09, 0.00e+00, 8.29e-10, 1.12e-07, 1.24e-09, 7.19e-07, 8.28e-09] []
680500 [1.91e-07, 5.43e-07, 6.06e-07, 4.49e-07, 3.99e-07, 1.66e-06, 2.01e-07, 3.41e-09, 3.03e-11, 7.77e-09, 4.01e-07, 8.00e-07, 6.08e-07, 2.65e-07, 9.01e-09, 1.04e-08, 1.04e-08, 7.77e-09, 1.97e-09, 4.46e-11, 1.88e-08, 3.45e-10] [1.91e-07, 5.43e-07, 6.06e-07, 4.49e-07, 3.99e-07, 1.66e-06, 2.01e-07, 3.41e-09, 3.03e-11, 7.77e-09, 4.01e-07, 8.00e-07, 6.08e-07, 2.65e-07, 9.01e-09, 1.04e-08, 1.04e-08, 7.77e-09, 1.97e-09, 4.46e-11, 1.88e-08, 3.45e-10] []
680600 [2.09e-07, 5.48e-07, 7.31e-07, 4.57e-07, 5.04e-07, 1.68e-06, 2.30e-07, 1.61e-07, 1.39e-06, 9.34e-09, 9.31e-07, 1.24e-06, 1.86e-06, 6.17e-07, 2.07e-08, 2.71e-10, 1.36e-09, 1.55e-08, 1.97e-08, 1.14e-07, 1.23e-07, 6.54e-07] [2.09e-07, 5.48e-07, 7.31e-07, 4.57e-07, 5.04e-07, 1.68e-06, 2.30e-07, 1.61e-07, 1.39e-06, 9.34e-09, 9.31e-07, 1.24e-06, 1.86e-06, 6.17e-07, 2.07e-08, 2.71e-10, 1.36e-09, 1.55e-08, 1.97e-08, 1.14e-07, 1.23e-07, 6.54e-07] []
680700 [2.12e-05, 6.00e-06, 2.29e-06, 3.33e-06, 1.58e-06, 3.85e-06, 7.62e-07, 4.38e-06, 4.20e-09, 2.29e-05, 3.47e-05, 1.70e-04, 2.74e-04, 9.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-13, 1.23e-05, 1.35e-09] [2.12e-05, 6.00e-06, 2.29e-06, 3.33e-06, 1.58e-06, 3.85e-06, 7.62e-07, 4.38e-06, 4.20e-09, 2.29e-05, 3.47e-05, 1.70e-04, 2.74e-04, 9.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 3.06e-13, 1.23e-05, 1.35e-09] []
680800 [1.74e-07, 5.32e-07, 6.65e-07, 4.32e-07, 4.60e-07, 1.64e-06, 2.08e-07, 1.01e-07, 1.05e-09, 4.30e-09, 4.40e-07, 1.05e-06, 7.20e-07, 2.18e-07, 5.58e-10, 7.28e-10, 0.00e+00, 1.90e-10, 0.00e+00, 3.08e-11, 5.81e-08, 3.46e-10] [1.74e-07, 5.32e-07, 6.65e-07, 4.32e-07, 4.60e-07, 1.64e-06, 2.08e-07, 1.01e-07, 1.05e-09, 4.30e-09, 4.40e-07, 1.05e-06, 7.20e-07, 2.18e-07, 5.58e-10, 7.28e-10, 0.00e+00, 1.90e-10, 0.00e+00, 3.08e-11, 5.81e-08, 3.46e-10] []
680900 [7.45e-06, 2.30e-06, 1.20e-06, 1.75e-06, 3.03e-06, 2.61e-06, 3.74e-06, 1.04e-05, 1.96e-06, 1.36e-05, 2.54e-05, 1.20e-04, 2.86e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 1.07e-08, 1.22e-05, 1.05e-06] [7.45e-06, 2.30e-06, 1.20e-06, 1.75e-06, 3.03e-06, 2.61e-06, 3.74e-06, 1.04e-05, 1.96e-06, 1.36e-05, 2.54e-05, 1.20e-04, 2.86e-05, 3.90e-04, 0.00e+00, 0.00e+00, 0.00e+00, 9.55e-08, 0.00e+00, 1.07e-08, 1.22e-05, 1.05e-06] []
681000 [1.87e-07, 5.91e-07, 7.25e-07, 4.54e-07, 4.60e-07, 1.66e-06, 1.97e-07, 5.16e-08, 4.46e-10, 2.87e-10, 4.16e-07, 9.14e-07, 6.53e-07, 2.12e-08, 8.04e-10, 2.16e-09, 2.92e-11, 2.72e-10, 1.99e-08, 3.45e-12, 1.22e-07, 3.71e-10] [1.87e-07, 5.91e-07, 7.25e-07, 4.54e-07, 4.60e-07, 1.66e-06, 1.97e-07, 5.16e-08, 4.46e-10, 2.87e-10, 4.16e-07, 9.14e-07, 6.53e-07, 2.12e-08, 8.04e-10, 2.16e-09, 2.92e-11, 2.72e-10, 1.99e-08, 3.45e-12, 1.22e-07, 3.71e-10] []
681100 [5.22e-06, 3.81e-06, 3.41e-06, 9.66e-06, 2.95e-06, 4.12e-06, 2.82e-06, 2.89e-05, 5.83e-05, 2.21e-05, 3.83e-05, 8.81e-05, 2.26e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-09, 2.25e-06, 0.00e+00, 1.35e-05, 1.94e-04] [5.22e-06, 3.81e-06, 3.41e-06, 9.66e-06, 2.95e-06, 4.12e-06, 2.82e-06, 2.89e-05, 5.83e-05, 2.21e-05, 3.83e-05, 8.81e-05, 2.26e-04, 5.54e-04, 0.00e+00, 0.00e+00, 0.00e+00, 4.69e-09, 2.25e-06, 0.00e+00, 1.35e-05, 1.94e-04] []
681200 [1.82e-07, 5.60e-07, 6.33e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.49e-07, 7.82e-09, 6.74e-09, 1.70e-10, 4.12e-07, 9.07e-07, 6.45e-07, 1.89e-08, 1.39e-09, 2.17e-09, 0.00e+00, 9.92e-10, 0.00e+00, 0.00e+00, 7.42e-08, 1.67e-09] [1.82e-07, 5.60e-07, 6.33e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.49e-07, 7.82e-09, 6.74e-09, 1.70e-10, 4.12e-07, 9.07e-07, 6.45e-07, 1.89e-08, 1.39e-09, 2.17e-09, 0.00e+00, 9.92e-10, 0.00e+00, 0.00e+00, 7.42e-08, 1.67e-09] []
681300 [8.48e-06, 4.11e-06, 3.44e-06, 3.29e-06, 1.57e-06, 2.87e-06, 1.73e-06, 5.96e-05, 1.59e-09, 1.51e-05, 2.81e-05, 8.04e-05, 2.05e-04, 4.85e-04, 1.28e-05, 2.83e-06, 3.29e-06, 2.80e-06, 0.00e+00, 8.68e-12, 4.89e-05, 1.57e-08] [8.48e-06, 4.11e-06, 3.44e-06, 3.29e-06, 1.57e-06, 2.87e-06, 1.73e-06, 5.96e-05, 1.59e-09, 1.51e-05, 2.81e-05, 8.04e-05, 2.05e-04, 4.85e-04, 1.28e-05, 2.83e-06, 3.29e-06, 2.80e-06, 0.00e+00, 8.68e-12, 4.89e-05, 1.57e-08] []
681400 [1.77e-07, 5.26e-07, 6.31e-07, 4.34e-07, 4.41e-07, 1.64e-06, 2.21e-07, 2.55e-09, 1.44e-14, 1.42e-10, 4.06e-07, 8.70e-07, 6.41e-07, 1.00e-08, 2.20e-09, 5.01e-09, 2.54e-11, 1.97e-09, 1.88e-09, 1.04e-11, 1.76e-08, 3.28e-10] [1.77e-07, 5.26e-07, 6.31e-07, 4.34e-07, 4.41e-07, 1.64e-06, 2.21e-07, 2.55e-09, 1.44e-14, 1.42e-10, 4.06e-07, 8.70e-07, 6.41e-07, 1.00e-08, 2.20e-09, 5.01e-09, 2.54e-11, 1.97e-09, 1.88e-09, 1.04e-11, 1.76e-08, 3.28e-10] []
681500 [7.02e-07, 5.70e-07, 8.04e-07, 4.67e-07, 4.58e-07, 1.63e-06, 4.18e-07, 2.09e-06, 2.10e-09, 3.05e-09, 7.94e-07, 3.28e-06, 1.85e-06, 3.14e-06, 1.66e-08, 1.58e-07, 0.00e+00, 2.39e-08, 0.00e+00, 9.65e-16, 5.36e-06, 1.13e-09] [7.02e-07, 5.70e-07, 8.04e-07, 4.67e-07, 4.58e-07, 1.63e-06, 4.18e-07, 2.09e-06, 2.10e-09, 3.05e-09, 7.94e-07, 3.28e-06, 1.85e-06, 3.14e-06, 1.66e-08, 1.58e-07, 0.00e+00, 2.39e-08, 0.00e+00, 9.65e-16, 5.36e-06, 1.13e-09] []
681600 [1.82e-07, 5.07e-07, 5.89e-07, 4.21e-07, 4.13e-07, 1.64e-06, 2.05e-07, 3.89e-09, 8.68e-11, 5.07e-09, 4.05e-07, 8.21e-07, 6.35e-07, 1.87e-07, 7.77e-09, 8.90e-09, 6.81e-09, 5.31e-09, 1.66e-10, 2.21e-12, 1.04e-08, 5.12e-10] [1.82e-07, 5.07e-07, 5.89e-07, 4.21e-07, 4.13e-07, 1.64e-06, 2.05e-07, 3.89e-09, 8.68e-11, 5.07e-09, 4.05e-07, 8.21e-07, 6.35e-07, 1.87e-07, 7.77e-09, 8.90e-09, 6.81e-09, 5.31e-09, 1.66e-10, 2.21e-12, 1.04e-08, 5.12e-10] []
681700 [2.38e-07, 5.68e-07, 9.02e-07, 5.09e-07, 5.39e-07, 1.66e-06, 2.11e-07, 1.05e-07, 1.20e-08, 4.20e-08, 1.07e-06, 1.85e-06, 1.11e-06, 1.03e-06, 1.43e-08, 1.62e-08, 6.53e-09, 7.43e-09, 0.00e+00, 0.00e+00, 3.77e-07, 3.04e-08] [2.38e-07, 5.68e-07, 9.02e-07, 5.09e-07, 5.39e-07, 1.66e-06, 2.11e-07, 1.05e-07, 1.20e-08, 4.20e-08, 1.07e-06, 1.85e-06, 1.11e-06, 1.03e-06, 1.43e-08, 1.62e-08, 6.53e-09, 7.43e-09, 0.00e+00, 0.00e+00, 3.77e-07, 3.04e-08] []
681800 [1.79e-07, 5.47e-07, 6.20e-07, 4.46e-07, 4.01e-07, 1.65e-06, 1.96e-07, 2.28e-08, 1.42e-09, 7.77e-10, 3.86e-07, 7.88e-07, 5.59e-07, 2.65e-08, 3.80e-09, 6.00e-09, 8.09e-09, 3.20e-09, 9.65e-09, 4.22e-12, 5.93e-08, 3.85e-10] [1.79e-07, 5.47e-07, 6.20e-07, 4.46e-07, 4.01e-07, 1.65e-06, 1.96e-07, 2.28e-08, 1.42e-09, 7.77e-10, 3.86e-07, 7.88e-07, 5.59e-07, 2.65e-08, 3.80e-09, 6.00e-09, 8.09e-09, 3.20e-09, 9.65e-09, 4.22e-12, 5.93e-08, 3.85e-10] []
681900 [2.02e-07, 5.23e-07, 8.09e-07, 4.49e-07, 5.10e-07, 1.68e-06, 2.22e-07, 6.33e-08, 1.23e-08, 2.60e-08, 9.96e-07, 1.56e-06, 1.75e-06, 7.81e-08, 1.34e-08, 7.21e-11, 0.00e+00, 3.85e-08, 6.83e-10, 3.74e-10, 1.28e-08, 2.14e-09] [2.02e-07, 5.23e-07, 8.09e-07, 4.49e-07, 5.10e-07, 1.68e-06, 2.22e-07, 6.33e-08, 1.23e-08, 2.60e-08, 9.96e-07, 1.56e-06, 1.75e-06, 7.81e-08, 1.34e-08, 7.21e-11, 0.00e+00, 3.85e-08, 6.83e-10, 3.74e-10, 1.28e-08, 2.14e-09] []
682000 [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09] [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.563430 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
682000 [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09] [3.17e-07, 6.15e-07, 5.94e-07, 4.28e-07, 3.82e-07, 1.64e-06, 1.90e-07, 4.74e-07, 3.87e-09, 2.03e-07, 7.07e-07, 2.26e-06, 3.40e-06, 8.78e-06, 0.00e+00, 4.35e-10, 3.27e-09, 0.00e+00, 2.67e-13, 0.00e+00, 1.92e-08, 3.29e-09] []
682100 [1.78e-07, 5.47e-07, 5.85e-07, 4.36e-07, 4.54e-07, 1.62e-06, 2.91e-07, 3.12e-08, 1.29e-06, 3.67e-09, 4.54e-07, 1.11e-06, 8.11e-07, 1.15e-08, 5.63e-09, 0.00e+00, 9.47e-10, 2.53e-10, 6.08e-09, 0.00e+00, 4.04e-08, 1.58e-06] [1.78e-07, 5.47e-07, 5.85e-07, 4.36e-07, 4.54e-07, 1.62e-06, 2.91e-07, 3.12e-08, 1.29e-06, 3.67e-09, 4.54e-07, 1.11e-06, 8.11e-07, 1.15e-08, 5.63e-09, 0.00e+00, 9.47e-10, 2.53e-10, 6.08e-09, 0.00e+00, 4.04e-08, 1.58e-06] []
682200 [2.23e-06, 2.26e-06, 6.73e-06, 9.90e-06, 3.23e-06, 3.78e-06, 3.82e-06, 2.08e-04, 2.54e-08, 5.59e-06, 4.08e-05, 7.52e-05, 1.38e-04, 4.51e-04, 1.11e-05, 2.03e-07, 6.77e-07, 4.81e-07, 3.70e-05, 1.72e-08, 1.83e-04, 1.09e-07] [2.23e-06, 2.26e-06, 6.73e-06, 9.90e-06, 3.23e-06, 3.78e-06, 3.82e-06, 2.08e-04, 2.54e-08, 5.59e-06, 4.08e-05, 7.52e-05, 1.38e-04, 4.51e-04, 1.11e-05, 2.03e-07, 6.77e-07, 4.81e-07, 3.70e-05, 1.72e-08, 1.83e-04, 1.09e-07] []
682300 [1.95e-07, 6.11e-07, 7.27e-07, 4.62e-07, 4.79e-07, 1.64e-06, 2.49e-07, 1.60e-10, 6.39e-15, 1.31e-09, 4.43e-07, 9.52e-07, 7.06e-07, 2.39e-08, 3.49e-09, 3.82e-09, 0.00e+00, 2.20e-09, 2.55e-08, 1.64e-11, 1.55e-07, 3.16e-10] [1.95e-07, 6.11e-07, 7.27e-07, 4.62e-07, 4.79e-07, 1.64e-06, 2.49e-07, 1.60e-10, 6.39e-15, 1.31e-09, 4.43e-07, 9.52e-07, 7.06e-07, 2.39e-08, 3.49e-09, 3.82e-09, 0.00e+00, 2.20e-09, 2.55e-08, 1.64e-11, 1.55e-07, 3.16e-10] []
682400 [8.81e-05, 1.53e-05, 8.31e-06, 1.10e-05, 1.21e-05, 1.12e-05, 6.29e-06, 1.01e-05, 3.03e-09, 1.68e-04, 2.36e-04, 8.78e-04, 1.13e-03, 5.56e-03, 9.37e-05, 1.26e-04, 4.01e-05, 3.53e-05, 4.65e-06, 4.13e-09, 2.59e-05, 2.72e-08] [8.81e-05, 1.53e-05, 8.31e-06, 1.10e-05, 1.21e-05, 1.12e-05, 6.29e-06, 1.01e-05, 3.03e-09, 1.68e-04, 2.36e-04, 8.78e-04, 1.13e-03, 5.56e-03, 9.37e-05, 1.26e-04, 4.01e-05, 3.53e-05, 4.65e-06, 4.13e-09, 2.59e-05, 2.72e-08] []
682500 [1.91e-07, 5.59e-07, 7.09e-07, 4.63e-07, 4.75e-07, 1.65e-06, 2.23e-07, 1.17e-07, 2.84e-11, 4.75e-09, 4.39e-07, 9.41e-07, 7.51e-07, 1.82e-07, 6.64e-09, 6.44e-09, 4.87e-10, 3.56e-09, 2.46e-08, 4.55e-13, 1.55e-07, 7.91e-10] [1.91e-07, 5.59e-07, 7.09e-07, 4.63e-07, 4.75e-07, 1.65e-06, 2.23e-07, 1.17e-07, 2.84e-11, 4.75e-09, 4.39e-07, 9.41e-07, 7.51e-07, 1.82e-07, 6.64e-09, 6.44e-09, 4.87e-10, 3.56e-09, 2.46e-08, 4.55e-13, 1.55e-07, 7.91e-10] []
682600 [1.15e-05, 2.98e-06, 4.08e-06, 5.88e-06, 2.57e-06, 3.35e-06, 3.82e-06, 9.26e-07, 6.21e-09, 1.60e-05, 3.12e-05, 1.00e-04, 2.02e-04, 4.78e-04, 5.37e-06, 5.45e-06, 5.89e-06, 2.56e-06, 0.00e+00, 0.00e+00, 5.71e-07, 7.31e-09] [1.15e-05, 2.98e-06, 4.08e-06, 5.88e-06, 2.57e-06, 3.35e-06, 3.82e-06, 9.26e-07, 6.21e-09, 1.60e-05, 3.12e-05, 1.00e-04, 2.02e-04, 4.78e-04, 5.37e-06, 5.45e-06, 5.89e-06, 2.56e-06, 0.00e+00, 0.00e+00, 5.71e-07, 7.31e-09] []
682700 [1.83e-07, 5.48e-07, 6.81e-07, 4.34e-07, 4.45e-07, 1.64e-06, 2.08e-07, 1.74e-07, 2.01e-10, 5.67e-10, 4.30e-07, 9.57e-07, 6.83e-07, 4.18e-08, 7.02e-10, 1.83e-09, 0.00e+00, 9.86e-10, 0.00e+00, 1.43e-10, 9.96e-08, 8.74e-10] [1.83e-07, 5.48e-07, 6.81e-07, 4.34e-07, 4.45e-07, 1.64e-06, 2.08e-07, 1.74e-07, 2.01e-10, 5.67e-10, 4.30e-07, 9.57e-07, 6.83e-07, 4.18e-08, 7.02e-10, 1.83e-09, 0.00e+00, 9.86e-10, 0.00e+00, 1.43e-10, 9.96e-08, 8.74e-10] []
682800 [1.92e-06, 1.92e-06, 8.97e-07, 1.33e-06, 1.74e-06, 2.49e-06, 2.02e-06, 2.30e-05, 6.83e-07, 8.76e-07, 4.62e-05, 5.96e-05, 2.64e-05, 6.44e-05, 0.00e+00, 1.97e-08, 3.40e-10, 4.95e-08, 9.57e-06, 5.42e-08, 5.07e-05, 3.11e-07] [1.92e-06, 1.92e-06, 8.97e-07, 1.33e-06, 1.74e-06, 2.49e-06, 2.02e-06, 2.30e-05, 6.83e-07, 8.76e-07, 4.62e-05, 5.96e-05, 2.64e-05, 6.44e-05, 0.00e+00, 1.97e-08, 3.40e-10, 4.95e-08, 9.57e-06, 5.42e-08, 5.07e-05, 3.11e-07] []
682900 [1.81e-07, 5.40e-07, 6.65e-07, 4.38e-07, 4.39e-07, 1.64e-06, 1.97e-07, 2.50e-10, 6.82e-11, 7.54e-12, 4.04e-07, 8.56e-07, 6.27e-07, 2.65e-09, 1.92e-09, 3.60e-09, 1.45e-09, 1.82e-09, 1.36e-12, 1.50e-12, 3.75e-08, 4.23e-10] [1.81e-07, 5.40e-07, 6.65e-07, 4.38e-07, 4.39e-07, 1.64e-06, 1.97e-07, 2.50e-10, 6.82e-11, 7.54e-12, 4.04e-07, 8.56e-07, 6.27e-07, 2.65e-09, 1.92e-09, 3.60e-09, 1.45e-09, 1.82e-09, 1.36e-12, 1.50e-12, 3.75e-08, 4.23e-10] []
683000 [2.18e-06, 9.14e-07, 9.89e-07, 6.45e-07, 6.65e-07, 1.63e-06, 6.26e-07, 6.55e-06, 1.90e-08, 1.01e-06, 5.14e-06, 1.77e-05, 5.86e-06, 4.49e-05, 2.05e-07, 1.36e-06, 5.39e-09, 4.08e-07, 1.44e-06, 9.18e-10, 8.82e-06, 6.72e-09] [2.18e-06, 9.14e-07, 9.89e-07, 6.45e-07, 6.65e-07, 1.63e-06, 6.26e-07, 6.55e-06, 1.90e-08, 1.01e-06, 5.14e-06, 1.77e-05, 5.86e-06, 4.49e-05, 2.05e-07, 1.36e-06, 5.39e-09, 4.08e-07, 1.44e-06, 9.18e-10, 8.82e-06, 6.72e-09] []
683100 [2.03e-07, 5.12e-07, 5.95e-07, 4.25e-07, 4.22e-07, 1.65e-06, 1.94e-07, 2.92e-08, 4.31e-09, 2.17e-08, 4.50e-07, 8.84e-07, 8.89e-07, 8.27e-07, 1.59e-08, 1.62e-08, 9.99e-09, 1.32e-08, 3.45e-09, 0.00e+00, 2.61e-08, 2.38e-09] [2.03e-07, 5.12e-07, 5.95e-07, 4.25e-07, 4.22e-07, 1.65e-06, 1.94e-07, 2.92e-08, 4.31e-09, 2.17e-08, 4.50e-07, 8.84e-07, 8.89e-07, 8.27e-07, 1.59e-08, 1.62e-08, 9.99e-09, 1.32e-08, 3.45e-09, 0.00e+00, 2.61e-08, 2.38e-09] []
683200 [2.28e-07, 5.72e-07, 7.73e-07, 4.82e-07, 5.40e-07, 1.66e-06, 2.42e-07, 4.95e-07, 2.70e-07, 2.01e-09, 5.18e-07, 1.62e-06, 1.12e-06, 2.44e-07, 2.59e-08, 2.72e-08, 5.65e-09, 1.74e-09, 7.31e-08, 2.38e-07, 4.94e-07, 1.27e-06] [2.28e-07, 5.72e-07, 7.73e-07, 4.82e-07, 5.40e-07, 1.66e-06, 2.42e-07, 4.95e-07, 2.70e-07, 2.01e-09, 5.18e-07, 1.62e-06, 1.12e-06, 2.44e-07, 2.59e-08, 2.72e-08, 5.65e-09, 1.74e-09, 7.31e-08, 2.38e-07, 4.94e-07, 1.27e-06] []
683300 [3.48e-05, 5.78e-06, 3.82e-06, 5.81e-06, 6.56e-06, 3.73e-06, 3.78e-06, 4.52e-06, 9.12e-09, 4.93e-05, 7.28e-05, 3.21e-04, 4.38e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-06, 2.58e-08] [3.48e-05, 5.78e-06, 3.82e-06, 5.81e-06, 6.56e-06, 3.73e-06, 3.78e-06, 4.52e-06, 9.12e-09, 4.93e-05, 7.28e-05, 3.21e-04, 4.38e-04, 1.90e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.80e-06, 2.58e-08] []
683400 [1.75e-07, 5.26e-07, 6.45e-07, 4.25e-07, 4.51e-07, 1.64e-06, 2.11e-07, 1.21e-07, 1.66e-09, 1.39e-10, 4.26e-07, 9.11e-07, 7.11e-07, 1.24e-08, 1.47e-09, 5.40e-09, 0.00e+00, 3.48e-09, 6.31e-09, 2.32e-11, 4.07e-08, 3.53e-10] [1.75e-07, 5.26e-07, 6.45e-07, 4.25e-07, 4.51e-07, 1.64e-06, 2.11e-07, 1.21e-07, 1.66e-09, 1.39e-10, 4.26e-07, 9.11e-07, 7.11e-07, 1.24e-08, 1.47e-09, 5.40e-09, 0.00e+00, 3.48e-09, 6.31e-09, 2.32e-11, 4.07e-08, 3.53e-10] []
683500 [3.44e-07, 4.68e-07, 9.22e-07, 6.83e-07, 5.33e-07, 1.70e-06, 2.15e-07, 7.63e-07, 2.47e-10, 2.67e-08, 3.99e-06, 7.35e-06, 1.36e-05, 1.95e-06, 2.51e-08, 1.92e-09, 6.40e-08, 5.42e-08, 5.08e-08, 1.21e-09, 3.38e-07, 7.93e-09] [3.44e-07, 4.68e-07, 9.22e-07, 6.83e-07, 5.33e-07, 1.70e-06, 2.15e-07, 7.63e-07, 2.47e-10, 2.67e-08, 3.99e-06, 7.35e-06, 1.36e-05, 1.95e-06, 2.51e-08, 1.92e-09, 6.40e-08, 5.42e-08, 5.08e-08, 1.21e-09, 3.38e-07, 7.93e-09] []
683600 [2.04e-07, 5.25e-07, 6.15e-07, 4.33e-07, 4.20e-07, 1.65e-06, 2.01e-07, 3.44e-07, 5.57e-11, 2.29e-08, 4.26e-07, 8.97e-07, 7.41e-07, 7.58e-07, 1.68e-08, 1.61e-08, 9.12e-09, 1.29e-08, 0.00e+00, 9.07e-12, 2.65e-08, 2.60e-10] [2.04e-07, 5.25e-07, 6.15e-07, 4.33e-07, 4.20e-07, 1.65e-06, 2.01e-07, 3.44e-07, 5.57e-11, 2.29e-08, 4.26e-07, 8.97e-07, 7.41e-07, 7.58e-07, 1.68e-08, 1.61e-08, 9.12e-09, 1.29e-08, 0.00e+00, 9.07e-12, 2.65e-08, 2.60e-10] []
683700 [2.06e-07, 5.93e-07, 7.98e-07, 4.68e-07, 5.18e-07, 1.64e-06, 2.07e-07, 1.92e-07, 2.73e-12, 7.37e-08, 6.12e-07, 1.53e-06, 1.54e-06, 2.96e-06, 3.46e-09, 6.26e-13, 0.00e+00, 2.13e-09, 3.33e-08, 3.78e-11, 2.17e-07, 3.15e-10] [2.06e-07, 5.93e-07, 7.98e-07, 4.68e-07, 5.18e-07, 1.64e-06, 2.07e-07, 1.92e-07, 2.73e-12, 7.37e-08, 6.12e-07, 1.53e-06, 1.54e-06, 2.96e-06, 3.46e-09, 6.26e-13, 0.00e+00, 2.13e-09, 3.33e-08, 3.78e-11, 2.17e-07, 3.15e-10] []
683800 [6.20e-05, 1.04e-05, 5.59e-06, 7.62e-06, 8.86e-06, 8.13e-06, 5.28e-06, 7.81e-06, 1.37e-05, 1.14e-04, 1.61e-04, 6.19e-04, 7.76e-04, 3.80e-03, 5.95e-05, 8.48e-05, 2.54e-05, 2.37e-05, 3.95e-06, 3.98e-05, 2.23e-05, 1.48e-04] [6.20e-05, 1.04e-05, 5.59e-06, 7.62e-06, 8.86e-06, 8.13e-06, 5.28e-06, 7.81e-06, 1.37e-05, 1.14e-04, 1.61e-04, 6.19e-04, 7.76e-04, 3.80e-03, 5.95e-05, 8.48e-05, 2.54e-05, 2.37e-05, 3.95e-06, 3.98e-05, 2.23e-05, 1.48e-04] []
683900 [1.73e-07, 5.23e-07, 6.17e-07, 4.35e-07, 4.41e-07, 1.62e-06, 2.17e-07, 2.99e-08, 4.03e-09, 2.87e-10, 4.11e-07, 9.37e-07, 6.86e-07, 5.98e-09, 1.01e-09, 3.47e-09, 2.83e-11, 1.02e-11, 1.34e-10, 1.36e-09, 1.11e-08, 9.05e-09] [1.73e-07, 5.23e-07, 6.17e-07, 4.35e-07, 4.41e-07, 1.62e-06, 2.17e-07, 2.99e-08, 4.03e-09, 2.87e-10, 4.11e-07, 9.37e-07, 6.86e-07, 5.98e-09, 1.01e-09, 3.47e-09, 2.83e-11, 1.02e-11, 1.34e-10, 1.36e-09, 1.11e-08, 9.05e-09] []
684000 [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07] [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.448172 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
684000 [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07] [3.57e-07, 5.45e-07, 8.06e-07, 4.96e-07, 4.75e-07, 1.58e-06, 2.25e-07, 8.87e-08, 4.63e-07, 7.03e-08, 1.72e-06, 3.20e-06, 7.60e-06, 8.18e-06, 4.94e-09, 0.00e+00, 0.00e+00, 2.67e-10, 4.83e-10, 2.76e-08, 8.74e-08, 1.70e-07] []
684100 [8.70e-06, 1.78e-06, 1.26e-06, 1.23e-06, 1.25e-06, 2.60e-06, 5.34e-07, 1.29e-06, 2.02e-10, 1.20e-05, 2.04e-05, 6.54e-05, 1.25e-04, 4.41e-04, 6.18e-06, 5.13e-06, 3.56e-06, 3.23e-06, 6.74e-07, 3.55e-11, 4.28e-06, 3.27e-10] [8.70e-06, 1.78e-06, 1.26e-06, 1.23e-06, 1.25e-06, 2.60e-06, 5.34e-07, 1.29e-06, 2.02e-10, 1.20e-05, 2.04e-05, 6.54e-05, 1.25e-04, 4.41e-04, 6.18e-06, 5.13e-06, 3.56e-06, 3.23e-06, 6.74e-07, 3.55e-11, 4.28e-06, 3.27e-10] []
684200 [1.73e-07, 5.62e-07, 7.19e-07, 4.34e-07, 4.67e-07, 1.64e-06, 2.06e-07, 1.66e-09, 2.95e-09, 2.47e-08, 4.95e-07, 1.29e-06, 8.40e-07, 2.98e-07, 1.53e-09, 1.78e-10, 0.00e+00, 1.74e-09, 0.00e+00, 3.84e-10, 4.21e-08, 2.33e-09] [1.73e-07, 5.62e-07, 7.19e-07, 4.34e-07, 4.67e-07, 1.64e-06, 2.06e-07, 1.66e-09, 2.95e-09, 2.47e-08, 4.95e-07, 1.29e-06, 8.40e-07, 2.98e-07, 1.53e-09, 1.78e-10, 0.00e+00, 1.74e-09, 0.00e+00, 3.84e-10, 4.21e-08, 2.33e-09] []
684300 [5.24e-06, 2.57e-06, 5.20e-06, 5.05e-06, 1.86e-06, 3.84e-06, 2.21e-06, 7.65e-05, 1.40e-07, 1.71e-05, 6.60e-05, 6.96e-05, 3.10e-04, 6.48e-04, 8.78e-06, 6.44e-07, 7.69e-06, 2.49e-06, 1.72e-05, 1.38e-08, 8.79e-05, 8.60e-08] [5.24e-06, 2.57e-06, 5.20e-06, 5.05e-06, 1.86e-06, 3.84e-06, 2.21e-06, 7.65e-05, 1.40e-07, 1.71e-05, 6.60e-05, 6.96e-05, 3.10e-04, 6.48e-04, 8.78e-06, 6.44e-07, 7.69e-06, 2.49e-06, 1.72e-05, 1.38e-08, 8.79e-05, 8.60e-08] []
684400 [1.67e-07, 5.65e-07, 6.74e-07, 4.22e-07, 4.46e-07, 1.64e-06, 2.05e-07, 3.42e-08, 7.04e-06, 3.82e-08, 8.92e-07, 1.52e-06, 1.31e-06, 2.27e-07, 1.42e-09, 1.82e-09, 1.72e-10, 5.75e-09, 8.34e-10, 2.92e-07, 1.39e-08, 1.53e-06] [1.67e-07, 5.65e-07, 6.74e-07, 4.22e-07, 4.46e-07, 1.64e-06, 2.05e-07, 3.42e-08, 7.04e-06, 3.82e-08, 8.92e-07, 1.52e-06, 1.31e-06, 2.27e-07, 1.42e-09, 1.82e-09, 1.72e-10, 5.75e-09, 8.34e-10, 2.92e-07, 1.39e-08, 1.53e-06] []
684500 [4.12e-06, 2.91e-06, 1.42e-06, 5.71e-07, 9.38e-07, 1.77e-06, 7.94e-07, 1.46e-06, 9.85e-07, 5.79e-07, 8.63e-05, 6.97e-05, 1.43e-04, 1.47e-06, 4.17e-07, 6.22e-07, 0.00e+00, 9.39e-08, 0.00e+00, 0.00e+00, 3.32e-05, 3.14e-07] [4.12e-06, 2.91e-06, 1.42e-06, 5.71e-07, 9.38e-07, 1.77e-06, 7.94e-07, 1.46e-06, 9.85e-07, 5.79e-07, 8.63e-05, 6.97e-05, 1.43e-04, 1.47e-06, 4.17e-07, 6.22e-07, 0.00e+00, 9.39e-08, 0.00e+00, 0.00e+00, 3.32e-05, 3.14e-07] []
684600 [1.86e-07, 5.82e-07, 7.15e-07, 4.56e-07, 4.50e-07, 1.65e-06, 2.01e-07, 1.06e-10, 2.49e-10, 5.88e-12, 4.04e-07, 9.01e-07, 6.46e-07, 9.25e-09, 1.24e-09, 2.46e-09, 1.56e-10, 2.54e-10, 0.00e+00, 0.00e+00, 3.25e-08, 1.77e-09] [1.86e-07, 5.82e-07, 7.15e-07, 4.56e-07, 4.50e-07, 1.65e-06, 2.01e-07, 1.06e-10, 2.49e-10, 5.88e-12, 4.04e-07, 9.01e-07, 6.46e-07, 9.25e-09, 1.24e-09, 2.46e-09, 1.56e-10, 2.54e-10, 0.00e+00, 0.00e+00, 3.25e-08, 1.77e-09] []
684700 [5.89e-06, 3.42e-06, 1.68e-06, 4.01e-06, 2.86e-06, 3.09e-06, 3.99e-06, 6.06e-05, 8.59e-07, 1.74e-05, 1.99e-05, 1.17e-04, 6.05e-05, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-08, 0.00e+00, 8.61e-08, 6.13e-05, 4.81e-07] [5.89e-06, 3.42e-06, 1.68e-06, 4.01e-06, 2.86e-06, 3.09e-06, 3.99e-06, 6.06e-05, 8.59e-07, 1.74e-05, 1.99e-05, 1.17e-04, 6.05e-05, 4.91e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.44e-08, 0.00e+00, 8.61e-08, 6.13e-05, 4.81e-07] []
684800 [1.72e-07, 5.47e-07, 6.36e-07, 4.14e-07, 4.51e-07, 1.65e-06, 2.13e-07, 6.03e-07, 6.01e-08, 2.45e-08, 9.66e-07, 1.07e-06, 1.17e-06, 2.77e-08, 2.78e-09, 4.93e-09, 6.24e-10, 6.62e-09, 0.00e+00, 6.02e-07, 3.95e-07, 2.93e-06] [1.72e-07, 5.47e-07, 6.36e-07, 4.14e-07, 4.51e-07, 1.65e-06, 2.13e-07, 6.03e-07, 6.01e-08, 2.45e-08, 9.66e-07, 1.07e-06, 1.17e-06, 2.77e-08, 2.78e-09, 4.93e-09, 6.24e-10, 6.62e-09, 0.00e+00, 6.02e-07, 3.95e-07, 2.93e-06] []
684900 [1.44e-06, 1.36e-06, 7.78e-07, 8.04e-07, 8.24e-07, 1.94e-06, 5.06e-07, 2.12e-07, 3.13e-08, 1.56e-06, 3.86e-05, 2.53e-05, 8.91e-05, 4.09e-05, 2.31e-07, 3.40e-07, 2.64e-06, 2.53e-07, 1.11e-06, 2.88e-09, 6.58e-06, 1.93e-08] [1.44e-06, 1.36e-06, 7.78e-07, 8.04e-07, 8.24e-07, 1.94e-06, 5.06e-07, 2.12e-07, 3.13e-08, 1.56e-06, 3.86e-05, 2.53e-05, 8.91e-05, 4.09e-05, 2.31e-07, 3.40e-07, 2.64e-06, 2.53e-07, 1.11e-06, 2.88e-09, 6.58e-06, 1.93e-08] []
685000 [1.77e-07, 5.41e-07, 6.08e-07, 4.38e-07, 4.17e-07, 1.64e-06, 2.01e-07, 2.03e-08, 6.99e-10, 3.40e-10, 3.90e-07, 8.39e-07, 6.03e-07, 9.84e-09, 3.25e-09, 5.17e-09, 2.78e-09, 2.63e-09, 5.80e-09, 7.92e-11, 3.86e-08, 5.33e-10] [1.77e-07, 5.41e-07, 6.08e-07, 4.38e-07, 4.17e-07, 1.64e-06, 2.01e-07, 2.03e-08, 6.99e-10, 3.40e-10, 3.90e-07, 8.39e-07, 6.03e-07, 9.84e-09, 3.25e-09, 5.17e-09, 2.78e-09, 2.63e-09, 5.80e-09, 7.92e-11, 3.86e-08, 5.33e-10] []
685100 [5.09e-07, 5.50e-07, 1.10e-06, 6.44e-07, 5.34e-07, 1.73e-06, 2.20e-07, 4.53e-07, 9.28e-07, 1.82e-08, 6.99e-06, 6.86e-06, 1.67e-05, 5.93e-06, 7.71e-08, 2.25e-08, 1.46e-07, 7.94e-08, 2.16e-07, 5.06e-09, 1.43e-06, 8.61e-07] [5.09e-07, 5.50e-07, 1.10e-06, 6.44e-07, 5.34e-07, 1.73e-06, 2.20e-07, 4.53e-07, 9.28e-07, 1.82e-08, 6.99e-06, 6.86e-06, 1.67e-05, 5.93e-06, 7.71e-08, 2.25e-08, 1.46e-07, 7.94e-08, 2.16e-07, 5.06e-09, 1.43e-06, 8.61e-07] []
685200 [1.78e-07, 5.51e-07, 6.24e-07, 4.38e-07, 4.13e-07, 1.65e-06, 1.95e-07, 9.25e-09, 6.95e-10, 1.73e-10, 3.95e-07, 8.29e-07, 5.84e-07, 5.88e-09, 1.21e-09, 3.62e-09, 4.96e-09, 1.15e-09, 5.04e-11, 4.07e-12, 1.61e-08, 7.34e-10] [1.78e-07, 5.51e-07, 6.24e-07, 4.38e-07, 4.13e-07, 1.65e-06, 1.95e-07, 9.25e-09, 6.95e-10, 1.73e-10, 3.95e-07, 8.29e-07, 5.84e-07, 5.88e-09, 1.21e-09, 3.62e-09, 4.96e-09, 1.15e-09, 5.04e-11, 4.07e-12, 1.61e-08, 7.34e-10] []
685300 [5.58e-07, 5.82e-07, 1.05e-06, 5.68e-07, 4.51e-07, 1.70e-06, 3.36e-07, 7.39e-06, 6.73e-06, 4.35e-07, 1.10e-06, 3.43e-06, 4.66e-06, 1.45e-05, 8.22e-09, 6.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-05, 2.96e-06, 1.26e-04] [5.58e-07, 5.82e-07, 1.05e-06, 5.68e-07, 4.51e-07, 1.70e-06, 3.36e-07, 7.39e-06, 6.73e-06, 4.35e-07, 1.10e-06, 3.43e-06, 4.66e-06, 1.45e-05, 8.22e-09, 6.30e-10, 0.00e+00, 0.00e+00, 0.00e+00, 3.28e-05, 2.96e-06, 1.26e-04] []
685400 [1.69e-07, 5.24e-07, 5.96e-07, 4.27e-07, 4.01e-07, 1.64e-06, 2.19e-07, 5.31e-08, 1.36e-09, 8.24e-10, 3.85e-07, 8.50e-07, 5.98e-07, 9.11e-08, 3.68e-10, 2.48e-09, 3.80e-09, 2.91e-10, 0.00e+00, 8.24e-12, 1.01e-07, 4.43e-10] [1.69e-07, 5.24e-07, 5.96e-07, 4.27e-07, 4.01e-07, 1.64e-06, 2.19e-07, 5.31e-08, 1.36e-09, 8.24e-10, 3.85e-07, 8.50e-07, 5.98e-07, 9.11e-08, 3.68e-10, 2.48e-09, 3.80e-09, 2.91e-10, 0.00e+00, 8.24e-12, 1.01e-07, 4.43e-10] []
685500 [2.09e-07, 5.02e-07, 7.85e-07, 4.43e-07, 4.77e-07, 1.66e-06, 2.22e-07, 3.35e-07, 1.15e-08, 1.08e-07, 5.90e-07, 1.38e-06, 1.41e-06, 1.32e-06, 5.03e-09, 0.00e+00, 0.00e+00, 1.15e-08, 0.00e+00, 3.58e-10, 4.87e-07, 2.44e-09] [2.09e-07, 5.02e-07, 7.85e-07, 4.43e-07, 4.77e-07, 1.66e-06, 2.22e-07, 3.35e-07, 1.15e-08, 1.08e-07, 5.90e-07, 1.38e-06, 1.41e-06, 1.32e-06, 5.03e-09, 0.00e+00, 0.00e+00, 1.15e-08, 0.00e+00, 3.58e-10, 4.87e-07, 2.44e-09] []
685600 [4.23e-05, 1.17e-05, 4.17e-06, 6.59e-06, 2.92e-06, 6.43e-06, 1.40e-06, 8.69e-06, 5.69e-10, 4.78e-05, 6.46e-05, 3.51e-04, 5.00e-04, 1.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 2.53e-09] [4.23e-05, 1.17e-05, 4.17e-06, 6.59e-06, 2.92e-06, 6.43e-06, 1.40e-06, 8.69e-06, 5.69e-10, 4.78e-05, 6.46e-05, 3.51e-04, 5.00e-04, 1.99e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 2.79e-05, 2.53e-09] []
685700 [1.80e-07, 5.62e-07, 7.14e-07, 4.39e-07, 4.65e-07, 1.65e-06, 2.05e-07, 4.26e-08, 2.99e-10, 2.04e-09, 4.53e-07, 1.02e-06, 8.62e-07, 2.64e-08, 3.55e-09, 3.35e-09, 9.16e-11, 3.23e-09, 1.56e-08, 1.88e-10, 9.49e-08, 1.10e-09] [1.80e-07, 5.62e-07, 7.14e-07, 4.39e-07, 4.65e-07, 1.65e-06, 2.05e-07, 4.26e-08, 2.99e-10, 2.04e-09, 4.53e-07, 1.02e-06, 8.62e-07, 2.64e-08, 3.55e-09, 3.35e-09, 9.16e-11, 3.23e-09, 1.56e-08, 1.88e-10, 9.49e-08, 1.10e-09] []
685800 [3.28e-06, 2.71e-06, 2.96e-06, 3.28e-06, 1.53e-06, 2.18e-06, 1.89e-06, 3.04e-05, 1.01e-07, 8.18e-06, 2.07e-05, 6.29e-05, 1.65e-04, 4.03e-04, 6.76e-06, 2.55e-06, 2.15e-06, 1.65e-06, 0.00e+00, 1.33e-08, 1.60e-05, 8.38e-08] [3.28e-06, 2.71e-06, 2.96e-06, 3.28e-06, 1.53e-06, 2.18e-06, 1.89e-06, 3.04e-05, 1.01e-07, 8.18e-06, 2.07e-05, 6.29e-05, 1.65e-04, 4.03e-04, 6.76e-06, 2.55e-06, 2.15e-06, 1.65e-06, 0.00e+00, 1.33e-08, 1.60e-05, 8.38e-08] []
685900 [1.73e-07, 5.27e-07, 6.23e-07, 4.30e-07, 4.29e-07, 1.64e-06, 1.97e-07, 7.32e-08, 3.66e-10, 1.58e-09, 3.97e-07, 8.99e-07, 6.35e-07, 4.80e-08, 5.79e-10, 3.32e-09, 5.18e-10, 1.31e-10, 0.00e+00, 1.54e-11, 8.06e-08, 2.65e-10] [1.73e-07, 5.27e-07, 6.23e-07, 4.30e-07, 4.29e-07, 1.64e-06, 1.97e-07, 7.32e-08, 3.66e-10, 1.58e-09, 3.97e-07, 8.99e-07, 6.35e-07, 4.80e-08, 5.79e-10, 3.32e-09, 5.18e-10, 1.31e-10, 0.00e+00, 1.54e-11, 8.06e-08, 2.65e-10] []
686000 [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07] [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.679948 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
686000 [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07] [2.39e-07, 5.42e-07, 6.44e-07, 4.54e-07, 4.49e-07, 1.62e-06, 4.47e-07, 5.09e-07, 7.13e-06, 1.06e-06, 1.66e-06, 2.14e-06, 3.85e-06, 3.94e-06, 1.32e-08, 2.09e-09, 1.95e-08, 0.00e+00, 1.30e-07, 7.69e-08, 8.80e-07, 3.38e-07] []
686100 [3.50e-05, 5.85e-06, 3.37e-06, 3.88e-06, 3.96e-06, 5.20e-06, 2.28e-06, 1.21e-05, 3.77e-11, 5.27e-05, 7.84e-05, 2.81e-04, 4.41e-04, 1.83e-03, 2.99e-05, 2.99e-05, 1.51e-05, 1.31e-05, 4.08e-06, 3.82e-10, 2.32e-05, 2.14e-09] [3.50e-05, 5.85e-06, 3.37e-06, 3.88e-06, 3.96e-06, 5.20e-06, 2.28e-06, 1.21e-05, 3.77e-11, 5.27e-05, 7.84e-05, 2.81e-04, 4.41e-04, 1.83e-03, 2.99e-05, 2.99e-05, 1.51e-05, 1.31e-05, 4.08e-06, 3.82e-10, 2.32e-05, 2.14e-09] []
686200 [1.68e-07, 5.43e-07, 6.21e-07, 4.19e-07, 4.42e-07, 1.63e-06, 3.44e-07, 9.07e-10, 2.62e-10, 2.63e-09, 4.72e-07, 1.04e-06, 8.02e-07, 2.75e-08, 2.38e-09, 9.26e-10, 4.48e-11, 1.17e-10, 2.00e-09, 5.93e-11, 1.77e-08, 5.69e-10] [1.68e-07, 5.43e-07, 6.21e-07, 4.19e-07, 4.42e-07, 1.63e-06, 3.44e-07, 9.07e-10, 2.62e-10, 2.63e-09, 4.72e-07, 1.04e-06, 8.02e-07, 2.75e-08, 2.38e-09, 9.26e-10, 4.48e-11, 1.17e-10, 2.00e-09, 5.93e-11, 1.77e-08, 5.69e-10] []
686300 [1.22e-06, 1.41e-06, 8.54e-07, 6.26e-07, 8.78e-07, 1.99e-06, 8.81e-07, 1.76e-05, 6.61e-09, 5.65e-07, 3.06e-05, 2.21e-05, 6.48e-05, 2.02e-05, 9.34e-08, 1.50e-07, 1.41e-06, 4.91e-07, 8.31e-06, 1.45e-12, 4.44e-05, 4.81e-10] [1.22e-06, 1.41e-06, 8.54e-07, 6.26e-07, 8.78e-07, 1.99e-06, 8.81e-07, 1.76e-05, 6.61e-09, 5.65e-07, 3.06e-05, 2.21e-05, 6.48e-05, 2.02e-05, 9.34e-08, 1.50e-07, 1.41e-06, 4.91e-07, 8.31e-06, 1.45e-12, 4.44e-05, 4.81e-10] []
686400 [1.70e-07, 5.18e-07, 6.01e-07, 4.19e-07, 4.06e-07, 1.62e-06, 2.78e-07, 6.58e-10, 1.27e-11, 9.82e-09, 3.93e-07, 9.50e-07, 6.57e-07, 3.52e-07, 9.61e-12, 1.79e-09, 1.66e-09, 2.75e-11, 0.00e+00, 9.20e-12, 1.55e-07, 3.59e-10] [1.70e-07, 5.18e-07, 6.01e-07, 4.19e-07, 4.06e-07, 1.62e-06, 2.78e-07, 6.58e-10, 1.27e-11, 9.82e-09, 3.93e-07, 9.50e-07, 6.57e-07, 3.52e-07, 9.61e-12, 1.79e-09, 1.66e-09, 2.75e-11, 0.00e+00, 9.20e-12, 1.55e-07, 3.59e-10] []
686500 [1.99e-07, 5.22e-07, 7.59e-07, 5.23e-07, 5.05e-07, 1.62e-06, 2.66e-07, 3.43e-08, 3.35e-09, 5.50e-09, 5.08e-07, 1.27e-06, 9.48e-07, 2.13e-07, 1.56e-08, 6.80e-09, 0.00e+00, 1.07e-08, 9.13e-09, 4.27e-11, 5.60e-08, 4.92e-10] [1.99e-07, 5.22e-07, 7.59e-07, 5.23e-07, 5.05e-07, 1.62e-06, 2.66e-07, 3.43e-08, 3.35e-09, 5.50e-09, 5.08e-07, 1.27e-06, 9.48e-07, 2.13e-07, 1.56e-08, 6.80e-09, 0.00e+00, 1.07e-08, 9.13e-09, 4.27e-11, 5.60e-08, 4.92e-10] []
686600 [4.73e-05, 7.58e-06, 4.30e-06, 8.08e-06, 6.77e-06, 4.30e-06, 4.36e-06, 2.43e-05, 1.45e-08, 5.02e-05, 9.78e-05, 3.83e-04, 7.47e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-10, 4.98e-05, 2.35e-09] [4.73e-05, 7.58e-06, 4.30e-06, 8.08e-06, 6.77e-06, 4.30e-06, 4.36e-06, 2.43e-05, 1.45e-08, 5.02e-05, 9.78e-05, 3.83e-04, 7.47e-04, 2.14e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 4.05e-10, 4.98e-05, 2.35e-09] []
686700 [1.81e-07, 5.44e-07, 6.86e-07, 4.37e-07, 4.50e-07, 1.63e-06, 2.37e-07, 9.82e-08, 1.35e-10, 1.78e-09, 4.59e-07, 9.84e-07, 7.16e-07, 1.52e-08, 9.76e-10, 2.34e-09, 0.00e+00, 1.21e-09, 1.91e-10, 5.58e-12, 1.25e-08, 3.38e-10] [1.81e-07, 5.44e-07, 6.86e-07, 4.37e-07, 4.50e-07, 1.63e-06, 2.37e-07, 9.82e-08, 1.35e-10, 1.78e-09, 4.59e-07, 9.84e-07, 7.16e-07, 1.52e-08, 9.76e-10, 2.34e-09, 0.00e+00, 1.21e-09, 1.91e-10, 5.58e-12, 1.25e-08, 3.38e-10] []
686800 [2.47e-06, 9.33e-07, 9.85e-07, 6.17e-07, 6.91e-07, 1.65e-06, 6.34e-07, 1.84e-05, 1.81e-08, 5.73e-07, 2.64e-06, 1.61e-05, 6.23e-06, 4.56e-05, 1.82e-07, 1.54e-06, 7.16e-09, 6.02e-07, 3.51e-06, 0.00e+00, 2.03e-05, 6.26e-08] [2.47e-06, 9.33e-07, 9.85e-07, 6.17e-07, 6.91e-07, 1.65e-06, 6.34e-07, 1.84e-05, 1.81e-08, 5.73e-07, 2.64e-06, 1.61e-05, 6.23e-06, 4.56e-05, 1.82e-07, 1.54e-06, 7.16e-09, 6.02e-07, 3.51e-06, 0.00e+00, 2.03e-05, 6.26e-08] []
686900 [1.78e-07, 5.14e-07, 6.13e-07, 4.32e-07, 4.12e-07, 1.63e-06, 2.18e-07, 6.44e-08, 9.81e-12, 2.28e-09, 3.99e-07, 8.10e-07, 6.39e-07, 9.18e-08, 6.04e-09, 6.71e-09, 6.05e-09, 4.27e-09, 1.97e-09, 1.26e-10, 1.88e-08, 7.59e-10] [1.78e-07, 5.14e-07, 6.13e-07, 4.32e-07, 4.12e-07, 1.63e-06, 2.18e-07, 6.44e-08, 9.81e-12, 2.28e-09, 3.99e-07, 8.10e-07, 6.39e-07, 9.18e-08, 6.04e-09, 6.71e-09, 6.05e-09, 4.27e-09, 1.97e-09, 1.26e-10, 1.88e-08, 7.59e-10] []
687000 [2.37e-07, 5.51e-07, 8.59e-07, 4.91e-07, 5.13e-07, 1.62e-06, 2.24e-07, 6.19e-07, 7.61e-09, 4.01e-08, 5.82e-07, 1.98e-06, 1.03e-06, 1.63e-06, 3.22e-09, 0.00e+00, 0.00e+00, 4.85e-09, 0.00e+00, 6.66e-11, 3.66e-07, 3.89e-10] [2.37e-07, 5.51e-07, 8.59e-07, 4.91e-07, 5.13e-07, 1.62e-06, 2.24e-07, 6.19e-07, 7.61e-09, 4.01e-08, 5.82e-07, 1.98e-06, 1.03e-06, 1.63e-06, 3.22e-09, 0.00e+00, 0.00e+00, 4.85e-09, 0.00e+00, 6.66e-11, 3.66e-07, 3.89e-10] []
687100 [3.59e-07, 5.42e-07, 6.39e-07, 4.66e-07, 4.27e-07, 1.68e-06, 2.16e-07, 1.41e-08, 5.55e-10, 1.98e-07, 7.32e-07, 1.80e-06, 2.60e-06, 7.42e-06, 9.56e-08, 7.13e-08, 5.58e-08, 6.39e-08, 6.06e-08, 1.83e-11, 3.96e-07, 2.84e-10] [3.59e-07, 5.42e-07, 6.39e-07, 4.66e-07, 4.27e-07, 1.68e-06, 2.16e-07, 1.41e-08, 5.55e-10, 1.98e-07, 7.32e-07, 1.80e-06, 2.60e-06, 7.42e-06, 9.56e-08, 7.13e-08, 5.58e-08, 6.39e-08, 6.06e-08, 1.83e-11, 3.96e-07, 2.84e-10] []
687200 [2.22e-07, 5.74e-07, 7.65e-07, 4.78e-07, 5.06e-07, 1.65e-06, 2.26e-07, 5.96e-08, 2.00e-07, 2.34e-08, 5.58e-07, 1.28e-06, 9.53e-07, 1.22e-06, 1.75e-08, 7.20e-09, 2.02e-09, 2.78e-09, 3.22e-09, 0.00e+00, 2.43e-08, 1.67e-07] [2.22e-07, 5.74e-07, 7.65e-07, 4.78e-07, 5.06e-07, 1.65e-06, 2.26e-07, 5.96e-08, 2.00e-07, 2.34e-08, 5.58e-07, 1.28e-06, 9.53e-07, 1.22e-06, 1.75e-08, 7.20e-09, 2.02e-09, 2.78e-09, 3.22e-09, 0.00e+00, 2.43e-08, 1.67e-07] []
687300 [4.06e-05, 7.05e-06, 3.65e-06, 4.75e-06, 4.81e-06, 5.98e-06, 2.20e-06, 1.18e-05, 1.34e-06, 6.44e-05, 9.89e-05, 3.49e-04, 5.59e-04, 2.29e-03, 3.82e-05, 3.85e-05, 1.85e-05, 1.68e-05, 4.68e-06, 2.21e-07, 2.63e-05, 1.17e-06] [4.06e-05, 7.05e-06, 3.65e-06, 4.75e-06, 4.81e-06, 5.98e-06, 2.20e-06, 1.18e-05, 1.34e-06, 6.44e-05, 9.89e-05, 3.49e-04, 5.59e-04, 2.29e-03, 3.82e-05, 3.85e-05, 1.85e-05, 1.68e-05, 4.68e-06, 2.21e-07, 2.63e-05, 1.17e-06] []
687400 [1.81e-07, 5.98e-07, 7.52e-07, 4.67e-07, 4.55e-07, 1.64e-06, 2.38e-07, 1.18e-09, 5.04e-08, 3.05e-09, 4.48e-07, 1.07e-06, 7.74e-07, 3.55e-08, 1.68e-09, 8.47e-10, 0.00e+00, 6.23e-10, 4.35e-09, 0.00e+00, 2.92e-08, 8.68e-08] [1.81e-07, 5.98e-07, 7.52e-07, 4.67e-07, 4.55e-07, 1.64e-06, 2.38e-07, 1.18e-09, 5.04e-08, 3.05e-09, 4.48e-07, 1.07e-06, 7.74e-07, 3.55e-08, 1.68e-09, 8.47e-10, 0.00e+00, 6.23e-10, 4.35e-09, 0.00e+00, 2.92e-08, 8.68e-08] []
687500 [6.02e-07, 6.95e-07, 6.03e-07, 4.74e-07, 3.42e-07, 1.65e-06, 2.21e-07, 2.21e-08, 1.53e-10, 5.53e-07, 1.12e-06, 4.68e-06, 6.87e-06, 2.32e-05, 0.00e+00, 0.00e+00, 1.98e-09, 0.00e+00, 0.00e+00, 1.28e-11, 3.46e-07, 3.36e-10] [6.02e-07, 6.95e-07, 6.03e-07, 4.74e-07, 3.42e-07, 1.65e-06, 2.21e-07, 2.21e-08, 1.53e-10, 5.53e-07, 1.12e-06, 4.68e-06, 6.87e-06, 2.32e-05, 0.00e+00, 0.00e+00, 1.98e-09, 0.00e+00, 0.00e+00, 1.28e-11, 3.46e-07, 3.36e-10] []
687600 [2.03e-07, 6.04e-07, 8.41e-07, 5.03e-07, 5.09e-07, 1.65e-06, 2.31e-07, 4.71e-08, 2.05e-08, 4.70e-08, 5.12e-07, 1.09e-06, 1.07e-06, 3.50e-07, 9.41e-09, 1.48e-08, 0.00e+00, 7.75e-09, 8.59e-09, 0.00e+00, 5.32e-08, 8.94e-08] [2.03e-07, 6.04e-07, 8.41e-07, 5.03e-07, 5.09e-07, 1.65e-06, 2.31e-07, 4.71e-08, 2.05e-08, 4.70e-08, 5.12e-07, 1.09e-06, 1.07e-06, 3.50e-07, 9.41e-09, 1.48e-08, 0.00e+00, 7.75e-09, 8.59e-09, 0.00e+00, 5.32e-08, 8.94e-08] []
687700 [1.74e-07, 5.37e-07, 6.34e-07, 4.59e-07, 3.83e-07, 1.64e-06, 2.10e-07, 5.34e-09, 5.10e-10, 1.68e-10, 3.74e-07, 7.68e-07, 5.23e-07, 2.83e-09, 2.55e-09, 4.41e-09, 7.01e-09, 1.81e-09, 0.00e+00, 1.22e-10, 4.56e-08, 7.60e-10] [1.74e-07, 5.37e-07, 6.34e-07, 4.59e-07, 3.83e-07, 1.64e-06, 2.10e-07, 5.34e-09, 5.10e-10, 1.68e-10, 3.74e-07, 7.68e-07, 5.23e-07, 2.83e-09, 2.55e-09, 4.41e-09, 7.01e-09, 1.81e-09, 0.00e+00, 1.22e-10, 4.56e-08, 7.60e-10] []
687800 [4.28e-07, 5.72e-07, 9.94e-07, 5.83e-07, 4.91e-07, 1.63e-06, 2.26e-07, 5.24e-06, 2.67e-09, 1.70e-07, 1.49e-06, 2.97e-06, 7.87e-06, 9.66e-06, 7.38e-09, 4.24e-11, 0.00e+00, 3.11e-09, 5.54e-07, 2.04e-09, 3.59e-06, 1.36e-08] [4.28e-07, 5.72e-07, 9.94e-07, 5.83e-07, 4.91e-07, 1.63e-06, 2.26e-07, 5.24e-06, 2.67e-09, 1.70e-07, 1.49e-06, 2.97e-06, 7.87e-06, 9.66e-06, 7.38e-09, 4.24e-11, 0.00e+00, 3.11e-09, 5.54e-07, 2.04e-09, 3.59e-06, 1.36e-08] []
687900 [1.75e-07, 5.25e-07, 6.14e-07, 4.43e-07, 3.94e-07, 1.64e-06, 1.98e-07, 2.26e-07, 1.68e-09, 1.21e-10, 4.01e-07, 8.13e-07, 5.78e-07, 6.66e-09, 2.10e-09, 3.86e-09, 5.40e-09, 7.80e-10, 0.00e+00, 3.33e-11, 2.15e-08, 3.66e-10] [1.75e-07, 5.25e-07, 6.14e-07, 4.43e-07, 3.94e-07, 1.64e-06, 1.98e-07, 2.26e-07, 1.68e-09, 1.21e-10, 4.01e-07, 8.13e-07, 5.78e-07, 6.66e-09, 2.10e-09, 3.86e-09, 5.40e-09, 7.80e-10, 0.00e+00, 3.33e-11, 2.15e-08, 3.66e-10] []
688000 [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08] [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 42.747306 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
688000 [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08] [2.51e-07, 4.89e-07, 7.59e-07, 4.69e-07, 4.92e-07, 1.66e-06, 2.63e-07, 3.92e-06, 4.68e-06, 5.41e-08, 2.46e-06, 2.08e-06, 3.08e-06, 5.70e-07, 2.52e-08, 3.26e-08, 4.38e-11, 9.47e-08, 0.00e+00, 3.02e-08, 4.70e-07, 6.64e-08] []
688100 [3.75e-07, 5.12e-07, 6.07e-07, 4.47e-07, 4.23e-07, 1.70e-06, 2.40e-07, 4.33e-09, 1.48e-09, 2.34e-07, 7.98e-07, 1.94e-06, 3.13e-06, 8.77e-06, 1.09e-07, 7.87e-08, 6.24e-08, 7.48e-08, 1.50e-09, 1.21e-12, 1.62e-08, 9.73e-10] [3.75e-07, 5.12e-07, 6.07e-07, 4.47e-07, 4.23e-07, 1.70e-06, 2.40e-07, 4.33e-09, 1.48e-09, 2.34e-07, 7.98e-07, 1.94e-06, 3.13e-06, 8.77e-06, 1.09e-07, 7.87e-08, 6.24e-08, 7.48e-08, 1.50e-09, 1.21e-12, 1.62e-08, 9.73e-10] []
688200 [1.89e-07, 5.73e-07, 7.55e-07, 4.59e-07, 4.77e-07, 1.66e-06, 2.29e-07, 1.46e-07, 6.29e-09, 5.27e-10, 5.79e-07, 1.27e-06, 1.09e-06, 4.28e-07, 3.34e-09, 3.53e-11, 0.00e+00, 2.35e-10, 0.00e+00, 6.41e-09, 8.26e-08, 4.21e-08] [1.89e-07, 5.73e-07, 7.55e-07, 4.59e-07, 4.77e-07, 1.66e-06, 2.29e-07, 1.46e-07, 6.29e-09, 5.27e-10, 5.79e-07, 1.27e-06, 1.09e-06, 4.28e-07, 3.34e-09, 3.53e-11, 0.00e+00, 2.35e-10, 0.00e+00, 6.41e-09, 8.26e-08, 4.21e-08] []
688300 [7.20e-07, 7.36e-07, 6.18e-07, 4.80e-07, 3.66e-07, 1.68e-06, 2.12e-07, 4.70e-11, 1.35e-11, 7.17e-07, 1.33e-06, 5.62e-06, 8.76e-06, 2.95e-05, 0.00e+00, 0.00e+00, 1.34e-09, 0.00e+00, 2.56e-13, 2.80e-11, 7.36e-08, 3.37e-10] [7.20e-07, 7.36e-07, 6.18e-07, 4.80e-07, 3.66e-07, 1.68e-06, 2.12e-07, 4.70e-11, 1.35e-11, 7.17e-07, 1.33e-06, 5.62e-06, 8.76e-06, 2.95e-05, 0.00e+00, 0.00e+00, 1.34e-09, 0.00e+00, 2.56e-13, 2.80e-11, 7.36e-08, 3.37e-10] []
688400 [1.96e-07, 5.44e-07, 7.61e-07, 4.75e-07, 4.86e-07, 1.66e-06, 2.16e-07, 1.23e-07, 1.79e-09, 5.96e-10, 6.04e-07, 1.11e-06, 1.29e-06, 2.57e-07, 1.22e-08, 1.44e-08, 5.91e-11, 1.80e-08, 0.00e+00, 1.46e-10, 4.36e-08, 8.91e-10] [1.96e-07, 5.44e-07, 7.61e-07, 4.75e-07, 4.86e-07, 1.66e-06, 2.16e-07, 1.23e-07, 1.79e-09, 5.96e-10, 6.04e-07, 1.11e-06, 1.29e-06, 2.57e-07, 1.22e-08, 1.44e-08, 5.91e-11, 1.80e-08, 0.00e+00, 1.46e-10, 4.36e-08, 8.91e-10] []
688500 [2.75e-05, 7.60e-06, 2.77e-06, 4.15e-06, 1.98e-06, 4.64e-06, 9.68e-07, 2.26e-05, 1.18e-08, 2.94e-05, 4.44e-05, 2.24e-04, 3.45e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.57e-05, 1.47e-08] [2.75e-05, 7.60e-06, 2.77e-06, 4.15e-06, 1.98e-06, 4.64e-06, 9.68e-07, 2.26e-05, 1.18e-08, 2.94e-05, 4.44e-05, 2.24e-04, 3.45e-04, 1.28e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.57e-05, 1.47e-08] []
688600 [1.96e-07, 5.47e-07, 7.32e-07, 4.36e-07, 4.74e-07, 1.67e-06, 2.05e-07, 1.19e-07, 9.46e-10, 1.43e-08, 4.69e-07, 1.00e-06, 7.80e-07, 1.63e-07, 5.27e-09, 8.26e-09, 0.00e+00, 6.95e-09, 0.00e+00, 6.42e-10, 3.67e-08, 4.05e-09] [1.96e-07, 5.47e-07, 7.32e-07, 4.36e-07, 4.74e-07, 1.67e-06, 2.05e-07, 1.19e-07, 9.46e-10, 1.43e-08, 4.69e-07, 1.00e-06, 7.80e-07, 1.63e-07, 5.27e-09, 8.26e-09, 0.00e+00, 6.95e-09, 0.00e+00, 6.42e-10, 3.67e-08, 4.05e-09] []
688700 [4.73e-06, 2.72e-06, 2.66e-06, 2.10e-06, 1.36e-06, 2.34e-06, 1.57e-06, 1.12e-04, 7.60e-07, 2.55e-06, 1.08e-05, 3.82e-05, 8.96e-05, 1.77e-04, 5.77e-06, 1.22e-06, 1.53e-06, 1.35e-06, 0.00e+00, 4.14e-09, 6.42e-05, 7.41e-06] [4.73e-06, 2.72e-06, 2.66e-06, 2.10e-06, 1.36e-06, 2.34e-06, 1.57e-06, 1.12e-04, 7.60e-07, 2.55e-06, 1.08e-05, 3.82e-05, 8.96e-05, 1.77e-04, 5.77e-06, 1.22e-06, 1.53e-06, 1.35e-06, 0.00e+00, 4.14e-09, 6.42e-05, 7.41e-06] []
688800 [1.79e-07, 5.21e-07, 6.02e-07, 4.33e-07, 4.26e-07, 1.64e-06, 2.21e-07, 1.99e-11, 1.62e-07, 3.74e-09, 4.08e-07, 8.79e-07, 6.69e-07, 1.51e-07, 8.07e-09, 7.62e-09, 1.51e-09, 2.90e-09, 2.39e-10, 2.01e-08, 1.01e-08, 1.28e-07] [1.79e-07, 5.21e-07, 6.02e-07, 4.33e-07, 4.26e-07, 1.64e-06, 2.21e-07, 1.99e-11, 1.62e-07, 3.74e-09, 4.08e-07, 8.79e-07, 6.69e-07, 1.51e-07, 8.07e-09, 7.62e-09, 1.51e-09, 2.90e-09, 2.39e-10, 2.01e-08, 1.01e-08, 1.28e-07] []
688900 [4.63e-07, 5.07e-07, 8.24e-07, 5.02e-07, 5.17e-07, 1.67e-06, 2.59e-07, 1.63e-06, 2.89e-09, 1.30e-06, 3.71e-06, 5.08e-06, 2.59e-06, 1.15e-05, 3.16e-08, 7.56e-08, 8.00e-08, 1.04e-08, 0.00e+00, 4.10e-11, 1.41e-06, 3.71e-10] [4.63e-07, 5.07e-07, 8.24e-07, 5.02e-07, 5.17e-07, 1.67e-06, 2.59e-07, 1.63e-06, 2.89e-09, 1.30e-06, 3.71e-06, 5.08e-06, 2.59e-06, 1.15e-05, 3.16e-08, 7.56e-08, 8.00e-08, 1.04e-08, 0.00e+00, 4.10e-11, 1.41e-06, 3.71e-10] []
689000 [6.25e-05, 1.76e-05, 5.98e-06, 1.02e-05, 4.24e-06, 9.32e-06, 2.10e-06, 2.04e-05, 3.89e-09, 7.32e-05, 9.51e-05, 5.39e-04, 7.20e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.28e-05, 1.42e-08] [6.25e-05, 1.76e-05, 5.98e-06, 1.02e-05, 4.24e-06, 9.32e-06, 2.10e-06, 2.04e-05, 3.89e-09, 7.32e-05, 9.51e-05, 5.39e-04, 7.20e-04, 3.01e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 5.28e-05, 1.42e-08] []
689100 [1.77e-07, 5.37e-07, 6.99e-07, 4.30e-07, 4.64e-07, 1.65e-06, 2.11e-07, 8.34e-08, 4.34e-08, 2.83e-10, 4.64e-07, 9.98e-07, 8.81e-07, 3.82e-08, 2.61e-09, 4.83e-09, 6.88e-10, 1.03e-09, 0.00e+00, 4.49e-10, 1.70e-07, 1.82e-09] [1.77e-07, 5.37e-07, 6.99e-07, 4.30e-07, 4.64e-07, 1.65e-06, 2.11e-07, 8.34e-08, 4.34e-08, 2.83e-10, 4.64e-07, 9.98e-07, 8.81e-07, 3.82e-08, 2.61e-09, 4.83e-09, 6.88e-10, 1.03e-09, 0.00e+00, 4.49e-10, 1.70e-07, 1.82e-09] []
689200 [5.88e-06, 2.11e-06, 8.94e-07, 1.54e-06, 2.29e-06, 3.14e-06, 3.14e-06, 3.82e-05, 1.43e-08, 1.94e-05, 2.67e-05, 1.06e-04, 2.77e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 0.00e+00, 7.78e-11, 1.16e-05, 2.79e-08] [5.88e-06, 2.11e-06, 8.94e-07, 1.54e-06, 2.29e-06, 3.14e-06, 3.14e-06, 3.82e-05, 1.43e-08, 1.94e-05, 2.67e-05, 1.06e-04, 2.77e-05, 3.38e-04, 0.00e+00, 0.00e+00, 0.00e+00, 3.32e-08, 0.00e+00, 7.78e-11, 1.16e-05, 2.79e-08] []
689300 [1.77e-07, 5.49e-07, 6.53e-07, 4.35e-07, 4.36e-07, 1.65e-06, 1.97e-07, 3.12e-08, 1.54e-11, 4.21e-12, 4.13e-07, 8.58e-07, 6.60e-07, 3.32e-09, 2.29e-09, 4.40e-09, 2.04e-09, 1.64e-09, 1.55e-08, 2.38e-12, 9.41e-08, 3.76e-10] [1.77e-07, 5.49e-07, 6.53e-07, 4.35e-07, 4.36e-07, 1.65e-06, 1.97e-07, 3.12e-08, 1.54e-11, 4.21e-12, 4.13e-07, 8.58e-07, 6.60e-07, 3.32e-09, 2.29e-09, 4.40e-09, 2.04e-09, 1.64e-09, 1.55e-08, 2.38e-12, 9.41e-08, 3.76e-10] []
689400 [1.15e-06, 9.26e-07, 8.59e-07, 7.60e-07, 5.48e-07, 1.83e-06, 4.17e-07, 2.21e-05, 4.85e-06, 1.64e-06, 8.06e-06, 1.66e-05, 5.33e-06, 3.99e-05, 5.98e-11, 4.57e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.29e-06, 2.11e-05, 6.12e-06] [1.15e-06, 9.26e-07, 8.59e-07, 7.60e-07, 5.48e-07, 1.83e-06, 4.17e-07, 2.21e-05, 4.85e-06, 1.64e-06, 8.06e-06, 1.66e-05, 5.33e-06, 3.99e-05, 5.98e-11, 4.57e-08, 0.00e+00, 1.38e-08, 0.00e+00, 1.29e-06, 2.11e-05, 6.12e-06] []
689500 [1.81e-07, 5.84e-07, 6.82e-07, 4.64e-07, 4.25e-07, 1.66e-06, 2.07e-07, 1.65e-08, 1.71e-09, 2.48e-11, 3.93e-07, 8.53e-07, 6.15e-07, 1.87e-09, 2.28e-09, 3.74e-09, 3.08e-09, 1.61e-09, 2.95e-08, 1.07e-14, 1.85e-07, 1.22e-09] [1.81e-07, 5.84e-07, 6.82e-07, 4.64e-07, 4.25e-07, 1.66e-06, 2.07e-07, 1.65e-08, 1.71e-09, 2.48e-11, 3.93e-07, 8.53e-07, 6.15e-07, 1.87e-09, 2.28e-09, 3.74e-09, 3.08e-09, 1.61e-09, 2.95e-08, 1.07e-14, 1.85e-07, 1.22e-09] []
689600 [2.43e-06, 1.55e-06, 9.65e-07, 6.08e-07, 7.48e-07, 1.90e-06, 5.23e-07, 2.93e-05, 3.31e-07, 2.96e-07, 2.53e-05, 2.10e-05, 7.38e-05, 6.69e-05, 3.38e-07, 8.29e-07, 1.52e-06, 1.15e-06, 6.64e-06, 1.76e-08, 3.64e-05, 1.07e-07] [2.43e-06, 1.55e-06, 9.65e-07, 6.08e-07, 7.48e-07, 1.90e-06, 5.23e-07, 2.93e-05, 3.31e-07, 2.96e-07, 2.53e-05, 2.10e-05, 7.38e-05, 6.69e-05, 3.38e-07, 8.29e-07, 1.52e-06, 1.15e-06, 6.64e-06, 1.76e-08, 3.64e-05, 1.07e-07] []
689700 [1.77e-07, 5.42e-07, 6.38e-07, 4.39e-07, 4.27e-07, 1.66e-06, 1.96e-07, 1.36e-09, 8.21e-14, 7.05e-11, 4.00e-07, 8.33e-07, 6.15e-07, 6.29e-09, 2.71e-09, 4.46e-09, 1.74e-09, 2.28e-09, 4.09e-09, 9.74e-11, 2.81e-08, 5.94e-10] [1.77e-07, 5.42e-07, 6.38e-07, 4.39e-07, 4.27e-07, 1.66e-06, 1.96e-07, 1.36e-09, 8.21e-14, 7.05e-11, 4.00e-07, 8.33e-07, 6.15e-07, 6.29e-09, 2.71e-09, 4.46e-09, 1.74e-09, 2.28e-09, 4.09e-09, 9.74e-11, 2.81e-08, 5.94e-10] []
689800 [6.95e-07, 5.47e-07, 9.27e-07, 5.36e-07, 4.39e-07, 1.69e-06, 3.99e-07, 9.73e-08, 4.26e-05, 8.31e-08, 8.91e-07, 3.80e-06, 3.15e-06, 5.44e-06, 8.20e-09, 6.49e-08, 0.00e+00, 1.58e-08, 0.00e+00, 4.33e-06, 2.16e-06, 1.94e-05] [6.95e-07, 5.47e-07, 9.27e-07, 5.36e-07, 4.39e-07, 1.69e-06, 3.99e-07, 9.73e-08, 4.26e-05, 8.31e-08, 8.91e-07, 3.80e-06, 3.15e-06, 5.44e-06, 8.20e-09, 6.49e-08, 0.00e+00, 1.58e-08, 0.00e+00, 4.33e-06, 2.16e-06, 1.94e-05] []
689900 [1.68e-07, 5.32e-07, 5.91e-07, 4.31e-07, 3.90e-07, 1.64e-06, 2.02e-07, 6.46e-10, 2.63e-07, 7.35e-09, 3.83e-07, 9.10e-07, 6.28e-07, 3.28e-07, 2.06e-11, 2.09e-09, 4.77e-09, 1.62e-11, 6.97e-11, 1.44e-09, 1.01e-08, 7.61e-09] [1.68e-07, 5.32e-07, 5.91e-07, 4.31e-07, 3.90e-07, 1.64e-06, 2.02e-07, 6.46e-10, 2.63e-07, 7.35e-09, 3.83e-07, 9.10e-07, 6.28e-07, 3.28e-07, 2.06e-11, 2.09e-09, 4.77e-09, 1.62e-11, 6.97e-11, 1.44e-09, 1.01e-08, 7.61e-09] []
690000 [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10] [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 48.510497 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
690000 [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10] [1.94e-07, 5.43e-07, 7.73e-07, 5.01e-07, 5.00e-07, 1.65e-06, 2.09e-07, 9.82e-07, 5.60e-10, 2.75e-08, 4.94e-07, 1.16e-06, 9.63e-07, 7.49e-08, 5.14e-09, 6.51e-10, 0.00e+00, 7.87e-09, 7.58e-08, 5.11e-12, 5.11e-07, 4.57e-10] []
690100 [8.13e-06, 2.82e-06, 2.64e-06, 3.62e-06, 1.33e-06, 4.10e-06, 3.00e-06, 1.14e-04, 5.19e-06, 6.91e-06, 3.94e-05, 5.36e-05, 1.64e-04, 3.32e-04, 6.11e-06, 3.68e-07, 7.84e-06, 1.42e-06, 2.55e-05, 8.16e-07, 1.29e-04, 3.87e-06] [8.13e-06, 2.82e-06, 2.64e-06, 3.62e-06, 1.33e-06, 4.10e-06, 3.00e-06, 1.14e-04, 5.19e-06, 6.91e-06, 3.94e-05, 5.36e-05, 1.64e-04, 3.32e-04, 6.11e-06, 3.68e-07, 7.84e-06, 1.42e-06, 2.55e-05, 8.16e-07, 1.29e-04, 3.87e-06] []
690200 [1.89e-07, 5.58e-07, 7.09e-07, 4.54e-07, 4.61e-07, 1.66e-06, 2.03e-07, 5.22e-08, 3.94e-08, 1.75e-08, 4.68e-07, 9.81e-07, 7.30e-07, 1.57e-07, 7.21e-09, 5.97e-09, 1.38e-10, 8.14e-10, 4.03e-10, 5.84e-09, 1.15e-08, 3.88e-08] [1.89e-07, 5.58e-07, 7.09e-07, 4.54e-07, 4.61e-07, 1.66e-06, 2.03e-07, 5.22e-08, 3.94e-08, 1.75e-08, 4.68e-07, 9.81e-07, 7.30e-07, 1.57e-07, 7.21e-09, 5.97e-09, 1.38e-10, 8.14e-10, 4.03e-10, 5.84e-09, 1.15e-08, 3.88e-08] []
690300 [9.35e-06, 2.62e-06, 1.72e-06, 9.20e-07, 1.26e-06, 2.34e-06, 9.38e-07, 4.19e-05, 5.47e-08, 8.66e-06, 1.36e-05, 4.97e-05, 7.18e-05, 2.54e-04, 3.39e-06, 4.19e-06, 2.40e-06, 1.41e-06, 7.67e-06, 0.00e+00, 4.19e-05, 3.00e-07] [9.35e-06, 2.62e-06, 1.72e-06, 9.20e-07, 1.26e-06, 2.34e-06, 9.38e-07, 4.19e-05, 5.47e-08, 8.66e-06, 1.36e-05, 4.97e-05, 7.18e-05, 2.54e-04, 3.39e-06, 4.19e-06, 2.40e-06, 1.41e-06, 7.67e-06, 0.00e+00, 4.19e-05, 3.00e-07] []
690400 [1.79e-07, 5.20e-07, 5.87e-07, 4.22e-07, 4.20e-07, 1.65e-06, 2.08e-07, 3.00e-07, 0.00e+00, 4.32e-09, 4.04e-07, 8.49e-07, 6.42e-07, 1.17e-07, 6.57e-09, 6.52e-09, 2.68e-09, 4.85e-09, 0.00e+00, 1.54e-11, 1.01e-07, 2.82e-10] [1.79e-07, 5.20e-07, 5.87e-07, 4.22e-07, 4.20e-07, 1.65e-06, 2.08e-07, 3.00e-07, 0.00e+00, 4.32e-09, 4.04e-07, 8.49e-07, 6.42e-07, 1.17e-07, 6.57e-09, 6.52e-09, 2.68e-09, 4.85e-09, 0.00e+00, 1.54e-11, 1.01e-07, 2.82e-10] []
690500 [2.20e-07, 4.46e-07, 7.32e-07, 4.44e-07, 4.57e-07, 1.63e-06, 2.40e-07, 6.42e-07, 8.62e-09, 4.76e-08, 1.35e-06, 2.79e-06, 2.40e-06, 8.73e-07, 5.99e-09, 0.00e+00, 0.00e+00, 1.74e-08, 0.00e+00, 4.70e-11, 1.04e-06, 2.33e-09] [2.20e-07, 4.46e-07, 7.32e-07, 4.44e-07, 4.57e-07, 1.63e-06, 2.40e-07, 6.42e-07, 8.62e-09, 4.76e-08, 1.35e-06, 2.79e-06, 2.40e-06, 8.73e-07, 5.99e-09, 0.00e+00, 0.00e+00, 1.74e-08, 0.00e+00, 4.70e-11, 1.04e-06, 2.33e-09] []
690600 [1.06e-04, 3.34e-05, 9.97e-06, 2.14e-05, 7.90e-06, 1.73e-05, 4.20e-06, 5.86e-05, 3.04e-08, 1.43e-04, 1.68e-04, 1.04e-03, 1.16e-03, 5.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-04, 1.85e-07] [1.06e-04, 3.34e-05, 9.97e-06, 2.14e-05, 7.90e-06, 1.73e-05, 4.20e-06, 5.86e-05, 3.04e-08, 1.43e-04, 1.68e-04, 1.04e-03, 1.16e-03, 5.60e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.45e-04, 1.85e-07] []
690700 [1.76e-07, 5.43e-07, 6.82e-07, 4.38e-07, 4.59e-07, 1.64e-06, 2.05e-07, 3.50e-08, 2.99e-10, 7.80e-10, 5.07e-07, 9.57e-07, 8.95e-07, 4.43e-08, 1.35e-09, 4.84e-09, 1.33e-09, 7.24e-11, 0.00e+00, 1.63e-12, 6.87e-08, 3.69e-09] [1.76e-07, 5.43e-07, 6.82e-07, 4.38e-07, 4.59e-07, 1.64e-06, 2.05e-07, 3.50e-08, 2.99e-10, 7.80e-10, 5.07e-07, 9.57e-07, 8.95e-07, 4.43e-08, 1.35e-09, 4.84e-09, 1.33e-09, 7.24e-11, 0.00e+00, 1.63e-12, 6.87e-08, 3.69e-09] []
690800 [2.76e-06, 1.68e-06, 1.18e-06, 3.48e-07, 7.31e-07, 1.97e-06, 4.62e-07, 1.88e-05, 1.28e-05, 1.87e-06, 6.05e-06, 2.55e-05, 9.00e-06, 6.94e-05, 6.61e-07, 1.41e-06, 9.56e-07, 6.40e-08, 0.00e+00, 0.00e+00, 2.24e-05, 3.61e-05] [2.76e-06, 1.68e-06, 1.18e-06, 3.48e-07, 7.31e-07, 1.97e-06, 4.62e-07, 1.88e-05, 1.28e-05, 1.87e-06, 6.05e-06, 2.55e-05, 9.00e-06, 6.94e-05, 6.61e-07, 1.41e-06, 9.56e-07, 6.40e-08, 0.00e+00, 0.00e+00, 2.24e-05, 3.61e-05] []
690900 [1.68e-07, 5.40e-07, 5.95e-07, 4.37e-07, 4.02e-07, 1.64e-06, 2.57e-07, 1.10e-07, 2.68e-07, 6.48e-11, 3.80e-07, 8.50e-07, 6.13e-07, 4.10e-09, 2.18e-09, 3.70e-09, 2.67e-09, 1.77e-09, 1.50e-09, 0.00e+00, 1.55e-08, 2.56e-07] [1.68e-07, 5.40e-07, 5.95e-07, 4.37e-07, 4.02e-07, 1.64e-06, 2.57e-07, 1.10e-07, 2.68e-07, 6.48e-11, 3.80e-07, 8.50e-07, 6.13e-07, 4.10e-09, 2.18e-09, 3.70e-09, 2.67e-09, 1.77e-09, 1.50e-09, 0.00e+00, 1.55e-08, 2.56e-07] []
691000 [4.18e-07, 6.24e-07, 8.41e-07, 5.34e-07, 4.82e-07, 1.63e-06, 2.43e-07, 1.29e-06, 1.61e-09, 1.32e-09, 2.44e-06, 4.23e-06, 6.54e-06, 5.61e-06, 4.68e-09, 0.00e+00, 5.73e-10, 2.01e-09, 1.31e-07, 1.94e-09, 8.89e-07, 1.29e-08] [4.18e-07, 6.24e-07, 8.41e-07, 5.34e-07, 4.82e-07, 1.63e-06, 2.43e-07, 1.29e-06, 1.61e-09, 1.32e-09, 2.44e-06, 4.23e-06, 6.54e-06, 5.61e-06, 4.68e-09, 0.00e+00, 5.73e-10, 2.01e-09, 1.31e-07, 1.94e-09, 8.89e-07, 1.29e-08] []
691100 [1.69e-07, 5.34e-07, 5.99e-07, 4.36e-07, 3.86e-07, 1.64e-06, 2.27e-07, 1.27e-08, 2.74e-11, 1.88e-10, 3.82e-07, 8.13e-07, 5.67e-07, 1.79e-08, 1.37e-09, 3.30e-09, 6.29e-09, 8.12e-10, 2.62e-10, 7.43e-12, 1.15e-08, 3.09e-10] [1.69e-07, 5.34e-07, 5.99e-07, 4.36e-07, 3.86e-07, 1.64e-06, 2.27e-07, 1.27e-08, 2.74e-11, 1.88e-10, 3.82e-07, 8.13e-07, 5.67e-07, 1.79e-08, 1.37e-09, 3.30e-09, 6.29e-09, 8.12e-10, 2.62e-10, 7.43e-12, 1.15e-08, 3.09e-10] []
691200 [2.75e-07, 5.18e-07, 8.93e-07, 5.45e-07, 4.93e-07, 1.68e-06, 2.47e-07, 2.77e-07, 2.20e-06, 2.81e-08, 1.01e-06, 1.64e-06, 2.96e-06, 2.16e-06, 4.27e-08, 2.00e-08, 0.00e+00, 1.63e-07, 0.00e+00, 2.27e-08, 2.43e-07, 9.97e-08] [2.75e-07, 5.18e-07, 8.93e-07, 5.45e-07, 4.93e-07, 1.68e-06, 2.47e-07, 2.77e-07, 2.20e-06, 2.81e-08, 1.01e-06, 1.64e-06, 2.96e-06, 2.16e-06, 4.27e-08, 2.00e-08, 0.00e+00, 1.63e-07, 0.00e+00, 2.27e-08, 2.43e-07, 9.97e-08] []
691300 [1.73e-07, 5.43e-07, 6.25e-07, 4.50e-07, 3.89e-07, 1.65e-06, 2.15e-07, 7.19e-08, 3.45e-09, 2.82e-10, 3.83e-07, 7.95e-07, 5.73e-07, 9.98e-09, 2.97e-09, 4.77e-09, 6.58e-09, 2.40e-09, 1.02e-09, 9.05e-12, 1.44e-08, 3.45e-10] [1.73e-07, 5.43e-07, 6.25e-07, 4.50e-07, 3.89e-07, 1.65e-06, 2.15e-07, 7.19e-08, 3.45e-09, 2.82e-10, 3.83e-07, 7.95e-07, 5.73e-07, 9.98e-09, 2.97e-09, 4.77e-09, 6.58e-09, 2.40e-09, 1.02e-09, 9.05e-12, 1.44e-08, 3.45e-10] []
691400 [2.11e-07, 5.09e-07, 7.78e-07, 4.62e-07, 4.84e-07, 1.66e-06, 2.36e-07, 8.72e-07, 4.23e-09, 1.83e-08, 7.00e-07, 1.51e-06, 1.16e-06, 5.72e-07, 6.59e-09, 2.04e-09, 0.00e+00, 2.96e-08, 0.00e+00, 5.61e-10, 9.30e-07, 3.52e-09] [2.11e-07, 5.09e-07, 7.78e-07, 4.62e-07, 4.84e-07, 1.66e-06, 2.36e-07, 8.72e-07, 4.23e-09, 1.83e-08, 7.00e-07, 1.51e-06, 1.16e-06, 5.72e-07, 6.59e-09, 2.04e-09, 0.00e+00, 2.96e-08, 0.00e+00, 5.61e-10, 9.30e-07, 3.52e-09] []
691500 [1.65e-07, 5.22e-07, 5.67e-07, 4.31e-07, 3.79e-07, 1.64e-06, 2.03e-07, 2.27e-09, 1.28e-10, 3.44e-09, 3.75e-07, 8.12e-07, 5.67e-07, 1.60e-07, 1.46e-10, 2.43e-09, 6.72e-09, 1.45e-10, 6.86e-09, 1.20e-10, 4.27e-08, 7.40e-10] [1.65e-07, 5.22e-07, 5.67e-07, 4.31e-07, 3.79e-07, 1.64e-06, 2.03e-07, 2.27e-09, 1.28e-10, 3.44e-09, 3.75e-07, 8.12e-07, 5.67e-07, 1.60e-07, 1.46e-10, 2.43e-09, 6.72e-09, 1.45e-10, 6.86e-09, 1.20e-10, 4.27e-08, 7.40e-10] []
691600 [2.34e-07, 6.29e-07, 1.00e-06, 5.47e-07, 5.33e-07, 1.67e-06, 2.11e-07, 1.89e-06, 4.60e-06, 6.16e-09, 6.26e-07, 1.53e-06, 1.11e-06, 1.44e-06, 2.73e-08, 4.81e-09, 1.26e-09, 1.75e-08, 1.47e-07, 0.00e+00, 9.95e-07, 6.39e-06] [2.34e-07, 6.29e-07, 1.00e-06, 5.47e-07, 5.33e-07, 1.67e-06, 2.11e-07, 1.89e-06, 4.60e-06, 6.16e-09, 6.26e-07, 1.53e-06, 1.11e-06, 1.44e-06, 2.73e-08, 4.81e-09, 1.26e-09, 1.75e-08, 1.47e-07, 0.00e+00, 9.95e-07, 6.39e-06] []
691700 [1.74e-07, 5.53e-07, 6.28e-07, 4.58e-07, 3.91e-07, 1.66e-06, 2.15e-07, 8.27e-08, 2.00e-09, 9.99e-11, 3.78e-07, 7.85e-07, 5.63e-07, 9.91e-09, 3.08e-09, 4.96e-09, 7.69e-09, 2.97e-09, 6.92e-10, 1.09e-11, 1.50e-08, 3.07e-09] [1.74e-07, 5.53e-07, 6.28e-07, 4.58e-07, 3.91e-07, 1.66e-06, 2.15e-07, 8.27e-08, 2.00e-09, 9.99e-11, 3.78e-07, 7.85e-07, 5.63e-07, 9.91e-09, 3.08e-09, 4.96e-09, 7.69e-09, 2.97e-09, 6.92e-10, 1.09e-11, 1.50e-08, 3.07e-09] []
691800 [3.86e-07, 5.55e-07, 8.58e-07, 5.60e-07, 4.79e-07, 1.64e-06, 2.23e-07, 5.58e-07, 3.04e-08, 1.03e-07, 1.52e-06, 3.14e-06, 6.04e-06, 7.28e-06, 7.63e-09, 8.33e-12, 0.00e+00, 5.21e-09, 3.54e-08, 0.00e+00, 2.30e-07, 3.84e-09] [3.86e-07, 5.55e-07, 8.58e-07, 5.60e-07, 4.79e-07, 1.64e-06, 2.23e-07, 5.58e-07, 3.04e-08, 1.03e-07, 1.52e-06, 3.14e-06, 6.04e-06, 7.28e-06, 7.63e-09, 8.33e-12, 0.00e+00, 5.21e-09, 3.54e-08, 0.00e+00, 2.30e-07, 3.84e-09] []
691900 [1.83e-07, 5.17e-07, 5.74e-07, 4.32e-07, 3.97e-07, 1.66e-06, 2.05e-07, 4.52e-09, 1.84e-10, 7.03e-09, 4.02e-07, 7.99e-07, 6.29e-07, 2.50e-07, 8.95e-09, 1.03e-08, 7.25e-09, 6.39e-09, 9.32e-10, 7.64e-11, 1.35e-08, 5.21e-10] [1.83e-07, 5.17e-07, 5.74e-07, 4.32e-07, 3.97e-07, 1.66e-06, 2.05e-07, 4.52e-09, 1.84e-10, 7.03e-09, 4.02e-07, 7.99e-07, 6.29e-07, 2.50e-07, 8.95e-09, 1.03e-08, 7.25e-09, 6.39e-09, 9.32e-10, 7.64e-11, 1.35e-08, 5.21e-10] []
692000 [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09] [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.905239 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
692000 [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09] [1.97e-07, 5.32e-07, 8.31e-07, 5.21e-07, 4.94e-07, 1.63e-06, 2.02e-07, 2.15e-07, 2.01e-08, 2.28e-09, 5.36e-07, 1.35e-06, 1.12e-06, 5.75e-08, 8.82e-09, 1.06e-09, 0.00e+00, 6.24e-09, 0.00e+00, 1.47e-10, 3.64e-07, 1.18e-09] []
692100 [1.76e-05, 4.38e-06, 2.09e-06, 5.78e-06, 2.54e-06, 3.56e-06, 2.08e-06, 9.87e-05, 1.25e-04, 3.94e-05, 1.92e-05, 1.07e-04, 2.65e-04, 6.95e-04, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 0.00e+00, 6.21e-05, 1.66e-04, 2.42e-04] [1.76e-05, 4.38e-06, 2.09e-06, 5.78e-06, 2.54e-06, 3.56e-06, 2.08e-06, 9.87e-05, 1.25e-04, 3.94e-05, 1.92e-05, 1.07e-04, 2.65e-04, 6.95e-04, 0.00e+00, 0.00e+00, 4.91e-09, 0.00e+00, 0.00e+00, 6.21e-05, 1.66e-04, 2.42e-04] []
692200 [1.74e-07, 5.31e-07, 5.25e-07, 4.09e-07, 3.94e-07, 1.62e-06, 3.27e-07, 6.33e-08, 5.59e-09, 2.07e-08, 4.24e-07, 1.14e-06, 8.71e-07, 9.56e-07, 1.40e-11, 1.84e-09, 0.00e+00, 0.00e+00, 6.07e-09, 0.00e+00, 3.97e-08, 5.91e-09] [1.74e-07, 5.31e-07, 5.25e-07, 4.09e-07, 3.94e-07, 1.62e-06, 3.27e-07, 6.33e-08, 5.59e-09, 2.07e-08, 4.24e-07, 1.14e-06, 8.71e-07, 9.56e-07, 1.40e-11, 1.84e-09, 0.00e+00, 0.00e+00, 6.07e-09, 0.00e+00, 3.97e-08, 5.91e-09] []
692300 [2.21e-07, 4.46e-07, 6.64e-07, 4.89e-07, 4.95e-07, 1.64e-06, 3.30e-07, 1.08e-06, 1.05e-11, 9.77e-08, 1.17e-06, 2.08e-06, 4.44e-06, 1.98e-06, 2.03e-08, 2.60e-08, 2.80e-10, 1.18e-07, 0.00e+00, 1.25e-11, 1.97e-07, 3.24e-10] [2.21e-07, 4.46e-07, 6.64e-07, 4.89e-07, 4.95e-07, 1.64e-06, 3.30e-07, 1.08e-06, 1.05e-11, 9.77e-08, 1.17e-06, 2.08e-06, 4.44e-06, 1.98e-06, 2.03e-08, 2.60e-08, 2.80e-10, 1.18e-07, 0.00e+00, 1.25e-11, 1.97e-07, 3.24e-10] []
692400 [3.71e-05, 6.67e-06, 4.58e-06, 6.52e-06, 7.95e-06, 4.17e-06, 4.51e-06, 9.88e-07, 1.15e-09, 6.93e-05, 1.04e-04, 3.75e-04, 3.42e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.51e-08, 0.00e+00, 5.07e-07, 7.04e-10] [3.71e-05, 6.67e-06, 4.58e-06, 6.52e-06, 7.95e-06, 4.17e-06, 4.51e-06, 9.88e-07, 1.15e-09, 6.93e-05, 1.04e-04, 3.75e-04, 3.42e-04, 2.19e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 7.51e-08, 0.00e+00, 5.07e-07, 7.04e-10] []
692500 [1.87e-07, 5.56e-07, 6.74e-07, 4.49e-07, 4.50e-07, 1.63e-06, 2.64e-07, 5.70e-09, 3.11e-11, 1.83e-09, 4.35e-07, 9.64e-07, 7.12e-07, 8.98e-08, 5.00e-09, 5.88e-09, 0.00e+00, 2.94e-09, 5.95e-11, 2.70e-11, 1.03e-08, 3.43e-10] [1.87e-07, 5.56e-07, 6.74e-07, 4.49e-07, 4.50e-07, 1.63e-06, 2.64e-07, 5.70e-09, 3.11e-11, 1.83e-09, 4.35e-07, 9.64e-07, 7.12e-07, 8.98e-08, 5.00e-09, 5.88e-09, 0.00e+00, 2.94e-09, 5.95e-11, 2.70e-11, 1.03e-08, 3.43e-10] []
692600 [3.17e-06, 3.37e-06, 3.52e-06, 5.76e-06, 3.56e-06, 2.80e-06, 3.98e-06, 5.94e-05, 1.10e-07, 2.21e-05, 6.78e-05, 1.23e-04, 6.64e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 4.49e-06, 3.89e-07] [3.17e-06, 3.37e-06, 3.52e-06, 5.76e-06, 3.56e-06, 2.80e-06, 3.98e-06, 5.94e-05, 1.10e-07, 2.21e-05, 6.78e-05, 1.23e-04, 6.64e-05, 1.80e-04, 0.00e+00, 0.00e+00, 0.00e+00, 2.17e-07, 0.00e+00, 0.00e+00, 4.49e-06, 3.89e-07] []
692700 [1.85e-07, 5.70e-07, 7.44e-07, 4.76e-07, 4.54e-07, 1.64e-06, 2.37e-07, 1.80e-08, 7.48e-11, 1.17e-10, 4.13e-07, 9.08e-07, 6.89e-07, 8.62e-09, 3.20e-09, 3.69e-09, 1.32e-11, 2.47e-09, 9.82e-11, 1.05e-11, 6.61e-08, 2.80e-10] [1.85e-07, 5.70e-07, 7.44e-07, 4.76e-07, 4.54e-07, 1.64e-06, 2.37e-07, 1.80e-08, 7.48e-11, 1.17e-10, 4.13e-07, 9.08e-07, 6.89e-07, 8.62e-09, 3.20e-09, 3.69e-09, 1.32e-11, 2.47e-09, 9.82e-11, 1.05e-11, 6.61e-08, 2.80e-10] []
692800 [3.23e-05, 8.02e-06, 5.74e-06, 7.44e-06, 3.45e-06, 6.36e-06, 4.08e-06, 6.86e-05, 1.14e-11, 5.88e-05, 1.17e-04, 2.70e-04, 6.80e-04, 1.77e-03, 4.73e-05, 1.60e-05, 2.14e-05, 1.44e-05, 1.47e-05, 0.00e+00, 7.61e-05, 5.45e-09] [3.23e-05, 8.02e-06, 5.74e-06, 7.44e-06, 3.45e-06, 6.36e-06, 4.08e-06, 6.86e-05, 1.14e-11, 5.88e-05, 1.17e-04, 2.70e-04, 6.80e-04, 1.77e-03, 4.73e-05, 1.60e-05, 2.14e-05, 1.44e-05, 1.47e-05, 0.00e+00, 7.61e-05, 5.45e-09] []
692900 [1.77e-07, 5.28e-07, 6.90e-07, 4.47e-07, 4.45e-07, 1.63e-06, 2.23e-07, 3.16e-07, 4.09e-10, 7.23e-10, 4.19e-07, 9.41e-07, 6.66e-07, 2.94e-08, 7.54e-10, 3.52e-09, 0.00e+00, 5.03e-10, 0.00e+00, 1.34e-10, 2.60e-07, 8.29e-10] [1.77e-07, 5.28e-07, 6.90e-07, 4.47e-07, 4.45e-07, 1.63e-06, 2.23e-07, 3.16e-07, 4.09e-10, 7.23e-10, 4.19e-07, 9.41e-07, 6.66e-07, 2.94e-08, 7.54e-10, 3.52e-09, 0.00e+00, 5.03e-10, 0.00e+00, 1.34e-10, 2.60e-07, 8.29e-10] []
693000 [2.41e-06, 1.07e-06, 8.15e-07, 7.63e-07, 7.00e-07, 1.99e-06, 5.60e-07, 1.33e-05, 1.10e-06, 1.95e-06, 6.98e-06, 1.43e-05, 3.82e-05, 8.05e-05, 0.00e+00, 4.53e-08, 0.00e+00, 4.92e-10, 7.83e-07, 0.00e+00, 4.96e-06, 1.46e-06] [2.41e-06, 1.07e-06, 8.15e-07, 7.63e-07, 7.00e-07, 1.99e-06, 5.60e-07, 1.33e-05, 1.10e-06, 1.95e-06, 6.98e-06, 1.43e-05, 3.82e-05, 8.05e-05, 0.00e+00, 4.53e-08, 0.00e+00, 4.92e-10, 7.83e-07, 0.00e+00, 4.96e-06, 1.46e-06] []
693100 [1.69e-07, 5.24e-07, 6.25e-07, 4.36e-07, 4.13e-07, 1.63e-06, 2.10e-07, 5.16e-09, 3.18e-10, 1.26e-09, 3.84e-07, 8.63e-07, 6.05e-07, 6.36e-08, 3.93e-10, 3.06e-09, 3.38e-09, 8.13e-10, 3.01e-09, 4.43e-11, 2.33e-08, 3.64e-10] [1.69e-07, 5.24e-07, 6.25e-07, 4.36e-07, 4.13e-07, 1.63e-06, 2.10e-07, 5.16e-09, 3.18e-10, 1.26e-09, 3.84e-07, 8.63e-07, 6.05e-07, 6.36e-08, 3.93e-10, 3.06e-09, 3.38e-09, 8.13e-10, 3.01e-09, 4.43e-11, 2.33e-08, 3.64e-10] []
693200 [2.01e-07, 4.85e-07, 7.96e-07, 4.41e-07, 4.89e-07, 1.68e-06, 2.47e-07, 1.62e-06, 6.02e-09, 1.71e-08, 6.71e-07, 2.33e-06, 1.25e-06, 1.49e-06, 4.92e-09, 0.00e+00, 0.00e+00, 4.60e-08, 0.00e+00, 1.32e-09, 1.52e-06, 8.84e-09] [2.01e-07, 4.85e-07, 7.96e-07, 4.41e-07, 4.89e-07, 1.68e-06, 2.47e-07, 1.62e-06, 6.02e-09, 1.71e-08, 6.71e-07, 2.33e-06, 1.25e-06, 1.49e-06, 4.92e-09, 0.00e+00, 0.00e+00, 4.60e-08, 0.00e+00, 1.32e-09, 1.52e-06, 8.84e-09] []
693300 [1.26e-06, 6.22e-07, 6.91e-07, 5.24e-07, 5.31e-07, 1.81e-06, 2.39e-07, 8.02e-10, 3.08e-10, 1.37e-06, 2.79e-06, 8.08e-06, 1.59e-05, 5.15e-05, 5.78e-07, 4.26e-07, 3.89e-07, 3.76e-07, 7.27e-08, 3.64e-12, 4.73e-07, 4.00e-10] [1.26e-06, 6.22e-07, 6.91e-07, 5.24e-07, 5.31e-07, 1.81e-06, 2.39e-07, 8.02e-10, 3.08e-10, 1.37e-06, 2.79e-06, 8.08e-06, 1.59e-05, 5.15e-05, 5.78e-07, 4.26e-07, 3.89e-07, 3.76e-07, 7.27e-08, 3.64e-12, 4.73e-07, 4.00e-10] []
693400 [1.78e-07, 5.82e-07, 7.46e-07, 4.63e-07, 5.12e-07, 1.64e-06, 2.45e-07, 1.29e-07, 9.88e-07, 5.77e-09, 4.53e-07, 1.12e-06, 1.02e-06, 2.79e-07, 5.58e-09, 1.55e-09, 0.00e+00, 1.18e-09, 7.01e-10, 3.33e-07, 7.54e-08, 1.77e-06] [1.78e-07, 5.82e-07, 7.46e-07, 4.63e-07, 5.12e-07, 1.64e-06, 2.45e-07, 1.29e-07, 9.88e-07, 5.77e-09, 4.53e-07, 1.12e-06, 1.02e-06, 2.79e-07, 5.58e-09, 1.55e-09, 0.00e+00, 1.18e-09, 7.01e-10, 3.33e-07, 7.54e-08, 1.77e-06] []
693500 [3.59e-05, 9.76e-06, 3.64e-06, 5.26e-06, 2.50e-06, 5.59e-06, 1.11e-06, 4.16e-05, 5.60e-10, 3.85e-05, 5.70e-05, 2.91e-04, 4.41e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 8.45e-05, 4.48e-10] [3.59e-05, 9.76e-06, 3.64e-06, 5.26e-06, 2.50e-06, 5.59e-06, 1.11e-06, 4.16e-05, 5.60e-10, 3.85e-05, 5.70e-05, 2.91e-04, 4.41e-04, 1.66e-03, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.44e-11, 8.45e-05, 4.48e-10] []
693600 [2.06e-07, 5.87e-07, 7.96e-07, 4.80e-07, 4.87e-07, 1.65e-06, 2.21e-07, 3.67e-09, 1.54e-08, 1.41e-08, 5.04e-07, 1.08e-06, 8.01e-07, 2.56e-07, 6.57e-09, 1.08e-08, 0.00e+00, 9.54e-09, 3.67e-09, 8.43e-09, 2.57e-08, 5.50e-08] [2.06e-07, 5.87e-07, 7.96e-07, 4.80e-07, 4.87e-07, 1.65e-06, 2.21e-07, 3.67e-09, 1.54e-08, 1.41e-08, 5.04e-07, 1.08e-06, 8.01e-07, 2.56e-07, 6.57e-09, 1.08e-08, 0.00e+00, 9.54e-09, 3.67e-09, 8.43e-09, 2.57e-08, 5.50e-08] []
693700 [7.42e-07, 7.37e-07, 6.28e-07, 4.92e-07, 3.61e-07, 1.67e-06, 2.12e-07, 1.27e-08, 1.95e-10, 7.34e-07, 1.40e-06, 5.80e-06, 9.19e-06, 3.05e-05, 0.00e+00, 0.00e+00, 1.56e-09, 0.00e+00, 0.00e+00, 1.21e-11, 4.45e-07, 2.96e-10] [7.42e-07, 7.37e-07, 6.28e-07, 4.92e-07, 3.61e-07, 1.67e-06, 2.12e-07, 1.27e-08, 1.95e-10, 7.34e-07, 1.40e-06, 5.80e-06, 9.19e-06, 3.05e-05, 0.00e+00, 0.00e+00, 1.56e-09, 0.00e+00, 0.00e+00, 1.21e-11, 4.45e-07, 2.96e-10] []
693800 [1.79e-07, 5.65e-07, 7.64e-07, 4.82e-07, 4.74e-07, 1.65e-06, 2.14e-07, 9.91e-08, 5.03e-10, 1.41e-10, 6.75e-07, 1.13e-06, 1.24e-06, 3.87e-08, 6.19e-09, 5.79e-09, 0.00e+00, 9.06e-09, 5.48e-09, 8.32e-11, 3.59e-08, 5.53e-10] [1.79e-07, 5.65e-07, 7.64e-07, 4.82e-07, 4.74e-07, 1.65e-06, 2.14e-07, 9.91e-08, 5.03e-10, 1.41e-10, 6.75e-07, 1.13e-06, 1.24e-06, 3.87e-08, 6.19e-09, 5.79e-09, 0.00e+00, 9.06e-09, 5.48e-09, 8.32e-11, 3.59e-08, 5.53e-10] []
693900 [7.48e-06, 2.49e-06, 1.13e-06, 1.37e-06, 7.25e-07, 2.34e-06, 3.85e-07, 2.35e-06, 8.37e-10, 8.10e-06, 1.29e-05, 5.94e-05, 1.01e-04, 3.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-11, 6.64e-06, 3.10e-10] [7.48e-06, 2.49e-06, 1.13e-06, 1.37e-06, 7.25e-07, 2.34e-06, 3.85e-07, 2.35e-06, 8.37e-10, 8.10e-06, 1.29e-05, 5.94e-05, 1.01e-04, 3.49e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.26e-11, 6.64e-06, 3.10e-10] []
694000 [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06] [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 40.527755 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
694000 [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06] [1.83e-07, 5.44e-07, 7.11e-07, 4.70e-07, 4.76e-07, 1.64e-06, 2.05e-07, 1.28e-07, 2.91e-06, 8.18e-10, 4.79e-07, 9.93e-07, 9.48e-07, 1.26e-07, 5.23e-09, 9.66e-09, 0.00e+00, 9.79e-09, 2.00e-08, 0.00e+00, 1.24e-07, 3.58e-06] []
694100 [3.61e-06, 3.21e-06, 3.09e-06, 6.62e-06, 3.19e-06, 4.34e-06, 2.94e-06, 1.77e-05, 4.54e-08, 1.45e-05, 1.03e-05, 9.00e-05, 1.13e-04, 3.45e-04, 0.00e+00, 0.00e+00, 1.36e-08, 3.50e-08, 0.00e+00, 4.12e-08, 8.33e-05, 2.43e-07] [3.61e-06, 3.21e-06, 3.09e-06, 6.62e-06, 3.19e-06, 4.34e-06, 2.94e-06, 1.77e-05, 4.54e-08, 1.45e-05, 1.03e-05, 9.00e-05, 1.13e-04, 3.45e-04, 0.00e+00, 0.00e+00, 1.36e-08, 3.50e-08, 0.00e+00, 4.12e-08, 8.33e-05, 2.43e-07] []
694200 [1.72e-07, 5.52e-07, 6.55e-07, 4.49e-07, 4.31e-07, 1.64e-06, 2.12e-07, 2.27e-07, 1.66e-11, 1.46e-09, 4.10e-07, 9.00e-07, 6.64e-07, 2.63e-08, 1.37e-09, 3.71e-09, 6.00e-11, 1.45e-09, 6.06e-08, 3.09e-13, 4.06e-07, 9.10e-10] [1.72e-07, 5.52e-07, 6.55e-07, 4.49e-07, 4.31e-07, 1.64e-06, 2.12e-07, 2.27e-07, 1.66e-11, 1.46e-09, 4.10e-07, 9.00e-07, 6.64e-07, 2.63e-08, 1.37e-09, 3.71e-09, 6.00e-11, 1.45e-09, 6.06e-08, 3.09e-13, 4.06e-07, 9.10e-10] []
694300 [2.81e-06, 1.03e-06, 1.04e-06, 6.42e-07, 7.41e-07, 1.71e-06, 7.02e-07, 1.32e-06, 8.85e-07, 1.14e-06, 7.16e-06, 2.69e-05, 8.96e-06, 6.70e-05, 4.60e-07, 1.93e-06, 1.54e-08, 4.61e-07, 0.00e+00, 0.00e+00, 8.66e-07, 2.30e-06] [2.81e-06, 1.03e-06, 1.04e-06, 6.42e-07, 7.41e-07, 1.71e-06, 7.02e-07, 1.32e-06, 8.85e-07, 1.14e-06, 7.16e-06, 2.69e-05, 8.96e-06, 6.70e-05, 4.60e-07, 1.93e-06, 1.54e-08, 4.61e-07, 0.00e+00, 0.00e+00, 8.66e-07, 2.30e-06] []
694400 [1.88e-07, 5.09e-07, 6.13e-07, 4.35e-07, 4.12e-07, 1.66e-06, 2.03e-07, 3.76e-09, 4.96e-10, 1.32e-08, 4.19e-07, 8.44e-07, 7.47e-07, 4.57e-07, 1.18e-08, 1.22e-08, 7.61e-09, 8.64e-09, 2.05e-11, 4.27e-13, 5.40e-08, 8.29e-10] [1.88e-07, 5.09e-07, 6.13e-07, 4.35e-07, 4.12e-07, 1.66e-06, 2.03e-07, 3.76e-09, 4.96e-10, 1.32e-08, 4.19e-07, 8.44e-07, 7.47e-07, 4.57e-07, 1.18e-08, 1.22e-08, 7.61e-09, 8.64e-09, 2.05e-11, 4.27e-13, 5.40e-08, 8.29e-10] []
694500 [2.09e-07, 4.97e-07, 8.11e-07, 5.43e-07, 5.27e-07, 1.65e-06, 2.09e-07, 1.56e-06, 9.94e-09, 4.36e-08, 6.86e-07, 1.37e-06, 1.63e-06, 1.74e-06, 4.99e-08, 2.49e-08, 1.68e-08, 9.78e-09, 0.00e+00, 0.00e+00, 5.92e-07, 1.51e-08] [2.09e-07, 4.97e-07, 8.11e-07, 5.43e-07, 5.27e-07, 1.65e-06, 2.09e-07, 1.56e-06, 9.94e-09, 4.36e-08, 6.86e-07, 1.37e-06, 1.63e-06, 1.74e-06, 4.99e-08, 2.49e-08, 1.68e-08, 9.78e-09, 0.00e+00, 0.00e+00, 5.92e-07, 1.51e-08] []
694600 [7.18e-05, 1.20e-05, 9.30e-06, 1.10e-05, 1.24e-05, 9.81e-06, 8.57e-06, 1.58e-04, 1.13e-06, 1.73e-04, 2.45e-04, 8.72e-04, 1.01e-03, 5.40e-03, 7.46e-05, 1.42e-04, 2.99e-05, 2.51e-05, 4.27e-05, 2.78e-07, 2.08e-04, 1.41e-06] [7.18e-05, 1.20e-05, 9.30e-06, 1.10e-05, 1.24e-05, 9.81e-06, 8.57e-06, 1.58e-04, 1.13e-06, 1.73e-04, 2.45e-04, 8.72e-04, 1.01e-03, 5.40e-03, 7.46e-05, 1.42e-04, 2.99e-05, 2.51e-05, 4.27e-05, 2.78e-07, 2.08e-04, 1.41e-06] []
694700 [1.85e-07, 5.70e-07, 7.05e-07, 4.64e-07, 4.68e-07, 1.65e-06, 2.11e-07, 2.81e-08, 1.69e-09, 1.45e-11, 4.42e-07, 9.45e-07, 7.62e-07, 3.98e-08, 5.52e-09, 7.63e-09, 6.89e-10, 2.42e-10, 1.18e-08, 2.97e-10, 7.16e-08, 1.75e-09] [1.85e-07, 5.70e-07, 7.05e-07, 4.64e-07, 4.68e-07, 1.65e-06, 2.11e-07, 2.81e-08, 1.69e-09, 1.45e-11, 4.42e-07, 9.45e-07, 7.62e-07, 3.98e-08, 5.52e-09, 7.63e-09, 6.89e-10, 2.42e-10, 1.18e-08, 2.97e-10, 7.16e-08, 1.75e-09] []
694800 [2.16e-06, 1.68e-06, 1.54e-06, 9.95e-07, 8.86e-07, 1.65e-06, 1.17e-06, 7.01e-05, 3.45e-07, 1.66e-06, 4.61e-06, 1.24e-05, 8.94e-06, 4.41e-05, 0.00e+00, 1.66e-07, 1.97e-08, 2.94e-07, 0.00e+00, 0.00e+00, 6.55e-05, 2.82e-07] [2.16e-06, 1.68e-06, 1.54e-06, 9.95e-07, 8.86e-07, 1.65e-06, 1.17e-06, 7.01e-05, 3.45e-07, 1.66e-06, 4.61e-06, 1.24e-05, 8.94e-06, 4.41e-05, 0.00e+00, 1.66e-07, 1.97e-08, 2.94e-07, 0.00e+00, 0.00e+00, 6.55e-05, 2.82e-07] []
694900 [1.74e-07, 5.35e-07, 6.41e-07, 4.35e-07, 4.31e-07, 1.65e-06, 2.00e-07, 2.14e-07, 6.42e-10, 9.57e-11, 3.98e-07, 8.83e-07, 6.37e-07, 2.46e-08, 5.50e-10, 3.08e-09, 1.01e-09, 2.00e-10, 0.00e+00, 4.34e-12, 1.51e-07, 3.40e-10] [1.74e-07, 5.35e-07, 6.41e-07, 4.35e-07, 4.31e-07, 1.65e-06, 2.00e-07, 2.14e-07, 6.42e-10, 9.57e-11, 3.98e-07, 8.83e-07, 6.37e-07, 2.46e-08, 5.50e-10, 3.08e-09, 1.01e-09, 2.00e-10, 0.00e+00, 4.34e-12, 1.51e-07, 3.40e-10] []
695000 [9.65e-07, 6.63e-07, 1.01e-06, 4.57e-07, 6.91e-07, 1.68e-06, 9.16e-07, 1.80e-07, 4.16e-05, 2.85e-06, 5.13e-06, 1.34e-05, 3.26e-06, 2.54e-05, 3.78e-08, 1.78e-06, 0.00e+00, 3.80e-07, 9.82e-10, 2.98e-05, 1.99e-06, 1.19e-04] [9.65e-07, 6.63e-07, 1.01e-06, 4.57e-07, 6.91e-07, 1.68e-06, 9.16e-07, 1.80e-07, 4.16e-05, 2.85e-06, 5.13e-06, 1.34e-05, 3.26e-06, 2.54e-05, 3.78e-08, 1.78e-06, 0.00e+00, 3.80e-07, 9.82e-10, 2.98e-05, 1.99e-06, 1.19e-04] []
695100 [1.65e-07, 5.32e-07, 6.08e-07, 4.41e-07, 3.96e-07, 1.65e-06, 2.77e-07, 1.00e-10, 5.97e-09, 5.74e-10, 3.72e-07, 8.48e-07, 5.97e-07, 3.73e-08, 8.46e-10, 2.42e-09, 3.77e-09, 5.93e-10, 0.00e+00, 0.00e+00, 4.69e-08, 7.11e-09] [1.65e-07, 5.32e-07, 6.08e-07, 4.41e-07, 3.96e-07, 1.65e-06, 2.77e-07, 1.00e-10, 5.97e-09, 5.74e-10, 3.72e-07, 8.48e-07, 5.97e-07, 3.73e-08, 8.46e-10, 2.42e-09, 3.77e-09, 5.93e-10, 0.00e+00, 0.00e+00, 4.69e-08, 7.11e-09] []
695200 [5.62e-07, 5.19e-07, 7.79e-07, 5.34e-07, 5.28e-07, 1.69e-06, 2.94e-07, 2.20e-07, 4.20e-10, 2.03e-07, 1.33e-06, 3.12e-06, 4.22e-06, 9.56e-06, 9.55e-08, 1.92e-07, 6.07e-08, 3.13e-08, 1.64e-08, 6.68e-10, 1.01e-07, 4.10e-09] [5.62e-07, 5.19e-07, 7.79e-07, 5.34e-07, 5.28e-07, 1.69e-06, 2.94e-07, 2.20e-07, 4.20e-10, 2.03e-07, 1.33e-06, 3.12e-06, 4.22e-06, 9.56e-06, 9.55e-08, 1.92e-07, 6.07e-08, 3.13e-08, 1.64e-08, 6.68e-10, 1.01e-07, 4.10e-09] []
695300 [5.63e-07, 5.28e-07, 6.34e-07, 4.66e-07, 4.43e-07, 1.72e-06, 2.65e-07, 1.86e-08, 2.69e-11, 4.67e-07, 1.26e-06, 3.18e-06, 6.07e-06, 1.77e-05, 2.10e-07, 1.48e-07, 1.27e-07, 1.31e-07, 1.20e-09, 1.04e-11, 1.49e-08, 3.20e-10] [5.63e-07, 5.28e-07, 6.34e-07, 4.66e-07, 4.43e-07, 1.72e-06, 2.65e-07, 1.86e-08, 2.69e-11, 4.67e-07, 1.26e-06, 3.18e-06, 6.07e-06, 1.77e-05, 2.10e-07, 1.48e-07, 1.27e-07, 1.31e-07, 1.20e-09, 1.04e-11, 1.49e-08, 3.20e-10] []
695400 [1.75e-07, 5.35e-07, 7.07e-07, 4.70e-07, 4.60e-07, 1.63e-06, 2.41e-07, 8.13e-08, 1.51e-09, 2.16e-10, 4.54e-07, 1.10e-06, 8.22e-07, 2.12e-08, 4.13e-09, 2.16e-09, 0.00e+00, 3.04e-11, 2.33e-09, 8.22e-12, 1.97e-08, 1.68e-09] [1.75e-07, 5.35e-07, 7.07e-07, 4.70e-07, 4.60e-07, 1.63e-06, 2.41e-07, 8.13e-08, 1.51e-09, 2.16e-10, 4.54e-07, 1.10e-06, 8.22e-07, 2.12e-08, 4.13e-09, 2.16e-09, 0.00e+00, 3.04e-11, 2.33e-09, 8.22e-12, 1.97e-08, 1.68e-09] []
695500 [4.67e-06, 1.64e-06, 3.48e-06, 4.65e-06, 1.52e-06, 3.92e-06, 1.93e-06, 1.07e-04, 4.97e-08, 3.57e-06, 1.80e-05, 4.37e-05, 5.18e-05, 2.16e-04, 3.24e-06, 2.84e-07, 3.64e-07, 2.41e-07, 2.03e-05, 0.00e+00, 1.04e-04, 4.40e-09] [4.67e-06, 1.64e-06, 3.48e-06, 4.65e-06, 1.52e-06, 3.92e-06, 1.93e-06, 1.07e-04, 4.97e-08, 3.57e-06, 1.80e-05, 4.37e-05, 5.18e-05, 2.16e-04, 3.24e-06, 2.84e-07, 3.64e-07, 2.41e-07, 2.03e-05, 0.00e+00, 1.04e-04, 4.40e-09] []
695600 [1.77e-07, 5.37e-07, 6.51e-07, 4.51e-07, 4.34e-07, 1.64e-06, 2.18e-07, 4.28e-08, 1.65e-09, 1.59e-09, 4.09e-07, 8.84e-07, 6.72e-07, 3.86e-08, 4.99e-09, 6.84e-09, 2.61e-10, 2.31e-09, 1.36e-08, 1.03e-10, 8.38e-08, 7.24e-10] [1.77e-07, 5.37e-07, 6.51e-07, 4.51e-07, 4.34e-07, 1.64e-06, 2.18e-07, 4.28e-08, 1.65e-09, 1.59e-09, 4.09e-07, 8.84e-07, 6.72e-07, 3.86e-08, 4.99e-09, 6.84e-09, 2.61e-10, 2.31e-09, 1.36e-08, 1.03e-10, 8.38e-08, 7.24e-10] []
695700 [4.96e-07, 5.42e-07, 9.86e-07, 5.64e-07, 4.69e-07, 1.67e-06, 2.92e-07, 8.31e-07, 3.70e-08, 9.62e-11, 8.70e-06, 5.49e-06, 1.27e-05, 1.64e-06, 6.89e-09, 2.83e-09, 0.00e+00, 1.06e-09, 3.64e-08, 2.63e-09, 2.31e-07, 1.91e-08] [4.96e-07, 5.42e-07, 9.86e-07, 5.64e-07, 4.69e-07, 1.67e-06, 2.92e-07, 8.31e-07, 3.70e-08, 9.62e-11, 8.70e-06, 5.49e-06, 1.27e-05, 1.64e-06, 6.89e-09, 2.83e-09, 0.00e+00, 1.06e-09, 3.64e-08, 2.63e-09, 2.31e-07, 1.91e-08] []
695800 [2.02e-07, 5.19e-07, 6.03e-07, 4.41e-07, 4.06e-07, 1.66e-06, 2.06e-07, 1.51e-09, 6.20e-11, 2.59e-08, 4.43e-07, 8.96e-07, 9.14e-07, 9.85e-07, 1.95e-08, 1.82e-08, 1.19e-08, 1.65e-08, 2.54e-08, 4.41e-11, 1.54e-07, 3.66e-10] [2.02e-07, 5.19e-07, 6.03e-07, 4.41e-07, 4.06e-07, 1.66e-06, 2.06e-07, 1.51e-09, 6.20e-11, 2.59e-08, 4.43e-07, 8.96e-07, 9.14e-07, 9.85e-07, 1.95e-08, 1.82e-08, 1.19e-08, 1.65e-08, 2.54e-08, 4.41e-11, 1.54e-07, 3.66e-10] []
695900 [2.34e-07, 6.04e-07, 8.53e-07, 5.11e-07, 5.12e-07, 1.68e-06, 2.18e-07, 5.42e-07, 2.01e-08, 2.53e-08, 5.79e-07, 1.37e-06, 1.12e-06, 1.34e-06, 3.63e-08, 2.83e-09, 1.31e-08, 2.96e-09, 7.19e-08, 2.96e-09, 4.87e-07, 2.00e-08] [2.34e-07, 6.04e-07, 8.53e-07, 5.11e-07, 5.12e-07, 1.68e-06, 2.18e-07, 5.42e-07, 2.01e-08, 2.53e-08, 5.79e-07, 1.37e-06, 1.12e-06, 1.34e-06, 3.63e-08, 2.83e-09, 1.31e-08, 2.96e-09, 7.19e-08, 2.96e-09, 4.87e-07, 2.00e-08] []
696000 [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07] [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 47.977257 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
696000 [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07] [1.68e-07, 5.26e-07, 5.72e-07, 4.43e-07, 3.76e-07, 1.65e-06, 2.17e-07, 1.99e-07, 3.50e-07, 2.00e-10, 4.17e-07, 8.17e-07, 6.00e-07, 3.30e-08, 7.67e-10, 2.82e-09, 9.03e-09, 4.10e-10, 0.00e+00, 0.00e+00, 1.61e-07, 9.59e-07] []
696100 [2.19e-07, 6.02e-07, 9.79e-07, 5.27e-07, 5.32e-07, 1.68e-06, 2.11e-07, 8.90e-07, 1.77e-08, 1.13e-09, 5.83e-07, 1.29e-06, 1.48e-06, 1.05e-06, 1.43e-08, 8.38e-09, 1.19e-08, 1.42e-08, 6.68e-08, 0.00e+00, 4.49e-07, 1.00e-08] [2.19e-07, 6.02e-07, 9.79e-07, 5.27e-07, 5.32e-07, 1.68e-06, 2.11e-07, 8.90e-07, 1.77e-08, 1.13e-09, 5.83e-07, 1.29e-06, 1.48e-06, 1.05e-06, 1.43e-08, 8.38e-09, 1.19e-08, 1.42e-08, 6.68e-08, 0.00e+00, 4.49e-07, 1.00e-08] []
696200 [1.75e-07, 5.54e-07, 6.46e-07, 4.68e-07, 3.92e-07, 1.66e-06, 2.06e-07, 4.41e-11, 3.06e-10, 1.65e-10, 3.77e-07, 7.84e-07, 5.51e-07, 2.12e-09, 2.24e-09, 4.38e-09, 6.27e-09, 1.77e-09, 2.41e-13, 2.21e-11, 1.40e-08, 2.90e-10] [1.75e-07, 5.54e-07, 6.46e-07, 4.68e-07, 3.92e-07, 1.66e-06, 2.06e-07, 4.41e-11, 3.06e-10, 1.65e-10, 3.77e-07, 7.84e-07, 5.51e-07, 2.12e-09, 2.24e-09, 4.38e-09, 6.27e-09, 1.77e-09, 2.41e-13, 2.21e-11, 1.40e-08, 2.90e-10] []
696300 [8.17e-07, 7.28e-07, 7.99e-07, 6.29e-07, 5.17e-07, 1.73e-06, 3.28e-07, 1.72e-05, 6.34e-08, 1.11e-06, 2.58e-06, 1.10e-05, 6.27e-06, 4.33e-05, 8.25e-10, 3.65e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-10, 8.57e-06, 1.01e-09] [8.17e-07, 7.28e-07, 7.99e-07, 6.29e-07, 5.17e-07, 1.73e-06, 3.28e-07, 1.72e-05, 6.34e-08, 1.11e-06, 2.58e-06, 1.10e-05, 6.27e-06, 4.33e-05, 8.25e-10, 3.65e-08, 0.00e+00, 0.00e+00, 0.00e+00, 4.26e-10, 8.57e-06, 1.01e-09] []
696400 [1.74e-07, 5.16e-07, 6.12e-07, 4.42e-07, 3.97e-07, 1.66e-06, 1.99e-07, 2.06e-09, 2.26e-06, 9.28e-10, 3.83e-07, 7.92e-07, 5.81e-07, 4.11e-08, 4.15e-09, 7.11e-09, 4.57e-09, 3.06e-09, 5.65e-10, 3.85e-07, 1.20e-08, 2.00e-06] [1.74e-07, 5.16e-07, 6.12e-07, 4.42e-07, 3.97e-07, 1.66e-06, 1.99e-07, 2.06e-09, 2.26e-06, 9.28e-10, 3.83e-07, 7.92e-07, 5.81e-07, 4.11e-08, 4.15e-09, 7.11e-09, 4.57e-09, 3.06e-09, 5.65e-10, 3.85e-07, 1.20e-08, 2.00e-06] []
696500 [2.17e-07, 5.15e-07, 7.07e-07, 4.53e-07, 4.71e-07, 1.66e-06, 2.32e-07, 2.05e-07, 2.05e-06, 1.81e-08, 6.78e-07, 1.69e-06, 1.93e-06, 1.64e-06, 5.88e-09, 0.00e+00, 0.00e+00, 9.42e-09, 0.00e+00, 0.00e+00, 4.05e-07, 1.46e-06] [2.17e-07, 5.15e-07, 7.07e-07, 4.53e-07, 4.71e-07, 1.66e-06, 2.32e-07, 2.05e-07, 2.05e-06, 1.81e-08, 6.78e-07, 1.69e-06, 1.93e-06, 1.64e-06, 5.88e-09, 0.00e+00, 0.00e+00, 9.42e-09, 0.00e+00, 0.00e+00, 4.05e-07, 1.46e-06] []
696600 [5.89e-05, 1.01e-05, 5.42e-06, 7.07e-06, 7.47e-06, 8.02e-06, 3.79e-06, 1.86e-05, 2.50e-09, 1.03e-04, 1.53e-04, 5.49e-04, 8.02e-04, 3.54e-03, 5.86e-05, 6.97e-05, 2.68e-05, 2.33e-05, 6.91e-06, 2.25e-09, 3.77e-05, 1.50e-08] [5.89e-05, 1.01e-05, 5.42e-06, 7.07e-06, 7.47e-06, 8.02e-06, 3.79e-06, 1.86e-05, 2.50e-09, 1.03e-04, 1.53e-04, 5.49e-04, 8.02e-04, 3.54e-03, 5.86e-05, 6.97e-05, 2.68e-05, 2.33e-05, 6.91e-06, 2.25e-09, 3.77e-05, 1.50e-08] []
696700 [1.71e-07, 5.37e-07, 6.78e-07, 4.35e-07, 4.44e-07, 1.65e-06, 2.09e-07, 1.05e-07, 4.12e-08, 8.93e-10, 4.20e-07, 9.90e-07, 7.36e-07, 4.31e-08, 1.02e-09, 1.93e-09, 1.68e-14, 3.54e-15, 0.00e+00, 0.00e+00, 6.96e-08, 4.39e-08] [1.71e-07, 5.37e-07, 6.78e-07, 4.35e-07, 4.44e-07, 1.65e-06, 2.09e-07, 1.05e-07, 4.12e-08, 8.93e-10, 4.20e-07, 9.90e-07, 7.36e-07, 4.31e-08, 1.02e-09, 1.93e-09, 1.68e-14, 3.54e-15, 0.00e+00, 0.00e+00, 6.96e-08, 4.39e-08] []
696800 [1.30e-06, 9.74e-07, 7.07e-07, 5.11e-07, 7.03e-07, 2.43e-06, 6.07e-07, 2.30e-05, 3.68e-09, 5.29e-06, 6.14e-06, 1.59e-05, 7.93e-06, 2.50e-05, 0.00e+00, 5.61e-08, 8.88e-10, 1.31e-08, 0.00e+00, 2.01e-11, 1.61e-05, 1.12e-09] [1.30e-06, 9.74e-07, 7.07e-07, 5.11e-07, 7.03e-07, 2.43e-06, 6.07e-07, 2.30e-05, 3.68e-09, 5.29e-06, 6.14e-06, 1.59e-05, 7.93e-06, 2.50e-05, 0.00e+00, 5.61e-08, 8.88e-10, 1.31e-08, 0.00e+00, 2.01e-11, 1.61e-05, 1.12e-09] []
696900 [1.71e-07, 5.33e-07, 6.15e-07, 4.33e-07, 4.19e-07, 1.65e-06, 1.98e-07, 3.72e-08, 2.12e-10, 5.14e-11, 4.09e-07, 8.40e-07, 6.58e-07, 7.38e-09, 2.68e-09, 5.58e-09, 3.57e-09, 3.02e-09, 1.91e-08, 6.90e-12, 1.17e-07, 2.79e-10] [1.71e-07, 5.33e-07, 6.15e-07, 4.33e-07, 4.19e-07, 1.65e-06, 1.98e-07, 3.72e-08, 2.12e-10, 5.14e-11, 4.09e-07, 8.40e-07, 6.58e-07, 7.38e-09, 2.68e-09, 5.58e-09, 3.57e-09, 3.02e-09, 1.91e-08, 6.90e-12, 1.17e-07, 2.79e-10] []
697000 [2.86e-07, 5.34e-07, 8.12e-07, 4.74e-07, 4.81e-07, 1.65e-06, 2.46e-07, 4.79e-06, 1.36e-06, 3.20e-07, 1.30e-06, 3.93e-06, 1.55e-06, 6.47e-06, 4.59e-09, 0.00e+00, 0.00e+00, 4.78e-09, 0.00e+00, 0.00e+00, 1.52e-06, 1.81e-06] [2.86e-07, 5.34e-07, 8.12e-07, 4.74e-07, 4.81e-07, 1.65e-06, 2.46e-07, 4.79e-06, 1.36e-06, 3.20e-07, 1.30e-06, 3.93e-06, 1.55e-06, 6.47e-06, 4.59e-09, 0.00e+00, 0.00e+00, 4.78e-09, 0.00e+00, 0.00e+00, 1.52e-06, 1.81e-06] []
697100 [1.66e-07, 5.36e-07, 5.87e-07, 4.35e-07, 3.88e-07, 1.65e-06, 1.98e-07, 2.36e-09, 7.97e-11, 2.74e-09, 3.73e-07, 8.28e-07, 5.93e-07, 1.31e-07, 2.14e-10, 2.87e-09, 6.49e-09, 2.54e-10, 1.18e-09, 7.36e-11, 1.47e-08, 4.81e-10] [1.66e-07, 5.36e-07, 5.87e-07, 4.35e-07, 3.88e-07, 1.65e-06, 1.98e-07, 2.36e-09, 7.97e-11, 2.74e-09, 3.73e-07, 8.28e-07, 5.93e-07, 1.31e-07, 2.14e-10, 2.87e-09, 6.49e-09, 2.54e-10, 1.18e-09, 7.36e-11, 1.47e-08, 4.81e-10] []
697200 [1.98e-07, 6.12e-07, 9.12e-07, 4.62e-07, 5.90e-07, 1.66e-06, 2.49e-07, 1.69e-07, 4.39e-06, 3.85e-08, 8.46e-07, 1.52e-06, 1.54e-06, 3.35e-07, 9.75e-09, 3.34e-08, 0.00e+00, 5.45e-09, 1.49e-08, 1.26e-05, 9.12e-08, 5.16e-05] [1.98e-07, 6.12e-07, 9.12e-07, 4.62e-07, 5.90e-07, 1.66e-06, 2.49e-07, 1.69e-07, 4.39e-06, 3.85e-08, 8.46e-07, 1.52e-06, 1.54e-06, 3.35e-07, 9.75e-09, 3.34e-08, 0.00e+00, 5.45e-09, 1.49e-08, 1.26e-05, 9.12e-08, 5.16e-05] []
697300 [1.67e-07, 5.32e-07, 5.99e-07, 4.37e-07, 3.99e-07, 1.66e-06, 2.13e-07, 1.07e-07, 1.38e-09, 1.14e-10, 3.79e-07, 8.03e-07, 5.68e-07, 2.12e-08, 1.36e-09, 3.53e-09, 6.75e-09, 7.45e-10, 0.00e+00, 3.27e-12, 2.54e-08, 6.61e-10] [1.67e-07, 5.32e-07, 5.99e-07, 4.37e-07, 3.99e-07, 1.66e-06, 2.13e-07, 1.07e-07, 1.38e-09, 1.14e-10, 3.79e-07, 8.03e-07, 5.68e-07, 2.12e-08, 1.36e-09, 3.53e-09, 6.75e-09, 7.45e-10, 0.00e+00, 3.27e-12, 2.54e-08, 6.61e-10] []
697400 [2.64e-07, 5.64e-07, 8.85e-07, 5.50e-07, 5.20e-07, 1.69e-06, 2.24e-07, 7.71e-07, 1.64e-07, 3.96e-08, 9.09e-07, 2.36e-06, 1.49e-06, 7.99e-07, 2.22e-08, 1.87e-08, 0.00e+00, 5.20e-08, 5.70e-08, 0.00e+00, 3.81e-07, 2.97e-07] [2.64e-07, 5.64e-07, 8.85e-07, 5.50e-07, 5.20e-07, 1.69e-06, 2.24e-07, 7.71e-07, 1.64e-07, 3.96e-08, 9.09e-07, 2.36e-06, 1.49e-06, 7.99e-07, 2.22e-08, 1.87e-08, 0.00e+00, 5.20e-08, 5.70e-08, 0.00e+00, 3.81e-07, 2.97e-07] []
697500 [1.82e-07, 5.17e-07, 6.05e-07, 4.51e-07, 3.88e-07, 1.67e-06, 2.01e-07, 2.89e-07, 7.43e-10, 8.65e-09, 3.89e-07, 7.92e-07, 6.10e-07, 2.80e-07, 1.03e-08, 1.09e-08, 8.01e-09, 6.84e-09, 0.00e+00, 8.66e-12, 4.68e-08, 4.07e-10] [1.82e-07, 5.17e-07, 6.05e-07, 4.51e-07, 3.88e-07, 1.67e-06, 2.01e-07, 2.89e-07, 7.43e-10, 8.65e-09, 3.89e-07, 7.92e-07, 6.10e-07, 2.80e-07, 1.03e-08, 1.09e-08, 8.01e-09, 6.84e-09, 0.00e+00, 8.66e-12, 4.68e-08, 4.07e-10] []
697600 [1.92e-07, 5.26e-07, 7.85e-07, 4.87e-07, 4.92e-07, 1.67e-06, 2.13e-07, 2.45e-10, 8.59e-09, 1.53e-09, 8.14e-07, 1.17e-06, 1.43e-06, 8.23e-08, 5.02e-09, 3.14e-11, 1.31e-10, 1.00e-08, 2.05e-09, 6.17e-10, 1.70e-08, 3.84e-09] [1.92e-07, 5.26e-07, 7.85e-07, 4.87e-07, 4.92e-07, 1.67e-06, 2.13e-07, 2.45e-10, 8.59e-09, 1.53e-09, 8.14e-07, 1.17e-06, 1.43e-06, 8.23e-08, 5.02e-09, 3.14e-11, 1.31e-10, 1.00e-08, 2.05e-09, 6.17e-10, 1.70e-08, 3.84e-09] []
697700 [1.77e-07, 5.26e-07, 5.45e-07, 4.24e-07, 3.64e-07, 1.65e-06, 1.94e-07, 4.32e-08, 1.14e-08, 3.41e-08, 4.00e-07, 1.04e-06, 8.46e-07, 1.37e-06, 0.00e+00, 1.74e-09, 6.44e-09, 0.00e+00, 4.25e-10, 0.00e+00, 1.21e-08, 1.17e-08] [1.77e-07, 5.26e-07, 5.45e-07, 4.24e-07, 3.64e-07, 1.65e-06, 1.94e-07, 4.32e-08, 1.14e-08, 3.41e-08, 4.00e-07, 1.04e-06, 8.46e-07, 1.37e-06, 0.00e+00, 1.74e-09, 6.44e-09, 0.00e+00, 4.25e-10, 0.00e+00, 1.21e-08, 1.17e-08] []
697800 [1.98e-07, 6.24e-07, 9.42e-07, 5.35e-07, 5.69e-07, 1.72e-06, 2.41e-07, 4.18e-08, 3.25e-06, 2.54e-08, 4.98e-07, 1.08e-06, 1.12e-06, 2.03e-07, 1.83e-08, 7.71e-09, 0.00e+00, 2.13e-08, 0.00e+00, 0.00e+00, 1.81e-07, 2.92e-06] [1.98e-07, 6.24e-07, 9.42e-07, 5.35e-07, 5.69e-07, 1.72e-06, 2.41e-07, 4.18e-08, 3.25e-06, 2.54e-08, 4.98e-07, 1.08e-06, 1.12e-06, 2.03e-07, 1.83e-08, 7.71e-09, 0.00e+00, 2.13e-08, 0.00e+00, 0.00e+00, 1.81e-07, 2.92e-06] []
697900 [1.69e-07, 5.36e-07, 6.95e-07, 4.67e-07, 4.08e-07, 1.68e-06, 2.19e-07, 5.13e-08, 9.01e-11, 1.69e-10, 3.66e-07, 7.92e-07, 5.61e-07, 8.70e-09, 1.84e-09, 3.32e-09, 4.24e-09, 1.33e-09, 2.79e-10, 1.01e-11, 1.46e-07, 4.39e-10] [1.69e-07, 5.36e-07, 6.95e-07, 4.67e-07, 4.08e-07, 1.68e-06, 2.19e-07, 5.13e-08, 9.01e-11, 1.69e-10, 3.66e-07, 7.92e-07, 5.61e-07, 8.70e-09, 1.84e-09, 3.32e-09, 4.24e-09, 1.33e-09, 2.79e-10, 1.01e-11, 1.46e-07, 4.39e-10] []
698000 [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08] [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 50.764548 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
698000 [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08] [1.07e-06, 6.49e-07, 9.83e-07, 5.62e-07, 5.42e-07, 1.72e-06, 3.62e-07, 8.24e-07, 1.29e-07, 8.14e-07, 1.88e-06, 6.81e-06, 8.39e-06, 3.24e-05, 1.80e-07, 4.28e-07, 1.33e-07, 1.98e-07, 8.67e-08, 9.05e-09, 5.89e-07, 5.92e-08] []
698100 [2.46e-07, 4.95e-07, 6.13e-07, 4.41e-07, 4.18e-07, 1.70e-06, 2.15e-07, 5.91e-09, 5.16e-12, 7.97e-08, 5.66e-07, 1.15e-06, 1.65e-06, 3.11e-06, 4.62e-08, 3.60e-08, 1.84e-08, 2.76e-08, 5.75e-09, 5.26e-14, 3.71e-08, 1.40e-09] [2.46e-07, 4.95e-07, 6.13e-07, 4.41e-07, 4.18e-07, 1.70e-06, 2.15e-07, 5.91e-09, 5.16e-12, 7.97e-08, 5.66e-07, 1.15e-06, 1.65e-06, 3.11e-06, 4.62e-08, 3.60e-08, 1.84e-08, 2.76e-08, 5.75e-09, 5.26e-14, 3.71e-08, 1.40e-09] []
698200 [1.89e-07, 5.27e-07, 7.31e-07, 4.66e-07, 4.76e-07, 1.65e-06, 2.07e-07, 2.45e-07, 2.59e-09, 4.96e-09, 6.61e-07, 1.35e-06, 1.25e-06, 5.84e-07, 2.78e-09, 3.39e-10, 0.00e+00, 1.09e-09, 0.00e+00, 6.80e-14, 9.35e-08, 1.24e-09] [1.89e-07, 5.27e-07, 7.31e-07, 4.66e-07, 4.76e-07, 1.65e-06, 2.07e-07, 2.45e-07, 2.59e-09, 4.96e-09, 6.61e-07, 1.35e-06, 1.25e-06, 5.84e-07, 2.78e-09, 3.39e-10, 0.00e+00, 1.09e-09, 0.00e+00, 6.80e-14, 9.35e-08, 1.24e-09] []
698300 [8.75e-06, 2.97e-06, 3.62e-06, 4.46e-06, 2.14e-06, 2.80e-06, 2.76e-06, 6.10e-05, 3.30e-06, 1.90e-05, 4.97e-05, 1.15e-04, 3.00e-04, 6.30e-04, 5.59e-06, 5.35e-06, 6.97e-06, 5.00e-06, 0.00e+00, 4.10e-07, 5.66e-05, 2.03e-06] [8.75e-06, 2.97e-06, 3.62e-06, 4.46e-06, 2.14e-06, 2.80e-06, 2.76e-06, 6.10e-05, 3.30e-06, 1.90e-05, 4.97e-05, 1.15e-04, 3.00e-04, 6.30e-04, 5.59e-06, 5.35e-06, 6.97e-06, 5.00e-06, 0.00e+00, 4.10e-07, 5.66e-05, 2.03e-06] []
698400 [1.52e-07, 4.96e-07, 1.01e-06, 4.47e-07, 7.96e-07, 1.67e-06, 2.50e-07, 1.32e-07, 2.83e-04, 9.00e-09, 9.93e-07, 2.04e-06, 3.84e-06, 3.99e-07, 7.31e-09, 2.12e-09, 3.89e-09, 1.15e-08, 0.00e+00, 0.00e+00, 1.81e-07, 6.61e-04] [1.52e-07, 4.96e-07, 1.01e-06, 4.47e-07, 7.96e-07, 1.67e-06, 2.50e-07, 1.32e-07, 2.83e-04, 9.00e-09, 9.93e-07, 2.04e-06, 3.84e-06, 3.99e-07, 7.31e-09, 2.12e-09, 3.89e-09, 1.15e-08, 0.00e+00, 0.00e+00, 1.81e-07, 6.61e-04] []
698500 [5.70e-07, 6.58e-07, 7.09e-07, 5.48e-07, 5.09e-07, 1.75e-06, 3.13e-07, 2.23e-05, 1.70e-07, 1.69e-06, 7.24e-06, 1.59e-05, 4.27e-06, 4.24e-05, 4.26e-10, 2.74e-08, 0.00e+00, 9.53e-10, 0.00e+00, 0.00e+00, 1.77e-05, 2.52e-07] [5.70e-07, 6.58e-07, 7.09e-07, 5.48e-07, 5.09e-07, 1.75e-06, 3.13e-07, 2.23e-05, 1.70e-07, 1.69e-06, 7.24e-06, 1.59e-05, 4.27e-06, 4.24e-05, 4.26e-10, 2.74e-08, 0.00e+00, 9.53e-10, 0.00e+00, 0.00e+00, 1.77e-05, 2.52e-07] []
698600 [1.72e-07, 5.24e-07, 6.02e-07, 4.41e-07, 3.96e-07, 1.66e-06, 2.03e-07, 1.25e-07, 3.10e-12, 1.43e-09, 3.92e-07, 8.11e-07, 6.40e-07, 7.03e-08, 5.11e-09, 6.95e-09, 6.09e-09, 3.61e-09, 6.83e-10, 9.81e-12, 1.65e-08, 3.01e-10] [1.72e-07, 5.24e-07, 6.02e-07, 4.41e-07, 3.96e-07, 1.66e-06, 2.03e-07, 1.25e-07, 3.10e-12, 1.43e-09, 3.92e-07, 8.11e-07, 6.40e-07, 7.03e-08, 5.11e-09, 6.95e-09, 6.09e-09, 3.61e-09, 6.83e-10, 9.81e-12, 1.65e-08, 3.01e-10] []
698700 [2.05e-07, 5.23e-07, 7.48e-07, 4.65e-07, 4.76e-07, 1.67e-06, 2.19e-07, 1.16e-06, 2.53e-07, 2.54e-08, 7.11e-07, 1.60e-06, 2.23e-06, 1.16e-06, 6.37e-09, 9.69e-11, 0.00e+00, 1.21e-08, 0.00e+00, 0.00e+00, 1.16e-06, 6.10e-07] [2.05e-07, 5.23e-07, 7.48e-07, 4.65e-07, 4.76e-07, 1.67e-06, 2.19e-07, 1.16e-06, 2.53e-07, 2.54e-08, 7.11e-07, 1.60e-06, 2.23e-06, 1.16e-06, 6.37e-09, 9.69e-11, 0.00e+00, 1.21e-08, 0.00e+00, 0.00e+00, 1.16e-06, 6.10e-07] []
698800 [7.29e-05, 1.29e-05, 7.10e-06, 9.33e-06, 1.02e-05, 9.79e-06, 5.52e-06, 2.31e-05, 2.39e-08, 1.41e-04, 2.02e-04, 7.46e-04, 9.78e-04, 4.70e-03, 7.79e-05, 1.05e-04, 3.22e-05, 2.79e-05, 8.92e-06, 1.14e-08, 4.77e-05, 7.25e-08] [7.29e-05, 1.29e-05, 7.10e-06, 9.33e-06, 1.02e-05, 9.79e-06, 5.52e-06, 2.31e-05, 2.39e-08, 1.41e-04, 2.02e-04, 7.46e-04, 9.78e-04, 4.70e-03, 7.79e-05, 1.05e-04, 3.22e-05, 2.79e-05, 8.92e-06, 1.14e-08, 4.77e-05, 7.25e-08] []
698900 [1.70e-07, 5.54e-07, 6.78e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.02e-07, 4.55e-08, 4.37e-10, 3.58e-12, 4.25e-07, 9.44e-07, 7.38e-07, 2.14e-08, 1.01e-09, 2.47e-09, 1.12e-10, 1.63e-13, 1.15e-08, 2.77e-11, 6.98e-08, 3.01e-10] [1.70e-07, 5.54e-07, 6.78e-07, 4.44e-07, 4.44e-07, 1.65e-06, 2.02e-07, 4.55e-08, 4.37e-10, 3.58e-12, 4.25e-07, 9.44e-07, 7.38e-07, 2.14e-08, 1.01e-09, 2.47e-09, 1.12e-10, 1.63e-13, 1.15e-08, 2.77e-11, 6.98e-08, 3.01e-10] []
699000 [2.56e-06, 1.61e-06, 1.01e-06, 7.25e-07, 9.35e-07, 2.51e-06, 6.36e-07, 9.21e-06, 9.89e-05, 6.54e-06, 2.13e-05, 1.82e-05, 5.19e-05, 6.96e-05, 0.00e+00, 9.02e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 2.39e-05, 1.71e-04] [2.56e-06, 1.61e-06, 1.01e-06, 7.25e-07, 9.35e-07, 2.51e-06, 6.36e-07, 9.21e-06, 9.89e-05, 6.54e-06, 2.13e-05, 1.82e-05, 5.19e-05, 6.96e-05, 0.00e+00, 9.02e-08, 0.00e+00, 8.91e-09, 0.00e+00, 0.00e+00, 2.39e-05, 1.71e-04] []
699100 [1.76e-07, 5.57e-07, 6.44e-07, 4.43e-07, 4.28e-07, 1.66e-06, 2.02e-07, 9.56e-08, 4.81e-09, 2.14e-10, 3.98e-07, 8.53e-07, 6.37e-07, 3.45e-09, 2.88e-09, 4.61e-09, 2.84e-09, 1.80e-09, 6.37e-09, 0.00e+00, 4.12e-08, 2.11e-09] [1.76e-07, 5.57e-07, 6.44e-07, 4.43e-07, 4.28e-07, 1.66e-06, 2.02e-07, 9.56e-08, 4.81e-09, 2.14e-10, 3.98e-07, 8.53e-07, 6.37e-07, 3.45e-09, 2.88e-09, 4.61e-09, 2.84e-09, 1.80e-09, 6.37e-09, 0.00e+00, 4.12e-08, 2.11e-09] []
699200 [9.76e-07, 8.75e-07, 8.34e-07, 6.68e-07, 5.23e-07, 1.92e-06, 4.07e-07, 1.05e-06, 4.34e-07, 1.53e-06, 5.74e-06, 1.50e-05, 5.90e-06, 4.00e-05, 3.39e-11, 6.80e-08, 0.00e+00, 5.07e-09, 0.00e+00, 1.11e-08, 1.65e-06, 6.69e-08] [9.76e-07, 8.75e-07, 8.34e-07, 6.68e-07, 5.23e-07, 1.92e-06, 4.07e-07, 1.05e-06, 4.34e-07, 1.53e-06, 5.74e-06, 1.50e-05, 5.90e-06, 4.00e-05, 3.39e-11, 6.80e-08, 0.00e+00, 5.07e-09, 0.00e+00, 1.11e-08, 1.65e-06, 6.69e-08] []
699300 [1.73e-07, 5.55e-07, 6.39e-07, 4.51e-07, 4.10e-07, 1.66e-06, 1.96e-07, 3.60e-07, 5.42e-10, 1.56e-11, 3.96e-07, 8.21e-07, 6.30e-07, 6.03e-09, 2.56e-09, 4.60e-09, 3.70e-09, 2.44e-09, 2.00e-08, 2.58e-10, 1.22e-07, 1.49e-09] [1.73e-07, 5.55e-07, 6.39e-07, 4.51e-07, 4.10e-07, 1.66e-06, 1.96e-07, 3.60e-07, 5.42e-10, 1.56e-11, 3.96e-07, 8.21e-07, 6.30e-07, 6.03e-09, 2.56e-09, 4.60e-09, 3.70e-09, 2.44e-09, 2.00e-08, 2.58e-10, 1.22e-07, 1.49e-09] []
699400 [8.57e-07, 9.67e-07, 6.64e-07, 7.19e-07, 7.76e-07, 1.94e-06, 3.20e-07, 2.24e-07, 3.64e-06, 4.70e-07, 3.29e-06, 3.48e-05, 2.74e-06, 5.90e-05, 0.00e+00, 6.80e-09, 0.00e+00, 0.00e+00, 3.50e-07, 0.00e+00, 2.27e-06, 6.17e-07] [8.57e-07, 9.67e-07, 6.64e-07, 7.19e-07, 7.76e-07, 1.94e-06, 3.20e-07, 2.24e-07, 3.64e-06, 4.70e-07, 3.29e-06, 3.48e-05, 2.74e-06, 5.90e-05, 0.00e+00, 6.80e-09, 0.00e+00, 0.00e+00, 3.50e-07, 0.00e+00, 2.27e-06, 6.17e-07] []
699500 [1.68e-07, 5.41e-07, 5.89e-07, 4.44e-07, 3.84e-07, 1.65e-06, 2.57e-07, 6.86e-08, 4.31e-09, 5.69e-11, 3.81e-07, 8.20e-07, 5.92e-07, 4.46e-09, 3.12e-09, 4.40e-09, 5.18e-09, 1.17e-09, 8.71e-09, 7.56e-17, 5.67e-08, 1.99e-09] [1.68e-07, 5.41e-07, 5.89e-07, 4.44e-07, 3.84e-07, 1.65e-06, 2.57e-07, 6.86e-08, 4.31e-09, 5.69e-11, 3.81e-07, 8.20e-07, 5.92e-07, 4.46e-09, 3.12e-09, 4.40e-09, 5.18e-09, 1.17e-09, 8.71e-09, 7.56e-17, 5.67e-08, 1.99e-09] []
699600 [2.70e-07, 5.44e-07, 8.58e-07, 5.51e-07, 4.77e-07, 1.66e-06, 2.54e-07, 3.12e-06, 7.43e-09, 1.09e-08, 7.43e-07, 1.58e-06, 1.32e-06, 7.83e-07, 1.58e-08, 9.05e-09, 2.37e-09, 1.13e-08, 3.91e-07, 4.05e-11, 2.58e-06, 8.36e-09] [2.70e-07, 5.44e-07, 8.58e-07, 5.51e-07, 4.77e-07, 1.66e-06, 2.54e-07, 3.12e-06, 7.43e-09, 1.09e-08, 7.43e-07, 1.58e-06, 1.32e-06, 7.83e-07, 1.58e-08, 9.05e-09, 2.37e-09, 1.13e-08, 3.91e-07, 4.05e-11, 2.58e-06, 8.36e-09] []
699700 [1.67e-07, 5.35e-07, 6.23e-07, 4.49e-07, 3.83e-07, 1.66e-06, 2.30e-07, 4.28e-08, 3.27e-11, 3.76e-13, 3.80e-07, 8.09e-07, 5.82e-07, 1.47e-09, 2.00e-09, 4.29e-09, 5.30e-09, 1.75e-09, 2.33e-10, 1.25e-11, 3.26e-08, 3.38e-10] [1.67e-07, 5.35e-07, 6.23e-07, 4.49e-07, 3.83e-07, 1.66e-06, 2.30e-07, 4.28e-08, 3.27e-11, 3.76e-13, 3.80e-07, 8.09e-07, 5.82e-07, 1.47e-09, 2.00e-09, 4.29e-09, 5.30e-09, 1.75e-09, 2.33e-10, 1.25e-11, 3.26e-08, 3.38e-10] []
699800 [3.83e-07, 5.47e-07, 9.14e-07, 5.29e-07, 4.81e-07, 1.66e-06, 2.22e-07, 3.50e-07, 3.18e-07, 2.22e-08, 2.31e-06, 3.56e-06, 6.08e-06, 5.48e-06, 5.35e-09, 0.00e+00, 2.33e-09, 5.24e-09, 0.00e+00, 7.97e-09, 1.14e-06, 4.91e-08] [3.83e-07, 5.47e-07, 9.14e-07, 5.29e-07, 4.81e-07, 1.66e-06, 2.22e-07, 3.50e-07, 3.18e-07, 2.22e-08, 2.31e-06, 3.56e-06, 6.08e-06, 5.48e-06, 5.35e-09, 0.00e+00, 2.33e-09, 5.24e-09, 0.00e+00, 7.97e-09, 1.14e-06, 4.91e-08] []
699900 [1.71e-07, 5.36e-07, 6.30e-07, 4.50e-07, 3.91e-07, 1.66e-06, 2.10e-07, 1.13e-10, 7.62e-10, 2.08e-11, 3.84e-07, 7.97e-07, 5.68e-07, 3.07e-09, 2.10e-09, 4.10e-09, 5.29e-09, 1.10e-09, 1.68e-10, 5.75e-12, 1.01e-08, 3.85e-10] [1.71e-07, 5.36e-07, 6.30e-07, 4.50e-07, 3.91e-07, 1.66e-06, 2.10e-07, 1.13e-10, 7.62e-10, 2.08e-11, 3.84e-07, 7.97e-07, 5.68e-07, 3.07e-09, 2.10e-09, 4.10e-09, 5.29e-09, 1.10e-09, 1.68e-10, 5.75e-12, 1.01e-08, 3.85e-10] []
700000 [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09] [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 41.157205 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
700000 [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09] [2.83e-07, 4.91e-07, 9.22e-07, 5.76e-07, 4.86e-07, 1.67e-06, 2.24e-07, 1.44e-06, 6.89e-09, 1.39e-09, 6.19e-07, 1.66e-06, 1.30e-06, 2.37e-07, 1.08e-08, 7.91e-09, 7.66e-08, 4.55e-09, 3.02e-07, 8.16e-10, 2.00e-06, 5.32e-09] []
700100 [1.71e-07, 5.19e-07, 6.08e-07, 4.44e-07, 3.88e-07, 1.66e-06, 2.02e-07, 2.75e-08, 4.93e-10, 7.73e-10, 3.79e-07, 7.83e-07, 5.72e-07, 2.87e-08, 4.16e-09, 6.17e-09, 6.20e-09, 2.84e-09, 8.19e-11, 1.33e-11, 1.14e-08, 3.07e-10] [1.71e-07, 5.19e-07, 6.08e-07, 4.44e-07, 3.88e-07, 1.66e-06, 2.02e-07, 2.75e-08, 4.93e-10, 7.73e-10, 3.79e-07, 7.83e-07, 5.72e-07, 2.87e-08, 4.16e-09, 6.17e-09, 6.20e-09, 2.84e-09, 8.19e-11, 1.33e-11, 1.14e-08, 3.07e-10] []
700200 [2.61e-07, 4.92e-07, 8.57e-07, 5.12e-07, 4.98e-07, 1.70e-06, 2.34e-07, 3.57e-07, 5.37e-08, 1.77e-09, 2.36e-06, 2.37e-06, 5.99e-06, 2.43e-06, 2.74e-08, 4.14e-08, 0.00e+00, 2.74e-07, 9.37e-08, 4.43e-09, 6.35e-07, 2.96e-08] [2.61e-07, 4.92e-07, 8.57e-07, 5.12e-07, 4.98e-07, 1.70e-06, 2.34e-07, 3.57e-07, 5.37e-08, 1.77e-09, 2.36e-06, 2.37e-06, 5.99e-06, 2.43e-06, 2.74e-08, 4.14e-08, 0.00e+00, 2.74e-07, 9.37e-08, 4.43e-09, 6.35e-07, 2.96e-08] []
700300 [2.37e-06, 1.16e-06, 7.68e-07, 6.51e-07, 4.51e-07, 1.80e-06, 2.40e-07, 1.47e-07, 1.70e-05, 3.62e-06, 3.41e-06, 1.53e-05, 2.55e-05, 1.06e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 0.00e+00, 3.71e-06, 3.29e-06, 1.70e-05] [2.37e-06, 1.16e-06, 7.68e-07, 6.51e-07, 4.51e-07, 1.80e-06, 2.40e-07, 1.47e-07, 1.70e-05, 3.62e-06, 3.41e-06, 1.53e-05, 2.55e-05, 1.06e-04, 0.00e+00, 0.00e+00, 4.00e-10, 0.00e+00, 0.00e+00, 3.71e-06, 3.29e-06, 1.70e-05] []
700400 [1.70e-07, 5.06e-07, 5.90e-07, 4.36e-07, 4.38e-07, 1.65e-06, 2.36e-07, 5.38e-08, 3.41e-06, 2.69e-09, 4.21e-07, 9.52e-07, 7.78e-07, 1.31e-07, 4.39e-09, 4.95e-09, 3.18e-12, 9.22e-09, 1.43e-08, 0.00e+00, 8.76e-08, 3.57e-06] [1.70e-07, 5.06e-07, 5.90e-07, 4.36e-07, 4.38e-07, 1.65e-06, 2.36e-07, 5.38e-08, 3.41e-06, 2.69e-09, 4.21e-07, 9.52e-07, 7.78e-07, 1.31e-07, 4.39e-09, 4.95e-09, 3.18e-12, 9.22e-09, 1.43e-08, 0.00e+00, 8.76e-08, 3.57e-06] []
700500 [3.59e-07, 4.98e-07, 8.55e-07, 5.30e-07, 4.91e-07, 1.69e-06, 2.64e-07, 3.55e-07, 2.85e-10, 5.26e-08, 1.14e-06, 2.83e-06, 2.57e-06, 5.40e-07, 1.06e-08, 1.75e-08, 2.87e-08, 1.70e-09, 0.00e+00, 3.02e-11, 2.24e-07, 3.24e-10] [3.59e-07, 4.98e-07, 8.55e-07, 5.30e-07, 4.91e-07, 1.69e-06, 2.64e-07, 3.55e-07, 2.85e-10, 5.26e-08, 1.14e-06, 2.83e-06, 2.57e-06, 5.40e-07, 1.06e-08, 1.75e-08, 2.87e-08, 1.70e-09, 0.00e+00, 3.02e-11, 2.24e-07, 3.24e-10] []
700600 [6.99e-06, 1.50e-06, 1.14e-06, 1.06e-06, 1.08e-06, 2.44e-06, 4.87e-07, 1.65e-06, 4.43e-12, 9.39e-06, 1.61e-05, 5.16e-05, 9.82e-05, 3.47e-04, 4.72e-06, 3.88e-06, 2.79e-06, 2.54e-06, 6.25e-07, 5.56e-11, 4.00e-06, 4.18e-10] [6.99e-06, 1.50e-06, 1.14e-06, 1.06e-06, 1.08e-06, 2.44e-06, 4.87e-07, 1.65e-06, 4.43e-12, 9.39e-06, 1.61e-05, 5.16e-05, 9.82e-05, 3.47e-04, 4.72e-06, 3.88e-06, 2.79e-06, 2.54e-06, 6.25e-07, 5.56e-11, 4.00e-06, 4.18e-10] []
700700 [1.92e-07, 5.39e-07, 7.27e-07, 4.44e-07, 4.67e-07, 1.66e-06, 2.16e-07, 9.29e-08, 9.56e-07, 1.18e-09, 4.52e-07, 1.04e-06, 8.07e-07, 2.03e-07, 7.81e-09, 7.94e-09, 0.00e+00, 1.57e-08, 0.00e+00, 1.43e-08, 1.93e-07, 7.64e-08] [1.92e-07, 5.39e-07, 7.27e-07, 4.44e-07, 4.67e-07, 1.66e-06, 2.16e-07, 9.29e-08, 9.56e-07, 1.18e-09, 4.52e-07, 1.04e-06, 8.07e-07, 2.03e-07, 7.81e-09, 7.94e-09, 0.00e+00, 1.57e-08, 0.00e+00, 1.43e-08, 1.93e-07, 7.64e-08] []
700800 [5.65e-06, 5.27e-06, 2.38e-06, 6.79e-06, 3.62e-06, 4.37e-06, 4.67e-06, 2.11e-05, 7.75e-08, 2.26e-05, 5.70e-05, 2.06e-04, 7.90e-05, 7.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.03e-08, 0.00e+00, 1.59e-08, 1.12e-05, 1.00e-07] [5.65e-06, 5.27e-06, 2.38e-06, 6.79e-06, 3.62e-06, 4.37e-06, 4.67e-06, 2.11e-05, 7.75e-08, 2.26e-05, 5.70e-05, 2.06e-04, 7.90e-05, 7.72e-04, 0.00e+00, 0.00e+00, 0.00e+00, 7.03e-08, 0.00e+00, 1.59e-08, 1.12e-05, 1.00e-07] []
700900 [1.80e-07, 5.68e-07, 6.97e-07, 4.55e-07, 4.47e-07, 1.66e-06, 2.06e-07, 1.67e-07, 5.63e-12, 2.54e-10, 4.11e-07, 8.92e-07, 6.86e-07, 9.63e-09, 2.68e-09, 5.36e-09, 5.33e-11, 1.41e-09, 8.24e-09, 4.33e-11, 5.10e-08, 3.48e-10] [1.80e-07, 5.68e-07, 6.97e-07, 4.55e-07, 4.47e-07, 1.66e-06, 2.06e-07, 1.67e-07, 5.63e-12, 2.54e-10, 4.11e-07, 8.92e-07, 6.86e-07, 9.63e-09, 2.68e-09, 5.36e-09, 5.33e-11, 1.41e-09, 8.24e-09, 4.33e-11, 5.10e-08, 3.48e-10] []
701000 [1.91e-06, 1.85e-06, 1.29e-06, 7.54e-07, 1.34e-06, 1.89e-06, 1.48e-06, 2.68e-05, 5.70e-05, 5.19e-07, 2.41e-05, 1.61e-05, 4.58e-05, 1.79e-05, 2.00e-07, 1.24e-07, 7.09e-07, 1.84e-07, 4.59e-06, 0.00e+00, 2.58e-05, 7.65e-05] [1.91e-06, 1.85e-06, 1.29e-06, 7.54e-07, 1.34e-06, 1.89e-06, 1.48e-06, 2.68e-05, 5.70e-05, 5.19e-07, 2.41e-05, 1.61e-05, 4.58e-05, 1.79e-05, 2.00e-07, 1.24e-07, 7.09e-07, 1.84e-07, 4.59e-06, 0.00e+00, 2.58e-05, 7.65e-05] []
701100 [1.71e-07, 5.46e-07, 6.32e-07, 4.41e-07, 4.20e-07, 1.65e-06, 2.00e-07, 5.74e-08, 1.90e-09, 7.05e-11, 3.96e-07, 8.68e-07, 6.42e-07, 3.39e-08, 8.09e-10, 2.83e-09, 1.55e-09, 4.75e-10, 1.11e-08, 1.04e-11, 7.00e-08, 2.47e-07] [1.71e-07, 5.46e-07, 6.32e-07, 4.41e-07, 4.20e-07, 1.65e-06, 2.00e-07, 5.74e-08, 1.90e-09, 7.05e-11, 3.96e-07, 8.68e-07, 6.42e-07, 3.39e-08, 8.09e-10, 2.83e-09, 1.55e-09, 4.75e-10, 1.11e-08, 1.04e-11, 7.00e-08, 2.47e-07] []
701200 [5.53e-07, 6.18e-07, 9.24e-07, 6.28e-07, 4.76e-07, 1.68e-06, 2.52e-07, 3.01e-06, 8.29e-07, 3.30e-08, 4.24e-06, 6.66e-06, 1.81e-05, 1.03e-05, 6.53e-09, 0.00e+00, 0.00e+00, 5.03e-11, 6.70e-08, 0.00e+00, 4.07e-07, 2.08e-08] [5.53e-07, 6.18e-07, 9.24e-07, 6.28e-07, 4.76e-07, 1.68e-06, 2.52e-07, 3.01e-06, 8.29e-07, 3.30e-08, 4.24e-06, 6.66e-06, 1.81e-05, 1.03e-05, 6.53e-09, 0.00e+00, 0.00e+00, 5.03e-11, 6.70e-08, 0.00e+00, 4.07e-07, 2.08e-08] []
701300 [1.66e-07, 5.29e-07, 5.76e-07, 4.33e-07, 3.89e-07, 1.66e-06, 1.99e-07, 1.09e-10, 3.58e-10, 1.27e-10, 3.76e-07, 7.99e-07, 5.74e-07, 1.31e-08, 1.37e-09, 3.96e-09, 7.01e-09, 1.07e-09, 4.22e-09, 3.74e-12, 2.87e-08, 4.48e-10] [1.66e-07, 5.29e-07, 5.76e-07, 4.33e-07, 3.89e-07, 1.66e-06, 1.99e-07, 1.09e-10, 3.58e-10, 1.27e-10, 3.76e-07, 7.99e-07, 5.74e-07, 1.31e-08, 1.37e-09, 3.96e-09, 7.01e-09, 1.07e-09, 4.22e-09, 3.74e-12, 2.87e-08, 4.48e-10] []
701400 [2.91e-07, 6.37e-07, 9.64e-07, 5.67e-07, 5.22e-07, 1.63e-06, 2.34e-07, 1.45e-06, 2.04e-07, 1.52e-07, 1.29e-06, 2.39e-06, 2.99e-06, 2.69e-06, 7.95e-09, 1.50e-09, 0.00e+00, 1.15e-08, 3.42e-08, 0.00e+00, 2.01e-07, 3.61e-07] [2.91e-07, 6.37e-07, 9.64e-07, 5.67e-07, 5.22e-07, 1.63e-06, 2.34e-07, 1.45e-06, 2.04e-07, 1.52e-07, 1.29e-06, 2.39e-06, 2.99e-06, 2.69e-06, 7.95e-09, 1.50e-09, 0.00e+00, 1.15e-08, 3.42e-08, 0.00e+00, 2.01e-07, 3.61e-07] []
701500 [1.72e-07, 5.62e-07, 6.42e-07, 4.65e-07, 3.95e-07, 1.66e-06, 2.12e-07, 8.93e-09, 1.22e-10, 1.44e-12, 3.73e-07, 7.98e-07, 5.69e-07, 3.29e-09, 2.20e-09, 3.90e-09, 5.94e-09, 1.34e-09, 2.21e-09, 1.08e-11, 2.00e-08, 3.28e-10] [1.72e-07, 5.62e-07, 6.42e-07, 4.65e-07, 3.95e-07, 1.66e-06, 2.12e-07, 8.93e-09, 1.22e-10, 1.44e-12, 3.73e-07, 7.98e-07, 5.69e-07, 3.29e-09, 2.20e-09, 3.90e-09, 5.94e-09, 1.34e-09, 2.21e-09, 1.08e-11, 2.00e-08, 3.28e-10] []
701600 [1.12e-06, 8.15e-07, 1.11e-06, 5.35e-07, 5.94e-07, 1.60e-06, 7.37e-07, 4.54e-06, 5.92e-08, 3.79e-08, 8.61e-06, 1.37e-05, 1.12e-05, 6.07e-06, 8.52e-09, 9.89e-07, 0.00e+00, 2.01e-08, 0.00e+00, 3.64e-09, 9.89e-06, 2.64e-08] [1.12e-06, 8.15e-07, 1.11e-06, 5.35e-07, 5.94e-07, 1.60e-06, 7.37e-07, 4.54e-06, 5.92e-08, 3.79e-08, 8.61e-06, 1.37e-05, 1.12e-05, 6.07e-06, 8.52e-09, 9.89e-07, 0.00e+00, 2.01e-08, 0.00e+00, 3.64e-09, 9.89e-06, 2.64e-08] []
701700 [1.75e-07, 5.51e-07, 6.48e-07, 4.57e-07, 4.09e-07, 1.66e-06, 1.98e-07, 4.69e-12, 2.65e-11, 1.07e-11, 3.89e-07, 8.19e-07, 5.92e-07, 3.07e-09, 1.67e-09, 3.89e-09, 2.05e-09, 1.38e-09, 0.00e+00, 3.50e-11, 1.31e-08, 3.27e-10] [1.75e-07, 5.51e-07, 6.48e-07, 4.57e-07, 4.09e-07, 1.66e-06, 1.98e-07, 4.69e-12, 2.65e-11, 1.07e-11, 3.89e-07, 8.19e-07, 5.92e-07, 3.07e-09, 1.67e-09, 3.89e-09, 2.05e-09, 1.38e-09, 0.00e+00, 3.50e-11, 1.31e-08, 3.27e-10] []
701800 [3.81e-06, 1.61e-06, 8.31e-07, 1.37e-06, 1.45e-06, 2.35e-06, 1.26e-06, 2.02e-05, 4.64e-06, 6.18e-06, 1.40e-05, 3.64e-05, 1.59e-05, 1.60e-04, 0.00e+00, 2.99e-09, 0.00e+00, 2.72e-08, 4.47e-06, 4.95e-06, 2.54e-05, 2.13e-05] [3.81e-06, 1.61e-06, 8.31e-07, 1.37e-06, 1.45e-06, 2.35e-06, 1.26e-06, 2.02e-05, 4.64e-06, 6.18e-06, 1.40e-05, 3.64e-05, 1.59e-05, 1.60e-04, 0.00e+00, 2.99e-09, 0.00e+00, 2.72e-08, 4.47e-06, 4.95e-06, 2.54e-05, 2.13e-05] []
701900 [1.73e-07, 5.23e-07, 6.28e-07, 4.35e-07, 4.26e-07, 1.67e-06, 2.23e-07, 2.79e-07, 2.69e-08, 2.12e-09, 3.94e-07, 8.51e-07, 6.37e-07, 3.76e-08, 4.25e-09, 5.14e-09, 6.39e-10, 2.70e-09, 0.00e+00, 4.96e-10, 1.88e-07, 2.54e-09] [1.73e-07, 5.23e-07, 6.28e-07, 4.35e-07, 4.26e-07, 1.67e-06, 2.23e-07, 2.79e-07, 2.69e-08, 2.12e-09, 3.94e-07, 8.51e-07, 6.37e-07, 3.76e-08, 4.25e-09, 5.14e-09, 6.39e-10, 2.70e-09, 0.00e+00, 4.96e-10, 1.88e-07, 2.54e-09] []
702000 [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07] [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 39.673768 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Training model...
Step Train loss Test loss Test metric
702000 [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07] [1.17e-05, 2.63e-06, 1.11e-06, 2.19e-06, 1.83e-06, 2.20e-06, 1.24e-06, 3.51e-05, 1.35e-07, 2.73e-06, 3.23e-05, 9.11e-05, 1.63e-04, 2.41e-04, 0.00e+00, 6.15e-09, 0.00e+00, 7.65e-08, 0.00e+00, 0.00e+00, 9.81e-05, 3.24e-07] []
702100 [2.27e-07, 8.12e-07, 8.44e-07, 4.62e-07, 4.55e-07, 1.72e-06, 2.04e-07, 1.86e-06, 9.13e-10, 7.00e-08, 9.49e-07, 1.24e-06, 1.22e-06, 2.63e-07, 1.72e-09, 2.27e-09, 0.00e+00, 0.00e+00, 3.91e-08, 3.86e-11, 2.27e-07, 3.70e-10] [2.27e-07, 8.12e-07, 8.44e-07, 4.62e-07, 4.55e-07, 1.72e-06, 2.04e-07, 1.86e-06, 9.13e-10, 7.00e-08, 9.49e-07, 1.24e-06, 1.22e-06, 2.63e-07, 1.72e-09, 2.27e-09, 0.00e+00, 0.00e+00, 3.91e-08, 3.86e-11, 2.27e-07, 3.70e-10] []
702200 [1.88e-07, 6.80e-07, 5.96e-07, 4.72e-07, 3.65e-07, 1.73e-06, 2.09e-07, 4.11e-08, 1.31e-10, 2.24e-10, 4.25e-07, 8.85e-07, 6.27e-07, 1.90e-08, 1.32e-09, 3.61e-09, 6.46e-09, 1.07e-09, 1.20e-08, 2.76e-12, 7.33e-08, 3.90e-10] [1.88e-07, 6.80e-07, 5.96e-07, 4.72e-07, 3.65e-07, 1.73e-06, 2.09e-07, 4.11e-08, 1.31e-10, 2.24e-10, 4.25e-07, 8.85e-07, 6.27e-07, 1.90e-08, 1.32e-09, 3.61e-09, 6.46e-09, 1.07e-09, 1.20e-08, 2.76e-12, 7.33e-08, 3.90e-10] []
702300 [1.09e-06, 8.83e-07, 9.19e-07, 8.33e-07, 4.98e-07, 1.81e-06, 3.23e-07, 5.11e-07, 3.51e-09, 1.50e-06, 2.03e-06, 5.33e-06, 6.81e-06, 2.97e-05, 5.28e-07, 1.45e-07, 2.01e-07, 2.08e-07, 0.00e+00, 8.70e-13, 3.10e-07, 7.05e-10] [1.09e-06, 8.83e-07, 9.19e-07, 8.33e-07, 4.98e-07, 1.81e-06, 3.23e-07, 5.11e-07, 3.51e-09, 1.50e-06, 2.03e-06, 5.33e-06, 6.81e-06, 2.97e-05, 5.28e-07, 1.45e-07, 2.01e-07, 2.08e-07, 0.00e+00, 8.70e-13, 3.10e-07, 7.05e-10] []
702400 [1.74e-07, 5.91e-07, 6.01e-07, 4.64e-07, 3.88e-07, 1.71e-06, 1.92e-07, 1.52e-07, 7.72e-10, 2.73e-09, 3.85e-07, 8.84e-07, 6.16e-07, 1.20e-07, 2.23e-10, 2.90e-09, 7.97e-10, 3.18e-10, 0.00e+00, 2.30e-12, 7.75e-08, 6.04e-10] [1.74e-07, 5.91e-07, 6.01e-07, 4.64e-07, 3.88e-07, 1.71e-06, 1.92e-07, 1.52e-07, 7.72e-10, 2.73e-09, 3.85e-07, 8.84e-07, 6.16e-07, 1.20e-07, 2.23e-10, 2.90e-09, 7.97e-10, 3.18e-10, 0.00e+00, 2.30e-12, 7.75e-08, 6.04e-10] []
702500 [4.50e-07, 5.65e-07, 5.97e-07, 4.75e-07, 4.42e-07, 1.65e-06, 4.50e-07, 1.75e-07, 3.31e-06, 6.77e-09, 6.66e-07, 2.44e-06, 1.75e-06, 2.05e-06, 2.04e-08, 8.12e-08, 3.26e-09, 1.67e-09, 2.31e-07, 7.32e-09, 1.53e-06, 8.26e-08] [4.50e-07, 5.65e-07, 5.97e-07, 4.75e-07, 4.42e-07, 1.65e-06, 4.50e-07, 1.75e-07, 3.31e-06, 6.77e-09, 6.66e-07, 2.44e-06, 1.75e-06, 2.05e-06, 2.04e-08, 8.12e-08, 3.26e-09, 1.67e-09, 2.31e-07, 7.32e-09, 1.53e-06, 8.26e-08] []
702600 [5.99e-07, 7.00e-07, 5.30e-07, 4.59e-07, 3.52e-07, 1.70e-06, 3.27e-07, 6.07e-09, 4.40e-10, 5.31e-07, 1.01e-06, 4.64e-06, 5.95e-06, 2.22e-05, 0.00e+00, 1.45e-10, 9.04e-10, 0.00e+00, 0.00e+00, 1.36e-12, 1.12e-07, 1.37e-09] [5.99e-07, 7.00e-07, 5.30e-07, 4.59e-07, 3.52e-07, 1.70e-06, 3.27e-07, 6.07e-09, 4.40e-10, 5.31e-07, 1.01e-06, 4.64e-06, 5.95e-06, 2.22e-05, 0.00e+00, 1.45e-10, 9.04e-10, 0.00e+00, 0.00e+00, 1.36e-12, 1.12e-07, 1.37e-09] []
702700 [1.86e-07, 5.32e-07, 6.07e-07, 4.53e-07, 4.36e-07, 1.66e-06, 2.93e-07, 1.39e-07, 5.59e-11, 2.66e-08, 4.60e-07, 1.31e-06, 1.18e-06, 1.24e-06, 2.88e-09, 0.00e+00, 0.00e+00, 3.22e-10, 0.00e+00, 2.33e-11, 1.86e-07, 4.74e-10] [1.86e-07, 5.32e-07, 6.07e-07, 4.53e-07, 4.36e-07, 1.66e-06, 2.93e-07, 1.39e-07, 5.59e-11, 2.66e-08, 4.60e-07, 1.31e-06, 1.18e-06, 1.24e-06, 2.88e-09, 0.00e+00, 0.00e+00, 3.22e-10, 0.00e+00, 2.33e-11, 1.86e-07, 4.74e-10] []
702800 [3.79e-05, 7.07e-06, 4.71e-06, 7.69e-06, 7.74e-06, 4.41e-06, 3.99e-06, 9.79e-07, 7.95e-09, 6.47e-05, 8.35e-05, 3.70e-04, 3.90e-04, 2.14e-03, 0.00e+00, 0.00e+00, 1.71e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 8.70e-09] [3.79e-05, 7.07e-06, 4.71e-06, 7.69e-06, 7.74e-06, 4.41e-06, 3.99e-06, 9.79e-07, 7.95e-09, 6.47e-05, 8.35e-05, 3.70e-04, 3.90e-04, 2.14e-03, 0.00e+00, 0.00e+00, 1.71e-12, 0.00e+00, 0.00e+00, 0.00e+00, 1.87e-06, 8.70e-09] []
702900 [1.74e-07, 5.12e-07, 6.33e-07, 4.40e-07, 4.33e-07, 1.67e-06, 2.44e-07, 6.17e-08, 2.84e-12, 8.06e-10, 4.36e-07, 9.35e-07, 6.95e-07, 1.72e-08, 3.67e-09, 6.83e-09, 0.00e+00, 8.13e-10, 0.00e+00, 2.04e-11, 1.58e-07, 3.93e-10] [1.74e-07, 5.12e-07, 6.33e-07, 4.40e-07, 4.33e-07, 1.67e-06, 2.44e-07, 6.17e-08, 2.84e-12, 8.06e-10, 4.36e-07, 9.35e-07, 6.95e-07, 1.72e-08, 3.67e-09, 6.83e-09, 0.00e+00, 8.13e-10, 0.00e+00, 2.04e-11, 1.58e-07, 3.93e-10] []
703000 [5.66e-06, 2.34e-06, 1.36e-06, 8.64e-07, 9.83e-07, 2.13e-06, 9.78e-07, 1.04e-05, 1.35e-08, 4.06e-06, 1.28e-05, 2.38e-05, 4.67e-05, 1.33e-04, 1.54e-06, 1.55e-06, 1.77e-06, 5.17e-07, 2.81e-06, 2.92e-10, 1.63e-05, 1.55e-09] [5.66e-06, 2.34e-06, 1.36e-06, 8.64e-07, 9.83e-07, 2.13e-06, 9.78e-07, 1.04e-05, 1.35e-08, 4.06e-06, 1.28e-05, 2.38e-05, 4.67e-05, 1.33e-04, 1.54e-06, 1.55e-06, 1.77e-06, 5.17e-07, 2.81e-06, 2.92e-10, 1.63e-05, 1.55e-09] []
703100 [1.64e-07, 5.06e-07, 5.99e-07, 4.27e-07, 4.03e-07, 1.67e-06, 2.15e-07, 1.93e-07, 3.29e-12, 2.00e-12, 3.96e-07, 8.47e-07, 6.25e-07, 2.28e-09, 1.77e-09, 4.04e-09, 1.90e-09, 1.84e-09, 6.43e-09, 3.06e-11, 4.08e-08, 3.83e-10] [1.64e-07, 5.06e-07, 5.99e-07, 4.27e-07, 4.03e-07, 1.67e-06, 2.15e-07, 1.93e-07, 3.29e-12, 2.00e-12, 3.96e-07, 8.47e-07, 6.25e-07, 2.28e-09, 1.77e-09, 4.04e-09, 1.90e-09, 1.84e-09, 6.43e-09, 3.06e-11, 4.08e-08, 3.83e-10] []
703200 [2.80e-07, 4.69e-07, 9.43e-07, 5.13e-07, 4.67e-07, 1.64e-06, 2.15e-07, 2.90e-06, 2.93e-10, 1.70e-07, 1.97e-06, 2.69e-06, 2.19e-06, 1.69e-06, 7.27e-09, 2.00e-09, 3.90e-08, 1.23e-09, 0.00e+00, 5.17e-09, 4.18e-06, 3.34e-08] [2.80e-07, 4.69e-07, 9.43e-07, 5.13e-07, 4.67e-07, 1.64e-06, 2.15e-07, 2.90e-06, 2.93e-10, 1.70e-07, 1.97e-06, 2.69e-06, 2.19e-06, 1.69e-06, 7.27e-09, 2.00e-09, 3.90e-08, 1.23e-09, 0.00e+00, 5.17e-09, 4.18e-06, 3.34e-08] []
703300 [1.75e-07, 5.57e-07, 6.55e-07, 4.54e-07, 4.02e-07, 1.67e-06, 2.03e-07, 3.24e-08, 8.06e-12, 1.58e-11, 3.90e-07, 8.14e-07, 5.84e-07, 1.75e-09, 2.76e-09, 4.58e-09, 5.31e-09, 1.37e-09, 1.81e-08, 2.55e-10, 1.11e-07, 1.44e-09] [1.75e-07, 5.57e-07, 6.55e-07, 4.54e-07, 4.02e-07, 1.67e-06, 2.03e-07, 3.24e-08, 8.06e-12, 1.58e-11, 3.90e-07, 8.14e-07, 5.84e-07, 1.75e-09, 2.76e-09, 4.58e-09, 5.31e-09, 1.37e-09, 1.81e-08, 2.55e-10, 1.11e-07, 1.44e-09] []
703400 [8.08e-07, 6.74e-07, 1.00e-06, 6.40e-07, 5.24e-07, 1.76e-06, 2.93e-07, 1.03e-05, 3.24e-08, 2.26e-07, 1.41e-06, 3.73e-06, 5.18e-06, 1.42e-05, 7.97e-08, 1.39e-07, 2.12e-07, 7.13e-08, 1.39e-06, 0.00e+00, 8.56e-06, 3.09e-08] [8.08e-07, 6.74e-07, 1.00e-06, 6.40e-07, 5.24e-07, 1.76e-06, 2.93e-07, 1.03e-05, 3.24e-08, 2.26e-07, 1.41e-06, 3.73e-06, 5.18e-06, 1.42e-05, 7.97e-08, 1.39e-07, 2.12e-07, 7.13e-08, 1.39e-06, 0.00e+00, 8.56e-06, 3.09e-08] []
703500 [1.66e-07, 5.33e-07, 6.18e-07, 4.37e-07, 3.94e-07, 1.67e-06, 1.93e-07, 3.48e-08, 5.63e-12, 1.88e-09, 3.79e-07, 8.18e-07, 5.71e-07, 8.68e-08, 4.08e-10, 3.01e-09, 4.23e-09, 3.73e-10, 1.31e-08, 2.41e-11, 7.94e-08, 3.08e-10] [1.66e-07, 5.33e-07, 6.18e-07, 4.37e-07, 3.94e-07, 1.67e-06, 1.93e-07, 3.48e-08, 5.63e-12, 1.88e-09, 3.79e-07, 8.18e-07, 5.71e-07, 8.68e-08, 4.08e-10, 3.01e-09, 4.23e-09, 3.73e-10, 1.31e-08, 2.41e-11, 7.94e-08, 3.08e-10] []
703600 [2.16e-07, 5.27e-07, 7.01e-07, 4.78e-07, 4.80e-07, 1.71e-06, 2.72e-07, 5.73e-07, 9.18e-06, 1.73e-08, 2.58e-06, 2.12e-06, 3.68e-06, 2.54e-07, 3.13e-08, 5.18e-09, 0.00e+00, 8.73e-08, 1.16e-07, 0.00e+00, 7.89e-07, 1.68e-05] [2.16e-07, 5.27e-07, 7.01e-07, 4.78e-07, 4.80e-07, 1.71e-06, 2.72e-07, 5.73e-07, 9.18e-06, 1.73e-08, 2.58e-06, 2.12e-06, 3.68e-06, 2.54e-07, 3.13e-08, 5.18e-09, 0.00e+00, 8.73e-08, 1.16e-07, 0.00e+00, 7.89e-07, 1.68e-05] []
703700 [7.70e-06, 2.50e-06, 1.17e-06, 1.36e-06, 7.42e-07, 2.34e-06, 3.58e-07, 1.22e-06, 1.52e-09, 8.09e-06, 1.26e-05, 5.96e-05, 9.97e-05, 3.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-15, 4.23e-06, 1.92e-09] [7.70e-06, 2.50e-06, 1.17e-06, 1.36e-06, 7.42e-07, 2.34e-06, 3.58e-07, 1.22e-06, 1.52e-09, 8.09e-06, 1.26e-05, 5.96e-05, 9.97e-05, 3.48e-04, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 0.00e+00, 1.36e-15, 4.23e-06, 1.92e-09] []
703800 [1.85e-07, 5.42e-07, 7.23e-07, 4.53e-07, 4.56e-07, 1.67e-06, 2.24e-07, 2.51e-08, 4.61e-08, 1.14e-08, 5.37e-07, 1.05e-06, 7.78e-07, 1.67e-07, 5.76e-09, 3.41e-09, 0.00e+00, 7.94e-09, 0.00e+00, 1.51e-09, 6.58e-08, 9.51e-09] [1.85e-07, 5.42e-07, 7.23e-07, 4.53e-07, 4.56e-07, 1.67e-06, 2.24e-07, 2.51e-08, 4.61e-08, 1.14e-08, 5.37e-07, 1.05e-06, 7.78e-07, 1.67e-07, 5.76e-09, 3.41e-09, 0.00e+00, 7.94e-09, 0.00e+00, 1.51e-09, 6.58e-08, 9.51e-09] []
703900 [4.06e-06, 1.61e-06, 3.81e-06, 5.19e-06, 1.65e-06, 4.10e-06, 2.09e-06, 6.51e-05, 1.16e-06, 3.55e-06, 1.73e-05, 4.47e-05, 5.12e-05, 2.17e-04, 2.80e-06, 1.59e-07, 3.49e-07, 2.40e-07, 1.27e-05, 0.00e+00, 6.75e-05, 1.10e-06] [4.06e-06, 1.61e-06, 3.81e-06, 5.19e-06, 1.65e-06, 4.10e-06, 2.09e-06, 6.51e-05, 1.16e-06, 3.55e-06, 1.73e-05, 4.47e-05, 5.12e-05, 2.17e-04, 2.80e-06, 1.59e-07, 3.49e-07, 2.40e-07, 1.27e-05, 0.00e+00, 6.75e-05, 1.10e-06] []
704000 [1.77e-07, 5.48e-07, 6.68e-07, 4.45e-07, 4.35e-07, 1.66e-06, 2.11e-07, 2.83e-08, 2.96e-10, 8.00e-10, 4.10e-07, 8.87e-07, 6.58e-07, 1.02e-08, 3.47e-09, 6.85e-09, 1.87e-11, 1.72e-09, 1.83e-08, 1.07e-11, 1.11e-07, 3.27e-10] [1.77e-07, 5.48e-07, 6.68e-07, 4.45e-07, 4.35e-07, 1.66e-06, 2.11e-07, 2.83e-08, 2.96e-10, 8.00e-10, 4.10e-07, 8.87e-07, 6.58e-07, 1.02e-08, 3.47e-09, 6.85e-09, 1.87e-11, 1.72e-09, 1.83e-08, 1.07e-11, 1.11e-07, 3.27e-10] []
Best model at step 302150:
train loss: 4.19e-06
test loss: 4.19e-06
test metric: []
'train' took 46.257678 s
Best train step: 302150
lambda_a: 8.731112247953417
lambda_b: 6.088202327330843
kappa_a: 2.144314681272432
kappa_b: 1.5681666739640148
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
# params_nn, best_step = model.get_best_params(out_func=np.exp) # parameters need to be extracted with the exponential functino as they have been modelled in logspace
params_nn, best_step = model.get_best_params() # parameters need to be extracted with the exponential functino as they have been modelled in logspace
print(static_parameters, sep="\n")
t_nn_param, wsol_nn_param, wsol_sird_nn_param = solver(*params_nn)
model.set_synthetic_data(t_synth, solution_synth_full)
model.set_nn_synthetic_data(t_nn_param, wsol_nn_param, wsol_sird_nn_param)
plot = Plot(model, values_to_plot=sird_model.initial_conditions_keys) # class that contains plotting functions
# plot.show_known_and_prediction()
# plot.plot_param_history()
# plot.plot_loss_history()
Best train step: 302150
lambda_a: 2.166892767
lambda_b: 1.8063528538
kappa_a: 0.76282000542
kappa_b: 0.44990721345
{'lambda_a': 2.2, 'lambda_b': 1.9, 'kappa_a': 0.8, 'kappa_b': 0.5}
plot.show_known_and_prediction()
plot.plot_param_history()
plot.plot_loss_history()
Error in callback <function _draw_all_if_interactive at 0x1614ed430> (for post_execute):
--------------------------------------------------------------------------- OverflowError Traceback (most recent call last) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/pyplot.py:119, in _draw_all_if_interactive() 117 def _draw_all_if_interactive(): 118 if matplotlib.is_interactive(): --> 119 draw_all() File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/_pylab_helpers.py:132, in Gcf.draw_all(cls, force) 130 for manager in cls.get_all_fig_managers(): 131 if force or manager.canvas.figure.stale: --> 132 manager.canvas.draw_idle() File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backend_bases.py:2054, in FigureCanvasBase.draw_idle(self, *args, **kwargs) 2052 if not self._is_idle_drawing: 2053 with self._idle_draw_cntx(): -> 2054 self.draw(*args, **kwargs) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:405, in FigureCanvasAgg.draw(self) 401 # Acquire a lock on the shared font cache. 402 with RendererAgg.lock, \ 403 (self.toolbar._wait_cursor_for_draw_cm() if self.toolbar 404 else nullcontext()): --> 405 self.figure.draw(self.renderer) 406 # A GUI class may be need to update a window using this draw, so 407 # don't forget to call the superclass. 408 super().draw() File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:74, in _finalize_rasterization.<locals>.draw_wrapper(artist, renderer, *args, **kwargs) 72 @wraps(draw) 73 def draw_wrapper(artist, renderer, *args, **kwargs): ---> 74 result = draw(artist, renderer, *args, **kwargs) 75 if renderer._rasterizing: 76 renderer.stop_rasterizing() File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer) 48 if artist.get_agg_filter() is not None: 49 renderer.start_filter() ---> 51 return draw(artist, renderer) 52 finally: 53 if artist.get_agg_filter() is not None: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/figure.py:3071, in Figure.draw(self, renderer) 3068 # ValueError can occur when resizing a window. 3070 self.patch.draw(renderer) -> 3071 mimage._draw_list_compositing_images( 3072 renderer, self, artists, self.suppressComposite) 3074 for sfig in self.subfigs: 3075 sfig.draw(renderer) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite) 129 if not_composite or not has_images: 130 for a in artists: --> 131 a.draw(renderer) 132 else: 133 # Composite any adjacent images together 134 image_group = [] File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer) 48 if artist.get_agg_filter() is not None: 49 renderer.start_filter() ---> 51 return draw(artist, renderer) 52 finally: 53 if artist.get_agg_filter() is not None: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/axes/_base.py:3107, in _AxesBase.draw(self, renderer) 3104 a.draw(renderer) 3105 renderer.stop_rasterizing() -> 3107 mimage._draw_list_compositing_images( 3108 renderer, self, artists, self.figure.suppressComposite) 3110 renderer.close_group('axes') 3111 self.stale = False File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite) 129 if not_composite or not has_images: 130 for a in artists: --> 131 a.draw(renderer) 132 else: 133 # Composite any adjacent images together 134 image_group = [] File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer) 48 if artist.get_agg_filter() is not None: 49 renderer.start_filter() ---> 51 return draw(artist, renderer) 52 finally: 53 if artist.get_agg_filter() is not None: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/lines.py:800, in Line2D.draw(self, renderer) 797 gc.set_foreground(lc_rgba, isRGBA=True) 799 gc.set_dashes(*self._dash_pattern) --> 800 renderer.draw_path(gc, tpath, affine.frozen()) 801 gc.restore() 803 if self._marker and self._markersize > 0: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:187, in RendererAgg.draw_path(self, gc, path, transform, rgbFace) 179 else: 180 msg = ( 181 "Exceeded cell block limit in Agg. Please set " 182 "the value of rcParams['agg.path.chunksize'], " 183 f"(currently {nmax}) to be greater than 100 " 184 + inc_threshold 185 ) --> 187 raise OverflowError(msg) from None OverflowError: Exceeded cell block limit in Agg. Please set the value of rcParams['agg.path.chunksize'], (currently 0) to be greater than 100 or increase the path simplification threshold(rcParams['path.simplify_threshold'] = 0.111111111111 by default and path.simplify_threshold = 0.111111111111 on the input).
--------------------------------------------------------------------------- OverflowError Traceback (most recent call last) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/IPython/core/formatters.py:338, in BaseFormatter.__call__(self, obj) 336 pass 337 else: --> 338 return printer(obj) 339 # Finally look for special method names 340 method = get_real_method(obj, self.print_method) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/IPython/core/pylabtools.py:152, in print_figure(fig, fmt, bbox_inches, base64, **kwargs) 149 from matplotlib.backend_bases import FigureCanvasBase 150 FigureCanvasBase(fig) --> 152 fig.canvas.print_figure(bytes_io, **kw) 153 data = bytes_io.getvalue() 154 if fmt == 'svg': File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backend_bases.py:2338, in FigureCanvasBase.print_figure(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs) 2334 try: 2335 # _get_renderer may change the figure dpi (as vector formats 2336 # force the figure dpi to 72), so we need to set it again here. 2337 with cbook._setattr_cm(self.figure, dpi=dpi): -> 2338 result = print_method( 2339 filename, 2340 facecolor=facecolor, 2341 edgecolor=edgecolor, 2342 orientation=orientation, 2343 bbox_inches_restore=_bbox_inches_restore, 2344 **kwargs) 2345 finally: 2346 if bbox_inches and restore_bbox: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backend_bases.py:2204, in FigureCanvasBase._switch_canvas_and_return_print_method.<locals>.<lambda>(*args, **kwargs) 2200 optional_kws = { # Passed by print_figure for other renderers. 2201 "dpi", "facecolor", "edgecolor", "orientation", 2202 "bbox_inches_restore"} 2203 skip = optional_kws - {*inspect.signature(meth).parameters} -> 2204 print_method = functools.wraps(meth)(lambda *args, **kwargs: meth( 2205 *args, **{k: v for k, v in kwargs.items() if k not in skip})) 2206 else: # Let third-parties do as they see fit. 2207 print_method = meth File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/_api/deprecation.py:410, in delete_parameter.<locals>.wrapper(*inner_args, **inner_kwargs) 400 deprecation_addendum = ( 401 f"If any parameter follows {name!r}, they should be passed as " 402 f"keyword, not positionally.") 403 warn_deprecated( 404 since, 405 name=repr(name), (...) 408 else deprecation_addendum, 409 **kwargs) --> 410 return func(*inner_args, **inner_kwargs) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:517, in FigureCanvasAgg.print_png(self, filename_or_obj, metadata, pil_kwargs, *args) 468 @_api.delete_parameter("3.5", "args") 469 def print_png(self, filename_or_obj, *args, 470 metadata=None, pil_kwargs=None): 471 """ 472 Write the figure to a PNG file. 473 (...) 515 *metadata*, including the default 'Software' key. 516 """ --> 517 self._print_pil(filename_or_obj, "png", pil_kwargs, metadata) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:463, in FigureCanvasAgg._print_pil(self, filename_or_obj, fmt, pil_kwargs, metadata) 458 def _print_pil(self, filename_or_obj, fmt, pil_kwargs, metadata=None): 459 """ 460 Draw the canvas, then save it using `.image.imsave` (to which 461 *pil_kwargs* and *metadata* are forwarded). 462 """ --> 463 FigureCanvasAgg.draw(self) 464 mpl.image.imsave( 465 filename_or_obj, self.buffer_rgba(), format=fmt, origin="upper", 466 dpi=self.figure.dpi, metadata=metadata, pil_kwargs=pil_kwargs) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:405, in FigureCanvasAgg.draw(self) 401 # Acquire a lock on the shared font cache. 402 with RendererAgg.lock, \ 403 (self.toolbar._wait_cursor_for_draw_cm() if self.toolbar 404 else nullcontext()): --> 405 self.figure.draw(self.renderer) 406 # A GUI class may be need to update a window using this draw, so 407 # don't forget to call the superclass. 408 super().draw() File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:74, in _finalize_rasterization.<locals>.draw_wrapper(artist, renderer, *args, **kwargs) 72 @wraps(draw) 73 def draw_wrapper(artist, renderer, *args, **kwargs): ---> 74 result = draw(artist, renderer, *args, **kwargs) 75 if renderer._rasterizing: 76 renderer.stop_rasterizing() File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer) 48 if artist.get_agg_filter() is not None: 49 renderer.start_filter() ---> 51 return draw(artist, renderer) 52 finally: 53 if artist.get_agg_filter() is not None: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/figure.py:3071, in Figure.draw(self, renderer) 3068 # ValueError can occur when resizing a window. 3070 self.patch.draw(renderer) -> 3071 mimage._draw_list_compositing_images( 3072 renderer, self, artists, self.suppressComposite) 3074 for sfig in self.subfigs: 3075 sfig.draw(renderer) File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite) 129 if not_composite or not has_images: 130 for a in artists: --> 131 a.draw(renderer) 132 else: 133 # Composite any adjacent images together 134 image_group = [] File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer) 48 if artist.get_agg_filter() is not None: 49 renderer.start_filter() ---> 51 return draw(artist, renderer) 52 finally: 53 if artist.get_agg_filter() is not None: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/axes/_base.py:3107, in _AxesBase.draw(self, renderer) 3104 a.draw(renderer) 3105 renderer.stop_rasterizing() -> 3107 mimage._draw_list_compositing_images( 3108 renderer, self, artists, self.figure.suppressComposite) 3110 renderer.close_group('axes') 3111 self.stale = False File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/image.py:131, in _draw_list_compositing_images(renderer, parent, artists, suppress_composite) 129 if not_composite or not has_images: 130 for a in artists: --> 131 a.draw(renderer) 132 else: 133 # Composite any adjacent images together 134 image_group = [] File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/artist.py:51, in allow_rasterization.<locals>.draw_wrapper(artist, renderer) 48 if artist.get_agg_filter() is not None: 49 renderer.start_filter() ---> 51 return draw(artist, renderer) 52 finally: 53 if artist.get_agg_filter() is not None: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/lines.py:800, in Line2D.draw(self, renderer) 797 gc.set_foreground(lc_rgba, isRGBA=True) 799 gc.set_dashes(*self._dash_pattern) --> 800 renderer.draw_path(gc, tpath, affine.frozen()) 801 gc.restore() 803 if self._marker and self._markersize > 0: File ~/Library/Mobile Documents/com~apple~CloudDocs/DTU/11Semester Msc/Deep Learning/Deep_Learning_Project_PINN/.venv/lib/python3.9/site-packages/matplotlib/backends/backend_agg.py:187, in RendererAgg.draw_path(self, gc, path, transform, rgbFace) 179 else: 180 msg = ( 181 "Exceeded cell block limit in Agg. Please set " 182 "the value of rcParams['agg.path.chunksize'], " 183 f"(currently {nmax}) to be greater than 100 " 184 + inc_threshold 185 ) --> 187 raise OverflowError(msg) from None OverflowError: Exceeded cell block limit in Agg. Please set the value of rcParams['agg.path.chunksize'], (currently 0) to be greater than 100 or increase the path simplification threshold(rcParams['path.simplify_threshold'] = 0.111111111111 by default and path.simplify_threshold = 0.111111111111 on the input).
<Figure size 1500x800 with 1 Axes>
# from SIRD_normal_nn import SIRD_net
# max_timestep = 100000
# t_bool = t_synth < max_timestep
# t = t_synth[t_bool]
# wsol = solution_synth[t_bool]
# net = SIRD_net(t, wsol, init_num_people=1e6)
# net.train()
# net.plot(t_synth, solution_synth)
# fig, ax = plt.subplots()
# net.plot(ax, t_synth)